{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following illustrates some options for the boxplot in statsmodels. These include `violin_plot` and `bean_plot`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import statsmodels.api as sm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Bean Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The following example is taken from the docstring of `beanplot`.\n",
    "\n",
    "We use the American National Election Survey 1996 dataset, which has Party\n",
    "Identification of respondents as independent variable and (among other\n",
    "data) age as dependent variable."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Group age by party ID, and create a violin plot with it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0, 0.5, 'Age')"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.rcParams['figure.subplot.bottom'] = 0.23  # keep labels visible\n",
    "plt.rcParams['figure.figsize'] = (10.0, 8.0)  # make plot larger in notebook\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                'label_fontsize':'small',\n",
    "                                'label_rotation':30}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                     plot_opts=plot_opts)\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "#plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def beanplot(data, plot_opts={}, jitter=False):\n",
    "    \"\"\"helper function to try out different plot options\n",
    "    \"\"\"\n",
    "    fig = plt.figure()\n",
    "    ax = fig.add_subplot(111)\n",
    "    plot_opts_ = {'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                  'label_fontsize':'small',\n",
    "                  'label_rotation':30}\n",
    "    plot_opts_.update(plot_opts)\n",
    "    sm.graphics.beanplot(data, ax=ax, labels=labels,\n",
    "                         jitter=jitter, plot_opts=plot_opts_)\n",
    "    ax.set_xlabel(\"Party identification of respondent.\")\n",
    "    ax.set_ylabel(\"Age\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, plot_opts={'bean_size': 0.2, 'violin_width': 0.75, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = beanplot(age, jitter=True, plot_opts={'violin_width': 0.5, 'violin_fc':'#66c2a5'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Advanced Box Plots"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Based of example script `example_enhanced_boxplots.py` (by Ralf Gommers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "import statsmodels.api as sm\n",
    "\n",
    "\n",
    "# Necessary to make horizontal axis labels fit\n",
    "plt.rcParams['figure.subplot.bottom'] = 0.23\n",
    "\n",
    "data = sm.datasets.anes96.load_pandas()\n",
    "party_ID = np.arange(7)\n",
    "labels = [\"Strong Democrat\", \"Weak Democrat\", \"Independent-Democrat\",\n",
    "          \"Independent-Independent\", \"Independent-Republican\",\n",
    "          \"Weak Republican\", \"Strong Republican\"]\n",
    "\n",
    "# Group age by party ID.\n",
    "age = [data.exog['age'][data.endog == id] for id in party_ID]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/lib/python3/dist-packages/numpy/core/_asarray.py:83: VisibleDeprecationWarning: Creating an ndarray from ragged nested sequences (which is a list-or-tuple of lists-or-tuples-or ndarrays with different lengths or shapes) is deprecated. If you meant to do this, you must specify 'dtype=object' when creating the ndarray\n",
      "  return array(a, dtype, copy=False, order=order)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a violin plot.\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "sm.graphics.violinplot(age, ax=ax, labels=labels,\n",
    "                       plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                                  'label_fontsize':'small',\n",
    "                                  'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a bean plot.\n",
    "fig2 = plt.figure()\n",
    "ax = fig2.add_subplot(111)\n",
    "\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels,\n",
    "                    plot_opts={'cutoff_val':5, 'cutoff_type':'abs',\n",
    "                               'label_fontsize':'small',\n",
    "                               'label_rotation':30})\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create a jitter plot.\n",
    "fig3 = plt.figure()\n",
    "ax = fig3.add_subplot(111)\n",
    "\n",
    "plot_opts={'cutoff_val':5, 'cutoff_type':'abs', 'label_fontsize':'small',\n",
    "           'label_rotation':30, 'violin_fc':(0.8, 0.8, 0.8),\n",
    "           'jitter_marker':'.', 'jitter_marker_size':3, 'bean_color':'#FF6F00',\n",
    "           'bean_mean_color':'#009D91'}\n",
    "sm.graphics.beanplot(age, ax=ax, labels=labels, jitter=True,\n",
    "                    plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, \"US national election '96 - Age & Party Identification\")"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Create an asymmetrical jitter plot.\n",
    "ix = data.exog['income'] < 16  # incomes < $30k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_lower_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "ix = data.exog['income'] >= 20  # incomes > $50k\n",
    "age = data.exog['age'][ix]\n",
    "endog = data.endog[ix]\n",
    "age_higher_income = [age[endog == id] for id in party_ID]\n",
    "\n",
    "fig = plt.figure()\n",
    "ax = fig.add_subplot(111)\n",
    "\n",
    "plot_opts['violin_fc'] = (0.5, 0.5, 0.5)\n",
    "plot_opts['bean_show_mean'] = False\n",
    "plot_opts['bean_show_median'] = False\n",
    "plot_opts['bean_legend_text'] = 'Income < \\$30k'\n",
    "plot_opts['cutoff_val'] = 10\n",
    "sm.graphics.beanplot(age_lower_income, ax=ax, labels=labels, side='left',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "plot_opts['violin_fc'] = (0.7, 0.7, 0.7)\n",
    "plot_opts['bean_color'] = '#009D91'\n",
    "plot_opts['bean_legend_text'] = 'Income > \\$50k'\n",
    "sm.graphics.beanplot(age_higher_income, ax=ax, labels=labels, side='right',\n",
    "                     jitter=True, plot_opts=plot_opts)\n",
    "\n",
    "ax.set_xlabel(\"Party identification of respondent.\")\n",
    "ax.set_ylabel(\"Age\")\n",
    "ax.set_title(\"US national election '96 - Age & Party Identification\")\n",
    "\n",
    "\n",
    "# Show all plots.\n",
    "#plt.show()"
   ]
  }
 ],
 "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": "3.8.4rc1"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}
