{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Advanced Customization and Configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Table of Contents" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "* Introduction\n", "* Customization\n", " * matplotlib Styles\n", " * Subplots\n", " * Making a Plan\n", " * Revisiting Pandas\n", " * Individual Plots\n", " * Combined Plots\n", "* Configuration\n", " * Run Control\n", "\n", "Warm-up proceedures:" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import matplotlib\n", "matplotlib.use('nbagg')\n", "%matplotlib inline\n", "\n", "import matplotlib as mpl\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "from IPython.display import Image" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note that we're not using Seaborn for styling like we did previously -- that's beccause the first thing we're going to tackle is creating a custom matplotlib style :-)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Customization" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Creating a custom style" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In the previous notebook, we saw that we could list the available styles with the following call:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "['fivethirtyeight', 'ggplot', 'bmh', 'dark_background', 'grayscale']\n" ] } ], "source": [ "print(plt.style.available)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You can create custom styles and use them by calling ``style.use`` with the path or URL to the style sheet. Alternatively, if you save your ``.mplstyle`` file to the ``~/.matplotlib/stylelib`` directory (you may need to create it), you can reuse your custom style sheet with a call to ``style.use()``. Note that a custom style sheet in ``~/.matplotlib/stylelib`` will override a style sheet defined by matplotlib if the styles have the same name.\n", "\n", "We've created a style sheet for you to use in this repository for this notebook, but before we go further, let's create a function that will generate a demo plot for us. Then we'll render it, using the default style -- thus having a baseline to compare our work to:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "def make_plot ():\n", " x = np.random.randn(5000, 6)\n", " (figure, axes) = plt.subplots(figsize=(16,10))\n", " (n, bins, patches) = axes.hist(x, 12, normed=1, histtype='bar',\n", " label=['Color 1', 'Color 2', 'Color 3',\n", " 'Color 4', 'Color 5', 'Color 6'])\n", " axes.set_title(\"Histogram\\nfor a\\nNormal Distribution\", fontsize=24)\n", " axes.set_xlabel(\"Data Points\", fontsize=16)\n", " axes.set_ylabel(\"Counts\", fontsize=16)\n", " axes.legend()\n", " plt.show()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SRFjbt2+nurq62+3qzozRx8JEV5IkSZIKasSIESxevJg5c+Zw3333cfDgQRob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\n+2P3o9T3T1+/fXr+g6vq5Kq6uqpuqKpLquoFSzvsbepyVS1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Okay, we've got our sample plot. Now let's look at the style.\n", "\n", "We've created a style called \"Superheroine\", based on [Thomas Park](http://thomaspark.me/)'s excellent Bootstrap theme, [Superhero](http://bootswatch.com/superhero/). Here's a screenshot of the Boostrap theme:" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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SWmE7C4otIizU6hoarQmiOBgP+7DQEEeGD2E2AhT5fGCxoQnFXw1+Zw9Otsnj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JC3v+46uf3+90uBdodPS03TVvcMSUyM1y7yrdLS2qa99GNCXfKd5XnyMQzr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50zov2dsLBJJODa7EAgJHetXwXN8JAcOXvF7AueaYFOelM4fzhu9Jx+Aib1D967U7ZBm8z1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\n+7hNJ2PxjpdS6bC1Wbz3AogiSDZ4nAkgf9SwDr3+pyl+SKUq96anl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QCF+czsnKXnMhbH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\nQAREQAREQAREQARKlsD/A2FCt8+l5DFxAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "Image(filename=\"superhero.png\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We've saved captured some of the colors from this screenshot and saved them in a couple of plot style files to the \"styles\" directory in this notebook repo:" ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "total 16\r\n", "-rw-r--r-- 1 oubiwann staff 473 Feb 4 14:54 superheroine-1.mplstyle\r\n", "-rw-r--r-- 1 oubiwann staff 473 Feb 4 14:53 superheroine-2.mplstyle\r\n" ] } ], "source": [ "ls -l ../styles/" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Basically, we couldn't make up our mind about whether we liked the light text (style 1) or the orange text (style 2). So we kept both :-)\n", "\n", "Let's take a look at the second one's contents which show the hexadecimal colors we copied from the Boostrap theme:" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "lines.color: 4e5d6c\r\n", "patch.edgecolor: 4e5d6c\r\n", "\r\n", "text.color: df691b\r\n", "\r\n", "axes.facecolor: 2b3e50\r\n", "axes.edgecolor: 4e5d6c\r\n", "axes.labelcolor: df691b\r\n", "axes.color_cycle: df691b, 5cb85c, 5bc0de, f0ad4e, d9534f, 4e5d6c\r\n", "axes.axisbelow: True\r\n", "\r\n", "xtick.color: 8c949d\r\n", "ytick.color: 8c949d\r\n", "\r\n", "grid.color: 4e5d6c\r\n", "\r\n", "figure.facecolor: 2b3e50\r\n", "figure.edgecolor: 2b3e50\r\n", "\r\n", "savefig.facecolor: 2b3e50\r\n", "savefig.edgecolor: 2b3e50\r\n", "\r\n", "legend.fancybox: True\r\n", "legend.shadow: True\r\n", "legend.frameon: True\r\n", "legend.framealpha: 0.6\r\n" ] } ], "source": [ "cat ../styles/superheroine-2.mplstyle" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's load it:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [], "source": [ "plt.style.use(\"../styles/superheroine-2.mplstyle\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "And then re-render our plot:" ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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ROcm3wZZjMu846WuJiIisNAVdERGRNVJry5f/HF4gQIZzpSHFtdbcnPsjhRP/Ordg8rGO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\nUIQuAAAAhSJ0AQAAKBShCwAAQKEIXQAAAApF6AIAAFAoQhc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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "make_plot()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "A full list of styles available for customization is in given in the [matplotlib run control file](http://matplotlib.org/users/customizing.html). We'll be discussing this more in the next section." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Subplots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Making a Plan" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In this next section, we'll be creating a sophisticated subplot to give you a sense of what's possible with matplotlib's layouts. We'll be ingesting data from the [UCI Machine Learning Repository](http://archive.ics.uci.edu/ml/index.html), in particular the 1985 [Automobile Data Set](https://archive.ics.uci.edu/ml/datasets/Automobile), an example of data which can be used to assess the insurance risks for different vehicles.\n", "\n", "We will use it in an effort to compare 21 automobile manufacturers (using 1985 data) along the following dimensions:\n", "* mean price\n", "* mean city MPG\n", "* mean highway MPG\n", "* mean horsepower\n", "* mean curb-weight\n", "* mean relative average loss payment\n", "* mean insurance riskiness\n", "\n", "We will limit ourselves to automobile manufacturers that have data for losses as well as 6 or more data rows.\n", "\n", "Our subplot will be comprised of the following sections:\n", " * An overall title \n", " * Line plots for max, mean, and min prices\n", " * Stacked bar chart for combined riskiness/losses\n", " * Stacked bar chart for riskiness\n", " * Stacked bar chart for losses\n", " * Radar charts for each automobile manufacturer\n", " * Combined scatter plot for city and highway MPG\n", "\n", "These will be composed as subplots in the following manner:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "--------------------------------------------\n", "| overall title |\n", "--------------------------------------------\n", "| price ranges |\n", "--------------------------------------------\n", "| combined loss/risk | |\n", "| | radar |\n", "---------------------- plots |\n", "| risk | loss | |\n", "--------------------------------------------\n", "| mpg |\n", "--------------------------------------------\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Revisiting Pandas" ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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riskinesslossesmakefuel typeaspirationdoorsbodydriveengine locationwheel base...engine sizefuel systemborestrokecompression ratiohorsepowerpeak rpmcity mpghighway mpgprice
0 2 164 audi gas std four sedan fwd front 99.8... 109 mpfi 3.19 3.4 10.0 102 5500 24 30 13950
1 2 164 audi gas std four sedan 4wd front 99.4... 136 mpfi 3.19 3.4 8.0 115 5500 18 22 17450
2 1 158 audi gas std four sedan fwd front 105.8... 136 mpfi 3.19 3.4 8.5 110 5500 19 25 17710
3 1 158 audi gas turbo four sedan fwd front 105.8... 131 mpfi 3.13 3.4 8.3 140 5500 17 20 23875
4 2 192 bmw gas std two sedan rwd front 101.2... 108 mpfi 3.50 2.8 8.8 101 5800 23 29 16430
\n", "

5 rows × 26 columns

\n", "
" ], "text/plain": [ " riskiness losses make fuel type aspiration doors body drive \\\n", "0 2 164 audi gas std four sedan fwd \n", "1 2 164 audi gas std four sedan 4wd \n", "2 1 158 audi gas std four sedan fwd \n", "3 1 158 audi gas turbo four sedan fwd \n", "4 2 192 bmw gas std two sedan rwd \n", "\n", " engine location wheel base ... engine size fuel system bore stroke \\\n", "0 front 99.8 ... 109 mpfi 3.19 3.4 \n", "1 front 99.4 ... 136 mpfi 3.19 3.4 \n", "2 front 105.8 ... 136 mpfi 3.19 3.4 \n", "3 front 105.8 ... 131 mpfi 3.13 3.4 \n", "4 front 101.2 ... 108 mpfi 3.50 2.8 \n", "\n", " compression ratio horsepower peak rpm city mpg highway mpg price \n", "0 10.0 102 5500 24 30 13950 \n", "1 8.0 115 5500 18 22 17450 \n", "2 8.5 110 5500 19 25 17710 \n", "3 8.3 140 5500 17 20 23875 \n", "4 8.8 101 5800 23 29 16430 \n", "\n", "[5 rows x 26 columns]" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import sys\n", "sys.path.append(\"../lib\")\n", "import demodata, demoplot, radar\n", "\n", "raw_data = demodata.get_raw_data()\n", "raw_data.head()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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makepricecity mpghighway mpghorsepowerweightriskinesslosses
0 audi 13950 24 30 102 2337 2 164
1 audi 17450 18 22 115 2824 2 164
2 audi 17710 19 25 110 2844 1 158
3 audi 23875 17 20 140 3086 1 158
4 bmw 16430 23 29 101 2395 2 192
\n", "
" ], "text/plain": [ " make price city mpg highway mpg horsepower weight riskiness losses\n", "0 audi 13950 24 30 102 2337 2 164\n", "1 audi 17450 18 22 115 2824 2 164\n", "2 audi 17710 19 25 110 2844 1 158\n", "3 audi 23875 17 20 140 3086 1 158\n", "4 bmw 16430 23 29 101 2395 2 192" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "limited_data = demodata.get_limited_data()\n", "limited_data.head()" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "array(['audi', 'bmw', 'chevrolet', 'dodge', 'honda', 'jaguar', 'mazda',\n", " 'mercedes-benz', 'mitsubishi', 'nissan', 'peugot', 'plymouth',\n", " 'porsche', 'saab', 'subaru', 'toyota', 'volkswagen', 'volvo'], dtype=object)" ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demodata.get_all_auto_makes()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[('audi', 4),\n", " ('bmw', 4),\n", " ('chevrolet', 3),\n", " ('dodge', 8),\n", " ('honda', 13),\n", " ('jaguar', 1),\n", " ('mazda', 11),\n", " ('mercedes-benz', 5),\n", " ('mitsubishi', 10),\n", " ('nissan', 18),\n", " ('peugot', 7),\n", " ('plymouth', 6),\n", " ('porsche', 1),\n", " ('saab', 6),\n", " ('subaru', 12),\n", " ('toyota', 31),\n", " ('volkswagen', 8),\n", " ('volvo', 11)]" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "(makes, counts) = demodata.get_make_counts(limited_data)\n", "counts" ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "collapsed": false }, "outputs": [], "source": [ "(makes, counts) = demodata.get_make_counts(limited_data, lower_bound=6)" ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[('dodge', 8),\n", " ('honda', 13),\n", " ('mazda', 11),\n", " ('mitsubishi', 10),\n", " ('nissan', 18),\n", " ('peugot', 7),\n", " ('plymouth', 6),\n", " ('saab', 6),\n", " ('subaru', 12),\n", " ('toyota', 31),\n", " ('volkswagen', 8),\n", " ('volvo', 11)]" ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "counts" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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makepricecity mpghighway mpghorsepowerweightriskinesslosses
11 dodge 5572 37 41 68 1876 1 118
12 dodge 6377 31 38 68 1876 1 118
13 dodge 7957 24 30 102 2128 1 118
14 dodge 6229 31 38 68 1967 1 148
15 dodge 6692 31 38 68 1989 1 148
\n", "
" ], "text/plain": [ " make price city mpg highway mpg horsepower weight riskiness losses\n", "11 dodge 5572 37 41 68 1876 1 118\n", "12 dodge 6377 31 38 68 1876 1 118\n", "13 dodge 7957 24 30 102 2128 1 118\n", "14 dodge 6229 31 38 68 1967 1 148\n", "15 dodge 6692 31 38 68 1989 1 148" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "data = demodata.get_limited_data(lower_bound=6)\n", "data.head()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "141" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(data.index)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "141" ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "sum([x[1] for x in counts])" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "collapsed": false }, "outputs": [], "source": [ "normed_data = data.copy()\n", "normed_data.rename(columns={\"horsepower\": \"power\"}, inplace=True)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Higher values are better for these:" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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makepricecity mpghighway mpgpowerweightriskinesslosses
11 dodge 5572 0.62500 0.59375 0.108108 1876 1 118
12 dodge 6377 0.43750 0.50000 0.108108 1876 1 118
13 dodge 7957 0.21875 0.25000 0.337838 2128 1 118
14 dodge 6229 0.43750 0.50000 0.108108 1967 1 148
15 dodge 6692 0.43750 0.50000 0.108108 1989 1 148
\n", "
" ], "text/plain": [ " make price city mpg highway mpg power weight riskiness losses\n", "11 dodge 5572 0.62500 0.59375 0.108108 1876 1 118\n", "12 dodge 6377 0.43750 0.50000 0.108108 1876 1 118\n", "13 dodge 7957 0.21875 0.25000 0.337838 2128 1 118\n", "14 dodge 6229 0.43750 0.50000 0.108108 1967 1 148\n", "15 dodge 6692 0.43750 0.50000 0.108108 1989 1 148" ] }, "execution_count": 20, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demodata.norm_columns([\"city mpg\", \"highway mpg\", \"power\"], normed_data)\n", "normed_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Lower values are better for these:" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/html": [ "
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makepricecity mpghighway mpgpowerweightriskinesslosses
11 dodge 0.974068 0.62500 0.59375 0.108108 0.897031 0.4 0.722513
12 dodge 0.928086 0.43750 0.50000 0.108108 0.897031 0.4 0.722513
13 dodge 0.837836 0.21875 0.25000 0.337838 0.737840 0.4 0.722513
14 dodge 0.936540 0.43750 0.50000 0.108108 0.839545 0.4 0.565445
15 dodge 0.910093 0.43750 0.50000 0.108108 0.825648 0.4 0.565445
\n", "
" ], "text/plain": [ " make price city mpg highway mpg power weight riskiness \\\n", "11 dodge 0.974068 0.62500 0.59375 0.108108 0.897031 0.4 \n", "12 dodge 0.928086 0.43750 0.50000 0.108108 0.897031 0.4 \n", "13 dodge 0.837836 0.21875 0.25000 0.337838 0.737840 0.4 \n", "14 dodge 0.936540 0.43750 0.50000 0.108108 0.839545 0.4 \n", "15 dodge 0.910093 0.43750 0.50000 0.108108 0.825648 0.4 \n", "\n", " losses \n", "11 0.722513 \n", "12 0.722513 \n", "13 0.722513 \n", "14 0.565445 \n", "15 0.565445 " ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "demodata.invert_norm_columns([\"price\", \"weight\", \"riskiness\", \"losses\"], normed_data)\n", "normed_data.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Individual Plots" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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guamBO3ftwO120XnhIm8eOAyAy+Vi9007aG5qIBpPsHfffsbDM2tHChCJxaiv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gT8aJXk/zgKnRPAPUmPFpiYWqaVgEwpk9QXJ1f+EUuPHx52Ch51aY5Dj7vAZoGaYqgt0jKv6ool\nNUXorIefh9Uy9N5YfCFo6dGCGi0DQY2WnvwqdbRZ4kWDb7XD9dbkj2V1e6jb8SL2klJde+BpOy2f\nfTrug/MK81DBC4VCoVBkBIFkST1smyOpG8Gp8GEnHL4tuNGqvUsxWAO8G6vbsBN+5jj+tvyyivO3\nNtN++jhV6zd/02Z1u6nZupvmAx+ausDsDwo+ugrfXTY0AZ9TBcsmwYUnz3+/RHDAL/lxzO5vjRWW\n2eF8jPXpNhfEGoz0Sk25PxkqCyQvGspFbrRpZVRmUrFynU7cEqD/0X06zp8x90RZwt/WzLOvTlOx\nev03bfbiEqo2bKX184NZdU9p6xP89hz82ZqhPnjs8GerJf/X8fxa+BopcGjlH4MZFVNKwZ2iIUwg\nDE+6tWDFw0541AU9CQJ8wQjce6b9aQgEklIP1BVBbbH2V1esBVISCUcPh9uuCVjOqNCPpw6vVnry\n/7P3ns9tpfme3+fgIAeCBHMmRUqicmrlROXu6TAz9869W1t2lXfLa5fDem85/AH73r7rsr3l2ipv\nedf27pZ97507Mz09HaRWTq0stQIVKDEHkARAEiBAxOMXBwRwSIJiBsPzqaIE/Hjw4DkPT3ie7/mF\nibCT/lE1zGI1Jmc92ah6o0yQUOCPL+buBaa32Sk/84splbPGB/rpv3YRJTqPOtKCNYsQLwQCgUCw\npMiSwp4qVbSYycW3dUj1tHg/BEK0yECSKDnaPOVJ+PDLZwQ+vMtRp5aWwId3GBx55G/fnbIZ8wso\nOXFm0ZOSPuyCfdVa1+evtiu8HYDgLCp3dMUlXkUVtmYstE6aoSWmMK5IVMoKWyYtwq6PQ2wOx7iE\nwj/Yo6DPeOo8HoXfPlN/u1g4t+wgb9MWjS08NMjg7WsruiTqXBl9+wqjqxBHw6aUzVpZTcGOvfh+\nfpTDnkGLW+KH13ChKT3eZXnwl3vg3z1UWAvXRr1OTaKZKVa4rB//3HQkFDWZZqZXxYB//t56ChK+\nIPiC8CrlQSCh1ymU2LWCRrkDHOaZWpuKywouq8LWsrQtngC3X6HfL6XCTvpH1eTUK/Xv7TQrnJqU\nZPZOm8RAYG79NTiclJ35DL1NOzkI9fXgvn4JJR7P8knBekWIFwKBQCBYEvQ6hf010NyokG/Jvl2L\nW+LKW+hcSD34NYxrzwGsVTUa21hXO75nuV1kLTW+nx9jcORhq92QslnKKijaf4She7cW8ZskfvsM\n/rtmJeWSbjPCL7bC3z2bXQtXxmGTIT2pskhwwgQXxxXOTFrcuOPwYo4PEo83MCXE6g8vpGmfJs8X\nW00drr0HNLZYIID7+sU1uYDwPLiD0VmAqag4ZcvfsZuwz0Owqz13HQOuvIPyPImdFenF4Y5yhTMb\nJS6vMr1SQqHYrgoV1flqcuayvLl5MWQyHEoLFV0+1cNiOTxSYgmJ3lHoTUXoqd9pNShJMUP9KXWo\nnoWZeWk+hqyDCidUOLViQDAC/X4lVfWkP+mtsRI8cD7fqt3HsQhcejO3Noz5BZSd/gzZop0gBLs6\ncN9avQmoBUuLEC8EAsEKQMFuhGIHxOLq5GA+yZ4EKwOjrHC4Do43KDhM2bd71quKFv1+8bfOhqOx\nCeeW7RpbxOth8M71NfUkfFoUhcG7N9Bb7ZrM847GzUT9o4taQnVoTF0Unt+cHtP9NQqPu+GD5+PH\np1+RuDWu0JwhVOw1wrgClZMWMZfH5/ZUuMSu8GmT9m/d4laTjS4WpsLiqYlgIxH6r/2wZpPkKfE4\n7puXqfz0K004VsnhE/SMjhAd8eWwdxJ/+1Rd9GeG2J1vUugbhVfulXvNdJiUZI4KtUxpdf7cckhk\nEo6pAkXnsERXMvzDH15Z+x6MSnzwwIdJoScua6aXBpQ5VM9DaQ7dtxpVj7ANk0JPPGNpL42Jyiee\nseXLDVXvUthVqe3T9y3SnErJGl1FlJ/+VJOcGSDQ/p7BuzeEcCHIirTtxK/W+OxnemaqHysQCJYK\ndTFb6lB/ShzqU4pSO5rSZvGEOklp90q0eaHDC6FZuG8LcovVoHCkHo5tULLGKicUeNwtcfWdumAU\nZMdSVkHZqQupxIIA8eAYPd9/TTwUzGHPlhfZbKbi/FdT4qHdNy4v6hNyWVL4q5Nqwr4Jhsbgf74m\nzao0rx6Ff2KHghkSCrbG4G/nkHhRJyn8V8fUBeAEwSj8i6vSoi3i9HYHFRe+0lTgIJGg78oPjLt7\nF+U7VjKmohLKz36OlJEJMub30/P9H3KeJLDAqvDPjmtLf4Zj8C9vzt09fykwygqV+apHhZpYc2Yv\nu5lIKOoiPDP8YyiwtpI163Xq9SXlqeFQKM1jRpF/tsQSJKudpL00+kYhEFnc8ZNQ+GcnFCqcaVvv\nCPyvN6RZ/63MxaWUNp9HZ9TWtPW3vmHo/u21L8wLPspM63QhXggEgiVAIc8MpXY1k3epHUoc6k17\nvgm43H5o80q0e6DNq7qOrtRY0PWG3ahwogEO1SlZn7DFE3C/U+JaKwyHxN/tYxjynFRc+EozuVNi\nMXovfkPE55nhk2sTQ14+FRe+nDQecfp+/NOillCtcyn8l0e106If30pcejO7Y7ZRr/AXWWL3E8C/\nDoBnDl5lzY1Tk3T+h0cSz3oX5xzSGU1UnP9iSob/wbs31mw+lelwNDZRdPCoxhbq61Hzq+R4IdVQ\npPBPDimaMIuhMVXAWE5RX0K9h2fmqShzzM2TIBNvELp8Ep1JoaJ3hFmJhGsRu1FJeWmolU/UsZ5L\n6Ek2xiITOTTSVU/cfojOM/TkQI3Cn+/SnhP/6rZEm3d27VnKKik9eRZJr50sjL5+iefxvZyfb4KV\nwUzrdBE2IhAIFoCC05z2pChNelKU2ME8T5EiGxNtH6pV34+MQ7s3+eNRb8hr6QnNaiDfonCyAQ7U\nahMJZhKOwU8dEjffrzx335WKzmSirPmC9qmUojBw+9q6FC4AoqPDuG9cpvz0hUklVM/S+8MfF62E\nartX4l4HHKxNT6BPNSo862FWT7pbY/AhBhummV09icxNuCh1KJowFoAXfRLPFssZQqej9MSZKcLF\n8POn60q4APC3vsbkKsSxsSlls5RX4tr1Cd6nD3LYM3g/JPHHl/DL7eljocgG/3Cvwr+5t3T3PadZ\nW/2jKh+M81xMh6IkvSnS4R9ji+wRsJoJRCRah9Sk1Spq6EmhLTPsBMryZk56PR02IzQWQWOR9loy\nNJaRSyNZ9eRjoSdm/VQx9VnP7IULa1UNJcdOI8naA2n4xdM1n8NJsHgI8UIgEHwUCQWnRb15lkyE\nfNjnXg99JqJxGAyo4SOzcTt1mmFXhcKuCvV9OAYdPoV2jxpq0jU8/ycLgpkpsik0N8K+aiVr0rVQ\nFG63Sdz+MLuKDYIkOh2lJ85OCZHwPnlAsLsjR51aGYy7exm8f5viQ8dTNtliXfQSqt++gq1laVdu\nWQd/vkvhX92ezUJR4tK4wn9mh0w9L6LArTlEIMiSWl0kI5KBYAR+97P6HYtB8cFjmEvLNbZA+/uc\nV9vIFUMP72LIL8BcXJqyObftJOzzMNbxIYc9gzttUOmU+KQ6vXDcXAKfbYFvWxbevlFWUgk1J8I/\n8uZYRWOCeELNW9Xpk+ieCP8YA+EpOTcUJIbG1LF7kaqGLWGUFUocWkGjPE8VKeZCkU29l+/IuARE\n42qC0P6kqNGXFDUmhKZzm7UhvtE4/OnV7L7PVruBkiMnNWGQAN6nDxl5OcvMyAIBQrwQCAQZTNQ3\nL3UkhQp70pPCMf8nLpOJxlWXxYGAhNuvKv4DfrUs2cTCIN+iUFug1kivcymahGXZMOlhUzFsKlYn\ndwkFuocV2r0S7cm8GYsd+7neKHMonN4IOyuUrK7CgTDc/CBxtx3Cc0jeJVApPngMc0mZxuZvfcNI\ny/Mc9WhlEXj/Vi2hum1XymbML6Dk+Gn6r11clCRv4zGJr1/Af7QvvVCsc8H+Grjf+fHPexMSD8IK\nBzPi2G+HIajMJVwEKp1a2++eS4t2DcvfsQf7ho0a2/iAW02Ut15JJBi4eUVN4GlNP94uPnSc6Ogw\nEZ83h52T+PufVa/GzKozJxsVekfhac/c8qiUTYR/JIWKUsfHP5eNoTFt9Q+RcHtpicRVUah7eMKi\njrXdqM6VJsJPKvLUuVs2r8jpMMiqgFWdr/Wu8IcV+kehoUi7/dVWiZFZVDyyN2yi+OCxKTFGnod3\nGX0zS/VDIEgicl4IBOuQiUzYpRmeFGUONbP5YsRYguoJMRAAt18VKQb84A7AcHDubq5mvUKti6Sg\noVBTMLcb8gRDY9DmkVLhJuJp0OyozldFi61l2W8XwyG4/l7ifsf6jVteKPnbdlGw+xONLdTfq8bd\ni8zraSSJkmOnsNXUa8yjb1vwPLizSF+i8I8PQlNJ+pgPReGvZ5koU0bhMwvU6+FtFC6NQ2KW15ry\nPIX/5rjW6+JZr8R/eLQ455W9vpHiIyc1tujoKL0/fJ3zBJUrAVNhMeXnPte4tscCAXq+/z2JcG7H\nx2FS+KsTCo4Mr4hYAv73WxI9I9MdH2oCzZoMoaLSOf/7fDCiChWdSaGie1h41q1kJkJPKpwTXhrq\nXK9wjqEn0zEcgv/xyseTGedt3krhJ4e1RkVh8N4tAu/fLrwjgjWJSNg5DUK8EKwHJm5cqeoeGZ4U\n81n8T0c4pnpSpESKgPp+KRNqypI6AasrVJ+I1ru02dhnSyBMyjOj3asmDIvP4eno2kZhQyGc2ajQ\nWJx9q6ExuNYq8bhLjN1CsNXUUXL8jMYWHR2h94c/igXlNEiyTPnZX2AqKtHYvY/vL5qXSr5F4X84\npWgWeospIkyHLCn80+PaTP6BMPz1NYngInhdmEvKKTv9qaayRnx8nN4fviYW8C+4/bWCfcNGig+f\n0NhC/b30X/k+5wkFa/IV/oujWnFrOAT/2w2JWIKMMqVQlT9zueqZiCWgZxi6hiU6fdA5rHpICsF/\n9WOUlbSYkacKpmV5YJ1DrrJ//0ji548kDp5OkCeRYODO9ZyHYglWNkK8mAYhXgjWEjopQ6SwT3hU\nqC6m8iKJFOPRDJEiMPEaRsch95MZ1WukzjXxM/ekVqCGtHT60iVaO33rMfRBoakETm9UvV2y4fbD\n5bcSP/eKRKkLxegqouLcF0j69Co5EQ7T88PXxPyjOezZykY2m6m48BV6e4bPu6LgvnmZYNfi5Ac5\nvkHhi23aadL/eU/izcDSHPPnNiuc3aT9vv/7gcTL/oV/nyHPScX5L9GZ0qtZJR6n78dvCQ8NLLj9\ntUbhJ4fJ27xVYxtpeYH38b0c9SjNvmqFv9ytPU7GowtLlD0QUKt/TJQp7R8VgvT6QhW6yvMyk4Sq\nIUWT55Gv3RL/5j7MNPcr2PUJ+dt3aWxKPM7ArSsEu2cRfydY14hqIwLBGkGWFIrsqgdFZrhHkW3x\nRIpQUqTo90sMJMM9+v3gD0PuRYpsSAwG1ISfDzrV9w6TuviuT4oZFU6yJpecwCCrMZ0NyazcigJ9\no4paojXpnTE6i/jO1YiEwvZyVbSocGbfrmsYrryVaHEL0WIxkK02yprPaYQLJZ7AfeOyEC4+Qnx8\nnP5rF9UF+URlFkmi5EgzvZf+RMQ7NHMDs+B2G+ytQnNO/Hqnwr+4qsaeLyaVToXTG7UL0qc9iyNc\nyGazWsHGpH0MP3j3hhAusuB5fA9jvgtzaToHjXPLdiI+D4G21hz2DB51SVTkwbEN6eNlLsKFP6wV\nKrqH1VwvgvWMhD8M/kF4O5i26SR1jlmeB8V2tfTq/eQ8a/pmJAr3HiSvaZvGrMRiuK9fItS/WOWS\nBOsV4XkhEKxAJkSKzBKkJXbVu+BjC/DZEoyoooTbL6VCPdyjEIjAyhUp5o9RVnNlTISZVBfMr1KK\nL4hGzBjwr+5FvCwp7KpURYtie/btPnhU0eLdEKzF4yMXSHoDFee/wFigdXEZvHtj3ZWqXAiWsgrK\nTl3QZLGPh4L0fP818eDYgtuvdKo5KDJzzd14L/GnV4t3Hsg6NZdBZuJEfxj+xS6rhMsAACAASURB\nVFVpwTkFJFmm/MwvMBVrQ2x8Tx8yLLL8z4hsNlPx6S/R29IXRyUep/fiN4siji0EnaTwnx5SaCya\nebtoHLpHtNU/ljKsU7COkSSKDhzF0bhZY05EIrivXWR80J2jjglWGyJsZBqEeCFYCeh1qqKdKVKU\nJpMpLZZIEQhPX91jvddY10lqZu6JUJN6lzYJ2mwJRbV5M7qHV0fCSr1O4ZNqaG5UKLBm3+71gMSV\nt9DhW/n7tKqQJEpPnMVaVaMxD798hu/pwxx1avXiaNxM0cFjGltk2EfvxT+iRKMLbv+LbQrHM55y\nJxQ1x0Dv6OKcFxeapnpd/F/3JV65F9h+luSm/tY3DN27tbC21wnThXXFxsbo/f73xMfHc9gzsBrU\n/BeZopfbn67+0elT3ydE+IdgqdHpKD58EnvdBo05EQ7Td+X7nIt9gtWFEC+mQYgXguVEr1M0oR4p\nkcI6pXLUvPGH0zkpBpL5KNwBFiXJ2/pArcBSlww1qXXNr3xcPKGGVqTyZnhXVjZ2o6xwsBZONsws\n1jzvk7j6jiwZ7AULxbX3IM4t2zW2sa52Bm5eyXlCwNWKa89+nFt3amyh3m61hOoCx9QoK/z3p9TK\nDRN0D8O/vCkt2POqKl/hnx7TenY87pb4/54s/Nxz7d6Pc9ukMenrWbSysuuF6Sq0jA+46bv8bc7H\nUa9TaChKelgML344k0DwMSRZpuTYKaxVtRp7PBSi/8p3RIZ9OeqZYLUicl4IBEuErFOwGsBqTP4Y\nwGZMvy+2qYkzF1OkGB3XVvdw+9VcDytpgbw6kfAGwRuEx93qe6tBmzejKv/juUVkXTppaHPS5var\neTM6vNDmzU3GdrNe4Wi9GiOdrTJLQlFj7K++Uz11BEuDo7FpinAR8XoYvHNdCBcLwPv0IXp7Hraa\nupTNUlFF4SeHF1xCNRKX+N1z+McH0n+fqnw4Wg+32ubfrl6n8A/2aIWL0XH4+sUCOpvE0dg0RbiI\nDPtUgUwIF3Mi0NaKsaBQc96aS0op3HsQz8O7OeyZ6un3RqQtEeQISa+n9MRZLOWVGntsbIz+y98R\n9Y/kqGeCtYoQLwQC1GSFlqT4MCE82IxgMSQFCZP62mbUihXGedZKnw3DoYmyo2mRYsAvkmotJ8Go\nmpiyxQ0godcpVOcnxYlCqCtQZpUkbcLT5lDyocTouCpitHuh3QN9o0uXN8NmVDi+AY7UK1lzfMQT\n8KBL4noreIPi+FpKLGUVFO3X1ryPB8fov3YRJRbLUa/WCIrC4J1r6K2fYypK1/fN27SFqH+E0dcv\nF9T8a7daXWdnRVrAuLBF4UU/DIfmd96c36wmYM7kt88kQgsUoy3lVVOPs1AQ97WLJKKRBbW9XvE+\nuY+xwIWlrCJly9u8lYjPg//92xz2TCDIDZLBQFnzBcwlpRp7zO+n7/K3xMYCOeqZYC0jxAvBGkPB\nrNd6Qkx5bQCrUdHYLAsoL7ZQfCFtqMdAMtxj/ZXoXPnEEmooSJsXaFV9J0ocE54ZUFeoUGD5WCuQ\nZ4ZdFQq7knPgcAw6femqJl2+hbv+Os0KJxrgYK2CIYvIFo3DTx0SN96v3SoqKwlDnpOS42c0iSWV\nWIz+a5eIh4I57NnaQYnHcV+/RMWnX2mSLBbuPUgs4F9wib6vX8Cm4nRlB6MMv9oB//a+wly9qWoK\nFE40aD1tHnRKvF5gGVZjfgElx05Ne5yJxcQCUBQGbl6h8rNfasrzFu4/QmRkWFRtEawrdEYTZacv\nYCos1tijI8P0Xf5O3NMES4bIeSFYsRjkqSEZGo+I1GslFaphMSxeosvFxhuEgQkvikBaqBDxqWsL\np1lR82YUqqEj5XlzbyOhQM9IRiJQDwRmmbuk0KrQ3Aj7qpWsIS7hGNz6IHGrTeREWS50JhOVF36J\n3pGRSEVRcN+4TLC7I3cdW6MYnAVUnP8iXUIVdQG/GCVUD9Yq/NlO7dTp/3ko8aJv9ueSXqfw3zar\nCZsnGBlXq4ssxLtOtlipuPAVeltGw4qC+8aPCxZuBCrGfBcVF75E0qef/8WDQXq+/4NYsAnWBbLZ\nQtmZzzDmF2jsEa+HvivfkwjnNpGtYPUjEnZOgxAvlg9ZUtSQC5MqQGS+1npHaMUK/UdyC6wEEopa\nbSIYSf5EpeT/6vvhUDonhRAp1idmfUaJ1kI17CSbJ8RMDI2lxYw2j/o+80lvqUPhVCPsrlSy5lcJ\nRuDmB4k7bSL8aFnR6Sg/8xnmkjKN2fv4PiMtz3PUqbWPpaySslPntSVUg0F6flhYCVUJtcJDXUaF\nW/84/E9zEB4mVy8B+Nc/SbwbnP95KekNVJz7HKOrUGP3PPppwSEzAi22mnpKjp/W2MKDA/T++CeR\nT0SwppGtNsrP/AJDnvbJTHhwgP6rP4iwNMGiIBJ2ChYFCSXl8aDxiJgSnqFovCOyxdmvNMajqugw\nFpkQJKTU67GkOJH5OhhRn2AvVa4CwdpgPCbxdhDeDgJIyJJCpTOZMyNZojVbAs1MimxQZFPLm4J6\nHLZ7ocMLNQWwvTy7Dj06DtffS9zvECJaLig+eGyKcOFvfSOEiyUm1N/D0IO7FB08mrLJVitlzefp\nvfgNSmx+JVQVJP7+Z/irE2nvJocZPt0Cv5/Fn7TONVW4uNexMOFioiTqZOFi9M0rIVwsAWOdbQy/\nfEb+tl0pm6m4hKL9R0QJWsGaRW93UH7mF+jt2kQ9of5e3Nd/nPc1VSCYC6tkWSnIFTvKFT7dks4P\nsRqIxDM9IVQRIhidbFN/JsSJUFTUQRcsD3FFonMYOofhxnvVVmSbCDNRFzaZruTZsBlhW5nCtrLs\n23iDcK1V4mEXxBPi+M4F+dt2Yd+wUWML9fcytMDqF4LZ4W99jcGRh3PrjpTNWOCi5Ngp3Ncvzbu6\ni9svca0VzmxKf/5wncKTbujwZT/XjLLCX+zWfqcvBN8sUF8o3HcIa2W1xhbs7sTz6KeFNSzIiu/Z\nI0wFhVgqqlI2R+Nmwl4P/nctOeyZQLD4mEvLKTnSjGy1auzBni4Gbl5Gicdz1DPBekOIF4IZ0UnM\naiG1FMQTGULDhAgxSXwITvKECEXVpIoCwepBYmhMDQN50Km+txuVlGdGnUv11JhLLpeBAFx9J/G0\nR4hyucRWU0fB7k80tujoiChVucx4nz7A4MjDWl2bslkrqyncd2hBZS6vvINdldp75J/vUvhfrqsi\n5XR8umXqPfXvnkoL8ojKa9pG3uatGlvE62Hg9jVRencpURQGbl+l4sIvNS70RZ8cIjrsZXzQncPO\nCQSLgE6HvaYe55YdU7y6QPVAGrh9TdzPBMuKEC8EMxJcBA8wZSIvREp0mNkTYuJ9JA5zzd4uEKwF\nAhGJF33wog9AwigrVBekw0xqCqYPx+odgcvvJF72iXCmXGN0FVF8uFljS4TD9F+7SCISzk2n1iuK\nwsCda5Sf/RxTYVHKnLd5K1H/KKNv5uf2EEuo4SP/+eG0QFDqgJONqrAxmfpChaP1WjHhbrtE69D8\nz1VrVS2Few9q+zUWSJbeFS7cS00iEsF94xIVF75CZ0i6p+p0lBw/oybwXEBuFYEgV+gMRhwbm3Bu\n3opsnf4JZuDDOwZ/uikEUsGyI8QLwYyEJs19wrHJ+R+kGXNCBKNqLgmxkBII5k8kLvF+CN4PAUjo\nJIUyh5o3oyZfFfpe9sObAfX3gtwiW22UNZ9D0qczsyrxBO4bl4n5R3PYs/WLEoupJVQvfKktobov\nWUK1Z36VON4PSTzqUqv7THB2k8LPvTA0lj4XjbLCX04KF/EG4dtX8/patU1XESVHm8nM0JuIRHBf\nuyiqXiwj0ZFhBu9ep/TE2ZRNtlgoPXGWvkvfCHd6wapBb7OT17QdR8OmtBg3DaNvXqkhaUK4EOQA\nIV4IZqR/FP76qpQSJrK5wgoEguUjoUj0jkLvKIjMCSsLSW+grPk8skUbFzx0/xbjA3056pUAIB4K\n4r52kfJzGSVUJYmSo830XvqGiM87r3a/eQVbSkkl3pV18OudCv/HXZgQE3+xFVzaQ4K/WUC4iN5m\nTwpkGdO4RIKBW1eIDPvm1aZg/gS7Ohh+/oT8HXtSNlNhEUUHjjJ490YOeyYQfBxTYTHOrTuwVdVl\nj1FVFILdnYy0PBchUYKcIpfUNv3zXHciF7jy8/CNiCdgHyOhSIxF1AmW8J4QCASCGZAkSo+fxlyq\nzaI6/PIZoy0vctQpQSbx8XEiPi/22g0pjwVJlrFV1hDobEOJzj3UIhqX8Idhe3na5rKCNyjRNyrR\nWKTwyx3aJ5S32yTudczvnqozGCk78xkGh7ZU4dD9O4x1ts2rTcHCGR/ox1RQiCHPmbIZCwpJRCKE\nPYM57JlAMA2ShLW6jqJDxyjYtQ+js4Dp6qwrsRj+d68ZvHOD0XctxEQolGAZmGmdrpvWKhAIBAKB\nYE649hzAWlWjsY11teN79ihHPRJMR6ivm6GH2iocstVG2clzSPr5ldV63A2tQ1rbl9sUCqxTq4sM\njcH38y1GodNRcuIMxvwCjXnk5c/4W1/Ps1HBoqAoDN65TnRkWGMu3HsAc2l5lg8JBMuLpDeQt2kr\n1V/+BaUnzmAuLp12u3goiO/pQzp/9//ieXiXqH9kmXsqEEyP8LwQCAQCgWCBOBqbcE2qLBLxetRy\nnCIT+4oj4h1CZzBiLi5J2WSLFWOBi7GOD/NoUaLDCwfr0l7XBhn2VYPDpN3y396X8Abn53VRdOAY\ntpo6jW2so02U3l0hKIk4ob5e7PWNSHIy540kYa2oZqyzjUQ0ktsOCtYtssVK/vZdlBxpxlZTh85k\nmna7yLAP75MHDP50k/GBfpGzRZATZlqnC/FCIBAIBIIFYCmrmJI4MR4co+/Hb0VlkRVMqL8XU4EL\nQ15+ymbIcyIbjIT6uufeXlRCUaCxOG0zyNptbryXeNA1P+Eif9sunFt3aGzhwQHcN34UAtkKIhEJ\nExn2Ya9Lhybp9HosJeUE2t6JJIeCZcVY4MK1Zz/Fh45jLi3X5snJINTbjef+HbxP7qv5f8RxKsgh\nQryYBiFeCAQCgWChGPKclJ3+TDMhVGIx+i5/LyqLrAKCPZ1YK6o1CVZNRSUkwuF55Sno8qm5L+zT\nPNQcDMC/fySRmEfia1vtBooOHNXYYn4/fZe/m1eeDsHSEvOPgqJgKatI2WSLFb3dQbCrPXcdE6wP\nJAlLRRVFB47i2nMAY0Hh9Pks4nECba0M3rnO6OsXxAL+HHRWIJjKTOt0UW1EIBAIBIJ5oDOZKGu+\nkK5cAaAoDNy+RsTnyV3HBLNGicXov3aRigtfobfZUvbCfYeIBvyEervm1F5ckfi7Z/BfH9M+tVQU\n+JsnErHE3IULU3EpxYdPaGyJcJj+qz+QCI/PuT3B8jD88hnGgkJNmI+9roGI18NIy/PcdUywZpFk\nGXt9I86m7Ric+Vm3S4TDjL5tYfTtK+LjoWXsoUCwcIR4IRAIBALBXNHpKD1xFr3DoTF7nzwg2N2R\no04J5kOqhOr5L9AZkgk7dRKlx07Nq4Rqp0/ibjscrksLGNffS3QOz1240Dvy1ESicjr+RIkncN/4\nUSTQW+koCoN3b2DIc2oSrLp27yfi8xLq78lh5wRrCdlsxrFxC3mbtiKbzVm3i46OMvL6BYEPb0Uu\nC8GqRYSNCAQCgUAwR4oPHcdaVaux+Vvf4Hv6MEc9EiyE+HiIiM+DvbZhagnVjg8osbmFZrQOQb5F\nwmqEJz0S371izuXGdSYT5Wc+13iEAAz9dINgT+ec2hLkiESCUF83jvrGdGiZJGGtTCbwjIgEnoL5\nY8hz4tq1n+LDJ7CUV6LLks9i3N2P59FdPI9+IuIZFPksBCseETYiEAgEAsEikb9tF/YNGzW2UH+v\nqPiwygn1duN5dJfC/UdSNtlqo6z5PL2X/jQnASOWkPibp8AcBYsJJFmm9MQ5DHl5Grvv58cE2lrn\n1aYgN8QCfgZuX6Ws+UKqFI3OZKL05Dl6f/jjnIUxgcBcWo5zyw6sldXZN0okCHS2MdLygoh3KPt2\nAsEqQ4gXAoFAIBDMEltNHQWTSqJGR0cYuHlFVHxYA4y+bUHvcOJs2payGV2FlBxtVqt6LMcTS0mi\n6NBxzCWlGnPgwzuGnz9Z+u8XLDqhvh68zx7i2rM/ZTPmF1B8+Lh67RAIPoZOh712A86m7RhdhVk3\nS0Qi+FtfM/LmFfHg2DJ2UCBYHoR4IRAIBALBLDC6iig+3KyxJcJh+q9dFCVR1xDex/cw2B1Yq2pS\nNmtVDa49B/A+vrfk31+wYy/2ugaNbdzdx+C9W0v+3YKlY+TVz5hchdhqN6Rstpp68rftYvjlsxz2\nTLCS0RmNOBqbcG7eimy1Zd0uFggw8uYF/vdvRQUiwZpGiBcCgUAgEHwENXzgHJJ+auJEURJ1jZGs\nGFNx7nPNE07nlu3EAqOMvm1Zsq+2N2wif8dujS06Mqx6fQjPnlXP4E83MeTlYyxwpWwFu/YR9nnn\nXNlGsLbR2+w4m7bjaNiENJFIeBrCQ4OMtDxnrKtd5LIQrAt0ue6AQCAQCAQrGUlvoKz5PLLFqrEP\n3b/F+EB/jnolWEqUWJT+axenuF0X7juMpaJqSb7TUlZB8YGjGlt8fDzp2SMSO64FlFgM9/VLxMcz\nStxKEiVHmzE4nLnrmGDFYCoqoeT4aaq/+kvymrZNL1woCsGuDnovfkPvD18z1tkmhAvBukGIFwKB\nQCAQZCO5sMh8Ugow/PIZgQ/vctQpwXIQDwXpv3ZR64Ktkyg5dhpjviv7B+eBwZlPyfEzoEtPy5RY\nHPe1i8QC/kX9LkFuiY0FGLh1VeNJozMaKT15dsYn7II1jCRhq6mj4vyXVFz4EltNfSq5ayZKLMbo\nm1d0ff23uG/8SHjQnYPOCgS5RZRKFQgEAoEgC669B3E0aCuLjHW147kvKousB+LjIcI+L/baDZoS\nqtbKGsbmUUJ1OmSzhfJznyNbLBr74O2rhPp7F9y+YOURG/OTiEWxZnjxyGYzRme++hRdsC6Q9Aby\nNjZRcuQUjo1NU8oiTxAPBhl++YzB29cIdrULTyzBmkeUShUIBAKBYI44GptwbtmusUW8HgbvXBcu\nuuuIUG8Xnsc/UfjJ4ZRNb5soofoNSiw277YlWaa0+Rx6m11j9z6+z1hn+7zbFax8Rl+/xFRQqCm7\nbK2qJX/7HoafP85hzwRLjWy14dy0FcfGJnRGY9btIj4vI69fEGh/L3LeCARJhHghEAgEAsEkLGUV\nFO0/rLHFg2NqGMECFquC1cnom1cYHE7yNm9N2YyuQkqONOO+eXl+YpYkUXL0FKbCYu13vW1hpOX5\nQrssWAUM3b+NwVmAqbAoZSvYuYeIz0OwuyOHPRMsBcYCF84tO1RPLl32yP1QbzcjLc+F55VAMA1C\nvBAIBAKBIANDnnOa/AMx+q9dIh4K5rBnglziefQTersDa2V1ymatrp13CVXXngNYq2s1tlBvN56H\ndxfcV8HqQInHcd/4kcrPfoVsNqfsxUdO0vvD10RHhnPYO8GiIElYyqtwbtmOpawi62ZKPE6grZWR\n1y/E310gmAEhXggEAoFAkERnMlHWfEHrypssnRnxeXLXMUHuURQGbl2l4vwXmgSuzi3bifpH8L97\nPeum8jZtmRqS5PPivnVFhCStM+LBMQZuXqb8zGcpwVRnMFB64hy93/+BRFTkN1iNSLKMvX4jzqZt\nGJz5WbeLj4/jf9fC6NtX2io0AoFgWoR4IRAIBAIBgE5H6Ymz6B0Ojdn75IFw4RYA6RKqlRe+RLam\nk+sVfXKYWCBAqK/7o21YKqop3JclJCm68ASggtXH+EA/Qw9/oujAkZTNkJdH8dFm3NcvCUFrFSGb\nzTg2biVv0xaNN81koqMjjLS8IND2DiUeX8YeCgSrGyFeCAQCgUAAFB88hrmkTGPzt74R+QcEGlSh\n4RIV579A0ienUTodJcdO0XfpGyLDvqyfNRYUUnrslKYMohJVBZF4cGypuy5YwfjftWByFeJo3Jyy\nWSurKdi5D9+zhznsmWA2GPLycW7Zjr2+EUmWs2437u5jpOUFwd4uIUoJBPNAiBcCgUAgWPfkb9ul\nyfoPEOrvZeiBKIkqmErE52Hg9lVKT5xNlVDVGY2UNp+n94c/TpsbRbaqFUokgyFtTCi4b10l4vMu\nV9cFK5ihB3cwOgswFZekbPnbdxHxeUQJ1RWKubQC55btmlw4U0gkCHS2MdLygoh3aPk6JxCsQYR4\nIRAIBIJ1ja2mjoLdn2hs0dERBm5eEeXpBFkJdnfieXyPwn2HUja9zU7pybP0/fitpiqNZDBQ1nwe\n2WrVtOF5dJdQb9ey9VmwwkkkcN+8TOVnv0S2pI+V4sMniI4Oz+jVI1hGdDrstRtwNm3H6CrMulki\nEsHf+pqRN6+EZ5VAsEgI8UIgEAgE6xajq4jiw80aWyIcpv/aRRKRcG46JVg1jL5+icGepymhaios\npvjISVX8UhSQJEqPndYk+QQYaXnB6NuW5e6yYIUTDwVx37hM+dnPkWQ1gaek11N64hw93/9BXJdy\niM5oxNHYhHPzVk3Om8nEAgFG3rzA3/oWJSby2AgEi4kQLwQCgUCwLlHd+M8h6dPxyUo8gfvGj8T8\noznsmWA1MV0JVVt1Ha7dn+B98oDCTw5jqajSfGasqx3vk/vL3VXBKiE8NIDnwW2KDh1P2fQOByXH\nTtF/9QeRK2GZ0dsdODdvw9GwSRv2NYnw0AAjLS8Y62oXfyOBYIkQ4oVAIBAI1h2SPunGb9G68Q/d\nv8X4QH+OeiVYlSgKA7evUnFuUgnVrTsxOAumxMKHhwYZvH1NLG4EM+J//xajq4i8TVtSNkt5Ja7d\n+4XwtUyYikpwbtmBrapWk2RXg6Iw1tXBSMtzwkMDy9tBgWAdIsQLwYzIFiuWiiqUeDz5E8t4nWFL\nJDS/EwgEghWLJFFytHmKG//wy2cEPrzLUacEq5mJiiGVF77S5LWYLFzEAgHc1y+K+6RgVnge/YQx\n34W5pDRlc27dQcTnIdD+Poc9W8NIErbqOpxN2zWJUyejRKP4379l5M1LYgH/MnZQIFjfCPFCMCNG\nZz7FGW6Ls0UrdmiFDSWRFj4S0woi02878bvEdMJJLJbaVjzNEgjWCZKEpNOBpEPS6ZB0Euhk9bWk\ng6RN0snJ16rdWl2LtapG09RYVzu+Z49ytCOCtUA8OEb/9UtUnPs8XUI1g0QkQv+1H4iPj+egd4JV\nSSLBwM0fqfzsV5ocC0UHjxMZGSbi8+Swc2sLSW/A0bAJZ9M29HZH1u3iwTFG3rzC3/qaRCSyjD0U\nCAQgxAvBx9Blr1U9E5IsJ+tcGxe3P7MhkcgQOCaJJ4nsHiSJzG0TWcSUSe0m4jFIxFPfJyoTCFYN\nEwv/5IJekuWUbeIHnYyUuZ1OlyEEJEUBSf1f3Sb5WsoQESYEBUlSrwuZ36lpN1OE0GnEhmwiRFY3\n3jkS8XoYvHNdCJ+CBRPxDk0poQqoVSRuXCY6Mpy7zglWJfHxcfqv/0jF+S+S8yqQ9DKlJ8/S+/0f\nhBi2QGSrDefmrTgam9AZs89ZIz4vIy3PCXR8EHM9gSCHCPFCMCM6/fzEi5yi06HT6WCGpEpLRkLR\nCCSJeFz1Cpl4H4upwkds4nU89T4toMQzfj/xu8y2RHjOqmZiES/LSLIenaxXX+v1aZte/V+S9Uj6\nie3Sn1G3Tdr0+gxRYaqgoBEPJkQBeRWe10tEPDhG/7WLmrKWAsFCCHZ34n18H9e+gynb4P3bjLt7\nc9grwWom4h1i6P5tig+fSNn0Njslx07Td+V7sZieLTqdes/V69Hb7ORt2oK9dgPodFk/EuzpYqTl\nhTh/BYIVghAvBDMSGxvD//5terGlU/9PLbgyf3TpBdi6RSch6fRJl2ETSzoSiqKKHJMFkJTAESMR\ni2sFkMnvMz87pa309mv6ifSEt0FKFJCzCApJMSFTeJgkMqTPi0zRIeMz6/38WGEosRj91y4RDwVz\n3RXBGmPk9QuiAT+W0nKCPV2E+nty3SXBKifw4R2mgkLymralbObScgr3HMDz6Kcc9mxxkfQZ91u9\nHp3ekBbsDXokvSElQOj06ntJltEZDOntJ+7ZmrYMqdKzH0OJxwm0tarnsfCWEghWFEK8EMxI2DNI\n2DM4tw+lXM9lzUJPknXpxZ8uc2Govtdl21ZjlzXt6qbZVuOqu5aRJCSDAXkZPEzSoTcxlFjSQyQl\ncGg9SCZ7iMzK2yRje0D799ZPeB3otTa9ftKxkeGJkPG/btLnVFumB4MQE1YzE+FaSiKBoiiQiKuv\nk15QKElvqEQivV0iQSI8zsibVyJmXLBkBLs7CHZ35LobgjWE58l9jAUuzKXlKVte0zbCPs/yJRvW\n6VKigW5CqNcb0jZ9huiQul8bNGKDVpzQfi6XxMfHGX3bgv/dKxGOIxCsUFaUePGbz88QjcZQFIVE\nIsE3l29hNBpoPrQPu81CYCzEtbsPiURV994dTY1sqq8mocC9Jy/odauL7MICJ8f370aWdXT3DXDv\n6ctc7tb6Q1HSYQ3RHHx/0i1eJ8ugm17gmCKIpESR9La6bNvqMt+n21W/b3aq/mpD3U8jS57DRFHW\nj/iUaxQltZDPXNSTSKAo09iVxNTtlYzX8XiGeKAkt1NtSiKeDKlKTBIUlOTnJ4kLGhFi4vuT15WM\n71zTHkECgUAwmUQC980rVH72S/Q2e8pcdOAo0ZFh9WGTJKU9A6cIBUkvhkzRQCMiTN7GMKWttTjP\niY4MM/L6JYG2dyIkVyBY4awo8QIFvrt2h0gkveLd2dRIr3uQF2/es6OpgR1NjTx6/hpnnp366gr+\n/vtr2CxmLpw8zG+/uwLA4b07uPXwGUPeYc4dP0BlWTE9/XP0HhBMoay4kP7BVfCUMrmwiUfV42hZ\nb0OppITq04bSkiKGhke1eQr0k8ITMkITJFnO+P2kUAX91PwIaw5JwmQ0MggrtgAAHotJREFUEl7j\nGbyVifCdzFCejOSwiQzPlLSHijakJ2WLxSh0Ohj0eDOEAGWSCJEhKChi4Q+r6Hq2ghBjNnfEmM0P\nMW7ZSYTHcV+/RMX5L1OeCpIsU//FrxkfD+fce2FFk1BIxKIpL1JjLEzv08eE+rrX/T1xtohzc+6I\nMVtcVtwVbvIz1+qKMr67ehuA1vZuPm0+wqPnr6mpKKOtqwdFUQgEQ4wGxih25RMIhjAY9Ax5h1Of\nqaksE+LFIlBWIk6+j5LMQ6EQg0iYElslve2+pfmuzKcrsp7MMAiNKDIhekxO8piZp0EjlshT2lqs\nqg6zwWw0LLt4oRETJirKaEQCrZCgyQ+SkUA1EcsQHTLby7QtgXBQ5NpE96B7Udtc64jr2dwRYzZ3\nxJjNDzFuMxPxeRm8d4uSo80pm9lsJhxb/V4DSiyeITDEUvdVjS0aTYv/sWhGeGqURDQjpHXic5NC\nUyfYvW0Tod6uHO3p6kScm3NHjNnissLEC4ULJw+jKApvPnTw9kMnFrOR8bC6kAmNh7GYVbd1q8XM\noCe9KAyGQlgtFhKKwlhwPMM+jtViXt7dEAiWA0VBiUWJx5YhNicjQ3fKO2S695rElZN+n+FFohVM\npuafyBQPtGLCRBWX2FRbLIuYoNl2GnFCeCEIBAKBYJUx1v6ekQIXzq07l/eLE4kMYSAzp1U0KezH\nUKJa0UDdPi0yJKLqe63IEFv7CcIFAsGCWVHixZ+u3CY0HsZkMnLhxCFGRgNTNxLXNIFg+UkkSCQi\nEF1ijwhJYvfWjbS/fLu03yMQCAQCwSrH+/QhstmCfcNGjX2Kx0IsizdCyqMhrhUYJr1OZAgUoiyr\nQCDIJStKvAiNhwEIhyN09vRT5MonNB7BYjYlvS5MhJJeGMHQODarJfVZq8XCWCiUtJsz7GaCoekz\nBjfUVi3h3qw9/IGgGLM5IsZs7ogxmztizOaOGLO5I8Zs7ogxmx9i3OZA7wfo/YAfyEylOe+sWDrU\n3NxGA7D01cxyiTjO5o4Ys7kjxmxxWTHihSzLSBLEYnH0skxFWTFPX76lq7efxroqnr9+T2NdNZ09\nfQB09vZz8uBeXr59j9ViJs9hS+W5iEZjFLnyGfIO01hXxat3bVO+731H97Lun0AgEAgEAoFAIBAI\nBIL5sWLEC4vZyOkj+wHQ6STed/TQ6x5kyDfMqcP72FhfkyqVCjAyGqC9u5dfXzhFQlG4++h5qq27\nj58nS6XKdPe7RbJOgUAgEAgEAoFAIBAIVjHSthO/ElkkBAKBQCAQCAQCgUAgEKxY5JLapn+e604I\nlof/5DdfUFtZxpaNdWzaUIteL2sqtsyGT5sP4xvxp/KTrAf+419/xs+vW1PvG+uq2FhfQ0//wILb\nPrZ/N5IkMeKfJjntKuYf/cUXOOw2Onv6AZAkiX/41XlKi120dfYuqO3VOGYfG4/q8lJqq8oYGPJR\nU1EGMK9ysXarhV+cOsrr9x1Tfnfkk52M+seytpvt3C4scLKzqXHFebD9o7/4AoNBT69b7df2zRuo\nKC2mf9DD5g215Oc58I2M5riXK4vUPaCxjrKSIrr63CjLkNm/pqIUkJa9BPJcyDY2k6//y0WBM4/C\nAif+wBiglnQsLHDO+Z69kti5ZSOH9+1gc0MtmzfU4hkeyZqTLBur8fo/W+YyPmvheFgMTEYDn58+\nxuaGWnZv28S2TRtoqK1ic0Mtb9s6F9T2zi2NuIe8i9TTpeHTk4cJjofxjwVTtq0b62moq6a7b+oc\n9Tefn6G1oxuLyZR1riCYmfmOeTwuEt0uFismbESw9MTjcb6+dAMAk8nIyYN7MRj0PJ1rZYf17quz\nqPuvLHaDK4JYLE6B04Gs0xFPJKgoLWYsNL5Iu7r6xuxj49HV56arzw1ATWUZXb3uRZ+c33n487w+\n5/GN4PGNLGpfFoN4IkFNZRk/t7wjHIlqquu9+SAmZNOReQ84cXAPmxvqePX2w5J/b01l+ZIc04tJ\nrsYmG4UFeRQW5KdF8tV1yZtCcWEB1eUl/OHiDRRFwWg0IOt0H//gFFb5QGRhzuOzNodhzoQj0dR5\nu3vrJqKxGC8X6bzd2bSRn1uWX7icCx+6eqivqUiJ+AD11RU8+Lll+g+I42bBiDHPPUK8WKeEwxHu\nPHrGl2dP8PTlW2SdjsP7dlBYkI+iKNx/+pL+QQ+yrOPY/t24nHmM+APIcjp/9cb6anZsbiQSjeId\nGSUeT3DvyQtMJiNH9u5IVYO5//QlA2vp6YCUfmm3Wji2fzcmk4HxcIRb958yFhrn2P7dRKNRCl35\nWMwmHj5roSOZbPbQnu2UlxYzFgyRyCg5tmvrRqrLS9HLMgMeH3cezW+xuVLo7nNTVV5KR08fG2oq\n+NDZQ2mxC4AiVz4Hd29DlmVi8Ti37j9lNDDG0U92UliQD6iVglpa23j26t2aGLOZxqOxrorCgnw+\ndPZQXVFKWbGLXVs3cuXOQ6orStm8oRZFS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(15, 5))\n", "prices_gs = mpl.gridspec.GridSpec(1, 1)\n", "prices_axes = demoplot.make_autos_price_plot(figure, prices_gs, data)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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9hblt3thd4LuFBEW/YyfMiIiIiIiIiCyh4MV1lLZ9ppvWijks5hdHMZZZLPJE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\n7CESjXG4e4e2H21f6xwBuIqcfPzFedJplV+8e4zefu/37ir2Mr1IjFUy1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pyhPW+HnQC0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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(15, 5))\n", "mpg_gs = mpl.gridspec.GridSpec(1, 1)\n", "mpg_axes = demoplot.make_autos_mpg_plot(figure, mpg_gs, data)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(15, 5))\n", "risk_gs = mpl.gridspec.GridSpec(1, 1)\n", "risk_axes = demoplot.make_autos_riskiness_plot(figure, risk_gs, normed_data)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(15, 5))\n", "loss_gs = mpl.gridspec.GridSpec(1, 1)\n", "loss_axes = demoplot.make_autos_losses_plot(figure, loss_gs, normed_data)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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3zxrmsrRi8pCuSTRvJ28ZxWswk9+eZShT2oP4WNbJzpQXmFrNxGBqmNTGuH9Wj6F9DWVd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\nM+NIWrJ8BTZXxVE7fj6domv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KmOEPDCstJVm7t9WrtaNnyrDNx69H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\nB2wj3gAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(15, 5))\n", "risk_loss_gs = mpl.gridspec.GridSpec(1, 1)\n", "risk_loss_axes = demoplot.make_autos_loss_and_risk_plot(figure, risk_loss_gs, normed_data)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 27, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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gJ1vdRa6NH//qM7E8UokhRIuyqfFQIUR62MbnNz3D95NdJHU77+4e4hxflqqp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rNi16mNOwFw5qeSTqlDCiItJj9feR6AX+/9HJer7ZaKImN1M4JOaIipXnzbaluwUAw6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9j9dKIb4yM2ripMezidYoCIC7o82hYCdZrsLfT3XhoPB0Pk5Is/h6uoOaq3G85uN4zctqbxlo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XaKWYrFLOb1d1oOokosiTG0sRbcGCM2vgNt3x0ouoFTKeKU8jjlPHYhi7U0xyvFnexyZ3nA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\nGUjeaTlNLTpO79KRXqeOrbXAg2hMnaPJOLVafd22rILLx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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(15, 5))\n", "radar_gs = mpl.gridspec.GridSpec(3, 7, height_ratios=[1, 10, 10], wspace=0.50, hspace=0.60, top=0.95, bottom=0.25)\n", "radar_axes = demoplot.make_autos_radar_plot(figure, radar_gs, normed_data)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "#### Combined Plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Here's a refresher on the plot layout we're aiming for:" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "```\n", "--------------------------------------------\n", "| overall title |\n", "--------------------------------------------\n", "| price ranges |\n", "--------------------------------------------\n", "| combined loss/risk | |\n", "| | radar |\n", "---------------------- plots |\n", "| risk | loss | |\n", "--------------------------------------------\n", "| mpg |\n", "--------------------------------------------\n", "```" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Let's try that now with just empty graphs, to get a sense of things:" ] }, { "cell_type": "code", "execution_count": 28, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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H+zHZDGlgeFR3Hw7GvV9mt+v8GyflKC+TzWboXv+gHj0ez1rBAAAAQDYlDMiG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\nPEkL5JdzC6qqdKnC6VA4EtGBxn3q7u3b0ObqtX/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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(10, 8))\n", "gs_master = mpl.gridspec.GridSpec(4, 2, height_ratios=[1, 2, 8, 2])\n", "# Layer 1 - Title\n", "gs_1 = mpl.gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=gs_master[0, :])\n", "title_axes = figure.add_subplot(gs_1[0])\n", "# Layer 2 - Price\n", "gs_2 = mpl.gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=gs_master[1, :])\n", "price_axes = figure.add_subplot(gs_2[0])\n", "# Layer 3 - Risks & Radar\n", "gs_31 = mpl.gridspec.GridSpecFromSubplotSpec(2, 2, height_ratios=[2, 1], subplot_spec=gs_master[2, :1])\n", "risk_and_loss_axes = figure.add_subplot(gs_31[0, :])\n", "risk_axes = figure.add_subplot(gs_31[1, :1])\n", "loss_axes = figure.add_subplot(gs_31[1:, 1])\n", "gs_32 = mpl.gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=gs_master[2, 1])\n", "radar_axes = figure.add_subplot(gs_32[0])\n", "# Layer 4 - MPG\n", "gs_4 = mpl.gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=gs_master[3, :])\n", "mpg_axes = figure.add_subplot(gs_4[0])\n", "# Tidy up\n", "gs_master.tight_layout(figure)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 29, "metadata": { "collapsed": false }, "outputs": [ { "data": { "image/png": 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Wm82Onz/5PC5ZtQSFeVmIHjrWDtfRGN2bP//jLZQdr8SqxfORmhgH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fzitXfo6+7gll3bmEumScSjPPfqftpbEuzcspGxyWn6e7qIhIL87IU3CBg633r8Yc4MLLri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jSSZXeKbjte9Rmt1kGrNJptFskkhnkSWJYrnKnaW1ngdov+40Gk2aLYWXz59ienwEv9dN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q+bD77rDl58Yz+lcoX33nULr+57G1VRuP7qnQwO9NIdDTM0Ok4yneW6K7cT8HvYvGEdFk3jyIkR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Mma6XFZHVAfC1sjF7A7avI3/bNkOsSEhstnFX/xRko9gnvdgMJBONlzYzojz8NhwI+Wnnz9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\nP+6kb2jpiSN+jCRhIX70vL4AigIZR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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "figure = plt.figure(figsize=(15, 15))\n", "gs_master = mpl.gridspec.GridSpec(4, 2, height_ratios=[1, 24, 128, 32], hspace=0, wspace=0)\n", "\n", "# Layer 1 - Title\n", "gs_1 = mpl.gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=gs_master[0, :])\n", "title_axes = figure.add_subplot(gs_1[0])\n", "title_axes.set_title(\"Demo Plots for 1985 Auto Maker Data\", fontsize=30, color=\"#cdced1\")\n", "demoplot.hide_axes(title_axes)\n", "\n", "# Layer 2 - Price\n", "gs_2 = mpl.gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=gs_master[1, :])\n", "price_axes = figure.add_subplot(gs_2[0])\n", "demoplot.make_autos_price_plot(figure, pddata=data, axes=price_axes)\n", "\n", "# Layer 3, Part I - Risks\n", "gs_31 = mpl.gridspec.GridSpecFromSubplotSpec(2, 2, height_ratios=[2, 1], hspace=0.4, subplot_spec=gs_master[2, :1])\n", "risk_and_loss_axes = figure.add_subplot(gs_31[0, :])\n", "demoplot.make_autos_loss_and_risk_plot(\n", " figure, pddata=normed_data, axes=risk_and_loss_axes, x_label=False, rotate_ticks=True)\n", "risk_axes = figure.add_subplot(gs_31[1, :1])\n", "demoplot.make_autos_riskiness_plot(figure, pddata=normed_data, axes=risk_axes, legend=False, labels=False)\n", "loss_axes = figure.add_subplot(gs_31[1:, 1])\n", "demoplot.make_autos_losses_plot(figure, pddata=normed_data, axes=loss_axes, legend=False, labels=False)\n", "\n", "# Layer 3, Part II - Radar\n", "gs_32 = mpl.gridspec.GridSpecFromSubplotSpec(\n", " 5, 3, height_ratios=[1, 20, 20, 20, 20], hspace=0.6, wspace=0, subplot_spec=gs_master[2, 1])\n", "(rows, cols) = geometry = gs_32.get_geometry()\n", "title_axes = figure.add_subplot(gs_32[0, :])\n", "inner_axes = []\n", "projection = radar.RadarAxes(spoke_count=len(normed_data.groupby(\"make\").mean().columns))\n", "[inner_axes.append(figure.add_subplot(m, projection=projection)) for m in [n for n in gs_32][cols:]]\n", "demoplot.make_autos_radar_plot(\n", " figure, pddata=normed_data, title_axes=title_axes, inner_axes=inner_axes, legend_axes=False, \n", " geometry=geometry)\n", "\n", "# Layer 4 - MPG\n", "gs_4 = mpl.gridspec.GridSpecFromSubplotSpec(1, 1, subplot_spec=gs_master[3, :])\n", "mpg_axes = figure.add_subplot(gs_4[0])\n", "demoplot.make_autos_mpg_plot(figure, pddata=data, axes=mpg_axes)\n", "\n", "# Tidy up\n", "gs_master.tight_layout(figure)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Configuration" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Get the directory for the matplotlib config files and cache:" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'/Users/oubiwann/.matplotlib'" ] }, "execution_count": 30, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.get_configdir()" ] }, { "cell_type": "code", "execution_count": 31, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "'/Users/oubiwann/Dropbox/lab/python/mastering-matplotlib/.venv-mmpl/lib/python3.4/site-packages/matplotlib/mpl-data/matplotlibrc'" ] }, "execution_count": 31, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.matplotlib_fname()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "matplotlib's ``rcParams`` configuration dictionary holds a great many options for tweaking your use of matplotlib the way you want to:" ] }, { "cell_type": "code", "execution_count": 32, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "200" ] }, "execution_count": 32, "metadata": {}, "output_type": "execute_result" } ], "source": [ "len(mpl.rcParams.keys())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first 10 configuration options in ``rcParams`` are:" ] }, { "cell_type": "code", "execution_count": 33, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "{'axes.grid': False,\n", " 'mathtext.fontset': 'cm',\n", " 'mathtext.cal': 'cursive',\n", " 'docstring.hardcopy': False,\n", " 'animation.writer': 'ffmpeg',\n", " 'animation.mencoder_path': 'mencoder',\n", " 'backend.qt5': 'PyQt5',\n", " 'keymap.fullscreen': ['f', 'ctrl+f'],\n", " 'image.resample': False,\n", " 'animation.ffmpeg_path': 'ffmpeg'}" ] }, "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dict(list(mpl.rcParams.items())[:10])" ] }, { "cell_type": "code", "execution_count": 34, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mpl.rcParams['savefig.jpeg_quality'] = 72\n", "mpl.rcParams['axes.formatter.limits'] = [-5, 5]" ] }, { "cell_type": "code", "execution_count": 35, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[-5, 5]" ] }, "execution_count": 35, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.rcParams['axes.formatter.limits']" ] }, { "cell_type": "code", "execution_count": 36, "metadata": { "collapsed": false }, "outputs": [], "source": [ "mpl.rcdefaults() " ] }, { "cell_type": "code", "execution_count": 37, "metadata": { "collapsed": false }, "outputs": [ { "data": { "text/plain": [ "[-7, 7]" ] }, "execution_count": 37, "metadata": {}, "output_type": "execute_result" } ], "source": [ "mpl.rcParams['axes.formatter.limits']" ] } ], "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": "3.4.2" } }, "nbformat": 4, "nbformat_minor": 0 }