{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# A Python Tour of Data Science: Data Visualization\n", "\n", "[Michaƫl Defferrard](http://deff.ch), *PhD student*, [EPFL](http://epfl.ch) [LTS2](http://lts2.epfl.ch)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Exercise\n", "\n", "Data visualization is a key aspect of exploratory data analysis.\n", "During this exercise we'll gradually build more and more complex vizualisations. We'll do this by replicating plots. Try to reproduce the lines but also the axis labels, legends or titles.\n", "\n", "* Goal of data visualization: clearly and efficiently communicate information through visual representations. While tables are generally used to look up a specific measurement, charts are used to show patterns or relationships.\n", "* Means: mainly statistical graphics for exploratory analysis, e.g. scatter plots, histograms, probability plots, box plots, residual plots, but also [infographics](https://en.wikipedia.org/wiki/Infographic) for communication.\n", "\n", "*Data visualization is both an art and a science. It should combine both aesthetic form and functionality.*" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 1 Time series\n", "\n", "To start slowly, let's make a static line plot from some time series. Reproduce the plots below using:\n", "1. The procedural API of [matplotlib](http://matplotlib.org), the main data visualization library for Python. Its procedural API is similar to matlab and convenient for interactive work.\n", "2. [Pandas](http://pandas.pydata.org), which wraps matplotlib around his DataFrame format and makes many standard plots easy to code. It offers many [helpers for data visualization](http://pandas.pydata.org/pandas-docs/version/0.19.1/visualization.html).\n", "\n", "**Hint**: to plot with pandas, you first need to create a DataFrame, pandas' tabular data format." ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "%matplotlib inline\n", "\n", "# Random time series.\n", "n = 1000\n", "rs = np.random.RandomState(42)\n", "data = rs.randn(n, 4).cumsum(axis=0)" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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n8B7x8KcPi47OjqDfu7Fuo7jw1QvF141fCyyFWLdjXUja5Cze/+YGIpiqoJyx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7FRLNu2TGSWZbZY5/3094XPsz4Ot6yVVJeI9BPp4vT+0yI9Pl3smrhL/Hr5r9bz1ceqxQ/eP3Tr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FVhYWFkZWVZve8ousvsh4uay3L3V4+1/oQ5DPSii6QH6YED8slie5w8KQt/7N4ti4nccQc8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\nXVK2W0hOVuUMi3KGRTnDk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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,5))\n", "plt.plot(data[:, 0], label='A')\n", "plt.plot(data[:, 1], '.-k', label='B')\n", "plt.plot(data[:, 2], '--m', label='C')\n", "plt.plot(data[:, 3], ':', label='D')\n", "plt.legend(loc='upper left')\n", "plt.xticks(range(0, 1000, 50))\n", "plt.ylabel('Value')\n", "plt.xlabel('Day')\n", "plt.grid()" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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pfe3ObWhpoKi2iGC3YPMWbeUWj15MkFsQUz6fQnVj9WWPk1+dT31LPanFqSas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PHYMV4pLia7tZWF3t7M9/Liw3HjWOjtzftxcWgliXU1NWyuqyN8714ln+8UcaCpiWgXF2Jcey5q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\nVCkVXub2NsZ0wwlKqTVKqVyl1F6lVF9rrpvI1imlkpRSs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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "idx = pd.date_range('1/1/2000', periods=n)\n", "df = pd.DataFrame(data, index=idx, columns=list('ABCD'))\n", "df.plot(figsize=(15,5));" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 2 Categories\n", "\n", "Categorical data is best represented by [bar](https://en.wikipedia.org/wiki/Bar_chart) or [pie](https://en.wikipedia.org/wiki/Pie_chart) charts. Reproduce the plots below using the object-oriented API of matplotlib, which is recommended for programming.\n", "\n", "**Question**: What are the pros / cons of each plot ?\n", "\n", "**Tip**: the [matplotlib gallery](http://matplotlib.org/gallery.html) is a convenient starting point." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = [10, 40, 25, 15, 10]\n", "categories = list('ABCDE')" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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JOs66i2MYNy6iS5cGxPGjkjpnHcmqh5taZmZmZma2Vio0tC6otQ2t5ZoA/clR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\nMZc/ugxRkroyHzgYyovhiYAvFZ1HPWepJUmSJDWxiHiW4FNMo8R/ik4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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "axes[1].pie(data, explode=[0,.1,0,0,0], labels=categories, autopct='%1.1f%%', startangle=90)\n", "axes[1].axis('equal')\n", "\n", "pos = range(len(data))\n", "axes[0].bar(pos, data, align='center')\n", "axes[0].set_xticks(pos)\n", "axes[0].set_xticklabels(categories)\n", "axes[0].set_xlabel('Category')\n", "axes[0].set_title('Allotment');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 3 Frequency\n", "\n", "A frequency plot is a graph that shows the pattern in a set of data by plotting how often particular values of a measure occur. They often take the form of an [histogram](https://en.wikipedia.org/wiki/Histogram) or a [box plot](https://en.wikipedia.org/wiki/Box_plot).\n", "\n", "Reproduce the plots with the following three libraries, which provide high-level declarative syntax for statistical visualization as well as a convenient interface to pandas:\n", "* [Seaborn](http://seaborn.pydata.org) is a statistical visualization library based on matplotlib. It provides a high-level interface for drawing attractive statistical graphics. Its advantage is that you can modify the produced plots with matplotlib, so you loose nothing.\n", "* [ggplot](http://ggplot.yhathq.com) is a (partial) port of the popular [ggplot2](http://ggplot2.org) for R. It has his roots in the influencial book [the grammar of graphics](https://www.cs.uic.edu/~wilkinson/TheGrammarOfGraphics/GOG.html). Convenient if you know ggplot2 already.\n", "* [Vega](https://vega.github.io/) is a declarative format for statistical visualization based on [D3.js](https://d3js.org), a low-level javascript library for interactive visualization. [Vincent](https://vincent.readthedocs.io/en/latest/) (discontinued) and [altair](https://altair-viz.github.io/) are Python libraries to vega. Altair is quite new and does not provide all the needed functionality yet, but it is promising !\n", "\n", "**Hints**:\n", "* Seaborn, look at `distplot()` and `boxplot()`.\n", "* ggplot, we are interested by the [geom_histogram](http://ggplot.yhathq.com/docs/geom_histogram.html) geometry." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import seaborn as sns\n", "import os\n", "df = sns.load_dataset('iris', data_home=os.path.join('..', 'data'))" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3.5/site-packages/statsmodels/nonparametric/kdetools.py:20: VisibleDeprecationWarning: using a non-integer number instead of an integer will result in an error in the future\n", " y = X[:m/2+1] + np.r_[0,X[m/2+1:],0]*1j\n" ] }, { "data": { "image/png": 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q06w3f1BJKSMbgYZq+vTpeuKJJ7R9+3aVlJSotLS0wg8A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\nQ/PmzeHp6Yno6GjEx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n", "\n", "g = sns.distplot(df['petal_width'], kde=True, rug=False, ax=axes[0])\n", "g.set(title='Distribution of petal width')\n", "\n", "g = sns.boxplot('species', 'petal_width', data=df, ax=axes[1])\n", "g.set(title='Distribution of petal width by species');" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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zZo3y8/NlGIa8vb0lSS1bttS6detktVqv0dlxxAO+AAAAAKCa6Nix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\nWJCDDz44yeZfBFu64gwAAAA9pVtuwz7kkENy4403pqGhIeP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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import ggplot\n", "\n", "ggplot.ggplot(df, ggplot.aes(x='petal_width', fill='species')) + \\\n", " ggplot.geom_histogram() + \\\n", " ggplot.ggtitle('Distribution of Petal Width by Species')" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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" }, "metadata": { "jupyter-vega": "#3f3bc0cd-ff53-47f4-919d-74808fbb9276" }, "output_type": "display_data" } ], "source": [ "import altair\n", "\n", "altair.Chart(df).mark_bar(opacity=.75).encode(\n", " x=altair.X('petal_width', bin=altair.Bin(maxbins=30)),\n", " y='count(*)',\n", " color=altair.Color('species')\n", ")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 4 Correlation\n", "\n", "[Scatter plots](https://en.wikipedia.org/wiki/Scatter_plot) are very much used to assess the correlation between 2 variables. Pair plots are then a useful way of displaying the pairwise relations between variables in a dataset.\n", "\n", "Use the seaborn `pairplot()` function to analyze how separable is the iris dataset." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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5LwCCX7BANJKEu+dPL5iKSv14nHc5ka3OhkFliEvA3L4UGZkwL1oIn+fiAkpG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\n/vjxxx+N5uXt7a03G3pRURFatmypHcm3JF9De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QdADYNarca//vUvTJgwAV27dkXfvn0x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\nuBARERERERERKez/Ab7B+dkS8O5gAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.pairplot(df, hue=\"species\");" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 5 Dimensionality reduction\n", "\n", "Humans can only comprehend up to 3 dimensions (in space, then there is e.g. color or size), so [dimensionality reduction](https://en.wikipedia.org/wiki/Dimensionality_reduction) is often needed to explore high dimensional datasets. Analyze how separable is the iris dataset by visualizing it in a 2D scatter plot after reduction from 4 to 2 dimensions with two popular methods:\n", "1. The classical [principal componant analysis (PCA)](https://en.wikipedia.org/wiki/Principal_component_analysis).\n", "2. [t-distributed stochastic neighbor embedding (t-SNE)](https://en.wikipedia.org/wiki/T-distributed_stochastic_neighbor_embedding).\n", "\n", "**Hints**:\n", "* t-SNE is a stochastic method, so you may want to run it multiple times.\n", "* The easiest way to create the scatter plot is to add columns to the pandas DataFrame, then use the Seaborn `swarmplot()`." ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": true }, "outputs": [], "source": [ "from sklearn.decomposition import PCA\n", "from sklearn.manifold import TSNE" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": true }, "outputs": [], "source": [ "pca = PCA(n_components=2)\n", "X = pca.fit_transform(df.values[:, :4])\n", "df['pca1'] = X[:, 0]\n", "df['pca2'] = X[:, 1]\n", "\n", "tsne = TSNE(n_components=2)\n", "X = tsne.fit_transform(df.values[:, :4])\n", "df['tsne1'] = X[:, 0]\n", "df['tsne2'] = X[:, 1]" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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YzpNwifMcHKVc+pMA3DM3h3GfDzx5p4GsLd3g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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(1, 2, figsize=(15, 5))\n", "sns.swarmplot(x='pca1', y='pca2', data=df, hue='species', ax=axes[0])\n", "sns.swarmplot(x='tsne1', y='tsne2', data=df, hue='species', ax=axes[1]);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 6 Interactive visualization\n", "\n", "For interactive visualization, look at [bokeh](http://bokeh.pydata.org) (we used it during the [data exploration exercise](http://nbviewer.jupyter.org/github/mdeff/ntds_2016/blob/with_outputs/toolkit/01_demo_acquisition_exploration.ipynb#4-Interactive-Visualization)) or [VisPy](http://vispy.org)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# 7 Geographic map\n", "\n", "If you want to visualize data on an interactive map, look at [Folium](https://github.com/python-visualization/folium)." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "language": "python", "name": "python3" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.5.2" } }, "nbformat": 4, "nbformat_minor": 1 }