\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{jvillar02} \pdfinfo{ /Title (data-science-inf111.pdf) /Creator (Cheatography) /Author (jvillar02) /Subject (Data Science INF111 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}{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{Data Science INF111 Cheat Sheet}}}} \\ \normalsize{by \textcolor{DarkBackground}{jvillar02} via \textcolor{DarkBackground}{\uline{cheatography.com/198670/cs/42065/}}} \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}jvillar02 \\ \uline{cheatography.com/jvillar02} \\ \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 15th January, 2024.\\ 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{1.14471 cm} x{3.83229 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{{\bf{Basics}} | Data Types \& Collections}} \tn % Row 0 \SetRowColor{LightBackground} Integers & `-2, -1, 0, 1, 2, 3, 4, 5` \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} Floats & `-1.0, -{}-0.5, 0.0, 0.5` \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} Strings & `'a', 'aa', 'Hello!'` \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} Lists & `{[}'John', 'Peter', 'Debora'{]}` \tn % Row Count 4 (+ 1) % Row 4 \SetRowColor{LightBackground} Tuples & `('table', 'chair', 'rack')` \tn % Row Count 5 (+ 1) % Row 5 \SetRowColor{white} & Tuples are immutable objects,\{\{nl\}\} Lists are mutable. \tn % Row Count 7 (+ 2) % Row 6 \SetRowColor{LightBackground} Sets & A set is an unordered collection \{\{nl\}\}with no duplicate elements \tn % Row Count 10 (+ 3) % Row 7 \SetRowColor{white} & Don't use empty curly braces \{ \}\{\{nl\}\} or you will get an empty dictionary \tn % Row Count 13 (+ 3) % Row 8 \SetRowColor{LightBackground} & `s = \{1, 2, 3, 2, 3, 4\}`\{\{nl\}\} | {\emph{\# \{1, 2, 3, 4\}}} \tn % Row Count 15 (+ 2) % Row 9 \SetRowColor{white} \seqsplit{Dictionaries} & `my\_cat = \{ 'size': 'fat'\}` \tn % Row Count 17 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{3.33459 cm} x{1.64241 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Basics | Operators {[}a = 5, b = 10{]}}} \tn % Row 0 \SetRowColor{LightBackground} Multiplication & * \tn % Row Count 1 (+ 1) % Row 1 \SetRowColor{white} Addition & + \tn % Row Count 2 (+ 1) % Row 2 \SetRowColor{LightBackground} Subtraction & - \tn % Row Count 3 (+ 1) % Row 3 \SetRowColor{white} Division & / \tn % Row Count 4 (+ 1) % Row 4 \SetRowColor{LightBackground} Exponent & ** \tn % Row Count 5 (+ 1) % Row 5 \SetRowColor{white} Integer Division & // \tn % Row Count 6 (+ 1) % Row 6 \SetRowColor{LightBackground} Modulus / Remainder & \% \tn % Row Count 7 (+ 1) % Row 7 \SetRowColor{white} AND & `a AND b` \tn % Row Count 8 (+ 1) % Row 8 \SetRowColor{LightBackground} OR & `a OR b` \tn % Row Count 9 (+ 1) % Row 9 \SetRowColor{white} NOT & `NOT a` \tn % Row Count 10 (+ 1) % Row 10 \SetRowColor{LightBackground} Equal / Not equal & `a == b, a != b` \tn % Row Count 12 (+ 2) % Row 11 \SetRowColor{white} Bigger / Smaller than & `a \textgreater{} b, a \textless{} b` \tn % Row Count 14 (+ 2) % Row 12 \SetRowColor{LightBackground} Bigger / Smaller than or equal to & `a \textgreater{}= b, a \textless{}= b` \tn % Row Count 16 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{0.9954 cm} x{3.9816 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Basics | Operations}} \tn % Row 0 \SetRowColor{LightBackground} Generic & `sum(), range(), min(), max(), \{\{nl\}\}input(""), sorted(), import` \tn % Row Count 3 (+ 3) % Row 1 \SetRowColor{white} List & `list = {[}{]}, list{[}i{]} = a,\{\{nl\}\}list{[}i{]}, list{[}i:j:x{]}` \tn % Row Count 5 (+ 2) % Row 2 \SetRowColor{LightBackground} String & `string{[}i{]}, string{[}i:j:x{]}` \tn % Row Count 6 (+ 1) % Row 3 \SetRowColor{white} \seqsplit{Dictionary} & `dict = \{\}, dict{[}i{]} = a, dict{[}i{]}` \tn % Row Count 8 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.4931 cm} x{3.4839 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Conditionals and Control Flow}} \tn % Row 0 \SetRowColor{LightBackground} IF-ELSE Statement & `name = 'Antony \{\{nl\}\} if name == 'Debora': \{\{nl\}\}... print('Hi Debora!') \{\{nl\}\}elif name == 'George': \{\{nl\}\}... print('Hi George!') \{\{nl\}\}else: \{\{nl\}\}... print('Who are you?')` \tn % Row Count 7 (+ 7) % Row 1 \SetRowColor{white} WHILE Loop & `spam = 0 \{\{nl\}\} while spam \textless{} 5: \{\{nl\}\}... print('Hello, world.') \{\{nl\}\}... spam = spam + 1` \tn % Row Count 11 (+ 4) % Row 2 \SetRowColor{LightBackground} FOR Loop & `\#start, stop, step`\{\{nl\}\}`for i in range(0, 10, 2): \{\{nl\}\}... print(i)` \tn % Row Count 14 (+ 3) \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}{Functions | Modularity and Documentation}} \tn % Row 0 \SetRowColor{LightBackground} Schema Example & `def new\_function(x,y):\{\{nl\}\}"""Descripion of the function, Known as {\emph{Docstring}}\{\{nl\}\}Arguments:\{\{nl\}\}Returns: \{\{nl\}\}"""\{\{nl\}\}...number = x**y \{\{nl\}\}...print("Hellow World")\{\{nl\}\}...return number\{\{nl\}\}new\_function(5,2)` \tn % Row Count 9 (+ 9) % Row 1 \SetRowColor{white} Single-line comment & `\#in-line` \tn % Row Count 11 (+ 2) % Row 2 \SetRowColor{LightBackground} Multi-line comment & `"""\{\{nl\}\}lines\{\{nl\}\}"""` \tn % Row Count 13 (+ 2) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.09494 cm} x{3.88206 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{File Handling}} \tn % Row 0 \SetRowColor{LightBackground} Open / With & The with statement \{\{nl\}\} automatically closes the file \tn % Row Count 2 (+ 2) % Row 1 \SetRowColor{white} Write & ` with open('bacon.txt', 'w') as bacon\_file:\{\{nl\}\} ... bacon\_file.write('Hello world!\textbackslash{}n')` \tn % Row Count 5 (+ 3) % Row 2 \SetRowColor{LightBackground} Append & ` with open('bacon.txt', 'a') as bacon\_file:\{\{nl\}\} ... bacon\_file.write('Bacon is not a vegetable')` \tn % Row Count 9 (+ 4) % Row 3 \SetRowColor{white} Read & `with open('bacon.txt') as bacon\_file:\{\{nl\}\} ... content = bacon\_file.read()` \tn % Row Count 12 (+ 3) % Row 4 \SetRowColor{LightBackground} & `print(content)\{\{nl\}\}Hello world! \{\{nl\}\}Bacon is not a vegetable` \tn % Row Count 15 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.14471 cm} x{3.83229 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Exception Handling}} \tn % Row 0 \SetRowColor{LightBackground} Try - Except & `def divide(dividend , divisor): \{\{nl\}\}... try: \{\{nl\}\} ~ ~... print(dividend / divisor) \{\{nl\}\}... except ZeroDivisionError as e: \{\{nl\}\} ~ ~... print('You can not divide by 0') \{\{nl\}\}... finally: \{\{nl\}\} ~ ~... print('Execution finished')` \tn % Row Count 9 (+ 9) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.29402 cm} x{3.68298 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{OOP | Classes and Objects}} \tn % Row 0 \SetRowColor{LightBackground} Schema Example & `class Number: \{\{nl\}\}... def \_\_init\_\_(self, val): \{\{nl\}\}... self.val = val \{\{nl\}\}obj = Number(2) \{\{nl\}\}obj.val` \tn % Row Count 4 (+ 4) % Row 1 \SetRowColor{white} \seqsplit{Inheritance} & Using details from a new class\{\{nl\}\} without modifying existing classes \tn % Row Count 7 (+ 3) % Row 2 \SetRowColor{LightBackground} \seqsplit{Encapsulation} & Hiding the details of a class\{\{nl\}\} from other objects \tn % Row Count 9 (+ 2) % Row 3 \SetRowColor{white} \seqsplit{Polymorphism} & Using common operations in\{\{nl\}\} different ways for different data \tn % Row Count 12 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{x{1.14471 cm} x{3.83229 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Common Methods}} \tn % Row 0 \SetRowColor{LightBackground} Strings & `strip(), len(), lower() /upper(),\{\{nl\}\}replace(),split(separator)` \tn % Row Count 3 (+ 3) % Row 1 \SetRowColor{white} Lists & `append(element), extend(iterable), \{\{nl\}\}insert(index, element),\{\{nl\}\}remove(element), pop(index)` \tn % Row Count 7 (+ 4) % Row 2 \SetRowColor{LightBackground} Sets & `add(element), remove(element)\{\{nl\}\}union(other\_set), \seqsplit{intersection(other\_set)`} \tn % Row Count 10 (+ 3) % Row 3 \SetRowColor{white} Tuples & `count(value), index(value)` \tn % Row Count 11 (+ 1) % Row 4 \SetRowColor{LightBackground} \seqsplit{Dictionaries} & `.keys(), .values(), .items(),\{\{nl\}\} get(key, default), pop(key)` \tn % Row Count 14 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} \begin{tabularx}{5.377cm}{p{0.64701 cm} x{4.32999 cm} } \SetRowColor{DarkBackground} \mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{JIC}} \tn % Row 0 \SetRowColor{LightBackground} \seqsplit{Pandas} & `import pandas as pd \{\{nl\}\}df = pd.DataFrame \{\{nl\}\}df.loc{[}:{]}/df.iloc{[}:{]} \{\{nl\}\}df.describe() ` \tn % Row Count 3 (+ 3) \hhline{>{\arrayrulecolor{DarkBackground}}--} \end{tabularx} \par\addvspace{1.3em} % That's all folks \end{multicols*} \end{document}