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% Document Info
\author{Justin1209 (Justin1209)}
\pdfinfo{
  /Title (seaborn.pdf)
  /Creator (Cheatography)
  /Author (Justin1209 (Justin1209))
  /Subject (Seaborn Cheat Sheet)
}

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\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}{Justin1209 (Justin1209)} via \textcolor{DarkBackground}{\uline{cheatography.com/101982/cs/21234/}}}
\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}Justin1209 (Justin1209) \\
  \uline{cheatography.com/justin1209} \\
  \end{tabulary}
\vfill
\columnbreak
\begin{tabulary}{5.8cm}{L}
  \SetRowColor{FootBackground}
  \mymulticolumn{1}{p{5.377cm}}{\bf\textcolor{white}{Cheat Sheet}}  \\
   \vspace{-2pt}Published 26th November, 2019.\\
   Updated 26th November, 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}
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% www.emerson.emory.edu/services/latex/latex_169.html
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\begin{multicols*}{3}

\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Import the Seaborn Library}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{{\bf{from}} {\emph{matplotlib}} {\bf{import}} {\emph{pyplot}} {\bf{as}} {\emph{plt}} \newline {\bf{import}} {\emph{seaborn}} {\bf{as}} {\emph{sns}} \newline  \newline {\bf{import}} {\emph{numpy}} {\bf{as}} {\emph{np}}} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{{\bf{Seaborn}} is a extension to {\bf{Matplotlib}} with more visually appealing syntax and additional Chart Types. That's why {\bf{Matplotlib}} should also be imported. \newline  \newline If we want to calculate {\bf{aggregates}} we need to {\bf{import numpy}} aswell.}  \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}{Bar Plot}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{{\bf{sns.barplot}}( \newline  {\bf{data}}=df , \newline  {\bf{x}}={\emph{"x value column"}} , \newline  {\bf{y}}={\emph{"y value column"}}, \newline  \newline {\emph{\# everything specified below is optional}} \newline  {\bf{ci}}={\emph{"sd"}}  \newline {\bf{estimator}}={\emph{np.median}} | {\emph{len}} \newline {\bf{hue}}={\emph{"column to compare"}} \newline  ) \newline  \newline plt.show() \newline  \newline \# {\bf{ci}}={\emph{"sd"}} changes the {\bf{error bar}} to {\emph{standard deviation}} \newline \# {\bf{estimator}} is used to specifiy the {\bf{aggregation}} and takes any argument that {\bf{works on a list}}. {\emph{(examples provided in code)}} \newline \# {\bf{hue}} adds a nested categorical variable to compare to the {\emph{"y value column"}}} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{If the specified columns need to be {\bf{aggregated}} first, {\bf{Seaborn}} will perform that aggregation automatically. {\emph{(mean by default)}} \newline  \newline {\bf{Seaborn}} will, by default, provide an {\bf{error bar}} displaying the {\bf{bootstrapped confidence interval}}(95\%).}  \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}

\begin{tabularx}{5.377cm}{p{0.84609 cm} x{4.13091 cm} }
\SetRowColor{DarkBackground}
\mymulticolumn{2}{x{5.377cm}}{\bf\textcolor{white}{Aggregates (with numpy)}}  \tn
% Row 0
\SetRowColor{LightBackground}
\seqsplit{Median} & {\bf{np.median}}(df.column\_name) \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}{KDE (Key Densitiy Estimator) Plots}}  \tn
% Row 0
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{{\bf{sns.kdeplot}}({\emph{dataset1}}, {\emph{shade}}=True)} \tn 
% Row Count 1 (+ 1)
% Row 1
\SetRowColor{white}
\mymulticolumn{1}{x{5.377cm}}{{\bf{sns.kdeplot}}({\emph{dataset2}}, {\emph{shade}}=True)} \tn 
% Row Count 2 (+ 1)
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\mymulticolumn{1}{x{5.377cm}}{...} \tn 
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\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{\{\{nl\}\}{\bf{KDE}} Plots show the {\bf{distribution}} of an {\bf{univariate}} dataset. \newline {\bf{univariate}} datasets have only {\bf{one}} variable. (e.g.: Temperature) \newline  \newline {\bf{shade}} defines if the are under the line is shaded}  \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}{Boxplots}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{{\bf{sns.boxplot}}( \newline  data=df,  \newline  x='label',  \newline  y='value', \newline   \newline {\emph{\# optional}} \newline  width=0.45 \newline ) \newline plt.show() \newline  \newline {\bf{\# In Seaborn it's also possible to plot multiple Boxplots in one viz}}} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{The box represents the {\bf{interquartile range}} \newline The line in the middle of the box is the {\bf{median}} \newline The end lines are the {\bf{first}} and {\bf{third quartiles}} \newline The diamonds show {\bf{outliers}}}  \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}{Violin Plots}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{sns.violinplot( \newline  data=df,  \newline  x="label",  \newline  y="value" \newline )} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{Two KDE plots that are symmetrical along the center line. (Just for visual effect) \newline  \newline A {\bf{white dot}} represents the median. \newline  \newline The {\bf{thick black line}} in the center of each violin represents the interquartile range. \newline  \newline The {\bf{lines that extend from the center}} are the confidence intervals (95\%)}  \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}{Seaborn Styling (Figure Style and Scale)}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{\# {\emph{Themes: (called prior to plot)}} \newline {\bf{sns.set\_style}}("") \newline -\textgreater{}{\emph{darkgrid, whitegrid, dark, white, ticks}} \newline  \newline \#{\emph{Removes Plot Borders (called after plot)}} \newline {\bf{sns.despine}}() {\emph{(default: top=True, right=True)}} \newline -\textgreater{} {\emph{bottom, left}} \newline  \newline \#{\emph{Adjust font- and label size}} \newline {\bf{sns.set\_context}}({\bf{context}}="paper", {\bf{font\_scale}}=1.4, {\bf{rc}}=\{"grid.linewidth": 0.6\} ) \newline -\textgreater{} {\emph{paper, notebook (default), talk, poster}} \newline    {\emph{In order of relative size}} \newline -\textgreater{} {\emph{Arguments for {\bf{rc}} parameter:}} \newline \{ \newline  'axes.labelsize': 17.6, \newline  'axes.titlesize': 19.0, \newline  'font.size': 19.2, \newline  'grid.linewidth': 1.6, \newline  'legend.fontsize': 16.0, \newline  'lines.linewidth': 2.8, \newline  'lines.markeredgewidth': 0.0, \newline  'lines.markersize': 11.2, \newline  'patch.linewidth': 0.48, \newline  'xtick.labelsize': 16.0, \newline  'xtick.major.pad': 11.2, \newline  'xtick.major.width': 1.6, \newline  'xtick.minor.width': 0.8, \newline  'ytick.labelsize': 16.0, \newline  'ytick.major.pad': 11.2, \newline  'ytick.major.width': 1.6, \newline  'ytick.minor.width': 0.8 \newline \}} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
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\begin{tabularx}{5.377cm}{X}
\SetRowColor{DarkBackground}
\mymulticolumn{1}{x{5.377cm}}{\bf\textcolor{white}{Seaborn Styling (Color)}}  \tn
\SetRowColor{LightBackground}
\mymulticolumn{1}{x{5.377cm}}{\# {\bf{If you want to quickly see what a palette looks like}} \newline  \# {\emph{Save a palette to a variable:}} \newline    palette = {\bf{sns.color\_palette}}("bright") \newline  \newline  \# {\emph{Use palplot and pass in the variable:}} \newline    {\bf{sns.palplot}}(palette) \newline  \newline \# {\bf{Select a palette in Seaborn:}} \newline   {\bf{sns.set\_palette}}("Paired") \newline  \newline \# {\bf{Default Palettes}} \newline -\textgreater{} {\emph{deep, muted, pastel, bright, dark, colorblind}} \newline  \newline \# {\bf{More Palettes using Color Brewer:}} \newline http://colorbrewer2.org} \tn 
\hhline{>{\arrayrulecolor{DarkBackground}}-}
\end{tabularx}
\par\addvspace{1.3em}


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

\end{document}