analysis.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Step 1: Check each website for redirects"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "from tldextract import extract as tld\n",
    "import numpy as np\n",
    "from tqdm import tqdm\n",
    "import requests\n",
    "from requests.exceptions import SSLError, Timeout, RequestException\n",
    "import warnings\n",
    "import urllib\n",
    "from urllib.parse import urlparse\n",
    "import re\n",
    "from urllib3.exceptions import InsecureRequestWarning\n",
    "warnings.simplefilter('ignore', InsecureRequestWarning)\n",
    "import seaborn as sns\n",
    "sns.set()\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib import font_manager\n",
    "from matplotlib.transforms import Bbox\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "def isgov(x):\n",
    "    if (x == None) or (type(x) != str):\n",
    "        return np.nan\n",
    "    elif x.startswith('http'):\n",
    "        return tld(x).suffix=='gov'\n",
    "    else:\n",
    "        return x.endswith('.gov')\n",
    "\n",
    "\n",
    "def get_netloc(x, remove_www=True):\n",
    "    # return the netloc of a url (e.g., www.example.com)\n",
    "    if type(x)==str:\n",
    "        netloc = urllib.parse.urlparse(x).netloc\n",
    "        if remove_www and netloc.startswith('www.'):\n",
    "            netloc = netloc[4:]\n",
    "    else:\n",
    "        netloc = ''\n",
    "    return netloc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {'User-Agent': 'Mozilla/5.0 (Macintosh; Intel Mac OS X 10_10_1) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/39.0.2171.95 Safari/537.36'}\n",
    "\n",
    "# function to get the final url after redirects\n",
    "def get_final_url(initial_url, max_retries=2, timeout=10):\n",
    "    def try_url(url):\n",
    "        for _ in range(max_retries):\n",
    "            try:\n",
    "                response = requests.get(url, allow_redirects=True, timeout=timeout, headers=headers, verify=False)\n",
    "                return response.url\n",
    "            except (SSLError, Timeout, RequestException):\n",
    "                continue\n",
    "        return None\n",
    "\n",
    "    # Parse the initial URL\n",
    "    parsed = urlparse(initial_url)\n",
    "    scheme = parsed.scheme if parsed.scheme else 'http'\n",
    "    domain = parsed.netloc if parsed.netloc else parsed.path.split('/')[0]\n",
    "    path = parsed.path if parsed.netloc else '/'.join(parsed.path.split('/')[1:])\n",
    "    \n",
    "    # Ensure the path starts with a '/'\n",
    "    if path and not path.startswith('/'):\n",
    "        path = '/' + path\n",
    "\n",
    "    # Define the endpoints to check, starting with the initial URL\n",
    "    endpoints = [\n",
    "        initial_url,\n",
    "        f\"{scheme}://{domain}{path}\",\n",
    "        f\"{scheme}://www.{domain}{path}\",\n",
    "    ]\n",
    "\n",
    "    # Add the other scheme if not already included\n",
    "    other_scheme = 'https' if scheme == 'http' else 'http'\n",
    "    if f\"{other_scheme}://\" not in [ep.lower() for ep in endpoints]:\n",
    "        endpoints.extend([\n",
    "            f\"{other_scheme}://{domain}{path}\",\n",
    "            f\"{other_scheme}://www.{domain}{path}\"\n",
    "        ])\n",
    "\n",
    "    # Remove any duplicates while preserving order\n",
    "    endpoints = list(dict.fromkeys(endpoints))\n",
    "\n",
    "    for endpoint in endpoints:\n",
    "        result = try_url(endpoint)\n",
    "        if result:\n",
    "            return result\n",
    "\n",
    "    return \"All endpoints failed\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/LEO_combined.csv') # read CTCL dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 450,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|██████████| 12654/12654 [2:36:19<00:00,  1.35it/s]  \n"
     ]
    }
   ],
   "source": [
    "# find the redirected URL for each row\n",
    "wr = 'website_redirect'\n",
    "\n",
    "for i in tqdm(df.index):\n",
    "    try:\n",
    "        final_url = get_final_url(df.loc[i, 'website'])\n",
    "        df.at[i, wr] = final_url\n",
    "    except Exception as e:\n",
    "        df.at[i, wr] = f\"Error: {type(e).__name__}\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "'''\n",
    "same website: indicates that the ultimate destination of the CTCL URL is identical to the CTCL website\n",
    "same netloc: indicates that the ultimate destination of the CTCL URL has the same network location (i.e., the example.com” part of the URL) as the CTCL URL but a different overall URL (e.g., perhaps a provided website example.com/some_page redirects to example.com/some_other_page)\n",
    "different netloc: indicates that the CTCL website redirects to a URL with a different network location\n",
    "error: indicates that my script could not connect to the CTCL URL at all. This may mean that the website is down. However, it is possible that the website is perfectly accessible via browser but not via my script, due to web scraping being a slightly different\n",
    "no website: indicates that no website was provided by CTCL, so there was nothing to check\n",
    "\n",
    "'''\n",
    "\n",
    "def normalize_url(url):\n",
    "        # If the URL doesn't start with a scheme, add 'http://' as a default\n",
    "        if not url.startswith(('http://', 'https://')):\n",
    "            url = 'http://' + url\n",
    "        \n",
    "        # Parse the URL\n",
    "        parsed = urlparse(url)\n",
    "        \n",
    "        # Remove 'www.' from the beginning of the netloc if it exists\n",
    "        netloc = parsed.netloc\n",
    "        if netloc.startswith('www.'):\n",
    "            netloc = netloc[4:]\n",
    "        \n",
    "        # Reconstruct the URL without scheme, 'www.', and trailing slash\n",
    "        normalized = netloc + parsed.path.rstrip('/')\n",
    "        \n",
    "        # Add query parameters if they exist\n",
    "        if parsed.query:\n",
    "            normalized += '?' + parsed.query\n",
    "        \n",
    "        # Add fragment if it exists\n",
    "        if parsed.fragment:\n",
    "            normalized += '#' + parsed.fragment\n",
    "        \n",
    "        return normalized.lower()  # Convert to lowercase for case-insensitive comparison\n",
    "\n",
    "def determine_website_status(row):\n",
    "    if pd.isna(row['website']):\n",
    "        return 'no website', np.nan\n",
    "    elif row[wr] == 'All endpoints failed':\n",
    "        return 'error', np.nan\n",
    "    elif row['website'] == row[wr] or (normalize_url(row['website']) == normalize_url(row[wr])):\n",
    "        return 'same website', row[wr]\n",
    "    elif get_netloc(row['website']) != get_netloc(row[wr]):\n",
    "        return 'different netloc', row[wr]\n",
    "    elif get_netloc(row['website']) == get_netloc(row[wr]):\n",
    "        return 'same netloc', row[wr]\n",
    "    else:\n",
    "        return 'needs status', row[wr]\n",
    "\n",
    "ws = 'website_status'\n",
    "df[[ws, wr]] = df.apply(determine_website_status, axis=1, result_type='expand')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 92,
   "metadata": {},
   "outputs": [],
   "source": [
    "cols = ['State', 'County', 'Jurisdiction', 'Office UUID',\n",
    "       'Office Name_previous', 'Office Name', 'Tier Level', 'OCDID', 'FBID',\n",
    "       'website', 'phone_number', 'is_hybrid_personal', 'is_primary_leo',\n",
    "       'is_elected', 'website_redirect', 'website_status']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "metadata": {},
   "outputs": [],
   "source": [
    "df[cols].to_csv('data/LEO_combined_with_redirects.csv', index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv('data/LEO_combined_with_redirects.csv')\n",
    "pshtt = pd.read_pickle('data/pshtt_processed_2024.pickle.zip') # processed separately with pshtt\n",
    "\n",
    "df = pd.merge(df, pshtt[['Office UUID', 'Domain Supports HTTPS']], on='Office UUID', how='left')\n",
    "\n",
    "# merge in county-equivalents\n",
    "# Read the file into a DataFrame\n",
    "counties = pd.read_csv('data/county_adjacency2023.txt', sep='|')\n",
    "\n",
    "# Drop all columns except the first one\n",
    "counties = counties[['County Name']]\n",
    "\n",
    "counties['county-equivalent level'] = True\n",
    "\n",
    "# Split 'County Name' into 'County' and 'State'\n",
    "counties[['County', 'State']] = counties['County Name'].str.rsplit(', ', n=1, expand=True)\n",
    "counties = counties[counties['State'] != 'PR']\n",
    "\n",
    "# Drop the original 'County Name' column\n",
    "counties.drop(columns=['County Name'], inplace=True)\n",
    "\n",
    "# Reduce to just the unique counties\n",
    "counties = counties.drop_duplicates().reset_index(drop=True)\n",
    "\n",
    "df = df.merge(counties, left_on=[df['Jurisdiction'].str.lower(), 'State'], right_on=[counties['County'].str.lower(), 'State'], how='outer', suffixes=('', '_county'), indicator=True)\n",
    "df = df.drop(columns=['key_0', 'County_county'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [],
   "source": [
    "wr = 'website_redirect'\n",
    "def remove_port_number(url):\n",
    "    # Use regex to remove the port number\n",
    "    return re.sub(r':\\d+$', '', url)\n",
    "\n",
    "df['netloc'] = df[wr].apply(lambda x: get_netloc(x, remove_www=False)).apply(remove_port_number)\n",
    "df['isgov'] = df['netloc'].apply(isgov)\n",
    "\n",
    "def preprocess(df):\n",
    "    # drop rows with no website\n",
    "    df = df.dropna(subset='website')\n",
    "\n",
    "    # deduplicate URLs, preferring to keep the rows of the highest-level LEOs\n",
    "    # (primarily, those that are both primary LEOs and secondarily, those that are county-level)\n",
    "    df = df.sort_values(['is_primary_leo', 'county-equivalent level'])\n",
    "    df = df.drop_duplicates(subset='netloc', keep='last')\n",
    "\n",
    "    return df\n",
    "\n",
    "df = preprocess(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "isgov\n",
      "2138 / 6990 (30.6%)\n"
     ]
    }
   ],
   "source": [
    "# write a convenience function to print the results we are interested in,\n",
    "# for any given slice of the data and any set of queries\n",
    "\n",
    "def print_results(x, columns=['isgov']):\n",
    "    for col in columns:\n",
    "        print(f'{col}')\n",
    "        vc = x[col].value_counts()\n",
    "        if True not in list(vc.keys()):\n",
    "            t = 0\n",
    "        else:\n",
    "            t = vc[True]\n",
    "        if False not in list(vc.keys()):\n",
    "            f = 0\n",
    "        else:\n",
    "            f = vc[False]\n",
    "        proportion = str(round((t / (t+f))*100,1)) + '%'\n",
    "        print(f\"{t} / {t+f} ({proportion})\")\n",
    "\n",
    "    \n",
    "primary = (df['is_primary_leo']) & (df['website'].isna()==False) # find primary LEOs with a website\n",
    "print_results(df[primary]) # primary LEOs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "isgov\n",
      "1131 / 2922 (38.7%)\n"
     ]
    }
   ],
   "source": [
    "print_results(df[df['county-equivalent level']==True]) # county-equivalents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "isgov\n",
      "10 / 19 (52.6%)\n"
     ]
    }
   ],
   "source": [
    "top = [('Los Angeles', 'CA'),\n",
    " ('Cook', 'IL'),\n",
    " ('Harris', 'TX'),\n",
    " ('Maricopa', 'AZ'),\n",
    " ('San Diego', 'CA'),\n",
    " ('Orange', 'CA'),\n",
    " ('Miami-Dade', 'FL'),\n",
    " ('Kings', 'NY'),\n",
    " ('Dallas', 'TX'),\n",
    " ('Riverside', 'CA'),\n",
    " ('Queens', 'NY'),\n",
    " ('Clark', 'NV'),\n",
    " ('King', 'WA'),\n",
    " ('San Bernardino', 'CA'),\n",
    " ('Tarrant', 'TX'),\n",
    " ('Bexar', 'TX'),\n",
    " ('Broward', 'FL'),\n",
    " ('Santa Clara', 'CA'),\n",
    " ('Wayne', 'MI'),\n",
    " ('Alameda', 'CA')\n",
    "]\n",
    "\n",
    "def get_top_counties(df):\n",
    "    dftop = pd.DataFrame()\n",
    "\n",
    "    # add all offices with ___ County in the name\n",
    "    for t in top:\n",
    "        dftop = pd.concat([dftop, df[(df['State']==t[1]) & (df['Office Name'].str.contains('County')) & (df['County']==t[0])]])\n",
    "\n",
    "    # add NYC since it doesn't include \"County\"\n",
    "    dftop = pd.concat([dftop, df[(df['State']=='NY') & (df['County'].str.contains('Bronx')) & (df['is_primary_leo']==True)]])\n",
    "\n",
    "    return dftop\n",
    "\n",
    "print_results(get_top_counties(df).sort_values('State').drop_duplicates('netloc'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "gov = 'gov'\n",
    "ssl = 'ssl'\n",
    "\n",
    "data = {\n",
    "    'primary': [1747/7010, 2138/6990, 6260/7010, 6573/6990], #gov22, gov24, ssl22, ssl24\n",
    "    'counties': [866/2764, 1131/2922, 2463/2764, 2740/2921],  #gov22, gov24, ssl22, ssl24\n",
    "    'biggest': [8/19, 10/19, 17/19, 19/19]                   #gov22, gov24, ssl22, ssl24\n",
    "}\n",
    "\n",
    "groupings = data.keys()\n",
    "\n",
    "# Define the index for the DataFrame\n",
    "index = pd.MultiIndex.from_tuples([\n",
    "    (gov, 2022),\n",
    "    (gov, 2024),\n",
    "    (ssl, 2022),\n",
    "    (ssl, 2024)\n",
    "], names=['protection', 'year'])\n",
    "\n",
    "# Create the DataFrame\n",
    "results = pd.DataFrame(data, index=index)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
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   "source": [
    "sns.set_style('ticks')\n",
    "\n",
    "%config InlineBackend.figure_format = 'svg'\n",
    "# plt.rcParams['figure.dpi'] = 200\n",
    "\n",
    "fe = font_manager.FontEntry(\n",
    "    fname='/Users/will/Library/Fonts/StyreneA-Black.otf',\n",
    "    name='StyreneABlack')\n",
    "font_manager.fontManager.ttflist.insert(0, fe) # or append is fine\n",
    "\n",
    "fe = font_manager.FontEntry(\n",
    "    fname='/Users/will/Library/Fonts/StyreneA-Medium.otf',\n",
    "    name='StyreneAMedium')\n",
    "font_manager.fontManager.ttflist.insert(0, fe) # or append is fine\n",
    "\n",
    "fe = font_manager.FontEntry(\n",
    "    fname='/Users/will/Library/Fonts/StyreneA-Regular.otf',\n",
    "    name='StyreneARegular')\n",
    "font_manager.fontManager.ttflist.insert(0, fe) # or append is fine\n",
    "\n",
    "matplotlib.rcParams['font.family'] = 'StyreneARegular' # = 'your custom ttf font name'\n",
    "\n",
    "\n",
    "delta = -0.2\n",
    "y = [-delta, 0, delta]\n",
    "# colors = ['blue', 'green', 'red']\n",
    "# colors = ['#3C608A', '#3C608A', '#3C608A']\n",
    "blue = '#3C608A'\n",
    "lightgray = '#d3d8d6'\n",
    "darkgray = '#333638'\n",
    "red = '#e43e47'\n",
    "lightblue = '#3687e7'\n",
    "\n",
    "color2 = blue\n",
    "color1 = lightblue\n",
    "\n",
    "\n",
    "titles = ['Percentage of election websites using .gov',\n",
    "          'Percentage of election websites using HTTPS']\n",
    "x_label_offset = 0.015\n",
    "y_label_offset = 0.23\n",
    "ms = 5 # markersize\n",
    "\n",
    "label_fontsize = 9.5\n",
    "\n",
    "for i, category in enumerate([gov, ssl]):\n",
    "    fig, ax = plt.subplots(figsize=(8, 2))\n",
    "    for j, grouping in enumerate(groupings):\n",
    "        start = results.loc[(category, grouping)][2022]\n",
    "        end = results.loc[(category, grouping)][2024]\n",
    "\n",
    "        # OPTION 1 arrows\n",
    "        ax.arrow(start, y[j], end - start-.01, 0, \n",
    "                 head_width=0.04, head_length=0.01, fc=color1, ec=color1,\n",
    "                 width=.01,\n",
    "                 overhang=0, length_includes_head=True, zorder=100)\n",
    "                # Add starting dot\n",
    "        ax.plot(start, y[j], 'o', color=color1, zorder=100, markersize=ms)\n",
    "\n",
    "\n",
    "        # OPTION 2 lines\n",
    "        # # Draw line connecting 2022 and 2024\n",
    "        # ax.plot([start, end], [y[j], y[j]], color=colors[j], zorder=99)\n",
    "\n",
    "        # # Add empty dot for 2022\n",
    "        # ax.plot(start, y[j], 'o', color=blue, markerfacecolor='white', zorder=100, clip_on=False)\n",
    "        # ax.plot(start, y[j], 'o', color=color1, zorder=100, markersize=ms, clip_on=False)\n",
    "        \n",
    "        # # Add filled dot for 2024\n",
    "        ax.plot(end, y[j], 'o', color=color2, zorder=100, markersize=ms, clip_on=False)\n",
    "\n",
    "        percent_marker = '%' if j == 0 else ''\n",
    "        start_label = f'{round(start * 100)}{percent_marker}'\n",
    "        end_label = f'{round(end * 100)}{percent_marker}'\n",
    "        ax.text(start - x_label_offset, y[j], start_label, ha='right', va='center', color=darkgray, fontsize=label_fontsize)\n",
    "        ax.text(end + x_label_offset, y[j], end_label, ha='left', va='center', color=darkgray, fontsize=label_fontsize)\n",
    "\n",
    "\n",
    "        if j == 0:\n",
    "            # ax.text(start - h_label_offset, y[j], \"'22\", ha='right', va='center', color='black')\n",
    "            # ax.text(end + h_label_offset, y[j], \"'24\", ha='left', va='center', color='black')\n",
    "            ax.text(start, y[j]+ y_label_offset, \"'22\", ha='center', va='center', color=color1, fontsize=label_fontsize, fontname='StyreneAMedium')\n",
    "            ax.text(end, y[j]+ y_label_offset, \"'24\", ha='center', va='center', color=color2, fontsize=label_fontsize, fontname='StyreneAMedium')\n",
    "            \n",
    "            ax.plot([start, start], [y[j]+y_label_offset*.3, y[j]+y_label_offset*.7], color=color1, zorder=0)\n",
    "            ax.plot([end, end], [y[j]+y_label_offset*.3, y[j]+y_label_offset*.7], color=color2, zorder=0)\n",
    "\n",
    "\n",
    "    # # Setting the y-axis labels\n",
    "    ax.set_yticks(y)\n",
    "    ax.set_yticklabels(['All jurisdictions', 'County-equivalents', '20 most populous\\ncounties'],\n",
    "                       fontname='StyreneAMedium', color=darkgray, fontsize=11.5)\n",
    "    ax.set_ylim([delta*2, -delta*2.5])\n",
    "    ax.grid(False)\n",
    " \n",
    "\n",
    "    # # Setting the x-axis label\n",
    "    # ax.set_xlabel('Percent of sites on .GOV')\n",
    "    ax.set_xlim([0, 1])\n",
    "    # ax.set_xticks(np.linspace(0, 1, 11))\n",
    "    # ax.set_xticklabels([f'{i}%' for i in range(0, 101, 10)], fontsize=label_fontsize)\n",
    "    ax.set_xticks(np.linspace(0, 1, 5))\n",
    "    ax.set_xticklabels(['0%', '25%', '50%', '75%', '100%'], fontsize=label_fontsize)\n",
    "    # ax.set_xticks(np.linspace(0, 1, 2))\n",
    "    # ax.set_xticklabels([\"0%\", \"100%\"])\n",
    "    sns.despine(left=True)\n",
    "\n",
    "    # Remove y-axis\n",
    "    # ax.yaxis.set_visible(False)\n",
    "    ax.tick_params(axis='y', length=0)\n",
    "    \n",
    "    \n",
    "    ax.spines['bottom'].set_color(darkgray)\n",
    "    ax.spines['bottom'].set_linewidth(1)\n",
    "    ax.tick_params(axis='x', color=darkgray, width=1)\n",
    "\n",
    "    # # Remove grid lines\n",
    "    ax.grid(False)\n",
    "\n",
    "    # # Remove the background\n",
    "    ax.set_facecolor('white')\n",
    "    \n",
    "\n",
    "    # # Display the plot\n",
    "    plt.title(titles[i], fontname='StyreneABlack', fontsize=13)\n",
    "    plt.show()\n",
    "\n",
    "    # fig.savefig(f'plot_{category}.png', dpi=300, bbox_inches='tight', transparent=False)\n",
    "    fig.savefig(f'plot_{category}.png', dpi=300, bbox_inches=Bbox([[-.75, -.1], [7.55, 2]]), transparent=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
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   "source": [
    "# overall adoption\n",
    "numerator = df[df['is_primary_leo']].groupby('State')['isgov'].sum().sort_values(ascending=False)\n",
    "denominator = df[df['is_primary_leo']].groupby('State').apply(len, include_groups=False)\n",
    "\n",
    "(numerator/denominator).sort_values(ascending=True).plot(kind='barh', figsize=(8, 12));"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
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   "source": [
    "# migration to .gov\n",
    "df = pd.read_csv('data/22_24_comparison.csv')\n",
    "\n",
    "df['moved'] = df['any GOV'] & ~df['any GOV_22']\n",
    "\n",
    "numerator = df[df['is_primary_leo']].groupby('State').moved.sum().sort_values(ascending=False)\n",
    "\n",
    "# denominator \n",
    "denominator = df[df['is_primary_leo']].groupby('State').size().sort_values(ascending=False)\n",
    "\n",
    "# fraction\n",
    "(numerator/denominator).sort_values(ascending=False)\n",
    "\n",
    "# plot\n",
    "# (numerator/denominator).sort_values(ascending=False).plot(kind='bar', figsize=(10, 5))\n",
    "\n",
    "# plot horizontal bar\n",
    "(numerator/denominator).sort_values(ascending=True).plot(kind='barh', figsize=(8, 12));"
   ]
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