{ "cells": [ { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Seaborn\n", "\n", "[Searborn](http://seaborn.pydata.org/index.html) is a Python library for Statistical Data Visualization. It provides a high-level interface and many \"out-of-the-box\" plotting functionality for easy exploration. [Seaborn.jl](https://github.com/JuliaPy/Seaborn.jl) is a Julia wraper of the python library." ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 39, "metadata": { "collapsed": true, "slideshow": { "slide_type": "-" } }, "outputs": [], "source": [ "using Seaborn\n", "using Pandas\n", "using PyPlot\n", "using PyCall\n", "\n", "@pyimport numpy" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Visualizing linear relationships:\n", "\n", "Seaborn is not a regression library itself. For quantitative measures related to the fit of regression models, you should use GLM.jl. However, Seaborn provides regression plots in seaborn that helps emphasizing patterns in a dataset during exploratory data analyses. \n", "\n", "#### Functions for linear-regreassion models\n", "\n", "* `regplot`: In the simplest invocation, draw a scatterplot of two variables, x and y, and then fit the regression model y ~ x and plot the resulting regression line and a 95% confidence interval for that regression. Inputs x,y can be in a variaerty of formats.\n", "\n", "\n", "* `lmplot`: Uses regplot.\n", "Inputs must be Pandas.DataFrame format.\n", "\n", "\n", "* `jointplot`: Use regplot together with dictribution plots to provide and alternative visualization of the relationship\n", "\n", "[More info](http://seaborn.pydata.org/tutorial/regression.html#regression-tutorial)\n" ] }, { "cell_type": "code", "execution_count": 40, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "text/plain": [ " day sex size smoker time tip total_bill\n", "0 Sun Female 2 No Dinner 1.01 16.99\n", "1 Sun Male 3 No Dinner 1.66 10.34\n", "2 Sun Male 3 No Dinner 3.50 21.01\n", "3 Sun Male 2 No Dinner 3.31 23.68\n", "4 Sun Female 4 No Dinner 3.61 24.59\n" ] }, "execution_count": 40, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#for some strange reason loading doesn't work the first time\n", "tips = nothing\n", "try\n", " tips = load_dataset(\"tips\");\n", "catch\n", " tips = load_dataset(\"tips\");\n", "end\n", "\n", "\n", "head(tips)" ] }, { "cell_type": "code", "execution_count": 43, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "PyObject " ] }, "execution_count": 43, "metadata": {}, "output_type": "execute_result" } ], "source": [ "g = regplot(x=\"total_bill\", y=\"tip\", data=tips)\n", "title(\"Total Bill vs. Tip\") #current active figure PyPlot\n", "# alternatively\n", "# g[:figure][:axes][1][:set_title](\"Total Bill vs. Tip\")\n" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### One discrete variable:\n", "\n", "* Simple scatter plot is not optimal\n", "* Add random noise \"jitter\" to the points (only on plot) to see their distribution more clearely\n", "* Collapse the observations to the mean along with a confidence interval\n", "\n" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "f, (ax1, ax2,ax3) = subplots(1, 3, sharey=true)\n", "regplot(x=\"size\", y=\"tip\", data=tips, ax=ax1);\n", "regplot(x=\"size\", y=\"tip\", data=tips, x_jitter=.05, ax=ax2);\n", "regplot(x=\"size\", y=\"tip\", data=tips, x_estimator=numpy.mean, ax=ax3);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Higher order models" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "anscombe = load_dataset(\"anscombe\");\n", "head(anscombe)\n", "\n", "lmplot(x=\"x\", y=\"y\", data=query(anscombe, \"dataset == 'II'\"),\n", " ci=nothing, scatter_kws=Dict(\"s\"=> 80));" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lmplot(x=\"x\", y=\"y\", data=query(anscombe, \"dataset == 'II'\"),\n", " ci=nothing, scatter_kws=Dict(\"s\"=> 80), order =2);" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "### Joint Plot with marginal distributions" ] }, { "cell_type": "code", "execution_count": 44, "metadata": { "slideshow": { "slide_type": "-" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "jointplot(x=\"total_bill\", y=\"tip\", data=tips, kind=\"reg\")\n", "savefig(\"./test.svg\")" ] }, { "cell_type": "markdown", "metadata": { "slideshow": { "slide_type": "slide" } }, "source": [ "## Conditioning on another variable\n", "\n", "* Must use `lmplot` instead of `regplot`" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lmplot(x=\"total_bill\", y=\"tip\", hue=\"smoker\", data=tips);" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "slideshow": { "slide_type": "slide" } }, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "PyPlot.Figure(PyObject )" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "lmplot(x=\"total_bill\", y=\"tip\", col=\"day\", data=tips,\n", " aspect=.5);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### If Seaborn is working, let's keep exploring:\n", "\n", "* [Distributions](http://seaborn.pydata.org/tutorial/distributions.html#distribution-tutorial)\n", "* [Categorical Variables](http://seaborn.pydata.org/tutorial/categorical.html#categorical-tutorial)" ] } ], "metadata": { "celltoolbar": "Slideshow", "kernelspec": { "display_name": "Julia 0.5.1", "language": "julia", "name": "julia-0.5" }, "language_info": { "file_extension": ".jl", "mimetype": "application/julia", "name": "julia", "version": "0.5.1" } }, "nbformat": 4, "nbformat_minor": 2 }