{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Intro to Plotting\n", "\n", "## Objectives\n", "\n", "* Plot data from a Pandas DataFrame using Pandas' plotting tools\n", "* Use matplotlib to take more control of figures\n", "* Understand matplotlib's Figures and Axes\n", "* Know some advantages to using seaborn" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a little bit of IPython magic that causes plots to show up inline in the Notebook instead of in a separate window:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Plotting with Pandas\n", "\n", "Pandas has some convenient routines for making plots straight out from data in DataFrames and Series.\n", "\n", "We'll use the same data from the Pandas lesson:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import pandas as pd" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "monthly = pd.read_csv('precip_monthly.csv')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's start with plot of the mean California rainfall over the years.\n", "The first step will be to use groupby ot aggregate the data by year:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "year\n", "1987 1.435867\n", "1988 1.791026\n", "1989 2.175821\n", "1990 1.668407\n", "1991 1.787778\n", "Name: precip, dtype: float64" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yearly = monthly.groupby('year').precip.mean()\n", "yearly.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That gives us a Series, which has a `.plot` method for plotting the index of the Series vs. the values:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yearly.plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Or we can compare regions and make a bar chart:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "region\n", "CENTRAL COAST 1.870413\n", "COLORADO RIVER 0.299043\n", "NORTH COAST 3.564866\n", "NORTH LAHONTAN 1.722785\n", "SACRAMENTO RIVER 3.365458\n", "SAN FRANCISCO BAY 2.514868\n", "SAN JOAQUIN RIVER 2.268685\n", "SOUTH COAST 1.427060\n", "SOUTH LAHONTAN 0.945169\n", "TULARE LAKE 1.863512\n", "Name: precip, dtype: float64" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional = monthly.groupby('region').precip.mean()\n", "regional" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regional.plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This is a lot easier to read if it's sorted:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regional.sort(inplace=False).plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "(Check this map if you're curous where these different regions are: http://www.oocities.org/watergeographer/hydromap.gif.)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you have a DataFrame of data with the same kind of data in each column you can use the `.plot` method to create plots with different lines (or other styles) for each column.\n", "But first we need to make a DataFrame with data laid out in that way.\n", "Let's compare average rainfall in each region over time, which requires grouping on year *and* region then calculating the mean:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "year region \n", "1987 CENTRAL COAST 1.090809\n", " COLORADO RIVER 0.247500\n", " NORTH COAST 2.681029\n", " NORTH LAHONTAN 0.891042\n", " SACRAMENTO RIVER 1.816042\n", " SAN FRANCISCO BAY 1.335000\n", " SAN JOAQUIN RIVER 1.229135\n", " SOUTH COAST 0.819286\n", " SOUTH LAHONTAN 0.637162\n", " TULARE LAKE 1.239474\n", "1988 CENTRAL COAST 1.430694\n", " COLORADO RIVER 0.455417\n", " NORTH COAST 2.919242\n", " NORTH LAHONTAN 1.056458\n", " SACRAMENTO RIVER 2.332746\n", "Name: precip, dtype: float64" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional_yearly = monthly.groupby(['year', 'region']).precip.mean()\n", "regional_yearly.head(15)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`regional_yearly` is a Series with a two-level index (a `MultiIndex`), one for year and one for region.\n", "What we're after is a DataFrame with regions as columns and precip values for each region/year in the table.\n", "The Series `.unstack()` method can be used to pivot index labels into column labels:" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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19911.6248610.3127082.3410331.3186452.3084091.5926191.7265711.5063890.9560261.647933
\n", "
" ], "text/plain": [ "region CENTRAL COAST COLORADO RIVER NORTH COAST NORTH LAHONTAN \\\n", "year \n", "1987 1.090809 0.247500 2.681029 0.891042 \n", "1988 1.430694 0.455417 2.919242 1.056458 \n", "1989 1.226241 0.116250 3.560303 2.075486 \n", "1990 0.946806 0.226458 2.782821 1.415625 \n", "1991 1.624861 0.312708 2.341033 1.318645 \n", "\n", "region SACRAMENTO RIVER SAN FRANCISCO BAY SAN JOAQUIN RIVER SOUTH COAST \\\n", "year \n", "1987 1.816042 1.335000 1.229135 0.819286 \n", "1988 2.332746 1.744444 1.492066 1.517584 \n", "1989 3.307723 1.884028 1.860304 0.976944 \n", "1990 2.405227 1.486310 1.587179 0.892629 \n", "1991 2.308409 1.592619 1.726571 1.506389 \n", "\n", "region SOUTH LAHONTAN TULARE LAKE \n", "year \n", "1987 0.637162 1.239474 \n", "1988 1.046987 1.483174 \n", "1989 0.851603 1.580833 \n", "1990 0.762308 1.118742 \n", "1991 0.956026 1.647933 " ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional_yearly = regional_yearly.unstack(level='region')\n", "regional_yearly.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we can use `.plot` to get a different line on the plot for every region:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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JwHDfKki3BK5WIps9DEO3rj7NlUOicZTWKFTW0ouNKptAUBffpv+/Rl/zhjmT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MWG3xiaZgqjSzubjQsjI9G1chdI/TlQzXbwPrwf0+l4VwaMa3fnpLEHyn4QCHrx7DcexcgE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\nH0Qg8LGxITGXYBVlB/n8Afz+Dy6ka5HhDnqG6DiT0gktU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regional_yearly.plot(kind='line', figsize=(10, 8), colormap='Set3', linewidth=4)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's a lot of lines, though.\n", "We can use a box plot to more clearly see regional variation, but it masks the yearly variation (as with a bar chart)." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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bWtwmM4+hhh+eS60ncjVqhdbeasPXTwPekZnzmXl/arHC2wNkJX6+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\nva/ln+djwTcFi4vW+BBl7dCekk7PLsGxeNTK08DX8UysQyU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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regional_yearly.plot(kind='box', figsize=(10, 8), rot=45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Exercise 1\n", "\n", "The `monthly` DataFrame has a `'pct of avg'` column that describes how the amount of measured precipitation compares to the previously recorded average.\n", "Use the `'pct of avg'` column to make plots like those above, and feel free to experiment!\n", "\n", "**Note!** You can't use `.pct of avg` to refer to the `'pct of avg'` column. Use `['pct of avg']` instead." ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": false }, "outputs": [], "source": [] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We'll come back to the `'pct of avg'` plot in a few minutes." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## matplotlib\n", "\n", "Pandas is making the above plots using a library called [matplotlib](http://matplotlib.org/).\n", "The Pandas `.plot()` method is great for quickly creating plots from data in a DataFrame or Series,\n", "but maybe your data is in NumPy arrays or you want more control than Pandas gives you.\n", "In those situations you'll likely start working with matplotlib directly." ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import matplotlib.pyplot as plt\n", "import matplotlib.style as style" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "Plotting in matplotlib begins with getting something on which to draw.\n", "In matplotlib there are two levels of plot containers, axes and figures:\n", "\n", "- Axes contain plots. Everything we've seen above is an example of a single axes containing one or more plot elements.\n", "- Figures contain axes. In the examples so far every figure has contained one axes, but we'll see in a moment how to make a figure containing multiple axes (often referred to as subplots).\n", "\n", "Let's remake the first `'pct of avg'` plot from above.\n", "First we'll need the data." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "year\n", "1987 56.541045\n", "1988 84.637287\n", "1989 108.288805\n", "1990 91.474074\n", "1991 85.965470\n", "Name: pct of avg, dtype: float64" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "yearly = monthly.groupby('year')['pct of avg'].mean()\n", "yearly.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The index of the `yearly` Series are the x-values we want, and the values are y.\n", "We use the `subplots` function to make figures and axes.\n", "Axes have a `.plot` method that takes, among other things, arrays of x and y values to plot:" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(yearly.index, yearly)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A nice feature of having the figure and axes in variables is that we can continue to modify the plot by adding labels, grids, titles, etc.\n", "(After modifying the plot we need to echo the figure variable to get everything to show up again.)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aL1fmlI9TGrm5DHMfLQNQ1deBYWFOrqqnqOoAVe2sqoNU9c6s7cNUdWlg+SpV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\nPay9PvmkuuXGjVMaJfL44/D5z8d3/nr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"text/plain": [ "" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "ax.set_xlabel('Year')\n", "ax.set_ylabel('Pct of Avg Precip')\n", "ax.set_title('California Precipitation Compared to Historical Average')\n", "ax.grid(True)\n", "fig" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you wanted, you could now use the `fig` variable to save this plot to a file." ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": true }, "outputs": [], "source": [ "fig.savefig('ca_pct_of_avg.png')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### A Note on Style\n", "\n", "Many people do not like matplotlib's default plot styling.\n", "You can change plot styles in a number of ways, but one of the easiest is to select from matplotlib's builtin style sheets: http://matplotlib.org/gallery.html#style_sheets.\n", "I like the 'bmh' style, so let's activate that and remake the above plot:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "['bmh', 'dark_background', 'ggplot', 'fivethirtyeight', 'grayscale']" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "style.available" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": true }, "outputs": [], "source": [ "style.use('bmh')" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Edm+z2/FhxoZ2zwIesO9ju91ffuOuW3SbuNa3Ytn399t1244lINznv9i+p8N2/zkfVxRU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\nnN3Ij1bu4NUDg1x190Y+dupMthRAMwLLT7G9a5j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DChkG4icnvE7wKGfkN0nP6Eh2npGq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\nugAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(yearly.index, yearly)\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel('Pct of Avg Precip')\n", "ax.set_title('California Precipitation Compared to Historical Average')\n", "ax.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That plot style will remain in effect for the rest of the notebook or until we change it to something else." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Markers and lines\n", "\n", "To make it a bit easier to see where the data points are we can add markers to the plot\n", "using the `marker` keyword:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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t++J70jk0miwMnmhztdX2zv6DVjXlCKPRQyppqrX6jrEbZYZXYfQF4MtAh4js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\ng+uiu6Gk4IquLepM57vzRO6Fk6rcPX4QACt319LWi6Qir1Z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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(yearly.index, yearly, marker='o')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel('Pct of Avg Precip')\n", "ax.set_title('California Precipitation Compared to Historical Average')\n", "ax.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also change whether the line is solid, dotted, dashed, etc., by setting the linestyle. For example, if we wanted to remove the line entirely:" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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kQE76lIIU5iyYx/pOMWyIcdrpJ3jwguM4DaNWn9HZhHnoXpS0Ovp8HpP0aANl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\nZyC0nTuNNWNP6pY+ZsU8Zs2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "ax.plot(yearly.index, yearly, marker='o', linestyle='')\n", "ax.set_xlabel('Year')\n", "ax.set_ylabel('Pct of Avg Precip')\n", "ax.set_title('California Precipitation Compared to Historical Average')\n", "ax.grid(True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### subplots\n", "\n", "The second `'pct of avg'` plot we made with ten lines was a bit much,\n", "an alternative is to make a figure with ten subplots, one for each region.\n", "To make a figure with ten subplots we again use the `subplots` function,\n", "but tell it the number of rows and columns of subplots we want:" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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aTc+xiog1wJtABbgMvAbszswzK4x/FnghM7/b+MxzrCRJUik6PcdqTbOHmXk9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\nktRT2rV4Pepqt3OXJEk9Z9GzApv0FrCmpl5dvfYu27dvz7f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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=10, ncols=1, sharex=True, figsize=(10, 15))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "`axes` is a little different than the `ax` variable we used for the last plot" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array([,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ,\n", " ], dtype=object)" ] }, "execution_count": 24, "metadata": {}, "output_type": "execute_result" } ], "source": [ "axes" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our strategy this time is loop over all the different subplots and individually create each one.\n", "To do that we also need to loop over the data we want to plot. Let's look at `regional_yearly` again:" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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regionCENTRAL COASTCOLORADO RIVERNORTH COASTNORTH LAHONTANSACRAMENTO RIVERSAN FRANCISCO BAYSAN JOAQUIN RIVERSOUTH COASTSOUTH LAHONTANTULARE LAKE
year
198742.963235127.19148966.62500049.48611151.27272729.79166737.52564179.64457863.90540564.423197
198884.159722160.10638379.10227365.84027873.26515271.76388975.301639103.971591116.64743690.897281
198973.60150429.212766110.083333138.909722152.764706109.555556117.41216247.78089971.96153887.750809
199073.187500101.021277115.355311103.60416796.526515110.53571485.65384693.02312190.86538562.351171
199184.10416794.97872395.228782104.61290387.68750078.05952477.919872111.81460777.52564163.824916
\n", "
" ], "text/plain": [ "region CENTRAL COAST COLORADO RIVER NORTH COAST NORTH LAHONTAN \\\n", "year \n", "1987 42.963235 127.191489 66.625000 49.486111 \n", "1988 84.159722 160.106383 79.102273 65.840278 \n", "1989 73.601504 29.212766 110.083333 138.909722 \n", "1990 73.187500 101.021277 115.355311 103.604167 \n", "1991 84.104167 94.978723 95.228782 104.612903 \n", "\n", "region SACRAMENTO RIVER SAN FRANCISCO BAY SAN JOAQUIN RIVER SOUTH COAST \\\n", "year \n", "1987 51.272727 29.791667 37.525641 79.644578 \n", "1988 73.265152 71.763889 75.301639 103.971591 \n", "1989 152.764706 109.555556 117.412162 47.780899 \n", "1990 96.526515 110.535714 85.653846 93.023121 \n", "1991 87.687500 78.059524 77.919872 111.814607 \n", "\n", "region SOUTH LAHONTAN TULARE LAKE \n", "year \n", "1987 63.905405 64.423197 \n", "1988 116.647436 90.897281 \n", "1989 71.961538 87.750809 \n", "1990 90.865385 62.351171 \n", "1991 77.525641 63.824916 " ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "regional_yearly = monthly.groupby(['year', 'region'])['pct of avg'].mean().unstack(level='region')\n", "regional_yearly.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can loop over the columns and use each one to make a plot!\n", "Since I want to loop over both the columns and the axes I'm going to use Python's\n", "[zip](https://docs.python.org/3/library/functions.html#zip) function:" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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LdIrr25gT6c2vL49xWN2y+tYObvvkGG0dRt6+LpHYAMcY/hxq7KrThUmP6y7z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HAAAg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\nqEwDrL5mxNAImGjI4aLoSQPb6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vLAAw90tidOnEhSUpKFXVH6YsqUKRw8eNDe3RhWVMxt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\nGj+NzccaaDu2n8TRCXQX77CnvZNCvUlqy2VfeQuf7g3lgfS4416vadXx4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wiRDVxobiOl\nzAQ+BzKBlcB9UlXUVigUCoXCpdh0rJ47Ps8kp6bN2V0ZUfS3ejEDeA+IAtyklFOllN8DyUAA0AoE\nY4po9ZzGT3lcfTpcF1988eB6rRgwN910k7O7MOJQNnc8yuaOR9nc8QzW5q06A//cUkJZUyef7qvs\n/wQFkydPtsl1LMnpmg20AB9IKSeZ920AnpVS/iCEuBT4nZTyAkt1utauXSunTZtmkzegUCgUCoXC\nct7dWcan+03OllbAJzdNJNjb3cm9cm327NnD3Llz7ZvTBSCl3AzUn7C7HAg0bwcBpeZti3S6eq8O\nUDiGjIwMZ3dhxKFs7niUzR2PsrnjGYzNq1p0fHmoCoD4IC8MElbn1Nmqa4p+sLb24mPAYiFEEfAC\n8Lh5v9LpUigUCoXCRXlvdzk6g2ROYhB3z4wG4PusWlT6tWOwSKerD/4HPCClXCqE+BnwDjD/FMee\n9Enm5uZy3333ER8fD0BgYCCTJk0iPT0d+MmLV23btrtxlf6otmrbup2enu5S/RkJ7e59rtKfkdLu\nZiDn59a0sfT7dWiE4K7rbiTCzwNKDpKZZ+DQ7HgmRfq5zPtzdrt7u3ul6IwZM5g7dy6Dpd+cLuhR\no1/eK6erSUoZYN4WQIOUMtBSnS6V06VQKBQKheOQUvL7lbnsK2vhmonh/L+zY4Gf8rvmJQfzu/NH\nO7eTLozDcrpOQa4QYo55+0Ig27xtkU6XyulyPCc+HSnsj7K541E2dzzK5o7HGpvvLGliX1kL/p5a\nbpwS2bP/krGhAGw61kBLp95mfVT0jVt/BwghPgXmAGFCiGLgCeAXwOtCCE+g3dxGSpkphOjW6dKj\ndLoUCoVCoXAqBqPkv9vLALhpSiQBXj/99EcFeDI12o+9ZS2sy6tnYVq4s7o5IrAk0tUOaIEsKWWc\nlPJdKeUu4CPAE/AHbuh1fL86Xd01jhSOo3f+hcIxKJs7HmVzx6Ns7ngGavPvs2spbOggyt+DK9LC\nTnr90rGmfSuOqoR6e2OJ0/UucEnvHUKIC4CFwBlSyonAi+b9acD1QJr5nDeEENZOYSoUCoVCoRgE\nbToDH+wuB+DumdF4aE/+ST53dCABnlry69rJqWl3dBdHFNbqdN2LSRy1y3xMtXm/0ulyUVTeheNR\nNnc8yuaOR9nc8QzE5l8crKK+Xc/4CB9mJwb1eYyHVsO8lBAAVmbV2KSPir6xNgqVApwnhPhRCLFB\nCDHDvF/pdCkUCoVC4QLUtOpYcsCkPP+LM2MwiQ30zaXmhPr1efW0dxkc0r+RSL+J9Kc5L1hKebYQ\nYiamItdJpzhW6XS5SLsbV+mPaqu2rdvp6Uqny9Ht7n2u0p+R0u7mdMe/v7uc6uy9TIr0Y0Lk1H6P\nT4vw5cdtW/j3klIevvEyl3q/zrBvRobr6HStBJ6TUm40t3OBs4F7QOl0KRTDDaOUVLboKKjroLCh\nncpmHQvGhzEm1MfZXVMoFH2QV9vGfUuz0Ah4+9o0YgI9+z3nh+xaFm8qIi3Cl1cWpjqgl0MHZ+t0\nfY1JnwshRCrgIaWsQel0uSwnPh0p7M9QtLmUkupWHTuLm1hyoJIXNxby62+yuPL9A9z+WSZPrs7n\nnZ3lfHe0lr+vLUBnMPZ/UQcyFG0+1FE2dzyW2PztHWVIYGFauEUOF8B5iUH4uGvIrGqloF4l1NsD\nt/4OEELkAaNNmz06Xe8A7wghyoFITCsZu3W6KoEWTNOKTymdLoXC9ZBS0tCup6C+g4L6dgrqOyis\n76CwoYNWXd/5HCE+biQEeTM62IsdxU2UNnXy5cGq44QWFQqF89lV0sTu0mZ8PbTcPNXyv09vdy0X\njAnmu6O1rMyq5V6zar3CdvTrdAF3YHKiPuieXgQQQvwBCAc6gC3mfWnAKMAXUwL9GiHEP6SUxz0O\nK50ux9M7/0LhGFzN5juKG9le1ESh2dFq6uzbuQrw1DI62JvRIV4kBHkxOsSbhCCv4wQVz4pv4rGV\neXyyr5K5ySGmGm4ugKvZfDhT19bF71fmEuUfxaQOPYFelvycKGzB6ca5wSh5a3spADdNGXXc360l\nXDo2jO+O1rImp+6UEhMK6+n305BSbjbndJ3IS8DvgG967euRjAAKzLleZwI/Dr6rCoXCGnR6I//+\nsZRvjx6/FNzXQ2t2qn5yrkYHeRHk7XbaVU4A02ICmJ0YxOZjDfxneyl/nptoz7egwPRjqtUMOqXE\nZny4p9wUHa3v4P6vs3hiXiIpYSrHz9msyqmjoL6DUX4eLLJCXT4lzJsxod7k1baztaCR88cE26GX\nIxerXFghxCKgREp54ISXLJKMUDldjkflXTgeV7B5WVMnDy3P5tujNbhrBLdMjeSZS8bw8Y0T+OrW\nSbyyMJWH0uO5amIEU6P9CfZx79fh6ub/nRWDp5uGzcca2FPaZOd3YhmuYHN7sKO4kYXv7efjvRXO\n7goAxQ0drMyqRSPAv/oIlS06Hl6ezZqcOmd3bURwqnHe3mXg/d2mcj93zYzGw23gP/FCiB75CKXZ\nZXsG/IkIIXyAPwBP9t59mlNUTpdC4QQyjjVw39Kj5Na2E+XvwSsLU7ltehQzYgMI9/Ww2Lk6FRF+\nHtw0ZRQAr28tocvFkuqHCw3tXby4sYguo+STvRWUNnY6u0u8s7MMozQVS75/ViyXjg1FZ5A8v7GQ\nN7eVoDeqr31nsORgFXVtesaG+3B+Ut9CqJZw4ZhgPLSCvWUtlDc5f7wNJ6yZhB+DKbF+v/lLOxbY\nLYQ4CygF4nodG2vedxxKp8t1dV1U2zbtnJo25sye7ZT7b9i0ie+O1LJfOxqAhJYcrhszipSwCTa/\n3zWTIvhk+RoO53WxdGwo150xyqn2T08fXjpdUkp++9ZSiipaCUmZSpdR8sS733DnjGin9e+jZatZ\nua2E8LHTuHVaFEf2FDGTIlLTx/H61hLeX7aajAxv/nX/NQR7u7uUPYdTu5vu9vhpZ/H5gSqa8vYx\nMyIWIcYO6vrnJcayJreef32+kkvHhTn9/TrDvhkZLqLTdcJrx4DpUso6cyL9J5jyuGKANUDyiSsY\nlU6XYjizKb+ev68rAOD8pCDumBFNdIBlS7YHS2Wzjr+vO0ZWdRtaAT8/K4arJoQPOqp1OnaVNPGH\n7/PwctPwzs/GE+brGkn1w4E1OXU8v7EQH3cNz1ySzGMrc+nQG3nu0jFMiwlweH+klDy8PIfMqlZu\nnhrJ7dOjjnv9cGULf1tzjLp2PWG+7jw5L5Gx4b4O7+dI5OXNRazMquXchECemn8qrXLLOVjRwiPf\n5hDi48bHN0x0qXxCZ+AwnS4hxKfAViBVCFEshLjzhEN6HCopZSYmdfpMYCVwX1+SESqny/Gc+HSk\nsA91bV28tqUYgJb8fWzIb+DuLzJ5fWsx9W1ddr33j0WN3Pf1UbKq2wj3deelK1K5emKEXR0ugBmx\nAZybEEiH3tizaspZDKdxXt2q4/VtJQD88uxY0kb5cqN5OvfNH0sxOGEKb2thI5lVrQR6ufGzSRHA\n8TafMMqP168aR1qELzWtXfzm2xx+yK51eD+HOyeO82N17fyQXYtWwD1nRtvkHhNH+RIb6Eldm54d\nxa6RszkcsCSnqx3QAtlSyjgp5btCiBeEEEeEEPuBfUDvteeSnxwxNbGvsCttOgPfZ9VSZ2eHxhKk\nlLy8uYimTgPTYvx5/PzRXJQSglHCN5k13P55Jh/sLqftFDpY1mIwSv63o5QnVuXT3GngrLgA3rxq\nHOMjHBdh+OXZMXhoBRvyG9hX1uyw+w5XjFLy4sYiWnUGzo4P4OJUUzHiayZGEOnvQWF9B98ddWyS\ns8Eo+d9OU5L2LVMj8fHQ9nlcqI87L1yezILxYXQZJIs3FfHPLcUq58+OvL3DlGO3YHwYsYFeNrmm\nSqi3D5Y4Xe8Cl5ywbxUwQUo5GcgGHocena7rgTTzOW8IIU66h9LpcjzDUb/oaFUr9319lJc2F/H7\nlblOL9K6KqeO7cVN+HpoeeS8eK646AIenZPAv68ex9nxAXTojXy0t4LbP8/km8PVNvkRqmnV8dvv\ncvjsQBUaAffMjOYvFyUNWJtnsET6e3KDWST1dScmUg+Xcf7tkRr2ljUT6OXGw+nxPdFKDzcNvzjT\ntCD8/d3lNHXoHdanlVm1lDR2Eh3gwWXjQnv292Vzd62GB2bF8fDseNw1guVHavjdilyXeDgaDvS2\n+e6SJnaWNOHjrhmQEKolzEsJwU0j2FHcRE2rzqbXHqn063RJKTcD9SfsW91L8HQ7poR56KXTJaUs\nAHIx5XcpFDbDYJR8uq+Ch5dnU9akQwCF9R28tqUYZxVAqGzW8aZ5KuhX58QS3iuvKTHEm79eNIbF\nC1JIi/ClsUPP69tKuGfJEdbn1WO0ss+7Spq4d2kWhypbzdGFFK6bPAqNnacTT8V1kyKIDjBFYb45\nXO2UPgwHSho7+K95mvaBWXEE+7gf9/qs0YFMjvKjudPAh3scIyHR3mXgoz3lANw1Ixp3CwUzLx0b\nyuIFKYT5uHO4spVffZ3FkapWe3Z1RGEwSv67wzRWbpwSSZC3ez9nDIxgb3fOSQjEKGFVtpIDsQW2\nkJq9C1hh3lY6XS7KcMl1qW7V8djKXN7dVY5BwtUTw/nXlWPxdNOwNreeFVmOzx8xSsmLmwpp6zIy\nKyGQuckmMcETbT4p0o+Xr0jhyXmJxAV6Ut6s49n1Bdz/dRa7SyzPmTAYJR/sLueP3+fR2KFnarQ/\nb1w1lkmRfjZ9XwPFw03TUzbkwz3l1DohqjHUx7nBKHl+QyGdBsnc5GBmJ5687F8Iwb1nx6IRsPxI\nNYUOqJH35aFq6tpNUgQn9qk/m4+L8OX1K8cyMdKX2rYuHvk2hxUOnhodbnTbfG1uHfl1HUT4uXPl\nhIELoVpC9xTj99m1Vj8gKn5iUE6XEOKPgE5K+clpDlOfksImZBxr4JdfHWV/eQtBXm48ffEYfnl2\nLClhPjyUblIqeWNrCdk1bQ7t17LMGvaXtxDo5cYD6XGnTVwXQjBrdBBvXTOeh9PjCPVxJ7e2nce/\nz+P3K3L77Xt9WxePf5/LR2aRzNummcROg238hGstZ8UHcnZ8AG1dRt7e4dyk+qHI5wcqOVrdRpiP\nO786J/aUxyWFenPZ2DCMEv79Y6ldI7z17V18caASgJ+fGW3VwoxgH3eevyyFRWnh6I2SVzKKeSWj\nyOUKpg8lOvRG3t1lij7eOSMaTyuEUC1hWow/o/w8qGjWqXxNG2B14ocQ4g7gMqC3cIXS6XLhdjeu\n0h9L22s3bGJZZjVHPEzLoKObcrh+dAQz4yb1HO8JLBiXwLdHa3joza94KD2Oiy6YY/f+lTR28NIn\n36EzSp74f1cNSJfo0vR0LkgO4YWPv2Ndbh17OYP7v84iqS2X/8/eeYdHVaV//HNmJr333kPvHQQF\nRBEUARfXsta1rb2sP+vqrru69rI23LUurg1ERUAQAWmhhxICIZDee++Zcn5/zCQGCKRNC7mf58mT\ne+7ccuadO3fe+573fN95Q/xZfNnsU7b3iB3DS1uyyT6aiLujmtfuuopxYR42/3xOb0+QufyalcNm\nxnD5UH9q0g9b7fz9WacreOh4Pj9QRG3GYa6bHIq708hzbn/zhClszaxiy/YdfNSYwV1LLrNI//65\nbA0lOTVcOusiRoeceb217dOd4913QTitOUf47mgp6xhDVmUTl7kW4emssbn9+1v7u+RSKhq1eJYf\nx6GoHuItowu4a+dOYhsrKCGS9akVNGYdsYv3P6B0uoQQ84A3gJlSyvIO2yk6XQpmJb28kRe3ZJNf\n04KDWnDn5DAWDffv9Gm7VWfgkbUnSStvYlqkF89dGmNRuQS9QfLImpOkljVySbwPj8+K7vWxapt1\nfJNUwo8pZWj1ErWAK4b5c8PYYLxcNCxPKmHZgSIMEkYHu/PUxdH4udpHdKszPj9QxBeHion1deb9\nxUMHvMZPV7TqDNz/4wmyq5pZNNyf+y6I6Hon4Pujpfx7TwFhnk58uGRot3OtuktBTTN3rDyOBD64\naigxvi5mOe7J8kb+sSmT0notPi4anp0Tw0gbD4/3Jyobtdy6IoVmnYHXLo9nTKiHRc9XWt/KzcuP\noRKCr/8wckAWN7eFTtcQk07XbcC7gDuwUQhxSAixFBSdLksgpURvkLToDDS06qlp1lHRqKWkrpWC\nmhZyq5rJqGjkZFkjKSUNHCmq42BBLfvyatiVU832rCq2ZlSxZuMWW7+VHmGQkpVHSnhw9Unya1qI\n8nbm3YVDWHwOoU9HjYpn5sTg7qhmd24N3yaXWrSP7UNBbg7c28lQUE/yizydNdw1JYzPfj+8XWZi\ntUlm4qHVJ/ks0ehwXT8miFcuj7drhwvg2jFBBLk7klnZzJrj1svf6a85XcsOFJFd1Uy4lxO3Tz4j\nDfasLBweQISXEwW1LRaZvNCWO3npIN+zOly9sflgf1feWzSEMSHuVDXpeOynNFanlNlsIkx/4/ll\nq2nWGZga6WlxhwuMJb8mhnuiM0g2KvU1+0R33NU2na4THSJdq4DlQBSQjbEWYxuKTlcfadLqeXdn\nHtuyqtHqzWPC5uxcZFgZVw7rPEpkT1Q0anltWw4HC4z5AwuH+3Pn5LBu5SyEeDjx2Mwo/rYxk0/3\nFzI0wI3RIeZ/gs6oaGyfOfbohZG4O5nnyS/Q3ZH/mxnFklGBfJZYyJ7cWk6UNeLhpOaJWVFMjvAy\ny3ksjZNGxT3TwnhuYxbLDhQxM8b7jFl4CkaOFtezMtko+fHYzCice5Cbo1EJ/jQ1jGc2ZPLFoWLm\nxPuazc6ppQ1sz6rGUS24+TTleXPg7eLAy/Pj+XhfAd8dLeO9XfmUN2j548QQu79H2ZKcqib25tXi\nGQd3TOq+g95X5g3xY19eLT+fqGDJSMtWuTif6XJ4UQhxIVAPfN7B6XoVKJdSviqEeALwkVI+2WF4\ncRK/DS8O7iAvASjDi+eisLaF5zZmkl3V3L5OJYw3V41KoDb979h26Lhe3eE1IXBQC+pb9RwurAdg\nQpgHj14UabelWvbk1vDG9lxqmnV4Oql59KIopkX13NH4ZF8By4+U4uuiYelVQ/E14w9+q97Agz+e\nILOymSuH+fPA9O4NBfWG5OJ6EvNquWKYP4Hu9vmZnQ0pJc9syGR/fi1zB/nyfzOjbN0lu6OxVc/d\nP6RSXNfK9WOD+OPE3qmJP7Mhg315tcwf4scjF0b2uV9SSh77KZ0jxfVcOyaI2yeZR+X8bGxKq+T1\n7TkYJNw8IYQbzaw3db5gkJK//pLJvrxaFgzz50EL3ntOR2eQ3PD1UaqadLx15SBGBA2s4WBzDS92\n+XgupdxhyunqyEJgpml5GbAVeJIOOl1AthCiTadrT187OhBIzK/lxV+zqW/VE+HlxF8viSHC29ks\nukvbM6t4Z2ceBwrquOu7VB6YHs6sWB+7eVpp0Rn4aF8Bq1OMQ1HjQj14fGYUfm69c5ZunRhKSmkj\nycX1vLQlm5fnx5str+iLg8VkVjYT6ulotpIbZ2NUsLvNpSB6ixCCe6eFcdd3dfySVsnlQ/0ZHqTU\n4evIh/sKKK5rJc7PpU+Oxp+mhHEg3xiFuHKYP/H+rn3q1968Wo4U1+PhpOba0YF9OlZ3uGSQL2qV\n4JWt2Xx+oAgnteD3o4Msft7+gpSSPbm1/DexkKyqZlwdVNw03rqOqUYlmDvIl+VHSlmfWjHgnC5z\n0dusyyApZYlpuQRo+3YoOl29QErJ8qQSntmQQX2rnmmRXryzaAhRPi5mE7pUFR7jP0uGMSXCk/pW\nPS9tyeHFX7Otqmh9NrIqm7j/xxOsTilHoxLcNTmUl+bH9drhAlCrBE9fHI2Pi4akono+P1Bklr6m\nlDSw4kgJAnjsoihcHDovhQL9N7/InIR5OXO1qUbfe7vyLF4vsD/ZfF9eDetSK3BQCR6fGdWnJPgI\nb2cWjQhAAkv35PcpN6pjuZ8bxgV3OXRuLpvPjvPhz6Yo3Uf7ChWBXYy/DQcLanlw9Un+tjGTrKpm\nAtwcuMK92CYyMfNMml3bsqppMHM5s4FCn6e6mBLlz/UNV/K6zkGTVs8/f83mk/3G2lk3jQ/mb5fG\n4HaWumZ9wc/VgX/MjeWRGRG4OKjYllXNXd8dZ19ejdnP1R2klKw6Vsb9P54gx5RE/PbCwVw92jyq\n6n6uDjw9OxqVgK+TStib27f32awz8No24xDI70cHMqKfRqCszXVjgwhwM+qRWUoUM7OiiTe357It\no8pmJYh6Qm2zjje3G6ei3zoxxCyzAm8cF4yXs4ajxQ3syKru9XE2plWSU9VMkLsjC4b597lfPWHu\nYL/2IbP3d+ezfgCLqB4rqefxdek8uT6DE2WNeDtruGeqcbLNMBtFjMO8nBkT4k6LzsCWjKqud+gh\nJXWtLDtQRFal5QV/bUVvs39LhBDBUspiIUQI0DZNTNHp6kE7dvQk/r4xk6TEPThrVLx0x2KmRXlZ\nVHdECIFHeSq3BWvZ1hrG0ZIGHlz6PVMjPXnpjsW4OKit8v7rWnTs1EWwL6+W2ozDTInw5OXF5j//\nmFAPLtDksS61gle3qVm6eChpSft6dbwkVTQFtS24lqYQ11xHWxDXXq4ne20f2Lub6Zp6VhHEfw8U\n4Vicgpuj2izHTy9v5OUv1nK0pAHPuLFAOAdf+ZqrRwdy/RWX2MX776z9xcEiKl3jGRnsRlD1SRIS\n0sxy/FsmhPDC52t4qfAoU56+ASeNqkf7N+sMvPX1OmpbdDx5+yIc1V3v37bOXPbxrkhlllMVW1vC\n+VdCHicP72NCuKddfX6WbC//aRM/n6ykwGMQALrcI8yK8+Gxa6845f7Y0fbW7F9EfRo7MkpY7+/C\ngmH+Zjm+Vm+gwHMw3xwupvzkIT7TqHj3viWMCnZXdLpM7VeBCinlK0KIJwHv0xLpFZ2uLkjMr+Wl\nLdnUtegJ93LiuUtjifQ2T3X47qI3SL47WsqyxCK0BkmIhyOPzYyymF6OVm8gMb+OXzMq2ZNTQ4te\n4uGk5uEZkZ2WOzEXBin52y+Z7M2rZUiAK28sGIRjD4dyDhXU8cT6dNQC3l00pM85MwMNKSVP/ZzB\nwYI6syR7p5U38sXBYnabopeOasElg3w5kF9HSX0rKgFLRgZy04SQHs0GtAZbMqp4aUs2zhoV//nd\nUEI8ncx2bL1Bct+qVDIrm7llQkiPCyB/fbiYzxKLiPdz4b3FQ2xWxxPgm6RiPt1fhErA07OjuSjW\nx2Z9sQa5Vc0sO1jUHqV0cVBx1YgArh4VaLbZ0eagVWfg+q+PUteiZ+nivt0L23LV/r0nn6I6Y0Ht\nCC8n8mpacFQL/npJjN3M2LalTtcfgZeBS4UQJ4GLTW1Fp6sbSClZYcrfqmvRMzXSk3cXDbG4w9VZ\n3oVaJbhmdBDvLR5CrK8LRXWtPLo2jY/3FZitPIdBSo4U1fOvhFyu++oof9uYybbMalr0konhHnxw\n1VCLOlwAKiF4bGYUQe6OnChr5MO9PStP09Cq5/XtOQDcMD6k2zeZ/pRfZGmEENw3LRyNSvDziQpS\ne1n0+GRZI89uyOC+VSfYnVuDk1rwu5EBLLt2BA/PiOTW4Ap+N9JYg+7b5FLu/v64XZUuKW9o5b1d\neQDcPTXMrA4XGL/TbfUvv0kqoayhtdv71jTrWJ7UVu4nrNsOl6Wu8+vGBHPjuGAMEl7aks3uHNuk\nQViaotoWXt2Ww13fH2dHVjUOasGSkQEsu2Y4t04M7dThsuW9xVGjYk68LwDr+1DrtqCmmWd/yeRv\nGzMpqmslxseZ16+I58Mlw5g/xI9WvfFheasFhjFtSXdmL17f2XohxGbgRiAEWGpyxtyA2YAByAX2\nmq+r/Z8mrd6Yd2J6krlxXDA3jg+26dMkQIyvC+8uGswXB4tZfqSEFUdK2Z9Xy+Ozoojz6/lTjJSS\nzMomtmRUsSWjirKG3wofR/s4c3G8D7NjfQnysJ4EgqezUfX6kTUnWZ1SzoggN2bH+XZr33/vyaes\nQcuQAFeuH6PMqOotEd7OLBkZwPIjpby3K5+3Fw7u9ozS1NIGvjhUzL48Y2FwJ7XgyuEB/H5U4Cm6\nVE4aFXdPNc7MfXNHLtlVzTy+Lp35Q/y4c3LnP2DWQkrJmztyqWvRMznCs72QsLkZE+rBjGhvErKr\n+WRfIU/Oju7Wfl8dLqZRa2BiuAfjwiwvuNkdbhofTIvOwLfJpbywOYu/z41lYrinrbtlFsobWvnq\nUAnrT5Sjl6AWsGCoP38YF2S3kj5tzBvsx6pjZfyaUcWdU8J6FE1u0ur55nAJK5NL0Rokbo5qbpkQ\nwpXD/NvvBw/PiMDNUc3K5FJe2pJNo1bP5UOtm19oKbo1vHjGTsbhxl+BYVLKFiHEcmAdMIJO9LtO\n338gDi8WmfS32qb7Pj4riguiLBvh6Q0pJQ28ui2HwtoWNCrBzROC+f2ooG79OBbXtbAlo4pfM6rI\n6aAzFujuwOxYHy6OP7uqtbVYk1LGu7vycdaoeG/RECJ9zh1h3J1Tw982ZuKoFiy9aqjVh4DPN5q0\nem7/9jjljVoenhHR5Y30eGkD/ztYRGK+MVrlpFGxcJg/V48O7HL2llZvYPmRUr4+VIzWIPF11XD/\nBRHMiLbN927t8XLe2ZmHh5OaD5cMs2hVgaK6Fu5YeRytXvKvKwd3KdVRVNfC7d8eR2+QLL1qSK8e\ntiyFlJKluwv4MaUMR7XghcviGGsFFXZLUd2kZXlSCWuOl9Oql6gEXBzvy03jgs0e+bQkD/x4ghNl\njTw2M5JLB3X9ACGlZEdWNf/eW0C56UH8ssG+3DYptNPvspSSb5JK2ot63zk51KYyIuYaXuyt0+UL\n7AamAnXAD8A7GMsDzZRSlgghgoGtUsqhp+8/0JyuSdpIzgAAIABJREFUA/m1vGjj/K2e0KTV8/G+\nwvbyLcMD3XhsZhRhXmfeEKqbtGzPqubX9CpSOgwZeTipmRnjw+x4H0YEudk8mteGlJKXt+awJaOK\nSG9n3l00+KyyDzXNOu767jhVTTr+NCWMJaMsr1c0ENiaUcWLW7LxdFLz6e+H49lJHbdjJfV8cbCY\nA6aqBM4aFYuG+7NkVCDePZwqn1PVxFs78tqvzxnR3tx/QbhZBXO7oqCmhbt/SKVFZ+CZi62Tn/TZ\n/kK+TiphSIArby8cfM7v4EtbstmSUdXnGqKWQkrJvxLyWH+iwjjpaF5cv5s93NCqZ2VyKd8fLaVJ\na0zfuDDGm5vHBxPlY9uH0d6wPrWctxLyGBnkxptXDj7ntjlVTby/O79dpHuQvwv3XxDBsMCuZ2Gu\nTjFWKwBjGbRbbVSxwGo5XZ0hpazEWPA6FygEqqWUGzm7ftcpDJScrrb8rb+Y8remRFgnf6szepID\n4OKg5oHpEbw4Lw4/VwdSShu4+4dU1h4vR0pJk1bP5vRKntmQwfVfHeW9XfmklDbgpBbMivXmH3Nj\n+eYPI3lwRgSjgt3txuECY27RwzMiiPR2Jre6mbcT8jrVNJJS8s7OPKqadIwOducqU55QT1Byujpn\nZqw3Y0PdqW3R89/EU/XTjhbX88S6dB5Zk8aBgjpcHFRcNyaI/103gtsnh3XpcHVm8ygfF968chD3\nTQvHxUFFQnY1d6w8zs8nKqxS609vkLy2LYcWnYHZcT5WSwi/bmwQvq4aTpQ1sjn97PXyTpY3siWj\nCge14JYJPRf7tcZ1LoTgoRkRXBLvQ7POwF82ZHCyrNHi5zUHBpM0zs3Lj/HloWKatAYmR3jy/uIh\nPDsnplcOlz3cW2bG+uCsUXG0pIHc6uZOt2lo1fOfPfnc/X0qhwuNYrsPzYjgnYVDuuVwgbG+6OMz\no9qlf97blY+hH9fo7FWCgxAiDngYiAZqgG+FEDd23EZKKYUQ/dcyfaRJq+fNHblsy7Sv/K2eMDHc\nkw+XDOW9XflsyTAq2q89Xk5BbQstOuOTmkrApHBPZsf5MD3a65xiofaCi4Oav86J4f4fT/BrRhUj\ng93P0CPamlnFjqxqXBxUPDozsl99bvZOW1L93d+n8lNqOfOG+tGsNfDFoaL2J2FXBxWLRgSwZGRg\np5GwnqISgkUjApgW5cXbCXnsz6/lzR25bMmo5OEZkRYd1lmZXEpKaQN+rg7c10lhdEvh4qDm9kmh\nvLYtl0/2FzIj2vuM76eUkk/2GSeWLBoeYNU8y56iEoJHL4qiVS/ZnlXNUz+n8+rl8XY1FHo6ZQ2t\nvL4th0Om63p0sDt/nBjS76J0neHqqGZ2nA/rT1Tw84kK7prymw66lJLN6VV8vK+AyiYdAlgwzJ9b\nJ4T06vt8ySBfXB1V/HNzNmuOl9Oo1fPoRVFozFRlxJr09m42EdglpawAEEJ8D0wDis+i33UK57tO\n148btrDsQCH1gcNxdVAxz62I2KYGVCLEpv1royf7ezhpuNAhH0/POn5tCSOzsonajMNEezvzhysv\n4cIYb44d2AslRbgMsg/7d7f98IzhvLw1h5f/t5a66eHtuk7rNm3l9e05aCJHc/eUMDKS9pNhB/09\n39pXjYxhZXIpd739Lc06A55xY3F1UDFKn82MCG8umzimx8efMWPGOV8PdHdknlshQR51bG8N51Bh\nPde+8jWXDfHjyRsXoFYJs77fzIom3lm+Hr2UvHjfEjydNVa195x4Xz76/heyM5r5ZpAff5wUesrr\nBwrq2LYjAReNiutuvKFX52tbZ433o1YJLnTIJ6u+iDwG8eT6DK7zKyXIw8nm1/PpbW3IcN7dmU/h\n8QO4O6p57taFTI/2YufOnSSk2+Z+bu72vCF+LF+3mRV5av448UYc1CpWrNvED0fLqPA1Zhb5VqSy\neGQA100f1+fzvXBZHA998D0/ZBhobJ3JXy6OZt+eXRZ5f23LNtHpOmMnIcYAX2IsbN0M/BfYB0TR\niX7X6fufzzldZ+RvXRLbZbJ2f6GyUUtSUT1DA1z7VcLnuWiL3gW5O7L0qiG4O6r5y4YMEvPrmBTu\nyQuXxdpNfcrzjYZWPbd/m0Jlkw43RzVXjQjgqpEBeFhphmF1k5YP9hS0K2sPCXDlkRmRxPp1f7hH\nSklNs47Sei3F9S2U1rVSUq+ltL6VkvpWCmtbaNYZrF6cuCPHSxt4aPVJHNSCj68eRoiH8btr1PQ6\nQWZlE3dMDuWaflTrsFVv4LmNmSTm1+HrouGNBYMI87KP+2xdi453d+ax1TTKMSXCk0cujLRqDqG1\nkFJy9/epZFU189CMCLIqm1h7vByDBB8XDXdMDmVOvK9ZRwqOlza0Sy6NCXHn75fG4mqBCi6nY9NE\negAhxOPALRjlIQ4CdwAeGHW6IoFs4Bop5Rn1KN544w1522239bLL9sualDLe352PQRq/aE/OjrZI\nOZ/e0PFJVOE3WvUG/rwmjZPljUyJ8GRKpNdvM8x+N6xP9R8Vm3dNVmUTx0oamBXrbRY5h97YfG9u\nDe/szKOsQYtawDVjgrhhbDCOGhV6g6SySUtpXSvF9a3tzlRpfSsldcb/Lfpz30OHB7rx0vw4mw69\nv7I1m83pVcyI9uavl8QAsDGtgte25RLo7sCnVw/HsZcisra6zlt0Bp7ZkEFSUT0Bbg68sWAQwR62\nfRg8WFDL69tyKW/U4qxRcffUMOYP8TP7g5s93Vt+OFrKB3t+0z5UCVg0IoCbx4dY7Pcvq7KJp9an\nU9mkY0iAK/+8LM4saQjnwlxOV697aZKF+BD4GKMCfRLwR+AaYDnGfK8VQohOHa/zCSklnyUW8Y1J\nWPAPY4O4eUKIkgfUD3BUq3hmTjT3rTrB3rzadh2o+y+I6JPDpdA9YnxdbC4jMiXSi4+C3fk0sZDV\nKeV8fbiEjWmVaFSCsvpWuvCpcHdUE+juSJC7o/G/h3HZ2HbAy1lj82jp7ZNCSciuISG7msOFdQwP\ndGOZqQj8LRNCeu1w2RInjYp/zI3l6Z8zOFbSwOPr0nljwSACbKBx1aIz8Mn+QlaZinQPC3Tl8ZnR\nnc74Pt+YE+/Lp4lFtOgMjAlx595p4Rb/Tsf4uvDmlYN5Yl06J8oa+b+f0nhpfrxFZVjMRa8jXQBC\niGXANinlp0IIDUZx1L/QhVbX+TS8qNUbeCshj01plagEPHJhJJcNtozooYLl2JNbw19/yQRgZow3\nf5kTY+MeKdiCY8X1vLkjl7yalvZ1Pi6aU5yqYA/HU9r2Es3uii8PFbPsQBGxvs7MjvPlk/2FxPo6\n8/7iod0WqbVHGlr1PLne+OMb7uXE61cMsupQXlp5I69szSG3uhm1gJvGh3DtmO5pG54vnChroK5F\nz4QwD6s+YJQ3tPLk+gxyq5sJ8XDk5cvj24fPzY09DC96AYeklLGnrU+lC62u88XpamzV84/NWRws\nqMNZY4yY2EudKIWes/Z4OYcL63hweoTFQ9UK9kur3kBGRRMeTmoC3Bxx6odRoM5o0Rm4Y+Xx9tqU\nBgn/vCyOSRH9X+G9tlnH4+vSyaxsIsrHmdevGISXhb/DeoNkxZESPj9QhF4aawY+MTuawUpdVqtS\n06zjLz9ncLK8ET9XB16eH2cR3TOb6nSZiAHKhBCfCSEOCiE+EkK40Q2trvNBp6uiUcv//ZTGwYI6\nvJ01vH7FILt2uOxB18XeWTDMn2fmxJjN4VJsbn3MYXNHtYphgW6EezmfNw4XGIfj7pxs1OEySBgb\n6s7E8L4ru9vDde7prDH+2Ho7k1PVzL0/pPL+rnz25tbQpNWb/XyFtS08ujaNzxKNDtfiEQEsvWqo\n1Rwue7C5veDlrOGVy+MZHexORaOWR9em2bWGW1/uKBpgPLBUSjkeaABOGUY0Fbs+77S6cqubeXj1\nSdIrmgjzdOLthYMZHKA83SgoKNg3F8Z4MyHMAwe14M7JYTbPNTMn3i4OvHx5PFHezpQ1aPkxpYxn\nf8nk6v8l8/i6NFYklZBR0dgnQVwpJetSy7n7+9R27bWX5sVx77Tw88pB72+4Oar557w4pkR4Utui\n5/F1aSTZUaH7jvRleDEY2C2ljDG1ZwBPAbHA7A5aXVtOH1685557ZHV1db/U6TpWUs8D739Ho9bA\n5KkX8I+5sRw9sNdu+qe0lbbSVtrnam/Zvp1mrYH5c2bZRX/M3d6+fQc51c3oQ0dwoKCOxD27kIBn\n3FgAyE9mUIAbSy6bzfgwj27fv0eMn8KbO3LZuHU7AFdeOosHLojgSOIeu3r/A7mtM0geeP87DhXW\n4Td4HM/OiUGXm9yr47Utd9TpevTRR22X0wUghNgO3CGlPCmEeA5oC/ecU6urv+Z07cyu5qUt2bTq\nJVMjPXn64pgeVVdXUFBQULAuNc06DhbUcSC/lgMFdVQ0attfE0C8vwsTwzyZEO7J8CC3TlXOd+VU\n89aOPGqajZpyD04PZ3acrxXfhUJ30Rsk7+/KZ21qOWoBf70klmlRfU/9sblkhIkHgC+FEI5ABkbJ\nCDVGqYjbMWl1nb7T4cOH6W9O1+qUMpaaNLguH+rHAxdE9KvZKQkJ9qPrMlBQbG59FJtbH3u3uZez\nhtlxPsyO80FKSXZVMwfya0ksqCO5uJ608ibSypv4OqkEFwcVY0M8mBDuwcRwT7ydNfx7TwE/n6wA\nYFyoO49eFEWgu23LJdm7zW2JWiV4YHo4bo4qtmVVM8jfvoqJ99XpOmo6Rq6U8ndCCF+MGl3nFEft\nT5yuwXXzhBBuGBt0XuVCKCgoKAwEhBDt2nBXjw6iWWcguaiexIJaDuTXkVvdzO7cGnbn1gDgpBa0\n6CUOasEdk0JZNCJA0V/sBwghuH1yGNeOCTKL6LI56evw4p+BCYCHlHKhEOJVutDogv4zvHi6BtfD\nMyKZN0TR4FJQUFA4Hymtb22Pgh0qqKO+VU+8nwtPzIqyiAyBQv/B5sOLQohw4HLgn8CfTasXAjNN\ny8uArZw2o7G/0FGDy0mj4llFg0tBQUHhvCbQ3ZH5Q/2ZP9QfvUFSWt9KoLtjv0olUbBv+pIF/hbw\nGMbai210qdEF9q/TdboG1xt2rsHVHTrOyFCwDorNrY9ic+tzvtpcrRKEeDrZpcN1vtp8INCrSJcQ\nYgFQKqU8JISY1dk2UkophOh07HLbtm0kJibapWREXnUzf3pnJZVNWoaOm8KL8+LIPLKf0hP2MSW2\nt+3k5GS76s9AaLdhL/1R2krbEu3k5N5NyVfayv3cntttyx0lI+bMmUNf6VVOlxDiReAmQAc4A57A\n98AkYNa5NLrAfnO6UkoaePaXDOpa9AwJcOX5ubF4u9h/AU0FBQUFBQUFy2HTMkBSyqellBEmYdTr\ngF+llDcBq4FbTJvdAqzqawetxc7sah5fl0Zdi54pEZ68enm84nApKCgoKCgomA1zKXu2hcteBi4V\nQpwELja1z8DecrrWpJTx/OYsWvWS+UP8eO7SWFwc1Lbullk5fchLwfIoNrc+is2tj2Jz66PYvP/S\na6dLCBEhhNgCLAVihRAPSikrMYqh5gDRGEVSvU/fNz09vbenNTt51c28bxI9vXlCCA/P6F+ip92l\nLe9CwXooNrc+is2tj2Jz66PY3PqYK1ik6cO+WuARKeVhIYQ7cEAIsRGjKv3GDlpdT3KabERDQ0Mf\nTmteIrydeXB6BEII5p/HGlw1NTW27sKAQ7G59VFsbn0Um1sfxebWJykpySzH6bXTJaUsBopNy/VC\niONAGP1Qq+vyof627oKCgoKCgoLCeY5ZcrqEENHAOGAv3dDqKi4uNsdpFXpA27RXBeuh2Nz6KDa3\nPorNrY9i8/5LX4YXATANLX4HPCSlrOtYk/BsWl1xcXE89NBD7e0xY8YwduzYvnZF4RxMnDiRgwcP\n2robAwrF5tZHsbn1UWxufRSbW57Dhw+fMqTo5uZmluP2tfaiA7AWWC+l/JdpXSrd0OpSUFBQUFBQ\nUBhI9GX2ogA+AVLaHC4T/VarS0FBQUFBQUHBUvQ60iWEmAFsB47wm07XU8A+YAUQCWQD10gpq/vc\nUwUFBQUFBQWFfkyfhhcVFBQUFBQUFBS6h7kU6RUUFBQUFBQUFM6B4nQpKCgoKCgoKFgBxelSUFBQ\nUFBQULACitOloKCgoKCgoGAFFKdLQUFBQUFBQcEKnNPpEkJECCG2CCGOCSGOCiEeNK1/TgiRL4Q4\nZPqb32Gfp4QQaUKIVCHEXEu/AQUFBQUFBQWF/sA5JSOEEMFAsJTysKnczwFgMXANUCelfPO07YcD\nXwGTMBa/3gQMllIaLNR/BQUFBQUFBYV+wTkjXVLKYinlYdNyPXAcozMFIDrZZRHwtZRSK6XMBtKB\nyebrroKCgoKCgoJC/6TbOV1CiGhgHLDHtOoBIUSSEOITIYS3aV0okN9ht3x+c9IUFBQUFBQUFAYs\n3XK6TEOLK4GHTBGvD4AYYCxQBLxxjt0VyXsFBQUFBQWFAY+mqw2EEA7Ad8AXUspVAFLK0g6vfwys\nMTULgIgOu4eb1p3CwoULZXNzM8HBwQC4ubkRHx/P2LFjATh8+DCA0jZjOz09nauvvtpu+jMQ2m3r\n7KU/A6F9uu1t3Z+B0F65cqVy/7ZyW7mfW+f+nZSURHFxMQBxcXF88MEHnaVV9YiuEukFsAyokFI+\n0mF9iJSyyLT8CDBJSvmHDon0k/ktkT5ennaSuXPnyuXLl/e17wo94N5772Xp0qW27saAQrG59VFs\nbn0Um1sfxebW56GHHuLzzz/vs9PVVaRrOnAjcEQIcci07mngeiHEWIxDh1nAnwCklClCiBVACqAD\n7j3d4VJQUFBQUFBQGIic0+mSUibQed7X+nPs8yLw4rmO2zasqGA9IiMjbd2FAYdic+uj2Nz6KDa3\nPorN+y82UaQfM2aMLU47oJkxY4atuzDgUGxufRSbWx/F5tZHsbn1MZffopQBUlBQUFBQUFA4B22J\n9n1FcboUFBQUFBQUFKzAOWcvWorNmzfL8ePHW/28CgoKCgoKCgo95eDBg8yZM6fPsxeVSJeCTVhx\npIT/JhZiUCa3KigoKCgMEM7pdAkhIoQQW4QQx4QQR4UQD5rW+wohNgohTgohfulQBgghxFNCiDQh\nRKoQYm5nx+0oPqZgHRISEmzdhXbSyhv5eF8hXx0u4eN9hbbujsWwJ5sPFBSbWx/F5tZHsXn/patI\nlxZ4REo5ApgK3CeEGAY8CWyUUg4GNpvamMRRrwWGA/OApUIIJZqmcArfJJW0L69MLmV1SpkNe6Og\noKAw8MirbuaDPfnUNOts3ZUBxTkdIillsZTysGm5HjiOUWl+IUalekz/F5uWFwFfSym1UspsIB2j\nOv0pmGsWgEL3sZcpxrnVzSRkVeOgEtw2KQSApbvz2ZNbY+OemR97sbm5OVHWwK0rUvjlZIWtu3IG\n56vN7RnF5tanrzbXGyT//DWbH46W8en+83e0wR7pdhRKCBENjAP2AkFSyrZwRQkQZFoOBfI77JaP\n0UlTUABgRVIJErh0sC/XjQnmxnHBGCT889dsTpY32rp7Cl3Qqjfw2rZcCmtb+HBvAU1ava27pKCg\n0EPWn6ggs7IJgE1plVQ0aG3co4FDt5wuIYQ7xqLXD0kp6zq+Zirzc65s6DNeU3K6rI895ACU1LWy\nOb0SlYBrRhv99JvGB3PJIF9adAb+uiGDkrpWG/fSfNiDzc3N8qQScqubAaht0bM6pdzGPTqV89Hm\n9o5ic+vTF5vXtej4b6IxuhXs4YjWIPnuaKm5uqbQBV3VXkQI4YDR4fqflHKVaXWJECJYSlkshAgB\n2j6xAiCiw+7hpnWnsG3bNhITE9tLGXh5eTFq1Kj2kGnbBaW0zddOTk62eX+SVFHoJcQ1ZZB5pIHQ\nGTMQQjBZ5HCkupBShvDMhgyu8SvFxUFt8/72td2GvfSnr+3wERP4+nAJtRmHmRPvw34ZxbdHSvCv\nOoGTRmXz/ilt27STk5Ptqj8Dod2X+/nfP1tDfk41F86YwZ1Twrj5jeV8ka3iujE34OmssYv3Zw/t\ntuXc3FwAJk6cyJw5c+gr59TpEkIIjDlbFVLKRzqsf9W07hUhxJOAt5TySVMi/VcY87jCgE1A/OlF\nrxWdroFHVZOWm745Rqte8p/fDSXG1+WU1+tbdDyyJo2c6mbGhrrzz8vicFArczDsBb1B8ue1Jzle\n2sjlQ/14aHoEj6xJI6W0gTsmhXLNmKCuD6KgoGBTsiqbuOeHVAA+uMp4H35qfToHCuq4aXwwN40P\nsXEP7Rdr6XRNB24EZgshDpn+5gEvA5cKIU4CF5vaSClTgBVACsai2Pee7nApDEx+OFpGq14yLdLr\nDIcLwN1JwwuXxeHrouFwYT1vJeShXDr2w9rj5RwvbcTXVcMdk0IRQnDjeGPh+m+TS5XcLgUFO0dK\nyQd78jFIWDDMv/0+fJ3pgWnVsTLle2wFupq9mCClVEkpx0opx5n+fpZSVkopL5FSDpZSzpVSVnfY\n50UpZbyUcqiUckNnx1VyuqzP6UNe1qS+RdcuC3Hd2LNHRII8HPnHZXE4aVRsSqvki0PF1uqi2cmo\naGT9pq227oZZKK1v5VNTDsj9F0Tg7qQBYEKYB8MCXalp1rHGTnK7bHmdD1QUm1uf3tg8IbuGw4X1\neDipublDRGt0iDvDA92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QKENbtGvVsTLlM+sjSqTLDmlo1fPerjwe/PEEm9Iq7bpIclWT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\nG47z+JI0r66yHAyG1mAmQKchI9r9EBcpJWabdBhhndYeY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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=10, ncols=1, sharex=True, figsize=(10, 15))\n", "for col_name, ax in zip(regional_yearly.columns, axes):\n", " col = regional_yearly[col_name]\n", " ax.plot(col.index, col)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So that worked, but we need to include things like axis labels and titles, \n", "and it'd be nice all the subplots had the same y-scale.\n", "We can take care of all of that in the loop:" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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PoqCyjr9+uZvnlmdQ61BOGdGXheeOZlwzjs4dhY8Ip43qx+sXjuW88f3xEfh8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8wg2Nud6sx0/L3cSD1lDsHe7hzeuQV/T3fOWHgqgd7ubFi/rtPzTZ81m/9sK+LfH3+NTSBx8gxu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\npQ2MDPXl7+eNPm48mYhwzxfp7Cqs46IJkdxmm73qat7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frzhAQU0z98wfwaLR\nYV3un5pdxaNfZxHm58l/r5iIr6f+nmoGPs4y3nr0K6mU8gXOBy7HSB2ywZF+IpLK8ePrFh2nz+PA\n4z2RTzN0eGt7Ed/lVBPo7cHfzktBoSiqa6awpoWi2haKapvb32ubLdQ2N5Je3njMcRQQ7u9FTJA3\nccE+XHZSFCND/Vx/QUOE+hYLz6XmAfDLk2NJCPHltz8ZTka58fk8uS6HR88adZRHRjM42JhVRUFN\nMzFB3ixIDu12/7kjQkgJ9yO9vJFP95fys5Oiu+2j0QwVHDLelFLnAVdipPY4gBH7douIFPWhbN2y\nc+dOtOfNtbiDm31jVhVv7SjCpOD+M0a2D7WNCj/W6BIRqhpbKbQz6ArbDbsWSutbKGswU9ZgZm9x\nPdmVTfzzojEoNzEeNmVXUXjgBy5b3PsYCXfg5S0FlNWbGRvpz08nRQHg42nioUVJ3PbRQbbk1fDO\njiKumR7br3K6w30+mBAR3t1l/F1cflI0HqZjv18dda6U4roZsTywKpPlu0s4b1wE/gM8BMLd0Pf5\nwMVRz9vfMWLQpotIeh/Ko9F0SWZ5I0+tzwHg1zPjmJEQ3OX+SilC/b0I9fdiQnTAMdtbrUJpnWHQ\nPbUuh0Nl7lNb8fvcah75OgvyCzhvkQU/r4H9x7WjoJYv0srxMil+f1riUX/gMUE+3LdgJH/6MoP/\nbS9iTKQ/s4b3/2egcQ6bc2vIrGgi3N+Ls8Z0PVxqz8yEYCZEBbC/pJ6P9pW2J/HVaIY6juZ5Gy8i\nj7mb4abzvLme/nxKq25q5eHVmTS3WlmUEsqlk6N6fUxPkyI22Ifp8cFcMcUYlnlzeyE9jQV1NlYR\nXt9WaDQSJvPx/tJ+lae3NJotPLPRmG119bSYToemZyQEc+3JsQjwxNocCmuaXSzlj2hvhPMQEZbu\nNLxul02OOm6MaWc6b/O+Aby3p4Ta5ta+E3QIou/zgYvDEaBKqalKqTuUUo8opR5te/WlcBpNG61W\n4S9rsiiua2FspD93zkt0+tDmueMiCPf3IqO8kU0OTIToSzZkVpFZ0Yifl/EVXb5rYP9xvba1kOK6\nFlLC/bh8yvFjl66cGs0picHUtVh4dE0Wza1WF0qp6Qt2FtaRVtpAsI8H544L73H/qXFBTIkNpL7F\n0p7cV6MZ6jiapPcmYBOwAKP+6GSMYvQpfSda9+japq7HPneNK3lpcwG7CusI8/Pk4UVJ+PTBzDMf\nTxNXTjUMi//9UIi1n7xvFqvw5nbD63bjrHiiqg5S12Lhvd0D849rT1EdH+8vxUPB709LxLOTeKc2\nTEpxz/wRxAV7k1HeyD825fWLF7S/7vPBSJvX7ZJJUV0O/Xel8+tONrxvH+4rparR7FwBhzD6Ph+4\nOPoP+EdgsYhcAjTY3i/DSOPhEEqp15RSxUqpPXbr/qyUyldK7bC9Ftttu08pdVgplaaUOsvR82gG\nHysPlvPx/lK8TIqHFo0iIqDb7DQnzDljw4kI8CKrsonU7Ko+O09XrD5cQX51M3HB3pwzNpzFYyMA\n+HBvCeUNA+uPq6nVyjMbjOHSn0+NcSiPW6CPJw8tHIWPh2L14Qo+T9NZ9gcqB0rq2XmkDn8vExdN\niDjh40yMCWRmQjCNZivLB+hDjEbjTBw13iJFpC0tiFUp5QF8iZGw11FeB87psE6AZ0Rkmu21EsCW\npPcKYIKtzwtKqWNk1TFvrsfVMRL7iuv45yYjtcQd84Z3OunAmXh7mNrrLf7vhyIsLq6t2GKx8j+b\n1+3a6bF4mhRXX7CIOSNCaLYI7+zo1wnePebNHwopqGlmRKhvu1fTEUaF+/G7U43KKS98l8+Bkvq+\nErFTdCyQc2jzul04IZLAbvL3dafzX9pi3z7ZXzrgHmLcFX2fD1wcNd7ylVJJtuXDGEl6TwUcjigW\nkY1AZSebOhtDuQhYKiJmEckG0jGqLWiGEKX1LTz6dRatVuHiiZGcPabn8TInwtljwogK9CKnqokN\nWa71vn1+oIzSejNJob6cbpcL67qTY1HAF2ll/RrI3xMOlNTzwd4STAr+77TEHidDXpgSxkUTImm1\nCo99nUWlHi4bUGSWN7I5twYfD8Ulk3pfIWFMhD9zR4TQYhHe3TmwHmI0Gmfj6K/p34DxtuVHgLeA\nbwBnTFi4XSm1Syn1qlJqmG1dHJBvt08+Rpmso9Axb67HVTESza1W/rw6k8rGVqbGBXLz7GM+/j7D\ny8PE1W3et+2FLvO+NZotLN1ZDMB1M+LaE9WmpqaSFObHwpRQLEJ7PJw702IxhkutYswwHBt5Yh7T\nm2bHMSEqgLIGM49/k+2yz0LHAvWepba8bovHRRDq59Xt/o7o/Nr2h5hySupaeivikMcZ9/nnaWXc\n8N5+lu4soklPMHIZjqYKeV1EvrAtrwRCgVAReaGX518CJAFTgULg6a7E6OW5NAMEEeHZjbkcLmsk\nJsibB85I6jSpZ19y5phwYoK8ya9uZm1GZw5j5/PRvlKqmloZF+nPKYnH5q/7xcnGMOo36ZVkVRxb\nLcKdeHtHETlVTSSE+PCLXiTc9fIw8eDCJEL9PNlVWMfr2444UUpNX5Ff3cSGzCo8TYrLnJDSp42k\nMD9OTw7FbBXeHmAhBIORD/eW8HxqHnnVzby+rZBfLd/PF2llLg83GYqcUBFBEWmmB0OmXRynPfJU\nKfUK8KmtWQAMt9s1wbbuKNLT07n11ltJTDRiY0JCQpg8eXL7OH7bU4VuO7fdRl8dvzB4NN9kVNKU\nvZsLfpJAsO9El1+vp0kxzZrDsoxi3gr2YUFyKN99u6nPzlfb3Mp/3l9FY6uVX517GUqpY/bP2LWV\nCS0l7PZM4r/bCjnT/4jL9NGTdsy46SzbVUxtxk7OmJOAj+eEXh//T2ck8Zt/vscrGTA28hJOTRrW\np9czb948t9HnQGwv21VMdcZOZiUEExU41aH+beu6O/4102awPrOS91auIalhJBefvaDfr3cgt9vo\naf/H3/yUTw6UEZw8lZ9NjuLLb9aTVdPMcw1TeX9PCTNVLhOjAzj11FPd6nr7Q7+pqank5hoTt2bM\nmMHChb2vmNPjwvS9OplSI4FPRWSyrR0rIoW25buAmSJylW3CwjsYcW7xwNdAinQQVhemH3xszavh\nwa8ysAo8tCiJeSOHdd+pj7BYhRtWHOBITTP/d1oiZ/VhzN1rW4/w7q5ipsUF8uS5o4+7X2WDmWuX\n76e51cpzF4zp8wkcPcVssXL7x4fIrGjkkomR3DInwWnHfn9PCS99X4Cfl4l/XjSWxGG+Tju2xnmU\n1LXwy2X7EODVyyYQH+Lj9HP8fX0OXx2uYFFKKPecPtLpx9d0zfLdxbyyxXh4vGPucM4fH4FVhPWZ\nVfx32xEKa40h7QlRAfx6VhyTYgL7U1y3wlmF6Z2fLOs4KKWWAt8CY5VSeUqp64EnlVK7lVK7gPnA\nXQAish9YDuwHVgK3djTcQMe89Qd9GQuUX93E42uzsQr8YnpMvxpuAB4mxTW2cjxv7yiitY+GAioa\nzHy4z6igcN2MuGO22+s81N+Ln040gr9f23qk3ytBdGTZ7hIyKxqJDfJuz4zvLH46KZL5o4bRaLby\n6NdZNLRYnHp8e/ryPu9PSutb+OvabFYdKu+ze+e93SVYBOaPCu2R4dYTnV89PQYPBWvSK8mpdO8Q\nAnfmRO7zd3cVtRtuv5tnGG5g5GhckBzKK5eN57Y5CYT4erK/pJ67PzvMw19l6s/JyRzXeFNK/dZu\nOaW3JxKRK0UkTkS8RWS4iLwmIteKyEkiMkVELhaRYrv9HxeRFBEZJyKrent+jXtT32Lh4a8yqW+x\nMHdECFe7SQ3DBcmhJIT4UFjbwurDFX1yjqU7i2lutTJnRAjjo7r3pP3spCiCfDzYXVTHDwW1fSLT\niZBV0dieyuSuUxOdXotVKcXdpyYyYpgvuVVNPL0x1+2MV3fnn5vyWJtRydMbcvnTqgxK650b9F/Z\nYGblwTIAft5FJY3eEhvkw+KxEQjwv+069s1VvLOjiNe2FqKAu09N5Nxxx+bu8/IwcdHESN64fALX\nTIvB19PEd7nV3PxBGk9vyHH6PTdU6crz9rjd8va+FuRE0HneXE9f5AWyWIUn1maTV93MyFBf7jl9\nRPtMy/7Gw6T4xXTDkHxnRxFmi3NnUxXXtvB5WhmKH7PId6SjzgN9PLn8JOOP8bWtR/qtEoQ9Fqvw\nzMZcWq3C+eMimBoX1Cfn8fPy4KFFSfh7mdiYVdVn5ZIGY/6rLXnVbM6twc/LRJCPB9vya7np/TSn\neuE+2FtCi0WYkxhCUtix9Wu7oqc6v3JaNF4eiv/P3nmHR1VmDfz3phfSaQkppFKkSlG6GhBs2Ou6\nroq7fvaCdVdsq65lcUVddXXtXWHtIiDSooL0IiW9996Tycz5/riTEEKA1MkkeX/PM8/Mbe89c2bm\nzrnnPWVjSilJRdXtOlZj0B6dv78jh3e2G4bb4tmhLBhx/DASDxdHrpkUyDuXjea8UQNRwKr4Yq77\nbD9v/pbVq9v92QPHM96SlVJLlVKLAGel1PVKqUXW56bXthJU03d5d3sOWzLK8XJ15LF5EV3useks\ns8P9CPN1I6+ynlXxXet9+2BnDg0W4fRIv3b92Z1/0iD8PZxILKohzsa16Fpjxd58DhVUM8jTmUVT\nj5767UpCfN24Z04YAP/dms3ubPvxPtor9WYLr/xq5Hz9ceJQXr94FKeGelNVb2bpxnSWrE6msJMe\nkYq6Br45YHjd2lOQuaMM8nRpmrJ7b7v2vnUXIsK723N4f0cuDgrunRPWrvhffw9nbpsRwn8vGcXs\ncF/qzcKne/K59rP9fL4nj3pdXqRDHM94uxzwBa4EnIE/Aldbn5u/7jF0zJvt6epYoPVJJXyyOw8H\nBQ/FhhPo3fXBzZ3lCO/brlzqu8j7ll5ay5qEYhwVxy2n0ZrO3ZwcuHqiccw7221Xi641Mkpredda\ne+6uWaF4unS/8T1zuC+Xjx+CReDJn1K7fCqmr8W8/W9fPtnldYT4uHL+SYMI8HDmsXkR3DcnjAEu\njvyWUc6fVxxkdSe8cF/tL6TaZGFikBcj2zD935KO6PyKcUNwtU7LHbRxF46+wIl0LiK8sy2HD3ca\nhtv9p4UxN9q/Q+ca5uPGQ7HhvLgwhvGBA6ioM/PGb9lc9/l+VscX6fIi7eSYxpuIHBKRRSIyF9go\nIqe39rChrJo+RmJhNUs3pgHwf6cGM7Gbptq6gpnhvoT7uVFYZeKHQ13Ta/O97TlYxOin2pGMvAUj\nAgjyNmrRre6meLwTYbYISzemYzIL82P8mRx8dH267uLaSYFMDBpAaW0DT6xN6fIp7b5CQVU9H+00\nwolvnhaMs7XThVKKudH+vHHxKE4JMbxw/9yYzsOrkymqal83ixqTmS/2GVPYtvC6NeLn4cwF1p6p\n7263/+LVvQkR4a2t2Xxsvbl+8PThnB7ZMcOtOSMHe/Ls2VE8MT+CcD83CqpM/HNjOjd9cZAt6WU6\njrWNtLVI7xlKKSel1Gyl1JXWZ6fuFu5E6Jg329NVsUAlNSYeWZNMnfVPvzNNq22Bg1JN3rGPd3Xe\n1Z9QWM3GlFKcHdUJkzOOpXMnB8U1Vpne35HTI9MPX+8vYH9+Ff4eTvzFhl0wwPCIPnj6cAZ5OnMg\nv5r/bDmqFGSH6Usxb29syaK2wcLM4T5MasW4DvB05vEzI7hntuE13ZJRzp9XHODHhOI2/5F+d6CQ\nijozowd7Mj6wY2UhOqrzS8cNwcPZge1ZFezJqezQGP2VY+lcRHjjt2w+3ZOPo4K/nRHOnAi/Vvft\nCEoppob48MqFI7l3TiiDBziTWlLLktXJ3L8ykZyK3tECsCdpk/GmlBoJHMCovXa79fmgUmrUcQ/U\naFrBZLbw97UpFFSZGD3Yk9tmhKDsJEHheEwf7kNkgDtF1Sa+O1jYqbHe2WZ4Cc4fPYiBni4dHue0\nSD8i/A2P4NcHOidTe8kur+OtrUbJgDtmhOJ1gsbj3YGvuzNLYsNxdlB8vb+w2xIYeit7cipYn1yK\ni6M6rnGtlOLMmADeuHgkU4K9qaw38+yGNB5dk3LCJvD1DRaWN/O62fq37O3mxEVjjC4O72y3v/I5\nvQ0R4bUtWSzfazXcYsOZFd49ZZscHRTzogN465LR/OWUYXi5OrIru5L/+99Bvj9YqD/L49DWOm+v\nAq8DISIyDaP7wWtAm9tjKaXeUkrlKaX2Nlvnr5Rao5SKV0qtbtbbFKXUg0qpBKXUQaXUma2NqWPe\nbE9HY4FKakysSSjiqZ9SuOKjfezLrWKghzNL5oa3u2F5T+GgDnu6Pt2d1+E+fntzK9maaWT9Xd6G\ncgrH07mDUk214T7ZlUtVN9Y+a47F2sKszmwkW0wL87HJeVtj5GBP7pxlNGT5z5asLpnW7gsxb2aL\n8O9fMgGjbMdQrxNPzQ/0dOGJ+REsnh2Kh7MRS/aXFQdYm3hsL9zqhGKKqxuI8HdnakjHp807o/OL\nxxrlc/blVrHDjsrn2DstdS4ivPJrFl/sK8DJQfHw3Aib1Nt0cXLgkrGDeevS0cwKN2o5vhCXwd9W\nJXU6kaav0tZ/zQnA842Fcq3Py4CJ7TjX28CCFuseANaISAyw1rqMtcPC5cBo6zGvKKV6xz+8BjD+\nOA7kV/Hu9hxu/fIQl3+4j+c2pLM+uZSKOjPBPq48dmYEAR4nblhtT5wa6k30QHeKaxr4tgOeLhHh\nbau36uIxg/Fx67y36pQQb0YP9qS8zmwzz9P3B4vYnVOJr5sTN3dhF4WOMi86gJtONTxLL8SlszHF\nNv1o7ZlvDhSSUlLLkAEuXDqu7XFoSinmxwTwxiWjmBzsRUWdmWfWp/HojykUt/DCNViET3cb8XQ9\n4XVrxNPFkUvHNXrfcrTHpgNYRHj5l0y+2l+As4PikbnhNr8p83Fz4qEzhvPg6WFHlLP56Tg3D/2V\nthpE2cBpLdbNopV+o8dCRDYBLa+oC4F3ra/fBS6wvj4f+FhETCKSCiRitMo6gr4W8yZiGDwvxmXw\nx09+54Md9ncROl5cSmmNiR8TivnHulQu/3Avd3wdz4c7c4kvrMbZUTE52IubTh3G25eO4q1LRxM9\n0MOGkncNSin+NOmw963G1D5P17bMCvblVeHl6sjFbWzYfaJYIKUU108xvG8r9uVTWtO+YPP2kl9Z\nzxu/GT/9W2cEd4kB2hVcOGYw15w8FIvA0+vS2JpR3uGxenvMW0mNifesAfw3TRuGq1P7730Hebrw\n5PxI7ppl9cKllfHnFQdYl3T4j3R9Ugl5lfUE+7h22kPTWZ2fP3oQvm5OHCqo7rEEnt5Go84tIrz0\ncwbfHCjE2VHxyLxwTgntGW+6UorTI/15/aJRTVP4T69P4+9rU7v92tabaOtV90HgK6XUt0A6EAac\ng1EupDMMadZVIQ9ovD0MAjY32y8To8dpnyS/sp61icWsSSgms+xwoOZ7O3LJKKtj8axQXDpw8e1u\nzBYhvrCarRnlbM0sJ76gmuamZqCXC1NDvJkS4s24QC/c7PA9dIQpwd6MHOTBwYJqvtlfyGVtrCRv\nEeHtbYbX7YrxQ7q0pMa4wAFMCfZma2Y5n+zO4/9O7R5vWGmNiafXp1JjsjBzuC+zw7suiLkr+MPE\noVTVm1mxr4DHf0zmH2dF9cu+im9vzaGy3szkYC+mdeJPWCnFWSMCmDTMi39tSmd7VgX/WJfGxuRS\nbp0RwidWr9vl44fg6NCzcavuzo5cOzmQF+Iy+NemdAa4ODKjh1vs9QYsIiyLy2DloSJcHBWPzouw\nadb4sQjwdOaJ+RH8cKiI17ZkEZdayr7cSu6cFcL0MP25tsl4E5GvlVInY0xlBgJ7gSUiEt9VgoiI\nKKWO52Y6atuyZcvw9PQkNDQUAB8fH8aOHdt0N9E4n2+PyzUmM6+vWMW2zHLyfUcgQHnSLrxcHbn0\nrFhCfN14+oNv+SrJQkHlDB6ZF8HebZt7XP6tO3Yz7uwr2ZpRzpp1G6gyWfCONDyg1Sm7ifR35/z5\npzM1xJuUPVtRlhKmhvS8vrt6+ZpJgdz67xX8J30P5466Gg8XxxMe/+ryH9ixI5fwsVNYOHpQm8/X\nuO5E+48zp7A2KYNvHCdy0ZjBxO/6rUvf/6vLf2DF3nwcQsbi4+bEZNKIi8uyi8+j+fJfZsygqt7C\nZyvXcmvybt6441KiB3q0a7yWuren93ei5YExE1kVX0RV8m4mB4fS2N2wM+MPHuDC2QNyCPAoJ84U\nzM9pZaxdv5F6ixA1fgqxUf6d/369+mqnr9/ewJXjI/h4dx73v/4l100JZNGF8+3q87Gn5d2791Az\n5hxWJxRTm7KbK6YEMjl4gt3IB3DWzJlMHObFPf/5gsSiGh6tbWButD8TLam4Ozv2uHxtuX7HxcWR\nnp4OwOTJk4mNjaWzKFtOyymlhgPfiMhY6/JB4DQRyVVKBQLrRGSkUuoBABF52rrfD8AjIrKl+XhL\nly6V66/vPU0eLCLszalkTUIxm1JLqTEZAe/OjorpoT7Mi/Fn0jDvpjvYpKJqlqxKprDaRJC3C0/M\njyTYx61HZE8tqeHfv2QSFxeHV+Th6eohAw5718YHDrC77gjdhYhw1zcJ7M+v4rrJgVw54fjlPswW\n4S8rDpBRVsftMw43c24LcXFxbZ5SevKnFDYkl7IgJoC7Z4e2+RzHo6KugX//kslPSUbUw/jAASye\nHdqmAPiewmwR/rEulY0ppfi4ObH03GhCfdv+22mPzu0Jiwh3fB3PoYJqLhs3mBumdv2ERX5lPUs3\nprPT2tni1unBLBw9qNPjdpXORYRXN2fx5e8FuDoqnjorirH90Pt6IswW4fZXVpDgFomrkwN/PzOi\n29radQUWEb76vYA3t2ZTbxYGejqzeFZoq+Vv7JkdO3YQGxvbaTd1TxtvzwJFIvKM1WDzFZEHrAkL\nH2HEuQ0DfgSipIWwa9eulZNPPtlm8neUrLI6fkws5seEYvIqD2fOjB7sydxof+ZE+B6zzEJhVT0P\nr04msagGL1dHHpkbzrhA2/3ALCL8b18Bb2/LxmQWnB0UY4YOaDLYQnxce0WZj+5gZ1YF969MxMvV\nkfcuP+m406Cr44v458Z0Ar1c+O8lo5oKpXY1WWW1LFp+AIDXLx7VLoOlNX7LKOP5TekUVzfg6qhY\nNHUYC0cPtJves8fDZLbwyJpktmVWMNDTmX+dG8MQr46XZekN/HCoiOc3pePv4cRbl4zGo5u6XYgI\naxKKySqv4+qJQ7vt+9xRGrOhV8UX4+HswLNnRxMzqPfF2HYX1fVmlv2cwbqkEtycHHhifoRN/1c6\nQ0ZpLc9tSONggdHP9txRA/nz1KBe4zjodcabUupjYA4wECO+7WHgK+AzIBRIBS4TkVLr/n8Frgca\ngDtEZFXLMe3ZeKusa2BDSilr4ovZ36xtyyBPZ+ZG+zMv2r/NXrQak5l/rEtlc3o5Tg6Ku2eFdrhF\nSXvIq6jnuQ1p7Mk1Cl+eNSKAv5wyzCbtj3oDIsI93yWyN7eSayYFcvUxiu3Wmy0s+vwAeZX13Den\n4+1l2sq/NqWz8lARs8J9WRIb3qExqurNvLY5s6mX6+jBntw7J5RhPeT57Si1DRb+ujKRfXlVBHm7\n8vy50fj3sgzntlJZ18B1nx+grLaB+08LIzaq+68R9ozZIjy9PpUNyaV4uTryz3Oi29U/uC8iImxI\nLuU/W7Ioqjbh7uzAk/Mje11cqNkifLYnj/d35NJgEYK8XbhndliveB+9znjrDuxt2tRsEbZnlbM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JFdwOOdOZlSagCwArhDRCoMe81AREQpdTxLsvcWpNNoNBrNMWmwCA4KHFSn/9M0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\n04ycaycPISbQs58lggtTwvnNpCgsAk+uzWNncUOv9m9sM/Po6lxa2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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, axes = plt.subplots(nrows=10, ncols=1, sharex=True, figsize=(10, 15))\n", "for col_name, ax in zip(regional_yearly.columns, axes):\n", " col = regional_yearly[col_name]\n", " ax.plot(col.index, col)\n", " ax.set_xlabel('Year')\n", " ax.set_ylabel('pct of avg')\n", " ax.set_ylim(0, 250)\n", " ax.set_title(col_name)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Ok, now things have gotten a bit crowded.\n", "As a final step we can tell matplotlib to neatly arrange everything using the `.title_layout()` method:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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48eqx/GLqEDL79KKitpGXVhZw3avr+Mvinewor+nwddbsqeKvWXkA/OjMwZw0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\neHFHDQCfOmU0X5o7NmCnizXHrrLJmUVs5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zl2qsoj75byz62VCPD1s8Zx0fTR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\n776cQd6eLv/++vN2amoqS5cuBSAhIYHIyEjmz5+PM7h6pDlGRPIc9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Pz79DyuDcBo2uG0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"text/plain": [ "" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" } ], "source": [ "fig.tight_layout()\n", "fig" ] }, { "cell_type": "markdown", "metadata": { "collapsed": true }, "source": [ "## seaborn\n", "\n", "Seaborn is another plotting library, also built on top of matplotlib. Seaborn provides a very nice default style, as well as several functions that make it easy to create beautiful and sophisticated plots.\n", "\n", "Note: Seaborn offers many more plotting utilities beyond the examples we'll go through here. We recommend checking out their tutorial to see all of the options that Seaborn has to offer!\n", "\n", "http://stanford.edu/~mwaskom/software/seaborn/tutorial.html\n", "\n", "First off, just importing Seaborn will change the default style:" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": true }, "outputs": [], "source": [ "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The style is a bit similar to the bmh style we set earlier, though the colors are a bit different, and there are some other changes (for example, the figure size is larger by default):" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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08gUeHgmavADAZNDBoNdQpLwI7MbQL9NqxHA8A44D7JbasiNtRh3cThPGAvGW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\nBzk5OdDr9QAAvV6Po0ePdnqsM5y6JhoUIsL8EawcioISk/3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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "yearly.plot()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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qcZYqIrIXfEZMREQkEAsxERGRQCzEREREArEQExERCcRCTEREJBALMRERkUAsxERERAKx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\nAisfAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regional.sort(inplace=False).plot(kind='bar')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn also includes tools to construct sophisticated plots very quickly. For example, recall the box plot that we created earlier:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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Yyu3jACsiIOGS5OQXSVKlOluHwyan03DrmLyCYoWHBbn9XIC/WZeRXan3Q3hYcKXfe+sy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\nefOmwl9jrVy7dk2sX79eJCcnCyHuf9eqq6vbnG/Jzc0V3333ncLa/2c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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "regional_yearly = monthly.groupby(['year', 'region'])['precip'].mean().unstack('region')\n", "regional_yearly.plot(kind='box', figsize=(10, 8), rot=45)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn gives us a method to create a similar type of plot called a \"violin\" plot. This plot provides a little bit more information than a box plot, as it additionally shows the true distribution of the data (not just the median and quantiles). This often has a shape that looks curvy, sometimes like a violin, hence the name.\n", "\n", "First, we need to convert our data into a form that Seaborn can work with:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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yearregionprecip
01987CENTRAL COAST1.090809
11987COLORADO RIVER0.247500
21987NORTH COAST2.681029
31987NORTH LAHONTAN0.891042
41987SACRAMENTO RIVER1.816042
\n", "
" ], "text/plain": [ " year region precip\n", "0 1987 CENTRAL COAST 1.090809\n", "1 1987 COLORADO RIVER 0.247500\n", "2 1987 NORTH COAST 2.681029\n", "3 1987 NORTH LAHONTAN 0.891042\n", "4 1987 SACRAMENTO RIVER 1.816042" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# make the columns into an index\n", "df = regional_yearly.stack()\n", "\n", "# convert from Series to DataFrame\n", "df = df.to_frame('precip')\n", "\n", "# turn the index back into columns\n", "df = df.reset_index()\n", "\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Then, to create the violin plot, we tell Seaborn that it should plot the region on the x-axis, precipitation on the y-axis, and that the quartiles should be displayed inside each violin:" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false, "scrolled": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 34, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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+iFdffRWWZWHu3Lk444wzKmFbsLh9DQFI0MuPYdhYvzGFN95huOpigTfeAd7c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\n+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ABbtmwxH++ZP38+er2erKwsjh8/zpIlS/Dy8lLFc9zBNgG5lb4w7+rqoqCggK1bt5KQ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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "plt.xticks(rotation=45)\n", "sns.violinplot(x='region', y='precip', data=df, inner='quartile', linewidth=1)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Grids of subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Seaborn also provides an easy way to create complex plots like the subplots we had above. We can create this figure using `FacetGrid`, where we specify that each row will correspond to a different region. We then tell the grid to create a plot with `year` on the x-axis and `precip` on the y-axis for each region: " ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false, "scrolled": true }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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KojD/9KjBh98VSnBuQUNu+HfPPfec9f8bb7xx8N9jWcElhKn16Q38fVsm2h49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\nxQ+JxRxJK+emCUHEhPV9xXq1WgVKZ8uerY2W4d1YuqhrLKePu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NF+TB3tR1NLu9l+kZMk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\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AwPMPDUdUsFevr9mXqOrb8NmWUygobYC3uyOemBaDuMuCmCXel9JyK/HpplOwt5fjudnD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\nLYunRbBqGO0cNCMpBEcHFQezKofN3XlbJUmgGPb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ZsmQJW7ZsGZLXIYQQg+E4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\nQggh7JAkgUIIIYQQduj/A6HqbepEm0vwAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Initialize a grid of plots with an Axes for each region\n", "grid = sns.FacetGrid(df, row=\"region\", aspect=3)\n", "\n", "# Draw a line plot to show the trajectory of each random walk\n", "grid.map(plt.plot, \"year\", \"precip\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Another type of figure with a grid of subplots is called a \"pair plot\", where the columns of a data frame are plotted against each other. In the case of the precipitation data, we could look at how the average precipitation compares between different regions. " ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 36, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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ZGZKkxMRETZgwQeXl5YYlI7wzI9KTIycZERdr04Ts4dpfVKujJ+s1Lmt4qENC\nP7Q5/L+Q+dsHmzWOQPQw680s15PwYeYHGPod6C5Y5yDnF7z6M6Y27Sr1JSIkxs1g+U1GWCwWrVq1\nSh6Pp9vvJWn+/Pn9aqi4uFh79+7VtGnTBhBmYEoqG5WSGKsYu9WwNoxw/rgR2l9Uq092lZKMiDAf\nbjnOCxkwhPFmduihz4HQ4hxEsDGmQsdvMqKgoKDbkoG2tjZ98MEHSkhI6FcyorGxUffff79++tOf\nKjExceDR9qKh2aGGZofGj4m8D/PjsoYrKd6uz/ec1O1z8hRHhdao0HVP4kk5KXK53NqwrZj1ZYCJ\nomFNcNfryeSxqUHf4xzhN1bod4SzcDtf+ovzK/KFYgzOmpal7YdO+WZHMG4Gx+LpOvXBjz179uiR\nRx5Rbm6ufvGLX2jkyJEBNeBwOHTvvffqyiuv1J133jmYWHuP7/ApPfLCJl05PVvXzzzbsHaM8kHB\nMX20rVgPLLpIX7uYbT4jRZuj87qxqRNG6Kd3XqqPd5yQJF01PVsf7zghl8utTTtLVHikyne7X3x/\nJlsDAYPQ5nDpwy3HJUnzLsnt8Xzq6RwN5rln9PG7ttXX40VgenouA+1LM/vcX6yA2bqOQ0mmngdd\nYwlW25xfkavrOMgamaCbZo3XtZed3e9+7O+YYtwET5/JCIfDoeeff15vvfWWHnnkEd10000BH9zj\n8ejhhx9WamqqHnvssT5vX1FRH/Cxu/poxwm9svYrXZ+fq/PHj+jxNqmpCaqpaRpwG4EYaBvV9a36\n0zuFmpiTokcXX9zrbTMykgf1XPXF6OOb2YYZjhVV6dW1+yRJd8ybpBdX7daB4lpJ0sScFD14x3Rt\n2lWqVz/Y3+l+37lmUkDTv+jv8GgjmsZspPeFJKWkJuixFzZ1+karp/WdG7YVD+jc689jGOg3M/7a\n6Ot4/WmPcdtd17XB3rGz40i1fr9iV6fb+hsrvfWBv7+FckwFE9fawEV6X3jbKCmt6XbOXDxppF5b\nd7DTbQN9X9P1+AN5DD2dI72deyWlNYZ+g27GeWGWSDm/e3p9l9oTCT+6ZWq/+ziQ6673NknJwzR9\nXFpAbYTr9TxcrrW97qbRcTbE6tWrA54N4bV161atWbNGkydP9i3reOCBB3TVVVf16ziBOFHeXrxy\nZATtpNFRWnKcxmUl60BxrY6X1Ss307yLDgauzeHScyu+9L1AHy6tV0Vti+/vB4prtXH7CdlskVXH\nBAh34VRJk3JbAAAgAElEQVSvJcZuC1q7fRXRovr74PlbG5zUj+LX/vo8GP1DHyPc9HTOpCbGhDCi\n7udgb+dNb8XGEX12Hzo1oPcDfb2W+0tk9zaOuJ73ze8npN/97ndavHixbrzxRj322GNqa2tTSUmJ\n718gZsyYoX379mn16tVatWqVVq1aZUgiQpKKKhokSSNT4g05vhkumtS+88i6rcUhjgSB6vqBqGMi\nwuvQiVrNmpalyWNTfb9jfRlgjkg79/x9UA707xi4eZfkDnqsBKN/6GNEggk5KWF1be3tvPGXvEZk\n6/r6brSBXJu5nvfN78yIt99+W2lpaXrjjTf0xhtvdPv7+vXrDQ2sPzwej4orGpSaFHk7aXQ0Pmu4\nUhJj9fmeMt169QQlJ8SGOiQEwYScFMXYbXrg9gsiutATEE7mXZKr9ZuPd/qGoqc3wpx76Mpf0brY\nGMYK0JOezpnZ07M1e3o25wtCxvv6vnH7CX247YTKq5sltS/TCOcvHdCZ32REOCUb+lLT0KamFqey\nc1JCHcqgWCwWzZicoXXbTmjd1mLNv3J8qENCH7p+IJqYkyKX263DJe1rsPKyh2v29GxJwZ3KDQx1\n/fngaMS5Z1QF776qu1P9ffB6S1B5x8pA+zcY/UMfI9z0ds4M5nwJpt7Om0CT14g8MXab5l2Sq9kX\nnkmMzZ8zSZWV9dqwrX2mebDG5ECuzVzP++Y3GfHaa69p0aJFkqQDBw5o4sSJvr/9+7//u376058a\nH12ATpxeopGRGrlLNLzOnzBC/7P7pD78oljXXpqr+Lhey3ogxLp+IMo/N1P/+daZAmh1jW1yON18\nWwAYoKckgxlvio1cA9rXTA5megRHbwmqrv37/pYizbsoW7MvzO7zuQ5G/9DHCEcdzxmH0+X7oJd/\nbman2lmhWhPf23nDrKfIFsjretdruhGv0R3HWKAFLLme983vJ90333zTl4z4yU9+olWrVvn+tmXL\nFuMj64fiisguXtlRrN2mGZNHadOXpdq4o0TX5eeGOiT0oeMFcMO2Yu0/vZOGJJXXtOiXy77Qr/7X\npVx8AIOZVSjK3xrQYM2+6GsmB7OsjNW1f8urm/XauoPaur8yoPEUjP6hjxGuuiXrNhepvKbZ9/dw\nLSbMORWZBvK6bmSBa+846s9OFIy93kVugYUOomlmhCRdOHGkYmOseu/zY2pudYY6HAxSeU0zxWoA\nE1AoCkZiPAE9JOs6JCKAYON1PfpFRTKiqKJBNqtFaUlxoQ4lKOLj7Lp0SqYamh36YEtRqMNBP8ya\nlqVRadGRFAPQs0jboQP9Y3aFdiDSdXzfw/UQoRaMnZFgnogvSOB0uXWiolEjU4bJarWEOpygmTE5\nQ1v3V2htwXFdPX2MUqIk0RLtHE63cjISVVvfqlanWxIXQcAsXQtFjUqNV/65mUFvx4g1oOFQAG4o\nczhdeu/TI2qob9GsaVntFdp3nNCHX5zwffM7mGt51+PTv4gEPY3bngry/Wjh+SooLJNk7PWL6+TQ\nM5DX9UBrhDCewoPfZMTBgwc1Z84cSVJ5ebnv/96fw0VJZaNcbo8y0xNCHUpQxcbYNOv80frvL4r1\n5oaD+v5N54U6JPShqcWhn7z4qZrbXJIku82ihVeO05VsfQWYIsZu048Wnq9f/vULlVc3q7ymWc+t\n+DKgdf5d35QE0law1oCaVesCPXM4Xfrt8h2+ej8FhWVacsd0zZuRG5StC+lfRKLexq03WXeouFYT\nslMUY7caviae82ho6ul1/T/f2qUZkzNks1kDLmjZFeMpfPhNRqxdu9bMOAbsWFl78ZDMtOhKRkjS\nBRNGatehU/psT5munDZGU85KC3VI6MWra/f5EhGS5HR5dKCkTjsOVXGxA0xSUFjm22tcCqxwVU9v\nSp784axBxdGfb1yMLoiJ3m3ccaJT4eH9xbXauOOE5s3I9X0TvGlXqTbtKh1QQoL+RSTqa9xu/apS\nXxXVqGBfRUDFXQf7LTTn0dDV9XV9f3Gt75o9kPfVDqdLL79TyHgKE36TETk5OaqtrZXL5VJ6erok\nqaCgQBMnTvT9HA6On2wvXjk6PfrW6VutFl1zyVi9+sF+/eUfe/Xzuy5lq88w5jy9LKOjPUeq1Oo4\n83sudkDodX1T3NOb3LWfH1VLU5vvNv19o8M3LpHjUIdERMffzZ7u6rZU4/3NRZo3I1uzp/e9zScQ\nrfqbGHA4XfrN8h06cPpc+7ywTA/eMV2SWL6EQfE39jq+zuefm+lbRtR1K1qEnt8CloWFhbrhhhu0\ne/du3+82bdqkm2++Wfv27TMluEAcLauTxSKNTIm+ZIQkZY1IVP45o1RR06Ll6w6EOhz40dTi0J7j\n3S9sHRMRAIzXV3FJb6Lg1Q/269UP9mvpGzvlcnU/T9/ZdKTTbRxOV7fb+NPf6t8UxAytCdkp3X53\n9uhkLX1jp1778GCn3QLKa5r12ocH+zUm6F9EomCO243bT/gSEZJ0oLhW678o0tI3dur3K3YFdJ3l\nPBq6+ltUuM3R+XX+Jy9+6vv/L//6RY+JCMZT6Pj9mv2pp57S0qVLlZ+f7/vdkiVLdOmll+qpp57S\nsmXLzIivV263R0VlDRoxfJhi7FGxMUiPZp2fpSMn6/XJrlLlZadowbzJoQ4JXby6dp9a2np+ER2V\nGh+UAmgA+tZXccmeEgUXTx6pyWNTOxXIKq1s7HQbI2c0GVEQE4GbfWG2tnxV4fuwNDEnRTa7tddv\nzvozJrz9u+NINd8AI2L0Nm57KmLZ23ubQye6zz4q2Fuuo2UNvp/7Oqe4Tg5dHfve5XZry74z1+ue\nxt6HW453un53XELdcbmHV/6UDH3vxnMZTyHiNxlRV1fXKRHhdeWVV+qZZ54xNKhAnaxqUpvTrdFR\nVryyK5vNqm9cMU6vfvCVXnn/K00aN0KZw9ldIxx4pxf6y+WbWWUaQLv+Fpe0Wa2d3uS63G699uHB\nfrXZdUpof96oDyRmBE+M3aYH75je6UNXIPvY7z9eHfA1PcZu0w2Xj1NFRX0wQgZM4W/c9jcxMCEn\nRQX7Kjr9bmRafKdkhNR+7e0rHq6TQ1PHvh9sYeGuXxJ+57opJLlCyG8ywuVyye12y2rtPOPA7XbL\n6XQaHlggjp1svzh23N84WqUlx+kbV4zTmx8d1C//XKAlt0/X+DHDQx3WkPf7FbskSSNT4mS3WeR0\neSRJVou0YNbZ+qf8s3jxBMKIv2/0Op6nDqdLu45Ua/ehU5La37i43G45nC6/24N13Y3h/lunkYSM\nIF0/dHXfTm6YPJIqalp89ynYV6Gaxp0B1wNpc7i0YVux7/iMCUSy/ry3mT09W1/sq/BdIyflpOjO\n66aorqGtU/HYgr3lvnosbLsIf7q+Xne9rl41PVsr1h3wJRziY22+2RFdvyTsWkOCGk/m85uMmDFj\nhp5//nndf//9nX7/4osvaurUqYYHFohDJe0XsKwRiSGOxBxnjU7WjTPP1jufHdVvl2/X/bdO0+Rc\ndtgIB5W1rZLakxBuT/u/L4/W6J/yzwpxZAA6CuQbvRi7Tb/4/kyt+O99+nDbCZVXt9cJ2PpVzxXj\ne9qN4dPdpZo3I9f4BwRD9DR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6vpBjG+HwGeTchhxC/bsKp/0dDt+THEJ9X8ix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\n8fHB2rVr4eDggKNHj+Kjjz5iY0IsFqOqqgr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oIwA1MadqfGs7z/z8/BAXF1fn+Jo1a/Do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\n1E7LoCNW7AAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# only use the first few regions\n", "cols = regional_yearly.columns[:6]\n", "\n", "# create the pairplot\n", "grid = sns.pairplot(regional_yearly[cols], diag_kind='kde', diag_kws=dict(shade=True))\n", "\n", "# synchronize the axis limits\n", "grid.set(xlim=(0, 6), ylim=(0, 6))" ] }, { "cell_type": "code", "execution_count": null, "metadata": { "collapsed": true }, "outputs": [], "source": [] } ], "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": "3.4.3" } }, "nbformat": 4, "nbformat_minor": 0 }