\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{Lavanya-M22} \pdfinfo{ /Title (numpy.pdf) /Creator (Cheatography) /Author (Lavanya-M22) /Subject (NumPy 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}{0000CD} \definecolor{LightBackground}{HTML}{EFEFFB} \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{NumPy Cheat Sheet}}}} \\ \normalsize{by \textcolor{DarkBackground}{Lavanya-M22} via \textcolor{DarkBackground}{\uline{cheatography.com/138231/cs/29097/}}} \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}Lavanya-M22 \\ \uline{cheatography.com/lavanya-m22} \\ \end{tabulary} \vfill \columnbreak \begin{tabulary}{5.8cm}{L} \SetRowColor{FootBackground} \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}} \\ \vspace{-2pt}Published 11th September, 2021.\\ Updated 12th September, 2021.\\ 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} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{8.4cm}}{\bf\textcolor{white}{Why NumPy?}} \tn \SetRowColor{white} \mymulticolumn{1}{x{8.4cm}}{NumPy is an open-source numerical Python library used for working with arrays. It aims to provide an {\bf{array object that is upto 50x faster than traditional python list takes significantly less amount of memory as compared to python lists}}.% Row Count 5 (+ 5) } \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{8.4cm}}{\bf\textcolor{white}{How to Install Numpy}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{x{8.4cm}}{pip install numpy \newline {\emph{or}} \newline conda install numpy} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{8.4cm}}{\bf\textcolor{white}{Importing Library}} \tn \SetRowColor{LightBackground} \mymulticolumn{1}{x{8.4cm}}{{\bf{import}} {\emph{numpy}} {\bf{as}} {\emph{np}}} \tn \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{x{3.12 cm} x{4.88 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Attributes of ndarray}} \tn % Row 0 \SetRowColor{LightBackground} \{\{nobreak\}\}ndarray.shape & Tuple of array shape \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} ndarray.ndim & Number of array dimensions as interger \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} ndarray.size & Number of elements in the array \tn % Row Count 6 (+ 2) % Row 3 \SetRowColor{white} ndarray,dtype & Data type of array's elements \tn % Row Count 8 (+ 2) % Row 4 \SetRowColor{LightBackground} ndarray.base & To check if object has its own memory \tn % Row Count 10 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{x{1.6 cm} x{6.4 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Slicing}} \tn % Row 0 \SetRowColor{LightBackground} arr{[}0{]} & Returns the element at index 0 \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} arr{[}1,2{]} & Returns array element on index {[}1{]}{[}2{]} \tn % Row Count 3 (+ 2) % Row 2 \SetRowColor{LightBackground} arr{[}0:3{]} & Returns the elements at indices on outer dimension \tn % Row Count 5 (+ 2) % Row 3 \SetRowColor{white} arr{[}0:3,2{]} & Returns the elements on rows 0,1,2 at column 2 \tn % Row Count 7 (+ 2) % Row 4 \SetRowColor{LightBackground} arr\textless{}n & Returns an array with boolean values \tn % Row Count 9 (+ 2) % Row 5 \SetRowColor{white} \textasciitilde{}arr & Returns an array with boolean values \tn % Row Count 11 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{x{3.68 cm} x{4.32 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Statistics\{\{fa-icons\}\}}} \tn % Row 0 \SetRowColor{LightBackground} \{\{nobreak\}\}np.mean(arr,axis={\emph{0/1}}) & Compute the arithmetic mean along the specified axis. \tn % Row Count 3 (+ 3) % Row 1 \SetRowColor{white} arr.sum() & Sum of array elements over a given axis \tn % Row Count 5 (+ 2) % Row 2 \SetRowColor{LightBackground} arr.min() & Return the minimum along a given axis \tn % Row Count 7 (+ 2) % Row 3 \SetRowColor{white} arr.max() & Return the maximum along a given axis \tn % Row Count 9 (+ 2) % Row 4 \SetRowColor{LightBackground} np.var(arr) & Compute the variance along the specified axis \tn % Row Count 12 (+ 3) % Row 5 \SetRowColor{white} np.std(arr) & Compute the standard deviation along the specified axis. \tn % Row Count 15 (+ 3) % Row 6 \SetRowColor{LightBackground} arr.corrcoef() & Return Pearson product-moment correlation coefficients \tn % Row Count 18 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{x{3.92 cm} x{4.08 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Creating Arrays}} \tn % Row 0 \SetRowColor{LightBackground} np.array(object) & Creates an array \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} np.array({[}1,2,3{]}) & 1D array \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} \{\{nobreak\}\}np.array({[}(1,2,3),(4,5,6){]}) & 2D array \tn % Row Count 4 (+ 2) % Row 3 \SetRowColor{white} np.zeros(shape) & Return a new array of given shape and type, filled with zeros \tn % Row Count 8 (+ 4) % Row 4 \SetRowColor{LightBackground} np.ones(shape) & Return a new array of given shape and type, filled with ones \tn % Row Count 11 (+ 3) % Row 5 \SetRowColor{white} \{\{nobreak\}\}np.eye(no. of rows) & Return a 2-D array with ones on the diagonal and zeros elsewhere \tn % Row Count 15 (+ 4) % Row 6 \SetRowColor{LightBackground} np.arange(start,stop,step) & Return evenly spaced values within a given interval. \tn % Row Count 18 (+ 3) % Row 7 \SetRowColor{white} \seqsplit{np.random.rand(shape)} & Return array of random floats between 0–1 of fiven shape \tn % Row Count 21 (+ 3) % Row 8 \SetRowColor{LightBackground} \{\{nobreak\}\}np.random.randint(low,high) & Return random integers from low (inclusive) to high (exclusive) \tn % Row Count 25 (+ 4) % Row 9 \SetRowColor{white} \{\{nobreak\}\}np.linspace(start, stop, n) & Returns n evenly spaced numbers over a specified interval \tn % Row Count 28 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{x{2.96 cm} x{5.04 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{commonly used methods}} \tn % Row 0 \SetRowColor{LightBackground} np.sort(arr) & Returns a sorted copy of the array \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \seqsplit{np.argsort(arr)} & Returns the indices that would sort an array \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} np.resize(a, new\_shape) & Return a new array with the specified shape \tn % Row Count 6 (+ 2) % Row 3 \SetRowColor{white} np.dot(arr1, arr2) & Dot product of two arrays \tn % Row Count 8 (+ 2) % Row 4 \SetRowColor{LightBackground} arr.copy() & Returns a copy of the array \tn % Row Count 10 (+ 2) % Row 5 \SetRowColor{white} arr.view() & New view of array with the same data \tn % Row Count 12 (+ 2) % Row 6 \SetRowColor{LightBackground} arr.flatten() & Return a copy of the array collapsed into 1D \tn % Row Count 14 (+ 2) % Row 7 \SetRowColor{white} \seqsplit{arr.reshape(new\_shape)} & Returns an array containing the same data with a new shape \tn % Row Count 17 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{x{3.76 cm} x{4.24 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{8.4cm}}{\bf\textcolor{white}{Math operators}} \tn % Row 0 \SetRowColor{LightBackground} \{\{nobreak\}\}np.add(arr\_1, arr\_2) & Add arguments element-wise \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \{\{nobreak\}\}np.subtract(arr\_1, arr\_2) & Subtract arguments, element-wise \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} \{\{nobreak\}\}np.multiply(arr\_1, arr\_2) & Multiply arguments, element-wise \tn % Row Count 6 (+ 2) % Row 3 \SetRowColor{white} \{\{nobreak\}\}np.divide(arr\_1, arr\_2) & Divide arguments, element-wise \tn % Row Count 8 (+ 2) % Row 4 \SetRowColor{LightBackground} \{\{nobreak\}\}np.power(arr\_1, arr\_2) & First array elements raised to powers from second array, element-wise \tn % Row Count 12 (+ 4) % Row 5 \SetRowColor{white} np.sqrt(arr) & Return the non-negative square-root of an array, element-wise \tn % Row Count 15 (+ 3) % Row 6 \SetRowColor{LightBackground} np.log(arr) & Natural logarithm, element-wise \tn % Row Count 17 (+ 2) % Row 7 \SetRowColor{white} np.ceil(arr) & Rounds up to the nearest int , element-wise \tn % Row Count 20 (+ 3) % Row 8 \SetRowColor{LightBackground} np.floor(arr) & Rounds down to the nearest int ,element-wise \tn % Row Count 23 (+ 3) % Row 9 \SetRowColor{white} np.abs(arr) & Absolute value of each element in the array \tn % Row Count 26 (+ 3) % Row 10 \SetRowColor{LightBackground} np.round(arr) & Rounds to the nearest int \tn % Row Count 28 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{8.4cm}{X} \SetRowColor{DarkBackground} \mymulticolumn{1}{x{8.4cm}}{\bf\textcolor{white}{Useful links}} \tn % Row 0 \SetRowColor{LightBackground} \mymulticolumn{1}{x{8.4cm}}{\{\{link="https://numpy.org/doc/stable/index.html"\}\}NumPy Official documenataion\{\{/link\}\}} \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} \mymulticolumn{1}{x{8.4cm}}{\{\{popup="https://www.w3schools.com/python/numpy/default.asp"\}\}w3schools NumPy Tutorial\{\{/popup\}\}} \tn % Row Count 4 (+ 2) % Row 2 \SetRowColor{LightBackground} \mymulticolumn{1}{x{8.4cm}}{\{\{popup="https://betterprogramming.pub/numpy-illustrated-the-visual-guide-to-numpy-3b1d4976de1d"\}\}NumPy Illustrated: The Visual Guide to NumPy\{\{/popup\}\}} \tn % Row Count 8 (+ 4) % Row 3 \SetRowColor{white} \mymulticolumn{1}{x{8.4cm}}{\{\{link="https://scipy-lectures.org/intro/numpy/index.html"\}\}NumPy: creating and manipulating numerical data\{\{/link\}\}} \tn % Row Count 11 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}-} \end{tabularx} \par\addvspace{1.3em} % That's all folks \end{multicols*} \end{document}