{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Statistical Graphics with `seaborn`" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np\n", "import pandas as pd\n", "import seaborn as sns" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data set" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "%load_ext rpy2.ipython" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": true }, "outputs": [], "source": [ "%R data(C02)\n", "co2 = %R CO2" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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PlantTypeTreatmentconcuptake
11Quebecnonchilled95.016.0
21Quebecnonchilled175.030.4
31Quebecnonchilled250.034.8
41Quebecnonchilled350.037.2
51Quebecnonchilled500.035.3
\n", "
" ], "text/plain": [ " Plant Type Treatment conc uptake\n", "1 1 Quebec nonchilled 95.0 16.0\n", "2 1 Quebec nonchilled 175.0 30.4\n", "3 1 Quebec nonchilled 250.0 34.8\n", "4 1 Quebec nonchilled 350.0 37.2\n", "5 1 Quebec nonchilled 500.0 35.3" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2.head()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "(84, 5)" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "co2.shape" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Look and feel" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.boxplot(x='Plant', y='uptake', data=co2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing the style\n", "\n", "Styles available\n", "\n", "- dark\n", "- white\n", "- darkgrid\n", "- whitegrid\n", "- ticks" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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Kykqh8VwuF1atWoWFCxciPT0dX331ldB4naxWK6ZMmYKzZ88KjzV37lxkZWUh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\nD0YYoX42JrB1AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('darkgrid')\n", "g = sns.boxplot(x='Plant', y='uptake', data=co2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing context\n", "\n", "Contexts available\n", "\n", "- notebook\n", "- paper\n", "- talk\n", "- poster" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "image/png": 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F2WyEyVyFUFU4VKowl+fqDFrUpHEiBhAfEqg9DyJvio5U4/lJ6yQrb+N7M6Ez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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('poster')\n", "g = sns.boxplot(x='Plant', y='uptake', data=co2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing font scale" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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DP3l5ebLF3LNnDx5//HEkJCRg1KhR+Oc//ylLnJMnTzp8bdHR0Rg/frwsMauq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\nYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_context('notebook', font_scale=1.5)\n", "g = sns.boxplot(x='Plant', y='uptake', data=co2)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Changing Colors\n", "\n", "- [Seaborn tutorial](http://seaborn.pydata.org/tutorial/color_palettes.html)\n", "- See more [examples](http://gree2.github.io/python/2015/05/06/python-seaborn-tutorial-choosing-color-palettes)" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Widget Javascript not detected. It may not be installed or enabled properly.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "2393de5e0d6349e7b2fa9faa7db52c98" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAABECAYAAAD+xS3TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nRK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pal = sns.choose_colorbrewer_palette('qualitative')" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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7tzp9+jR69+6N3Nxc2dooLCxEZGRkkz/5+fmytblnzx489NBDiImJwfjx4/H5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\nRERW/T/UgVw0hAhgeQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.boxplot(x='Plant', y='uptake', data=co2, palette=pal)" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Widget Javascript not detected. It may not be installed or enabled properly.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "8d45c8806d764052bd6961587e24d494" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": 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"metadata": {}, "outputs": [ { "data": { "image/png": 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ypDBhwgTh7NmzwtmzZ4Xx48cLo0aNkjzWnW7cuCE8+uijQnR0tHDkyBHZ4uzd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\nkU3/Dy0jtPCOndcBAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.boxplot(x='Plant', y='uptake', data=co2, palette=pal)" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Widget Javascript not detected. It may not be installed or enabled properly.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "307fc441eab14bd1b4404f701239e966" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAjwAAABECAYAAACF4e8fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n8X4BBMQvgSmMsz4AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pal = sns.choose_light_palette()" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [ { "data": { "image/png": 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udfr0aXTr1g0nT56ULUZ+fj7Cw8Mb/MvNzZUt5t69e/H0008jKioKY8aMwX/+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\n0lnFAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.boxplot(x='Plant', y='uptake', data=co2, palette=pal)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Widget Javascript not detected. It may not be installed or enabled properly.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "7eeafea9c0b54bb0ad1c167fef94074b" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAABECAYAAAD+xS3TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nK+VbCgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pal = sns.choose_diverging_palette()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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+/RAfH49x48bh4sWLssUrLCzE5MmTkZCQgPj4eLz99tu4efOmbPHudfLkSXTq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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.boxplot(x='Plant', y='uptake', data=co2, palette=pal)" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Widget Javascript not detected. It may not be installed or enabled properly.\n" ] }, { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "3d8a55a2a894460194705eaed7bf4ec2" } }, "metadata": {}, "output_type": "display_data" }, { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAgQAAABECAYAAAD+xS3TAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nobIl4we47uIAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "pal = sns.choose_colorbrewer_palette('divergent')" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "data": { "image/png": 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ntmzZgp49e0rLz549i6CgIKxduxZBQUGqqCNpIW6eRKT9FB7mev78ecyfP18m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\nid8/YwAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.boxplot(x='Plant', y='uptake', hue='Treatment', \n", " data=co2, palette=pal)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Types of plots" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Showing distributions" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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BjIrqWoC41Kgof+5LicbTQ82W/SXsc+HU1ct6aTPTpUZeDPr7i133fRCta/dJoqSkBIDw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\nAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.distplot(co2.uptake, rug=True)" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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s2DCioqJYsmQJGRkZZGRkNCq/ceNGPDw8SElJoVevXkyePJmxY8eyatUqAH76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\nRERkiEOCiIgMcUgQEZEhDgkiIjL0ExJFGhsZoy30AAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.kdeplot(co2.uptake)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Note: `conc` is actually a categorical factor that I am abusing as a continuous value for plotting." ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "image/png": 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9N94V970ee+wh1q37gpdeevWoe0dIAnESkATiyEQiEZ5++klWrvyEzMwsfvWr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\nxhjTiBMEY4wxjThBMMYY0+g/0MSgtzCROn8AAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.kdeplot(co2.conc, co2.uptake)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "image/png": 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AtGobAKSl98Hxo5kt/r6OZh5CWu90iMVipKX3AYAW41gatRoF+XmIjWfu76c9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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.jointplot(x='conc', y='uptake', data=co2, kind='kde')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Showing relationships" ] }, { "cell_type": "code", "execution_count": 24, "metadata": {}, "outputs": [ { "data": { "image/png": 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q2Zf2wozsFENAzziaSe8CKqf5lp1mpyeijRc/0MpllzwJn2zKl+7atUv0N1Si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\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.regplot(x='conc', y='uptake', data=co2)" ] }, { "cell_type": "code", "execution_count": 25, "metadata": {}, "outputs": [ { "data": { "image/png": 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VUo+q1Cq0OpxXa3CuSUAorNDC0MbtgUQEdA9WIua2u4MQleyO2wuEVHG6WzsSaVvTO/YS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\nvPrdaRRVmQfXPTA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EtM2lDdd79uxpti0pKQlJSUlOf2+aWpsQQtrmVr2b+EZTZRBCSOvc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\n2EVBghBCiF3/DyUHslAnvUKWAAAAAElFTkSuQmCC\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.regplot(x='conc', y='uptake', \n", " lowess=True,\n", " data=co2)" ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "data": { "image/png": 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8uBUIBJg1axZmzZpV7/6xY8di7Nixvm0UIYRch8YmjBFCCPEPnwe3hBASDEwc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\n3iP90nWuvEem8D1yzP0W/v927iUkyr4P4/j12FkSS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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='conc', y='uptake', data=co2,\n", " row='Treatment', col='Type')\n", "pass" ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "image/png": 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qgtqOCWTbQpK9aRD1R30VHAeVoICK5xDlEiHKDIKCRngJIYR0nLAHt4R0db5R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vM7BQVYsWJFVMItDUtop/79+wdNhvnvf/8LjuNw+eWXQxTFwNekSZNQUFCAs2fPQqPRYOXKlbj2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\npQv2yERE48TleImI0geDWyKicTLqFKgKUxOIiNIBg1siojiwcMUyIqK0w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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.lmplot(x='conc', y='uptake', data=co2,\n", " order=2,\n", " row='Treatment', col='Type')\n", "pass" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Showing categories" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "image/png": 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OR1BQEFdddRWRkZG1HvCZSBOTEEJcuL+9J3VCQgKjRo0CKtdcOlMfhBBC1DZN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\nSEHRsY356HEAAAAASUVORK5CYII=\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.swarmplot(x='Treatment', y='uptake', data=co2)" ] }, { "cell_type": "code", "execution_count": 29, "metadata": {}, "outputs": [ { "data": { "image/png": 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mTZuyatUq0tPTeemllwo0jpLG09OTGTNmMOztt+Han1g1Hlg8AqQOq1hI0sv5\n5qIrWo2Gnj17Sh1OkePv78+IESOYNWsW2qsHyK7WOWcFg1CkFEiHRKPRyB9//PHok8nlLFq0iJo1\nazJ06FAGDBiAq6sr69atw9XVlVatWjF16lRWrlxJjx49uHjxIitXrsTb27sgwizRAgMDmT5tGgq5\nDJfLv4lqrAUgwyRj9kkPMkwyhr71FgEBIjk/ic6dO+fM5aXdRpVwXupwhCeQ5wHdW7duER4ezuHD\nh3OtTLFarfbS2n/99dcj38fb25uZM2c+8PGePXuKK7tCUq9ePd555x0iIiJwufQbWTWeA7notvwk\nEvRy5p304Gamgp49e9K9e3epQyqyZDIZY8aMYdCgQRATidmrAjaVWGBTlOT5t8jMmTOJjIykZ8+e\nVKtWjXr16jFw4ECqVauGTCZj8eLFhRmnUEC6d+9O+/btUWTGo755VOpwiqRzKUqmHvUkJlPBiy++\nSFhYmFitlU9+fn4MHjwYzAbRVbEIynMiOXToEKNHj2bixIm8+OKL9t7MGzduJDQ0lF27dhVmnEIB\nuXv1V65cOTSxUSjSRMHBvLLa4IerLsw47kmaUUFYWBgjRoxALu7qCkS3bt0IDg5GlXABeWaC1OEI\njyHPn4DMzEyqV68OQOXKlTlzJqe8gUKhoH///hw8eLBwIhQKnE6nY9KkScjlclyu7i/UMirFxc1M\nBVOPevD9ZR3ePj4siIigV69eUodVrCiVSsLCwgDQ3Dgs9pYUIXlOJH5+fiQk5FwlBAUFkZqaaq/4\n6uXlRWJiYuFEKBSKGjVq0L9/f2SGDDQxx6QOx2kZLbDpsguTjnhxOU1F+/btWbFiJXXr1pU6tGKp\nYcOGORPv6bEo0m5JHY6QR3lOJC1btmThwoWcPHmScuXK4e/vz6pVq8jOzmbLli1i02AR9MorrxAY\nGIg67owYSvgPmw2OJ6iYcNiLLVd1eHn78PHHHzNx4kQ8PT2lDq9YGzx4MACam0cL7K4kPV3sUSlM\neU4kI0eOxMXFhXnz5gEwevRoVq9eTcOGDdmyZQuvvfZaoQUpFA61Ws2YMWMA0Fw/lPcPrVxx38Mq\nefEYiriZqWDOSXfmn/IgwaCid+/erFmzlhYtWkgdWolQtWpVWrZsiSIzAUV6wczhrV+/vkDeR7i/\nPC//9fb2ZtOmTfYGVi+88AJly5blxIkT1K1bN1f5d6HoaNiwIS1atOD3339HmXIdc6mgR77GptJh\n1Xog1/+Vy9jgAAAgAElEQVTTZjZAZ8FLU7QTSZpRxuYrOn67pcVqg9DQUMLCwqhUqZLUoZU4/fr1\nY//+/ahvR5HtUTbf77dr1y46d+4sqmQUkjzfkSxevJg7d+7kGsIKDQ1lyJAhlCtXjunTpxdKgELh\ne/PNN5HJZKhvHc/zXUl2cDvuPtPPxcLw2kV36MBogW1XtYw9WIpdN7WUKxfIxx9/zOzZs0USkUjN\nmjWpW7cuyrSbyPSp+X4/hQymhodz5cqVAohO+K88J5IlS5Y8sJ3uiRMnxK1jERYUFESbNm1QZCWh\nSI3J02usulJAzt6JDxumEuhW9MrUW22w/7aG8QdL8d1lV9Q6D0aMGMGq1atp0aKF2BsisbubPNVx\nZ/P9Xr0rZ5CekcHoUaM4d07UmytoDx3a6tu3LydOnABy+q2//PLLD3xunTp1CjYywaH69evH7t27\nUd85Q7ZXeanDKXTRSSq+vajjeoYStVpFv3696NevH25ublKHJvytZcuWeHh6kpp4CUNgo3xVYQj1\nM6FVZrD6HIwYPpx3x46lY8eOBRhtyfbQRDJ9+nR++eUXbDYbCxcupHfv3vj7++d6jkKhwN3dnfbt\n2xdqoELhqlKlCnXq1CEqKgqZPg2b1kPqkArFzUwF31zUcSpRjUwmo2PHDgwePFisOnRCKpWKDu3b\ns3HjRhRpMVi8KuTr/dqUM+ClsbL0jDuffPIJhw4dYvjw4Xh5eRVQxCXXQxNJcHAww4YNA3JqavXq\n1Ut84IqxLl26EBUVhSrpMsay9aUOp0ClG2Vs+tdEeoMGDRg2bBjVqlWTOjThIdq2bcvGjRtRJV3J\ndyIBaFDaxLTQFJadcWPXrl0cOXyY115/na5du4peMvmQ5+/cO++8A8DevXs5evQoqamp+Pj40KxZ\nM7ESopho2bIl8+bNw5J0pdgkErMVdt/UsumKjiyzzN6qoFmzZmIOpAioVasWvr5+xCXdAKu1QIqM\nltFZmRSSxq8xWjZdsREREcHG779n0Guv5cwVKu6/vF14sDwnkuTkZN544w2io6NRq9V4e3uTmJjI\n0qVLadGiBUuWLLmn37pQtLi5uVG/fn2OHDmCzJiFTa2TOqR8OZei5KtzbsRkKnBzc+WdQa/RvXt3\nceVZhMhkMlq0aM6WLVtQZNwpsD46chl0Kq+naRkDW67o2HPrJtOnT2f1qlX0fvllOnbsiFarLZBz\nlQR5Tu/Tp08nJiaGZcuWcerUKfbs2UNUVBSLFy8mOjqaOXPmFGacgoOEhoYCFNhGMCmkG2V8ccaV\nj495cjNLyfPPP8+6df/jpZdeEkmkCGratCkAitSbBf7enmobA6tn8mnTZNqU1RN7+ybz5s2jd+9e\nLFu2jJs3C/6cxVGeP1X79u1jwoQJtG7dOtfxdu3akZSUxPz58/nwww8LOj7BwZ566ikAFBnxmH2C\nJY7m8dhs8OcdNf+74Ea6SUbVqlUYPXoMtWrVkjo0IR/q1q2LQqFAmX6bwiov6uti5bUamfSolMXO\nm1p+u2nj22+/5dtvv6VBgwY8++yztGzZEhcX0SflfvKcSJRKJe7u7vd9zNfXN1ezK6Hoqlq1KjKZ\nDHl2ktShPJY0o4yVZ904lqBGq9EQFjaEF198UYx3FwM6nY4aNWpw+swZsJhAoSq0c3lpbLxUOZtu\nFbM5Eqfmt1tajh8/zvHjx9FqtbRs2ZL27dvTsGFDVKrCi6OoyXMiGTBgAPPnz6dOnTq5Vm5lZGTw\nxRdfMGDAgEIJUHAsjUaDr68vsclpj36ykzieoGL5WXfSjTLq16/P+PHjKVs2/2U1BOfx1FNPcfr0\naRSZCQU2T/IwKjk09zfS3N/InSw5+2M1/Blr4ddff+XXX3/F3c2Nlq1a0apVKxo2bIharS70mJxZ\nnhPJ7du3iY+Pp0OHDoSEhODn50dKSgrHjh0jMzMTtVrN66+/DuRMkK1YsaLQghYKV0BAAHFxJ8Fm\nBZnzNm0yW2H9JR07brigUqkIC3uTnj17ikZTxdDd4Um5gxLJv5XRWXmpcjY9K2VzMU3JoTtqDsdZ\n2b59O9u3b0fn4kKTpk1p3rw5TZo0wcOjeO7Bepg8J5Jr167ZG1uZzWZu3crpFVCjRg0ALBYLFkvR\nK5Mh3OtumXSZ2eC0vbNTDDIWRbtzIVVFhQrlmTLlI4KDi9acjpB3VatWBUCRlYhUg+gyGVT1NFPV\n00y/qllcTFVyNF5NZLyF3377jd9++w25XE7t2rVp2rQpTZs2pVKlSiVimXmeE8natWsLMw7Bidgn\nFK1maQN5gKvpCuaf8iDZIKdt27aMHTsWna5oL1UWHi4gIACtiwuW7GSpQwFylg9X8zJTzctMnypZ\n3MxUcCxBzfEEFVGnTnHq1Cm++OILfH1L07hxExo1akRISMgD55mLOrEWUriHfYLaZpU2kPs4lahi\nUbQHRquMoUPfpE+fPiXiiq+kk8vlVAwK4uy580435CqTQaCbhUC3bF6omE2aUUZUkoqTiWqik+L5\n8ccf+fHHH5HLZdSoUZPQ0FBCQ0OpVatWsVmOnuev4qmnnnrkBzY6OjrfAQnSsw9ROtGHFeBwnJql\np91RqFSET5lEq1atpA5JcKDy5ctz9uxZZIYMp64F56G20cLfSAt/I1YbXElXEpWoIjpJxdm/znDm\nzBnWrFmDi4uW+vUbEBoaSkhICEFBQUX2oijPieStt96654vMzMzk2LFjXL9+nbFjx+bpfRISEpg9\neza///47er2eevXq8d5779lrHv3www8sWbKE27dvU6NGDSZOnCj6YzuYwWDI+Yvcea6WDt5Rs/SM\nOy5aF2bOmiV+JkqgcuXKASA3pGNx4kTyb3IZBHuYCfYw071SNllmGX8lKzmdpCY62cKff/7Jn3/+\nCUBpHx9C/k4qISEh+Pj4SBx93uX5N8Xw4cMf+Nj48eOJjo6mZ8+eD30Pq9XKO++8g81m47PPPkOn\n07Fo0SIGDRrEjz/+yF9//cWECROYNGkSoaGhrFq1isGDB7Njxw68vb3z/lUJ+ZKWlrP016ZwjiWN\nxxNUfH7GHZ2Ljtlz5ogNhiXU3crjcmMGRXVZj05pI8TXRIhvzpKBBL2c00kqTierOJ2UwI4dO9ix\nYwcAlStXtg+D1atXz6lLUBXIJWePHj0YNWoUU6ZMeejzzp49y/Hjx9m+fbt9hc3s2bNp3Lgxe/fu\nZdu2bTz//PP2vidTp07l4MGDbNiwgbfeeqsgQhXyICUlJSeJPKA3uyNdTlOw5LQHKrWGmbNmiSRS\ngvn5+QEgM2RIHEnBKa218kxZA8+UNWC1QUyGguhkFdGJKs5dvcTly5fZsGEDGo2a+vUb0LhxY5o2\nbWq/O3MWBZJIrl+/jtn86BU+AQEBfP7557nal94dLktNTeXYsWNMmjTJ/phcLqdRo0ZERkYWRJhC\nHt2Ji8PqBAUbkw0y5p/yxGSV8fGUKaJ5WglXunRpAGSmbIkjKRxyGVRwt1DB3UKXCnqMFjifqiIq\nSUVUoplDhw5x6NAhFi1aRIUKFWjevDktW7akZs2aku+dynMiWbZs2T3HLBYLsbGxbNu2jTZt2jzy\nPUqVKnVPra61a9ei1+upXbs2WVlZ9/Q78fPzIyoqKq9hCvmUkZFBZkYGNs9ASeOwWOGzaHdSjTKG\nDXuL5s2bSxqPIL27cwZyU9Yjn3u3QkN8fPw/c35FjFoBtb1N1PY20bcKJOnlnExUcSJRzZmb1/j2\n2+t8++23lPbx4ZnWrenQoQPVq1eXZMI+z4lkwYIF9z3u5uZG+/bt+eCDDx775Lt27WLevHm89tpr\n9lu1/44DqlSqIvuDUBTFxOT0bLdqpJ3M3HbNhXOpKlq3bk3v3r0ljUVwDjqdDpVKhcWsf+jzNBoN\nI0eOpEuXLmzfvp2IiAgHRVi4vLVW2pQz0KacAaMFTieriIxXcywhgY0bN7Jx40aCgirw/PNd6dy5\ns0P3rOQ5kZw9e7ZAT7xp0yYmTZpEly5dGDduHKmpqQAYjbnre5pMJlFx04HsiUTCVTHX0hVsuarD\n17c07777bpFdEikULJlMhqenJ4a0hycSX19funTpAuR0/fz666+BWAdE6DhqRU63xwalTZitmUQl\nqfgjVsPRG9dZsmQJK1euoHv3HvTp08deqaIwSTKwtnTpUj744AP69OnDp59+ilwux8vLC51OR1xc\nXK7nxsXFifa+DnT9+nUArC7S9LG22mDVOVesNhg//r1iuxNYeDLu7u7ILA8vJh8fH8/27dsB2L59\nO/Hx8Y4ITTJKeU5SCaudQUTzJF4OzkRjzeKbb77hlVcGsGvXrkKPweGJ5Msvv2TBggWMGDGCSZMm\n2a82ZTIZDRo04MiRI/bnWq1Wjhw5Ilr5OtDVq1cBsGoL/yrmfv6MVXM5TUXbtm3F/7twD3sieUjV\nBYPBQEREBAMGDCAiIqJEDY27q208F6RnTtNk+lTJxJCZzrRp0/j2228L9bwO3XF29uxZ5s+fT8+e\nPendu3euKwVXV1cGDRrEsGHDqFWrFk2bNmXVqlWkp6fz0ksvOTLMEu3atWvYFGpsKsev2jJb4fsr\nrqhUKoYOHerw8wvOz9XVNecvFjMoH7zPyWAw2IdpSyK1ArpU0NPAx8isE5588fnnNG3alIoVKxbK\n+Rx6R7J9+3YsFgsbN27k6aefzvVn9erVtGrViqlTp7Jy5Up69OjBxYsXWblypdiM6CBms5mYmzdz\n7kYkmJf4PVZDol7OCy+8IIYzhfu6m0geNbwl5AhwtfJCxSysNhsnT54stPM49I5kzJgxjBkz5qHP\n6dmz5yN3yAuF4/bt21jMZqwOmJz7L5sNfonRolAo7BtSBeG/7lZ5lllN2CSOpSiw2eB0Uk4nx8K8\nOHOeYkqC5P5ZseX4RHI5TcmNDCWtW7e072AWhP+ytwuwiNbej2K0wNrzrhyJ1/DUU08RGhpaaOcS\niUSwu9uszKpx/EqpP+7kjHc/++yzDj+3UHRotVoAZE7aK8dZXE5TsOKsGzcylFStUoXp06cXasl6\nkUgEu7tLr60aN4ee12aD4wka3NxcCQkJcei5haLl7p4ymbgjua80o4yNl3Xsua3FZoOuXbsSFhZm\nT8CFRSQSwS4hIQHA4Su27mTLSdDLad26UbFp9CMUDmfv3ikVowV+jdHywzUd2WYZQUEVGDVqNA0a\nNHDI+cWnVrC7W13Apircq5f/upCaMxkoeowIjyLuSHKz2SAyXs23l1yJz5bj4e7OkEGD6Natm0Mv\nykQiEewyMjJySsc7uKHV9YyccvXVq1d36HmFouefOxKRSOKz5aw650p0khqlUkHv3j155ZVXJKkG\nIRKJYKfX67FJ0BUxNisnkVSoUMHh5y5o77//Pps3b37g4zNmzODFF190YETFyz/7SEr20NYfsWpW\nnXPHYIFGjRoxYsQIypcvL1k8IpEIdjm92h2/ETHZIMfFRYubm2Mn+QvDhx9+yLvvvgtAZGQko0aN\n4sCBA/bHRe2w/PlnaKtkbki02WDzFRe2XNWhc3Hhg1Gj6Nixo+SFTUUiEewUCgVIsM0r3STHy7uU\n5B+GguDu7m5PFnerrvr6+koZUrFy92KjpCaSX2O0bLmqo2xAALM+/VTSu5B/k7atluBUtFqtJOvz\nDRbZPxvNijGj0UhoaKi9Mi3kFCZt2bIlO3bsYNGiRYwYMYIJEyZQr149OnXqxM6dO+3PtdlsfPbZ\nZ7Rs2ZKQkBAGDx5sL7JZUtjv6MwlpxDjXUkGOesvuVLKy4sFERFOk0RAJBLhX9zc3MBqcfjSSrOV\nErHsV61W06FDB37++Wf7saNHj5KVlWXvHLp7924sFgubNm3ipZdeYsSIEZw7dw6AdevWsXXrVj79\n9FM2bNhAUFAQAwcOJDu7eLaevR83NzdkMlmJvCP5M1aNyQqvvf6601V/EIlEsLvbylRmfHQrU+HJ\ndO3alb1795KVlfM93r59Ox06dLB3BvXw8GDatGkEBwfzxhtv0LBhQ77//nsAli9fztixY2nWrBnB\nwcFMmjQJpVLJjh07JPt6HE2hUOQkE9PDm1sVR7cycxalNGzYUOJI7lX8LwOFPLtb1E1uzMDiwA6J\ncnnOEE9J0LRpU9zd3dmzZw+dOnVix44dzJo1y/54rVq1UKv/KY9eu3ZtLly4QGZmJrGxsYwdOxa5\n/J/rP4PBUOKGt0qVKkXarTv3f1CuuO9hlbzol3hU/v3f/t8uss5AJBLB7u6Yqzw7BYtHWYedVynL\naalcEsjlcp599ll+/vlnvL29sdlsNGvWzP74f4f4LBYLMpns7xV1MG/ePKpUqZLrOSVtJZi3t3dO\nJ0+r5Z7EYVPpsGo9kOvT7McCdBa8NEU/kZRzzfkZOHfuHJUrV5Y4mtzE0JZgV6lSJQDkWUkOPa9K\nbnPKq6zC8vzzz3PgwAF27txJ586dcyWP8+fP57o7i46Opnr16nh4eODj40N8fDxBQUEEBQURGBjI\nvHnz7HMoJUXp0qUBkJnuPzeUHdzOvvbQTWlleO10B0VWuGqUyrnYOn78uMSR3EskEsGuYsWKqDUa\nFJmO7XGtkNmwlKANZvXq1cPHx4cNGzbw3HPP5Xrs5s2bzJw5k8uXL7Ns2TKio6Pp1asXAIMGDSIi\nIoKdO3dy7do1wsPD+eOPP5zu6rSw3V1OLTdm3vdxq64UKHKGB9sH6gl0szgstsIU6GrBVWnj9OnT\nUodyDzG0JdgplUpq1azJiRMncpZXKjUOOa9cBhZz8fiw51WXLl3YunXrPdWOa9euTXp6Oj169CAo\nKIgvvvjC3h518ODBZGdnEx4eTlpaGjVr1mTFihUlrpvk3a9XZswASs7XLpdBGZ2Za7GxUodyD5FI\nhFwaNmzIiRMnUKbdxuxd0TEntSFJa9/C1rx58wcOO8XFxfHcc8/dswlTrVYzY8YMZsyYcc9rFAoF\nI0eOZOTIkYUSb1EREBAAgNxQPIasHke2WY5W45gLvMchhraEXO5eIStSYxx2TpNNZl/+WtydOnWK\nb775hp9//lm0lH5C5cqVA0peIrmYquR2loI6TlglW9yRCLnUqFEDLy8vklNvYLDZHHKnkGWW4ft3\nMb7ibv/+/SxfvpywsLASN7dRUPz9/VEoFFiyU6UOxWGSDHKWnckpD9O3b1+Jo7mXuCMRclEoFLRo\n0QKZKRtFxgPW6hegbLMMg0VGqVKlCv1cziAsLIzjx48zZMiQex4bPnw433zzjQRRFS1KpZKyZcsi\n16fkVDEs5i6lKpl61JO4bAWDBg2iXr16Uod0D5FIhHvcLdehTLpS6OeKzcr5Ebw7XCEIeVGpUiVk\nFiMyU/GtwpBllvHNBR1Tj3mSbFDwxhtvMHDgQKnDui+RSIR7NGjQAC8vL1RJV6CQd5xfTc8ZXb27\nh0UQ8sK+5yk7WeJICp7BAj9d1zLuz1L8dMOFgICyzJs3j/79+ztthWxJE8nkyZP58MMPcx07cOAA\n3bp1o27duva6RIJjKZVK2rVrh8ysR5FWuJPu5/9us1urVq1CPY9QvNzd3a9w8ObZwpRikLHxsguj\n//Dmm4uuWFWuvPHGG6xatcphvdeflCSJxGazERERwfr163Mdv3jxIsOGDaNz585s3ryZdu3aERYW\nxoULF6QIs0Tr2LEjAKqEi4V2DosVTiWq8fHxFhPPwmO5m0jkmQkSR5I/NhucTVbyWbQbo//wZutV\nHTKNOwMHDuSbb7+lf//+RWJFo8NXbd24cYMJEyZw4cIFypbNXc9pzZo11K9fn2HDhgEwatQojh49\nypo1a5g2bZqjQy3RqlWrRuXKlbl85SoGUzY2lcu9T5Ir89U7+3SyinSTjG5Pt3TaW3bBOfn7++Ph\n4UFKVqLUoTyRFIOM32M17L2ttbeaDgqqwIsv9qRjx47/9KYvIhx+R3Ls2DECAgLYtm0bgYGBuR6L\njIykcePGuY41adKEyMhIR4YoADKZjGeffRZsVpSJl+/7HJtSfd/jefXbTS3wz92PIOSVTCajRo0a\nyA3pRaakvNECB++omXPSnZG/e7P+kitJZi3t27cnIiKC1au/olu3bkUuiYAEdyTdunWjW7du930s\nNjb2nnIPfn5+xDphSYCSoEOHDnz++eeoEs5hKlOrQPeUxGbJOZaopnr16nmaH3n19SEkJjr+6tPH\nx4c1K5c7/LzCo9WsWZPDhw8jz4zH4uU83QL/zWqDcylKfo/VcCReQ7Y55zNUo0YNOnfuTLt27YpF\n9Wan2pCo1+tz9WKAnJIRBkPJa6vpDLy8vHj66afZs2cP8sx4rG4F15Vt61UdNlvO5qq8DGslJiYS\nW61HgZ0/z85vfuKXZmdns2rVKrZv305MTAyurq40aNCAwYMHF+jk6fvvv09sbCyrV68usPcsCu5e\ngCgy4pwukdzMVPBHrJo/7mhJ1OcM/Pj5+vJix4507NiRoKAgiSMsWE6VSDQazT19KYxGY5G81Ssu\nunTpwp49e1AlXMBQQInkarqCP2I1VK5cmVatWhXIezqbtLQ0BgwYgMFgYNSoUdSpU4ekpCQ2bNjA\ngAEDmDp1qiiRkk//TiTOIN0o4887Gn6P1XDl72XtrjodXbq0pkOHDtSrVy9XU7LixKkSSUBAAHFx\nuX8o4uLiSlx1U2cSEhJCaV9fEpKuYCjfBBT5+5Gx2mDdeVdswNtvv11sP1gzZswgPT2dzZs34+Xl\nBUBgYCB169aldOnShIeHExISYq/sKzw+d3d3KlWqxJVrN3L2O0nws2SxQlSSin23NRxP0GCx5TQv\na9q0MR07dqRFixZFYtVVfjnVpzgkJIQjR47kOnbo0CFCQ0MlikhQKBR07tQJLEaUKdfy/X77b2s4\nn6qiVatWxfb/NS0tjW3btvHaa6/Zk8i/vf3226hUKjZs2MCmTZvumSP677HU1FQ++OADmjRpQuPG\njXnjjTe4fDn3Agiz2czkyZNp0KABLVq0YO7cufauipDTMGvw4MHUq1ePVq1aMXnyZNLS/ukiaDKZ\nmD9/Ps888wz169enT58+Oe0EnFydOnXAakbu4NVbiXo5Gy+7MObPUsw75UFkvIYKFSvx9ttv8/33\n3zNz5kzatm1bIpIIOFkiGTBgAJGRkSxcuJBLly4RERHByZMnnbYsQEnRqVMnIP97SlIMMr656IrO\nxYV33nmnIEJzSlFRUZhMJho2bHjfx9VqNfXr189Tpzur1cqbb75JXFwcy5cv5+uvv6Zs2bL069eP\n5OR/dnUfOXIEvV7P999/z8SJE/n666/tcyZ37tzhlVdeoVq1amzevJmFCxdy8eLFXP8H06dPZ+PG\njUyaNImtW7dSs2ZNhgwZQlKSc2/4q1OnDgCKjMJfkGOzwekkJQtOuTPmj1JsvarDqHDjhRdeYNmy\nZaxcuZLevXvj7e1d6LE4G6ca2qpevTqLFy9m9uzZfPnll1SuXJlly5YRHBwsdWglWvny5alZsyZ/\n/XUW2YP2lDyCzQYrz7qRZZYxevhb+PkV3MS9s7n7C97Dw+OBz/Hy8iIm5tFVAw4ePEhUVBSHDx/G\nzS2n+mt4eDgHDx5kw4YNDB06FMjZVzF9+nTUajXBwcFcunSJr776isGDB/P1118TGBjIe++9Z3/f\n+fPn06pVK44fP07VqlXZuHEjU6dOpX379gB8+OGHaLVaUlJSnPoXY92/S6or0u9g8q9TKOcwW+HP\nOxp+vq7lRmbOr8xq1arRvXt32rRpI+ZwkTiRrF279p5jrVu3thcNFJxH+/bt+euvv1AmXclZCvyY\n9t3WcCJRTUhICF27di2ECJ3H3UrGKSkpVKhQ4b7PSUtLe2iiuevMmTNYLBZatmyZ67jBYODSpUv2\nf9epUyfXisc6deqwaNEi0tLS+Ouvv/jrr7/uu1Ls0qVLKJVKTCaT/Zcy5JTJ+XficVZlypShTJky\nxCbeyblaKcAl6gYL/HZLy0/XXUg2yJHL5bRr14aePXuKkj7/4VR3JILzat26NYsXL0aZfPWxE0lc\ntpz/XXDDVadj/PjxxXaC/a67v9SPHTuW65fzXUajkVOnTj0wof57bkOlUuHl5cWGDRvueZ5Op7P/\n/b/fU6vVikwmQ6VSoVKpaNGiBRMnTrznPby9vbl582aevzZnVK9ePe788gvy7JScfu2AReeNMv3J\nhrvM1pwE8sNVF1KNcrRaLb16deWll14SC38eoHh/ooUC4+PjQ506dVCmxyIzZef5dVYbfH7GDb0F\nRo4aVSI+iB4eHnTr1o1Vq1bZh7nS0tJo164dq1ev5ssvvyQ9PZ2+ffuiUqmwWCxkZ//zPb169ar9\n71WrViUlJQWAoKAggoKCCAwMZMGCBbkWppw9exbbv3pzHDt2jHLlyuHi4kKVKlW4dOkSZcuWtb+H\nXC7nk08+4fbt21SoUAGlUkl0dLT99VarlU6dOvHjjz8W1repwNiHt/41T2L2uv+d4MPYbBAZr+b9\nQ16sPe+KUaFjwIABrF+/nrCwsBLxs/ukRCIR8uzpp58GQJlyI8+v+fGalgupKtq0aUOHDh0KKzSn\n8/7771O6dGn69OnDTz/9ZN9XMnv2bBYuXMjgwYMJDg6mfv36yGQyFi5cSExMDNu3b2fz5n82QTZr\n1oz69eszatQoIiMjuXLlChMnTmT37t1Uq1bN/rwbN24wZcoULl68yJYtW1i7di1vvfUWkLOIJS0t\njffff59z584RFRXFmDFjuHr1KhUrVkSn09GvXz/mz5/P3r17uXr1KlOnTiU1NZUmTZo4/Hv3uP6Z\nJ3nyCfc7WXJmn3BnYZQ7iUY1L774It988y1DhgzB09OzoEIttsTQlpBnzZs357PPPkORch2Tb7VH\nPv96hoJNV1zx8fZm1KhR+SrM6OPjk69d5vk67xNwc3Ozr5xasmQJN27cwMXFhaeffpry5cuzbt06\n9Ho9H3zwAeHh4Xz++eesW7eOkJAQxo8fz4QJE4CcmlJLlixh1qxZvP322xiNRmrWrMmKFSvsFXAh\np+KXyisAABdjSURBVJyNwWCgZ8+eeHp6MmLECHr16gWAr68vq1atYs6cOfTu3RutVkuTJk2IiIiw\nz6uMGzcOhULBhAkTyMzMpE6dOqxYsYLSpUvn8ztY+MqXL5/THjrj8edJrDb45YaW7y67YrJCo0aN\nGD58+APntoT7k9lsRb9XZUxMDO3atWPXrl33FIIUClb//v2JiY0jo35/XKO+Q27MJKJFEqU0uX+M\nzFYIj/TkWoaSmTNn0rRpU4kidk5Xrlxh//79vPrqq1KHUixMnjyZffv2kVG3FzaNO6rYaLQ3DtO9\nYhYvVr7/UGyqUcay026cTlbj6enByJGjaNOmjahE/QTE0JbwWBo1aoTMYkKRGf/Q5/10Xcu1DCXP\nPvusSCL3UalSJZFECtA/+0nyVi7lUpqSyUe8OJ2splmzZqxe/RVt27YVSeQJiUQiPJa7S0gV6bcf\n+Jy4bDlbrrpSqpQXb7/9tqNCE0qw2rVrAzn7SR7lWLyKT455kmpUMHToUD755BP7km3hyYg5EuGx\n1KtXDwBFxoM/sP+7kDPe/M47w4tFiWzB+VWpUgW1Wo3lEXfKh+PUfHbaHbVaw7TwcHG3XEDEHYnw\nWLy8vChbtiyKjPt/YKOTVBxPyCkB0rZtWwdHJ5RUKpWKatWqochOAsv9u3ZGJapYetodrdaFufPm\niSRSgEQiER5brVq1kFmMYDHnOm6zwfqLOmQyGWFhYWK8WXCoWrVqgc2G4j4FHGOz5Cw57Y5cqWLm\nrFk89dRTEkRYfIlEIjy2u8tOZZbcDceOJai4lqGkbdu2VK1aVYrQhBKsevXqAMgzE3Idt1hh6Wl3\nsswyxo0bd99qA0L+iEQiPDZ7IvnXMZsNtl1zQSaTidVIgiTuJhLFfxLJrzFarqQr6fh3d0Kh4IlE\nIjy2+zVjupSm5HKaiubNmxe7NqJC0VC2bFl0Ol2u3iRZZhlbrupwc3MlLCxMwuiKN5FIhMfm4+Nz\nT+ns327mNPDp0UOCvuqCQE7hyuDgYBT6NLBZAdh3W0uWWUafPn1FqZNCJJb/Co9NJpMRGBjIhQsX\nADBaZByO1+Dv7//AZk759dbrr5KYmPDoJxYwH5/SLFu55rFe07ZtW27evMmUKVPo16/fPY8PGTKE\n/fv38+mnn3L9+nV++OEHfv3113zFebe6w//+9798d5585ZVXqFChAh9//HG+3ueu999/n9jYWHuj\nrcIUHBxMVFQUMkM6AHpLTgXkF154odDPXZKJRCI8EX9/f3siOZmoxmCR0a5du0IrEZ+YmMDckLwX\niywo7x59stepVCp27NhxTyJJSUnh4MGD9n+//vrr/9/e3QdFdd0NHP8ub4kiAiqKghpiClKBCDyA\nFCUqItQmnZQEojhUDNYQKHnTRKgkdkOnsKLVuhqCAcwQMYEQRJOGaiQmJRFfiDHKWHUqNoLEWnQD\nMlEQ2OcPH+/jqqCwIKv8PjPM7N7X39457G/vOeeew/z5840JEYDRo0fz1Vdf3XJq3+7SarVYWPTe\nV8Py5cvp6OjoteN1xcXFBQCz1mZlWUBAwB3N/SJ6Tqq2RI88/PDDyutDDZYAN02+NJBNmTKFAwcO\n3DRV7WeffaY81AlgbW3dKzMQmpub4+DggKWlpdHHsrOzU2Zj7A02NjZ3rVrpWvud2ZXLAIwYMYKo\nqKi7cu6BTBKJ6JGYmBilCuV4oyX2dnYGw5oPdN7e3owYMYJdu3YZLC8rK2POnDnKe61WazC8/saN\nGwkJCcHDw4OwsDAKCgqUdTU1NTz77LP4+Pjg6+tLQkKCMl1vXV0dbm5uVFVVAXDo0CHmzp3L5MmT\nCQgI4NVXX1XmNWlvb0ej0TBt2jQ8PDx44oknKCsrU84TExPD8uXLASgpKSE0NJSCggKCgoLw9fVl\n6dKlNDU1Kdu7ubnxwQcfEBERgZeXFxEREQZzpSQnJxMbG2vsJb0jY8eOBcDs/6q2fvWrX0l337tA\nEonoEQsLC0aPHg3AlQ4Vvv/zP/f9zIfdoVKpmD17Njt27FCWXbhwgQMHDhAWFnbLfT7//HNyc3P5\n05/+xI4dO1i0aBFpaWnKl/LSpUsZM2YMW7dupaCgAJ1Opww3f7329naef/55AgMD+eSTT9i4cSNH\njhxBo9EAsGXLFj777DO0Wi1///vfCQ8PZ8mSJdTW3rrq8IcffqCwsJANGzaQnZ1NdXU1L7/8ssE2\nK1euZO7cuWzduhUPDw/i4uI6PV5fsre3x9ra+uoDs+KukTYS0WOLFi1i8uTJAEY38N6PwsPDiY2N\npbGxEVtbW3bu3ImPj0+nc3ycPn0aS0tLxowZg5OTE5GRkTg7OyvViN9//z1BQUE4OTlhYWFBZmYm\nDQ03d0C4ePEiOp2OESNG4OTkhLOzMxs2bODKlSvKcQYNGoSTkxMODg4kJCTg5eXVafvKlStXyMzM\nVJ7TWLFiBbGxsdTU1CixRUVFKVVIK1as4Ouvv6aoqIglS5YYdxG7SaVS4eTkxIkTJ+7qeQc6+Qkp\neszW1paQkBBCQkKka+Ut+Pr6Ym9vT3l5OXBztdaNfv3rX2NnZ8fs2bN54okn0Gg0DB06VJlc68UX\nXyQvL4+AgAASExOprKy8ZXWinZ0dCxcu5M033yQwMJAlS5bwz3/+kwkTJgAQHR1NU1MTwcHBREZG\notVqcXZ27nSATVtbWyWJAMqPh+u/rP38/JTX5ubmeHh49NuX+bU7ZXH3SCIRoo+oVCrCwsLYsWMH\nFy5c4ODBg11ONzxs2DC2b9/O5s2bmTlzJpWVlURERFBSUgLAb3/7W7788kuSk5OxsrIiPT2dp556\nitbWm6txli1bRnl5OUlJSfz000+kpKQQFxcHXO0osWvXLrKzs/Hx8eFvf/sbjz/+OJWVlbeM68Ye\nXO3t7QAGVZk3btPR0dFvY63J3Op3n8klkvb2dlavXs3UqVPx9vbmhRdeuOXtuxD3gvDwcPbs2UNp\naSn+/v5d9tD69NNPef/99/Hz8+Pll1+mtLSU4OBgysrK0Ol0pKWl0dbWRmRkJGvWrOHdd9+lpqaG\nY8eOGRzn9OnTrFixAgcHB+bPn09WVhYajYZ9+/Zx/vx5CgoK2LlzJ8HBwaSkpFBWVoaLi4tBe871\nLly4QH19vfL+u+++A8Dd3V1ZVl1drbxua2ujurr66iCK/UASyd1ncm0kWq2WrVu3otFosLOzQ61W\nk5SUxPvvv9/foQnRbT4+Ptja2rJ+/XqlJ1RnWltb0Wg02NjY4Ovry+nTpzl69Cjz5l19Kvsf//gH\ntbW1vPLKKwwaNIiSkhKGDh2Ki4sLjY2NynHs7e0pKyujtbWVRYsWAVer1caNG4e9vT06nQ6tVsvg\nwYNxdXXl6NGj1NXVKXcsN9Lr9Sxbtow//OEPNDc3o1arCQsLU3pIAWzatImHH34YV1dXcnNzaWpq\n4plnnumFK9h9Dg4O/XLegcykEklrayv5+fmkpqYSFBQEwF/+8hdCQkI4ePBgnz01LUzf8OEjevxw\noLHnNYaZmRlhYWEUFhZ2Wa0F8OSTT3L+/Hm0Wi0//PADw4cPJyIigvj4eMzMzMjOziYjI4OYmBha\nW1vx9PQkNzcXGxsbg0RiY2PDO++8Q2ZmJlFRUXR0dODv78/GjRsxMzMjPj6ey5cvo1araWhoYPTo\n0SQlJXU6vI25uTkhISFKF945c+bw2muvGWwTFRXF22+/zalTp/Dy8iI/P7/f7gyutSmJu0hvQr77\n7ju9q6urvra21mD5jBkz9NnZ2Z3uV1tbe8v9hBDG+eijj/Tu7u5dbuPq6qovLS29SxHdXn19vf6x\nxx7TP/bYY/q8vLz+DmdAMKk2krNnzwI313GOHDlSWSeEEF3pjWFiRPeYVCK5dOkSZmZmNw3zYGVl\nRUtLSyd7CSHE/7txZGrR90yqjeTBBx+ko6ODtrY2g+6Era2tXRYOR0dHysvLcXR0vBthCjFgRERE\nEBER0eU2x48fv0vRCFNlUnck1x4k+u9//2uw/Ny5c1023FlYWODs7NyrI5YKIYS4MyaVSCZOnIi1\ntTX79+9XltXV1XHmzBmDJ2eFEOJO3K3h6wc6k/oJb2VlRXR0NCtXrsTe3p7hw4ejVqvx9/dXhmUQ\nQojb8ff3Z//+/Z0O+yJ6l0qv1+v7O4jrtbW1sWrVKrZu3UpbWxvTpk3jjTfe6JU5G4QQA8PFixc5\nceIEXl5evTJHi+iaySUSIYQQ9xaTaiMRQghx75FEIoQQwiiSSIQQQhhFEokQQgijSCIRQghhFEkk\nQgghjCKJRAghhFEkkQghhDCKJBIhhBBGkUQihBDCKJJIhBBCGEUSiRBCCKNIIhFCCGEUSSRCCCGM\nIolECCGEUSSRCCGEMIpJTbUr7i1tbW2cPXu2v8MQolOOjo5YWMjXXF+TKyx67OzZs4SEhPR3GEJ0\nqry8HGdn5/4O474nU+2KHpM7EmHq5I7k7pBEIoQQwijS2C6EEMIokkiEEEIYRRKJEEIIo0giEUII\nYRRJJEIIIYwiiUT0mFarJTQ0tNP1dXV1uLm5UVVVBUBMTAzLly8HoKSkhJ///OdGnT82Npbk5GSj\njiFMn5Qz0ycdrEWfGT16NF999RV2dnb9HYq4j0k563+SSESfMTc3x8HBob/DEPc5KWf9T6q27mFu\nbm4UFxczf/58PD09mT59OoWFhQbbFBcX8/jjj+Pl5UVoaCibN29W1pWUlBAeHk5hYSEzZ87Ew8OD\n6OhoTp48qWzT3NyMWq3mF7/4Bd7e3sTFxVFTU6Os1+v1vPXWW0ydOpVHH32U+Ph4GhoagJurHLrS\n2NhISkoKAQEB+Pv787vf/c7gPB0dHaxbt46pU6fi7e1Neno67e3tPb52wvR0VdaknJk2SST3uFWr\nVjF//nw+/fRTQkND+eMf/8iZM2cA2LRpE2lpaSxYsIDt27cTFxfHypUrycvLU/avq6vj448/Zt26\ndRQVFdHY2EhaWpqy/qWXXqKyspLVq1fz0UcfMXjwYBYtWsSVK1cAqK2t5dixY7z77rvk5ORw5MgR\nVq9e3a3P0NHRweLFizl37hw5OTls2bKFMWPGEB0djU6nAyArK4v8/HxSU1MpLi6msbGR/fv3G3v5\nhAnprKy1tbVJOTNxUrV1j3vqqaeYM2cOAC+88AL5+fkcPnyYMWPGkJOTw4IFC4iMjATgoYceora2\nlpycHBYuXAjAlStXUKvVTJgwAYCoqCjWrFkDQE1NDRUVFeTn5xMQEADAm2++SXZ2Nj/++CMAlpaW\nZGRkMHjwYAB++ctfsm/fvm59hr1793LkyBH279/PkCFDAFCr1ezdu5eioiIWL17Mli1bWLhwIeHh\n4Uoce/bs6fF1E6alq7Km0+mknJk4SST3uIceekh5bWNjA1xNDhcuXKChoQFvb2+D7f38/MjJyeH8\n+fMAqFQqxo8fb3CMa3cbJ06cAMDLy0tZb29vb9CDZeTIkco/N4CtrS0tLS3d+gxHjx6lvb2dadOm\nGSxvaWnh5MmT6HQ6Ghoa8PDwUNZZWVkZ3RtHmI6uyppWq5VyZuIkkdzjrKysblqm1+t54IEHbrn9\ntfreayOimpmZ3TQ66rVxPO9k1FRzc/Nbnr87LC0tsbOzo6io6KZ113953HjcW312cW+6XVmTcmba\npI3kPjVkyBAcHR05ePCgwfJvvvkGBwcHbG1tb3uMa9Vd1dXVyrLm5mYCAwPvqGHzTv3sZz9TqsrG\njx/P+PHjcXZ2Zu3atRw4cIBhw4YxatQovv32W2Wfjo4Ojh492msxiP7VVVn75ptveuUcUs76jiSS\n+9jzzz9Pfn4+H374Id9//z1FRUVs3ryZ2NhYVCrVbfd3cXEhJCQEtVpNVVUVJ0+eJCUlBRsbG4Mq\nCGMFBgYyefJkXnrpJaqqqjh16hSpqal8/vnnuLq6AvDss8+Sn59PaWkpNTU1pKWlUV9f32sxiP7V\nVVnz9PTslXNIOes7UrV1H5s7dy6XL18mOzsbtVrN2LFjSU5OJjo6+o6PkZGRQXp6OgkJCbS3tytt\nLL15u69SqdiwYQMajYaEhARaW1txd3cnNzeXRx55BLj6dLFer2ft2rXodDrCwsKYNWtWr8Ug+l9n\nZW3btm29cnwpZ31HJrYSQghhFKnaEkIIYRRJJEIIIYwiiUQIIYRRJJEIIYQwiiQSIYQQRpFEIkQ/\nM8WOk6YYkzBdkkjEgJScnIybm1uXfzExMX0ex8mTJ5k3b16fn6c7vv32W5577rn+DkPcQ+SBRDEg\nJSQkMHfuXOW9Wq3G3Nyc1NRUZdm1EWL70o4dOwyG5DAFxcXF/Otf/+rvMMQ9RBKJGJDGjRvHuHHj\nlPdDhgzB3NycyZMn92NUQtybpGpLiC7ExMSwbNkyEhMTlZn5AC5fvoxGoyE4OBhPT0+efPJJysvL\nDfb96aefyMzMZPbs2Xh4eODj40NcXBzHjh0DQKvV8te//hW4OtulVqtVXhcWFrJ06VK8vb2ZMmUK\n69evp7m5mZSUFHx9fQkKCiIzM9OgLUOn05GamkpgYCBeXl7MmzfvpgEP3dzc+OCDD0hJScHPzw9v\nb29efPFFZVqB5ORkiouLOXPmDG5ubpSUlPTNhRX3FUkkQtzGJ598gp2dHW+//TYLFixAr9fz+9//\nnqKiIuLi4tiwYQPu7u4kJiaya9cuZb/XXnuN0tJSnnvuOfLy8khJSeH48eMsXboUvV5PZGQkzzzz\nDACFhYXKBGQAGo0Ge3t73nrrLWbMmIFWq+Xpp59m0KBBrF+/ntDQUHJycti5cydwdU6N2NhYvvji\nC1555RXWrVuHra0tsbGxHD582ODzrFq1CoC1a9fy6quvsnv3bjIyMoCrVX4zZ87EwcGBwsJCpk+f\n3peXVtwnpGpLiNt44IEHWLFihTJQ5ddff01FRQXr1q0jLCwMgODgYJqamsjMzGTWrFm0tLRw6dIl\nXn/9dWW2PX9/f5qbm8nIyECn0+Ho6IijoyPATVVqkyZNYvny5QBMnDiRkpIShg8fzhtvvAHAlClT\n+Pjjjzl06BBhYWFs27aN48eP8+GHHyqj5QYHB/P000+zZs0aNm3apBx74sSJpKenAxAUFMSRI0eU\nBDhu3DiGDRuGlZWVVPOJOyaJRIjbeOSRRwxGO66srMTc3Jzg4GDa2tqU5TNnzmTXrl3U1dXh7OxM\nbm4uAP/5z384deoU//73v9m9ezeAMgtlZ26cKdDc3NxgmUqlwtbWlqamJiWmUaNG4e7ubhDTjBkz\nyM7OprW1VfkMPj4+BudydHTk0qVL3bomQlxPEokQt3H97HkAP/74I+3t7Z3+Yj937hzOzs5UVFTw\n5z//mZqaGqytrZk4caJyrNs9p2FtbX3bOG6M6ezZs0yaNOmW63U6HaNGjQLgwQcfNFhnZmZGR0dH\nl/EI0RVJJEJ0k42NDTY2NgbVRddzcXHh9OnTJCYmEhoaysaNG3F2dkalUlFQUEBFRUWfxDRhwgQ0\nGs0t19vb2/f6OYW4RhrbhegmPz8/Ll68iIWFBZ6ensrf4cOHycrKQqVSUV1dTUtLC/Hx8YwdO1aZ\nkfJaErl2B3Cruch7GlN9fT0jR440iKm8vJz33nsPS0vLOz5Wb8UkBg5JJEJ00/Tp0/Hx8SE+Pp7C\nwkL27dtHVlYW6enpDB06FGtrayZNmoSFhQWZmZns2bOH3bt3k5SUxBdffAGgtEnY2NgAV3uG1dXV\n9TimiIgIRo0axcKFC9m2bRt79+4lIyODrKwsg0R2J2xsbGhoaODLL7/k3LlzPY5JDBySSIToJjMz\nM9555x1mz57N+vXriYuLo6SkhPj4eNLS0gAYP348q1evpr6+nvj4eKW31XvvvYdKpaKqqgqAWbNm\n4enpSXJyMnl5eT2OydramoKCAh599FEyMjJYvHgxFRUVvP766yQlJXXrWL/5zW9wcnIiMTGR7du3\n9zgmMXDIVLtCCCGMInckQgghjCKJRAghhFEkkQghhDCKJBIhhBBGkUQihBDCKJJIhBBCGEUSiRBC\nCKNIIhFCCGGU/wWNWEtnBAGgIQAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set_style('white')\n", "g = sns.violinplot(x='Treatment', y='uptake', hue='Type',\n", " split=True, data=co2)\n", "sns.despine(offset=10, trim=True)" ] }, { "cell_type": "code", "execution_count": 30, "metadata": { "scrolled": false }, "outputs": [ { "data": { "image/png": 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lRUVFKTs72+KxNawOO48++qhCQkL0/fffq3bt2vLw8FBkZKTS0tIUHR1t9bnu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jJZrVbCDkxt3bp12rRpk8aMGaMHH3xQTZs21YULF7R7926lpKQoKChIo0aNqrYOYQcAALild955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\n9vT0tHldGrvDztWrVxUaGipJatCggY4ePSpJcnd31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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "g = sns.factorplot(x='Treatment', y='uptake', row='conc', col='Type', \n", " margin_titles=True,\n", " data=co2, kind='bar')" ] }, { "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": "3.6.1" } }, "nbformat": 4, "nbformat_minor": 2 }