{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<script>\n",
       "code_show=true; \n",
       "function code_toggle() {\n",
       " if (code_show){\n",
       " $('div.input').hide();\n",
       " } else {\n",
       " $('div.input').show();\n",
       " }\n",
       " code_show = !code_show\n",
       "} \n",
       "$( document ).ready(code_toggle);\n",
       "</script>\n",
       "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"show/hide source code\"></form>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Setup show/hide source code box\n",
    "from IPython.display import HTML\n",
    "\n",
    "HTML('''<script>\n",
    "code_show=true; \n",
    "function code_toggle() {\n",
    " if (code_show){\n",
    " $('div.input').hide();\n",
    " } else {\n",
    " $('div.input').show();\n",
    " }\n",
    " code_show = !code_show\n",
    "} \n",
    "$( document ).ready(code_toggle);\n",
    "</script>\n",
    "<form action=\"javascript:code_toggle()\"><input type=\"submit\" value=\"show/hide source code\"></form>''')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Import libraries and setup matplotlib defaults\n",
    "from matplotlib import pyplot as pl\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "pl.style.use('fivethirtyeight')\n",
    "pl.rcParams.update({\n",
    "    'lines.linewidth': 2,\n",
    "    'font.size': 20,\n",
    "    'figure.figsize': [12, 8],\n",
    "    'figure.subplot.left': 0.125,\n",
    "    'figure.subplot.right': 0.95,\n",
    "    'figure.subplot.bottom': 0.15})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load data\n",
    "scotus_data = pd.read_csv('SCOTUS.csv',\n",
    "                          parse_dates=['DOB', 'debut', 'retire', 'DOD'],\n",
    "                          na_values='99/99/9999')\n",
    "\n",
    "# Calculate derived values\n",
    "days_per_year = 365.25 # use this value rather than making complex leap year calculations\n",
    "scotus_data.fillna(np.datetime64('2023-01-02'), inplace=True)\n",
    "scotus_data['died in office'] = (scotus_data['retire']==scotus_data['DOD']).astype(int)\n",
    "scotus_data['days since last'] = scotus_data['debut'].diff()\n",
    "scotus_data['years since last'] = scotus_data['days since last'].apply(\n",
    "    lambda x: x.days)/days_per_year\n",
    "scotus_data['age at start'] = (scotus_data['debut']-scotus_data['DOB']).apply(\n",
    "    lambda x: x.days)/days_per_year\n",
    "scotus_data['age at end'] = (scotus_data['retire']-scotus_data['DOB']).apply(\n",
    "    lambda x: x.days)/days_per_year\n",
    "scotus_data['age at death'] = (scotus_data['DOD']-scotus_data['DOB']).apply(\n",
    "    lambda x: x.days)/days_per_year\n",
    "scotus_data['years of service'] = (scotus_data['retire']-scotus_data['debut']).apply(\n",
    "    lambda x: x.days)/days_per_year\n",
    "scotus_data['name'] = scotus_data['Fname'] + ' ' + scotus_data['LName']\n",
    "scotus_data.drop(columns=['Fname', 'LName'], inplace=True)\n",
    "\n",
    "# Calculate average age\n",
    "years = np.array([np.datetime64(str(yr)+'-01-01') for yr in np.arange(1791, 2024)])\n",
    "ages = []\n",
    "for year in years:\n",
    "    ages.append((year - scotus_data.loc[(scotus_data.debut<year) &\n",
    "                                        (scotus_data.retire>year), 'DOB']).mean())\n",
    "\n",
    "average_age = pd.DataFrame(ages, index=years, columns=['days'])\n",
    "average_age.index.name='date'\n",
    "average_age['years'] = average_age['days'].apply(lambda x: x.days)/days_per_year\n",
    "\n",
    "ys_data = scotus_data.sort_values('retire')[:-9].rename(columns={'retire':'retirement date'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# General statistics on the U.S. Supreme Court 1789-2020\n",
    "The purpose of this set of calculations is to understand how ages of justices, term lengths and other related values have evolved over the course of the existence of the court since the first appointment in 1789.\n",
    "\n",
    "## Average age of court\n",
    "The average age of the justices currently serving was calculated on January 1 of each year."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = average_age['years'].plot()\n",
    "ax.set_xlabel('year')\n",
    "ax.set_ylabel('average age of court (years)')\n",
    "val = ax.set_title('Average age of court 1791-2022')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Age of the court over the last presidential term\n",
    "The 3 recent appointments have reduced the average age by over 5 years, but the court is still somewhat older than it was in the mid 1990s, when the average age was just over 60."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>years</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2019-01-01</th>\n",
       "      <td>66.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-01-01</th>\n",
       "      <td>67.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2021-01-01</th>\n",
       "      <td>64.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2022-01-01</th>\n",
       "      <td>65.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023-01-01</th>\n",
       "      <td>62.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            years\n",
       "date             \n",
       "2019-01-01   66.4\n",
       "2020-01-01   67.4\n",
       "2021-01-01   64.1\n",
       "2022-01-01   65.1\n",
       "2023-01-01   62.5"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "average_age[-5:][['years']].round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Oldest justices on the court\n",
    "The following justices left office at the age of 85 or more."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age at end</th>\n",
       "      <th>name</th>\n",
       "      <th>died in office</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>retirement date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1932-01-12</th>\n",
       "      <td>90.8</td>\n",
       "      <td>Oliver Wendell Holmes</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010-06-29</th>\n",
       "      <td>90.2</td>\n",
       "      <td>John Paul Stevens</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1864-10-12</th>\n",
       "      <td>87.6</td>\n",
       "      <td>Roger Taney</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2020-09-18</th>\n",
       "      <td>87.5</td>\n",
       "      <td>Ruth Bader Ginsburg</td>\n",
       "      <td>Y</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1994-08-03</th>\n",
       "      <td>85.7</td>\n",
       "      <td>Harry Blackmun</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1971-09-17</th>\n",
       "      <td>85.5</td>\n",
       "      <td>Hugo Black</td>\n",
       "      <td>N</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 age at end                   name died in office\n",
       "retirement date                                                  \n",
       "1932-01-12             90.8  Oliver Wendell Holmes              N\n",
       "2010-06-29             90.2      John Paul Stevens              N\n",
       "1864-10-12             87.6            Roger Taney              Y\n",
       "2020-09-18             87.5    Ruth Bader Ginsburg              Y\n",
       "1994-08-03             85.7         Harry Blackmun              N\n",
       "1971-09-17             85.5             Hugo Black              N"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "oldest = scotus_data[scotus_data['age at end']>85].sort_values(\n",
    "    'age at end', ascending=False).set_index('retire')[\n",
    "    ['age at end', 'name', 'died in office']].round(1)\n",
    "oldest.index.name = 'retirement date'\n",
    "oldest['died in office'] = oldest['died in office'].map(lambda x: 'Y' if x==1 else 'N')\n",
    "oldest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Distance between appointments"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "average time between appointments: 2.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "print('average time between appointments: {0:.1f}'.format(\n",
    "    scotus_data['years since last'].mean()))\n",
    "\n",
    "ax = scotus_data.plot.scatter('debut','years since last', s=50)\n",
    "ax.set_xlabel('appointment date')\n",
    "ax.set_ylabel('years since previous appointment')\n",
    "val = ax.set_title('Time between appointments to the court')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Top 3 longest gaps between appointments\n",
    "Only 3 times have more than 6 years elapsed between appointments to the court. The John Roberts appointment in 2005 was over 11 years since the previous appointment, the longest such interval since 1823."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>years since last</th>\n",
       "      <th>name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>debut</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1823-09-01</th>\n",
       "      <td>11.6</td>\n",
       "      <td>Smith Thompson</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2005-09-29</th>\n",
       "      <td>11.2</td>\n",
       "      <td>John Roberts</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2017-03-10</th>\n",
       "      <td>6.6</td>\n",
       "      <td>Neil Gorsuch</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            years since last            name\n",
       "debut                                       \n",
       "1823-09-01              11.6  Smith Thompson\n",
       "2005-09-29              11.2    John Roberts\n",
       "2017-03-10               6.6    Neil Gorsuch"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scotus_data.set_index('debut').sort_values('years since last', ascending=False).round(1)[\n",
    "    ['years since last', 'name']][:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Age at appointment over time\n",
    "Since about 1820, new nominees have tended to be between 45 and 65. In the last 25 years, that window seems to have narrowed somewhat, with nobody under 60 being nominated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = scotus_data.plot.scatter('debut','age at start', s=50)\n",
    "val = ax.set_title('Age of justices at start of term')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Years of service at retirement\n",
    "Those currently serving on the court have been exluded from this analysis. Average term over the entire history is just under 17 years, but that number has increased significantly in the last 50 years with a notable disapperance of short terms of service. It is now far less likely in the past for a justice to die in office, with the only cases since 1960 being Rehnquist, Scalia, and Ginsburg."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from matplotlib import colors\n",
    "ax = ys_data[ys_data['died in office']==0].plot.scatter('retirement date', 'years of service', s=50, label='retired')\n",
    "ys_data[ys_data['died in office']==1].plot.scatter('retirement date', 'years of service', s=50, c='r', label='died', ax=ax)\n",
    "val = ax.set_title('Years of service at retirement')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Stats by eras\n",
    "1970 appears to be something of a turning point. Since then, no justice has retired or died after serving fewer than 15 years. Using 1970 as a reference point, all justices have been grouped into 50-year eras based on their retirement date. In the period since 1970, relative to previous eras, justices are appointed younger, retire older, and are far less likely to die in office. In addition, the average age of death increased by 8.5 years relative to the previous 50 years."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>age at start</th>\n",
       "      <th>age at end</th>\n",
       "      <th>age at death</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>era</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1790-1819</th>\n",
       "      <td>50.3</td>\n",
       "      <td>58.4</td>\n",
       "      <td>66.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820-1869</th>\n",
       "      <td>48.0</td>\n",
       "      <td>68.1</td>\n",
       "      <td>70.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1870-1919</th>\n",
       "      <td>55.4</td>\n",
       "      <td>70.5</td>\n",
       "      <td>74.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1920-1969</th>\n",
       "      <td>55.7</td>\n",
       "      <td>70.0</td>\n",
       "      <td>76.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970-2022</th>\n",
       "      <td>53.2</td>\n",
       "      <td>80.0</td>\n",
       "      <td>85.2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           age at start  age at end  age at death\n",
       "era                                              \n",
       "1790-1819          50.3        58.4          66.5\n",
       "1820-1869          48.0        68.1          70.8\n",
       "1870-1919          55.4        70.5          74.1\n",
       "1920-1969          55.7        70.0          76.4\n",
       "1970-2022          53.2        80.0          85.2"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ps = ys_data['retirement date'].apply(lambda x: int((x.year-20)/50)*50+20)\n",
    "era_dict = {1770: '1790-1819', 1820: '1820-1869', 1870: '1870-1919',\n",
    "            1920: '1920-1969', 1970:'1970-2022', 2020:'1970-2022'}\n",
    "ys_data['era'] = ps.apply(lambda x: era_dict[x])\n",
    "\n",
    "period_analysis = ys_data.groupby('era').mean()[[\n",
    "    'years of service', 'age at start', 'age at end', 'died in office', 'age at death']]\n",
    "period_analysis['number'] = ys_data.groupby('era').size()\n",
    "ax = period_analysis[['age at start', 'age at end', 'age at death']].plot.bar(rot=0)\n",
    "ax.set_ylabel('Average age')\n",
    "ax.set_title('Average age at start and end of term and at death\\nfor justices during different eras')\n",
    "\n",
    "import matplotlib.ticker as mtick\n",
    "ax = (period_analysis[['died in office']]*100).plot.bar(legend=False, rot=0)\n",
    "ax.yaxis.set_major_formatter(mtick.PercentFormatter())\n",
    "ax.set_title('Probability of dying in office during different eras')\n",
    "ax.set_ylabel('probability')\n",
    "\n",
    "period_analysis[['age at start', 'age at end', 'age at death']].round(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Appointments per presidential term\n",
    "Calculate the beginning date of the presidential term for each appointment and use that to compute the number of appointments in each presidential term since 1789. Divide the terms into eras of 12 presidential terms and compute the average number of appointments in each era."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>appointments</th>\n",
       "      <th>mean time between appointments</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>era</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1793-1828</th>\n",
       "      <td>1.44</td>\n",
       "      <td>3.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1829-1876</th>\n",
       "      <td>1.92</td>\n",
       "      <td>2.52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1877-1924</th>\n",
       "      <td>2.42</td>\n",
       "      <td>2.10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1925-1972</th>\n",
       "      <td>2.33</td>\n",
       "      <td>1.85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1973-2024</th>\n",
       "      <td>1.23</td>\n",
       "      <td>3.28</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           appointments  mean time between appointments\n",
       "era                                                    \n",
       "1793-1828          1.44                            3.39\n",
       "1829-1876          1.92                            2.52\n",
       "1877-1924          2.42                            2.10\n",
       "1925-1972          2.33                            1.85\n",
       "1973-2024          1.23                            3.28"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "scotus_data['pres_term'] = scotus_data['debut'].apply(lambda x: int((x.year-1)/4)*4+1)\n",
    "appoints_per_term = pd.DataFrame(index=range(1789, 2025, 4))\n",
    "appoints_per_term['appointments'] = 0\n",
    "appoints_per_term['ttba'] = 0\n",
    "\n",
    "for idx, vals in scotus_data.iterrows():\n",
    "    appoints_per_term.loc[vals['pres_term'], 'appointments'] += 1\n",
    "    appoints_per_term.loc[vals['pres_term'], 'ttba'] += vals['years since last']\n",
    "appoints_per_term['mean time between appointments'] = appoints_per_term['ttba']/\\\n",
    "    appoints_per_term['appointments']\n",
    "\n",
    "era_dict_term = {1781: '1793-1828', 1829: '1829-1876', 1877: '1877-1924',\n",
    "                 1925: '1925-1972', 1973: '1973-2024', 2021: '1973-2024'}\n",
    "appoints_per_term['era'] = appoints_per_term.index.map(\n",
    "    lambda x: era_dict_term[int((x-5)/48)*48+5])\n",
    "# Exclude 1789 term\n",
    "appoints_per_term = appoints_per_term[1:]\n",
    "appoints_per_term.groupby('era')[\n",
    "    ['appointments', 'mean time between appointments']].mean().round(2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## CDF of length of service\n",
    "This shows the computed cumulative density function (CDF) of the length of service for all retired justices. It shows a more or less uniform distribution from zero about 34 years (with one outlier longer than 34). Mean length of service is 15.4 years and the median is 16.6. This distribution is interesting in the context of discussions about the possibility of term limits for justices on the Supreme Court. A common proposal is for terms that expire at 2-year intervals, which would mean 18-year terms for a 9-member court. An 18-year term would be longer than 56% of all past terms on the court. Under a similar scheme for an 11-member court, that would be a 22-year term, longer than 68% of all terms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CDF stats</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean length of service</th>\n",
       "      <td>16.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>median length of service</th>\n",
       "      <td>15.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>% terms less than 18 years</th>\n",
       "      <td>56.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>% terms less than 22 years</th>\n",
       "      <td>68.1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                \n",
       "CDF stats                       \n",
       "mean length of service      16.7\n",
       "median length of service    15.6\n",
       "% terms less than 18 years  56.9\n",
       "% terms less than 22 years  68.1"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ys = scotus_data['years of service']\n",
    "pd.DataFrame((('mean length of service', ys.mean()),\n",
    "              ('median length of service', ys.median()),\n",
    "              ('% terms less than 18 years', (ys<18).astype(int).mean()*100),\n",
    "              ('% terms less than 22 years', (ys<22).astype(int).mean()*100)),\n",
    "                columns=('CDF stats', '')).round(1).set_index('CDF stats')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = scotus_data['years of service'].hist(cumulative=True, density=1, bins=len(scotus_data))\n",
    "ax.set_title('CDF of length of service')\n",
    "ax.set_xlabel('length of service (years)')\n",
    "ax.set_ylabel('fraction of terms')\n",
    "val = ax.set_ylim(ymax=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "By all measures, there was a clear shift around 1970. Since then, justices have been slightly younger when appointed, have retired at an age 10 years above the previous average (nearly 80 rather than 70), and have been far less likely to die in office. These factors have combined to nearly double the average time between vacancies, thus raising the stakes associated with every vacancy."
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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": "3.7.11"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}