map_courts/map_courts.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Mapping courts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append('..')\n",
    "\n",
    "import googlemaps\n",
    "\n",
    "import csv\n",
    "import json\n",
    "import requests\n",
    "\n",
    "import pandas as pd\n",
    "import plotly.plotly as py\n",
    "\n",
    "import matplotlib\n",
    "%matplotlib inline\n",
    "\n",
    "from config import settings"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting all courts from CAP API\n",
    "\n",
    "Create a CSV file with all of the courts that exist in the CAP databse. \n",
    "<br/>For each court, add the full jurisdiction name. This will be useful for locating it on a Google map."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "data_dir = \"../%s/court_map\" % settings.DATA_DIR\n",
    "# Create data directory for the project if it doesn't already exist\n",
    "if not os.path.exists(data_dir):\n",
    "    os.mkdir(data_dir)\n",
    "    print(\"Created %s\" % data_dir)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Create courts csv if it doesn't already exist\n",
    "all_courts_file = '%s/courts.csv' % data_dir\n",
    "courts_fieldnames = ['court_id', 'court_slug', 'court_name', 'jurisdiction_name', 'jurisdiction_slug']\n",
    "if not os.path.exists(all_courts_file):\n",
    "    with open(all_courts_file, 'w+') as csvfile:\n",
    "        writer = csv.DictWriter(csvfile, fieldnames=courts_fieldnames)\n",
    "        writer.writeheader()\n",
    "    print(\"Created %s\" % all_courts_file)\n",
    "    \n",
    "    # Get 100 courts at a time\n",
    "    # For each court, get full jurisdiction name to help in Google Map searching\n",
    "    courts_url = \"%s/%s/courts/?format=json\" % (settings.API_URL, settings.API_VERSION)\n",
    "    res = requests.get(courts_url).json()\n",
    "    while True:\n",
    "        with open(all_courts_file, 'a+', newline='') as csvfile:\n",
    "            writer = csv.DictWriter(csvfile, fieldnames=courts_fieldnames)\n",
    "            for court in res['results']:\n",
    "                jurisdiction_url = court['jurisdiction_url']\n",
    "\n",
    "                if not jurisdiction_url:\n",
    "                    # if jurisdiction doesn't exist, skip\n",
    "                    continue\n",
    "\n",
    "                jur_res = requests.get(jurisdiction_url).json()\n",
    "\n",
    "                writer.writerow({\n",
    "                    'court_id': court['id'],\n",
    "                    'court_slug': court['slug'],\n",
    "                    'court_name': court['name'],\n",
    "                    'jurisdiction_name': jur_res['name_long'],\n",
    "                    'jurisdiction_slug': jur_res['slug']                    \n",
    "                })\n",
    "\n",
    "        if res['next']:\n",
    "            # Get the next page of court results\n",
    "\n",
    "            res = requests.get(res['next']).json()\n",
    "\n",
    "        else:\n",
    "            # That's it! No more results. \n",
    "            print(\"Done.\")\n",
    "            break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "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>court_id</th>\n",
       "      <th>court_slug</th>\n",
       "      <th>court_name</th>\n",
       "      <th>jurisdiction_name</th>\n",
       "      <th>jurisdiction_slug</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15658</td>\n",
       "      <td>accomack-cty-cir-ct</td>\n",
       "      <td>Accomack County Circuit Court</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>va</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>13190</td>\n",
       "      <td>adams-cir-ct</td>\n",
       "      <td>Adams Circuit Court</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>17340</td>\n",
       "      <td>adams-cty-cir-ct</td>\n",
       "      <td>Adams County Circuit Court</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9311</td>\n",
       "      <td>adams-cty-cp</td>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>16855</td>\n",
       "      <td>adams-cty-ct-cp</td>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   court_id           court_slug                          court_name  \\\n",
       "0     15658  accomack-cty-cir-ct       Accomack County Circuit Court   \n",
       "1     13190         adams-cir-ct                 Adams Circuit Court   \n",
       "2     17340     adams-cty-cir-ct          Adams County Circuit Court   \n",
       "3      9311         adams-cty-cp  Adams County Court of Common Pleas   \n",
       "4     16855      adams-cty-ct-cp  Adams County Court of Common Pleas   \n",
       "\n",
       "  jurisdiction_name jurisdiction_slug  \n",
       "0          Virginia                va  \n",
       "1              Ohio              ohio  \n",
       "2              Ohio              ohio  \n",
       "3      Pennsylvania                pa  \n",
       "4      Pennsylvania                pa  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(all_courts_file)\n",
    "df.head()"
   ]
  },
  {
   "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>court_name</th>\n",
       "      <th>jurisdiction_name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Accomack County Circuit Court</td>\n",
       "      <td>Virginia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Adams Circuit Court</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Adams County Circuit Court</td>\n",
       "      <td>Ohio</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                           court_name jurisdiction_name\n",
       "0       Accomack County Circuit Court          Virginia\n",
       "1                 Adams Circuit Court              Ohio\n",
       "2          Adams County Circuit Court              Ohio\n",
       "3  Adams County Court of Common Pleas      Pennsylvania\n",
       "4  Adams County Court of Common Pleas      Pennsylvania"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# remove extra fields for graphing purposes\n",
    "df.drop(columns=['court_id', 'court_slug', 'jurisdiction_slug'], inplace=True)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Graph court numbers per jurisdiction"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x107eec828>"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 3600x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "aggregated_df = df.groupby(['jurisdiction_name']).agg(['count'])\n",
    "aggregated_df.plot(kind='bar', legend=False, figsize=(50, 20), fontsize=30)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Get all currently active courts by finding them using the Google maps API\n",
    "\n",
    "This section requires a google key to exist in the settings file.\n",
    "<br/>\n",
    "You can get a year for free by signing up here: https://cloud.google.com/maps-platform/\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Created ../data/court_map/active_courts.csv\n",
      "Done.\n"
     ]
    }
   ],
   "source": [
    "# This will take time to run. You can interrupt the process at any time if it's taking too long to get just a fraction \n",
    "gmaps = googlemaps.Client(key=settings.GOOGLE_API_KEY)\n",
    "\n",
    "active_courts = '%s/active_courts.csv' % data_dir\n",
    "\n",
    "if not os.path.exists(active_courts):\n",
    "    with open(active_courts, 'a+') as csvfile:\n",
    "        fieldnames = courts_fieldnames + ['addresses', 'longitudes', 'latitudes', 'google_ids']\n",
    "        writer = csv.DictWriter(csvfile, fieldnames=fieldnames)\n",
    "        writer.writeheader()\n",
    "        print(\"Created %s\" % active_courts)\n",
    "        \n",
    "        with open(all_courts_file) as csvfile:\n",
    "            reader = csv.DictReader(csvfile)\n",
    "            for court_row in reader:\n",
    "                court = court_row\n",
    "                court['longitudes'] = []\n",
    "                court['latitudes'] = []\n",
    "                court['addresses'] = []\n",
    "                court['google_ids'] = []\n",
    "                geocode_results = gmaps.geocode(court_row['court_name'])\n",
    "                # because there can be multiple possible results in Google\n",
    "                # iterate through all of them, try to match them on jurisdiction,\n",
    "                # deal with multiple results later\n",
    "                for gmap_res in geocode_results:\n",
    "                    for component in gmap_res['address_components']:\n",
    "                        if 'administrative_area_level_1' in component['types']:\n",
    "                            jurisdiction = component['long_name']\n",
    "                            # only log if jurisdiction matches Google's location \n",
    "                            if jurisdiction == court_row['jurisdiction_name']:\n",
    "                                court['addresses'].append(gmap_res['formatted_address'])\n",
    "                                court['longitudes'].append(gmap_res['geometry']['location']['lng'])\n",
    "                                court['latitudes'].append(gmap_res['geometry']['location']['lat'])\n",
    "                                court['google_ids'].append(gmap_res['place_id'])\n",
    "                              \n",
    "                            \n",
    "                # Once we have all possible results, add them to the csvfile\n",
    "                # Only add them if longs and lats exist\n",
    "                if len(court['longitudes']) and len(court['latitudes']):\n",
    "                    writer.writerow(court)\n",
    "    print(\"Done.\")\n",
    "    brea\n",
    "else:\n",
    "    print(\"%s exists. Please delete it first and then rerun to recreate data.\" % active_courts)"
   ]
  },
  {
   "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>court_id</th>\n",
       "      <th>court_slug</th>\n",
       "      <th>court_name</th>\n",
       "      <th>jurisdiction_name</th>\n",
       "      <th>jurisdiction_slug</th>\n",
       "      <th>addresses</th>\n",
       "      <th>longitudes</th>\n",
       "      <th>latitudes</th>\n",
       "      <th>google_ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15658</td>\n",
       "      <td>accomack-cty-cir-ct</td>\n",
       "      <td>Accomack County Circuit Court</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>va</td>\n",
       "      <td>['23316 Courthouse Ave, Accomac, VA 23301, USA']</td>\n",
       "      <td>[-75.67130999999999]</td>\n",
       "      <td>[37.7197325]</td>\n",
       "      <td>['ChIJY3OCbffUu4kRR3wE_jSamKY']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9311</td>\n",
       "      <td>adams-cty-cp</td>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St, Gettysburg, PA 17325, USA']</td>\n",
       "      <td>[-77.23148499999999]</td>\n",
       "      <td>[39.829555]</td>\n",
       "      <td>['ChIJq8Zvto2syYkR9ZZeGmAUJHY']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16855</td>\n",
       "      <td>adams-cty-ct-cp</td>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St, Gettysburg, PA 17325, USA']</td>\n",
       "      <td>[-77.23148499999999]</td>\n",
       "      <td>[39.829555]</td>\n",
       "      <td>['ChIJq8Zvto2syYkR9ZZeGmAUJHY']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9701</td>\n",
       "      <td>adams-cty-orphans-ct</td>\n",
       "      <td>Adams County Orphans' Court</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St 103 \\u200b, Gettysburg, PA ...</td>\n",
       "      <td>[-77.231629]</td>\n",
       "      <td>[39.829344]</td>\n",
       "      <td>['ChIJq8Zvto2syYkRjOeiylgA2xE']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11867</td>\n",
       "      <td>adams-orphans-ct</td>\n",
       "      <td>Adams County Orphans' Court</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St 103 \\u200b, Gettysburg, PA ...</td>\n",
       "      <td>[-77.231629]</td>\n",
       "      <td>[39.829344]</td>\n",
       "      <td>['ChIJq8Zvto2syYkRjOeiylgA2xE']</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   court_id            court_slug                          court_name  \\\n",
       "0     15658   accomack-cty-cir-ct       Accomack County Circuit Court   \n",
       "1      9311          adams-cty-cp  Adams County Court of Common Pleas   \n",
       "2     16855       adams-cty-ct-cp  Adams County Court of Common Pleas   \n",
       "3      9701  adams-cty-orphans-ct         Adams County Orphans' Court   \n",
       "4     11867      adams-orphans-ct         Adams County Orphans' Court   \n",
       "\n",
       "  jurisdiction_name jurisdiction_slug  \\\n",
       "0          Virginia                va   \n",
       "1      Pennsylvania                pa   \n",
       "2      Pennsylvania                pa   \n",
       "3      Pennsylvania                pa   \n",
       "4      Pennsylvania                pa   \n",
       "\n",
       "                                           addresses            longitudes  \\\n",
       "0   ['23316 Courthouse Ave, Accomac, VA 23301, USA']  [-75.67130999999999]   \n",
       "1    ['117 Baltimore St, Gettysburg, PA 17325, USA']  [-77.23148499999999]   \n",
       "2    ['117 Baltimore St, Gettysburg, PA 17325, USA']  [-77.23148499999999]   \n",
       "3  ['117 Baltimore St 103 \\u200b, Gettysburg, PA ...          [-77.231629]   \n",
       "4  ['117 Baltimore St 103 \\u200b, Gettysburg, PA ...          [-77.231629]   \n",
       "\n",
       "      latitudes                       google_ids  \n",
       "0  [37.7197325]  ['ChIJY3OCbffUu4kRR3wE_jSamKY']  \n",
       "1   [39.829555]  ['ChIJq8Zvto2syYkR9ZZeGmAUJHY']  \n",
       "2   [39.829555]  ['ChIJq8Zvto2syYkR9ZZeGmAUJHY']  \n",
       "3   [39.829344]  ['ChIJq8Zvto2syYkRjOeiylgA2xE']  \n",
       "4   [39.829344]  ['ChIJq8Zvto2syYkRjOeiylgA2xE']  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(active_courts)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 83,
   "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>court_id</th>\n",
       "      <th>court_slug</th>\n",
       "      <th>court_name</th>\n",
       "      <th>jurisdiction_name</th>\n",
       "      <th>jurisdiction_slug</th>\n",
       "      <th>addresses</th>\n",
       "      <th>longitudes</th>\n",
       "      <th>latitudes</th>\n",
       "      <th>google_ids</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>15658</td>\n",
       "      <td>accomack-cty-cir-ct</td>\n",
       "      <td>Accomack County Circuit Court</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>va</td>\n",
       "      <td>['23316 Courthouse Ave, Accomac, VA 23301, USA']</td>\n",
       "      <td>-75.671310</td>\n",
       "      <td>37.719732</td>\n",
       "      <td>['ChIJY3OCbffUu4kRR3wE_jSamKY']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>9311</td>\n",
       "      <td>adams-cty-cp</td>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St, Gettysburg, PA 17325, USA']</td>\n",
       "      <td>-77.231485</td>\n",
       "      <td>39.829555</td>\n",
       "      <td>['ChIJq8Zvto2syYkR9ZZeGmAUJHY']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>16855</td>\n",
       "      <td>adams-cty-ct-cp</td>\n",
       "      <td>Adams County Court of Common Pleas</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St, Gettysburg, PA 17325, USA']</td>\n",
       "      <td>-77.231485</td>\n",
       "      <td>39.829555</td>\n",
       "      <td>['ChIJq8Zvto2syYkR9ZZeGmAUJHY']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>9701</td>\n",
       "      <td>adams-cty-orphans-ct</td>\n",
       "      <td>Adams County Orphans' Court</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St 103 \\u200b, Gettysburg, PA ...</td>\n",
       "      <td>-77.231629</td>\n",
       "      <td>39.829344</td>\n",
       "      <td>['ChIJq8Zvto2syYkRjOeiylgA2xE']</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>11867</td>\n",
       "      <td>adams-orphans-ct</td>\n",
       "      <td>Adams County Orphans' Court</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>pa</td>\n",
       "      <td>['117 Baltimore St 103 \\u200b, Gettysburg, PA ...</td>\n",
       "      <td>-77.231629</td>\n",
       "      <td>39.829344</td>\n",
       "      <td>['ChIJq8Zvto2syYkRjOeiylgA2xE']</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   court_id            court_slug                          court_name  \\\n",
       "0     15658   accomack-cty-cir-ct       Accomack County Circuit Court   \n",
       "1      9311          adams-cty-cp  Adams County Court of Common Pleas   \n",
       "2     16855       adams-cty-ct-cp  Adams County Court of Common Pleas   \n",
       "3      9701  adams-cty-orphans-ct         Adams County Orphans' Court   \n",
       "4     11867      adams-orphans-ct         Adams County Orphans' Court   \n",
       "\n",
       "  jurisdiction_name jurisdiction_slug  \\\n",
       "0          Virginia                va   \n",
       "1      Pennsylvania                pa   \n",
       "2      Pennsylvania                pa   \n",
       "3      Pennsylvania                pa   \n",
       "4      Pennsylvania                pa   \n",
       "\n",
       "                                           addresses  longitudes  latitudes  \\\n",
       "0   ['23316 Courthouse Ave, Accomac, VA 23301, USA']  -75.671310  37.719732   \n",
       "1    ['117 Baltimore St, Gettysburg, PA 17325, USA']  -77.231485  39.829555   \n",
       "2    ['117 Baltimore St, Gettysburg, PA 17325, USA']  -77.231485  39.829555   \n",
       "3  ['117 Baltimore St 103 \\u200b, Gettysburg, PA ...  -77.231629  39.829344   \n",
       "4  ['117 Baltimore St 103 \\u200b, Gettysburg, PA ...  -77.231629  39.829344   \n",
       "\n",
       "                        google_ids  \n",
       "0  ['ChIJY3OCbffUu4kRR3wE_jSamKY']  \n",
       "1  ['ChIJq8Zvto2syYkR9ZZeGmAUJHY']  \n",
       "2  ['ChIJq8Zvto2syYkR9ZZeGmAUJHY']  \n",
       "3  ['ChIJq8Zvto2syYkRjOeiylgA2xE']  \n",
       "4  ['ChIJq8Zvto2syYkRjOeiylgA2xE']  "
      ]
     },
     "execution_count": 83,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reformat dataframe to use the first values of longitudes and latitudes for now\n",
    "\n",
    "df.loc[:, 'longitudes'] = df.longitudes.apply(lambda x: json.loads(x)[0])\n",
    "df.loc[:, 'latitudes'] = df.latitudes.apply(lambda x: json.loads(x)[0])\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Map the data\n",
    "Set up map data for plotly\n",
    "In order to use plotly you will need to have an account: https://plot.ly/accounts/login/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = [ dict(\n",
    "        type='scattergeo',\n",
    "        locationmode='USA-states',\n",
    "        lon=df['longitudes'],\n",
    "        lat=df['latitudes'],\n",
    "        text=df['court_name'],\n",
    "        mode='markers')]\n",
    "layout = dict(\n",
    "        title = 'United States courts',\n",
    "        colorbar = True,\n",
    "        geo = dict(\n",
    "            scope='usa',\n",
    "            projection=dict(type='albers usa'),\n",
    "            showland=True,\n",
    "            landcolor=\"rgb(250, 250, 250)\",\n",
    "            subunitcolor=\"rgb(217, 217, 217)\",\n",
    "            countrycolor=\"rgb(217, 217, 217)\",\n",
    "            countrywidth=0.5,\n",
    "            subunitwidth=0.5\n",
    "        ),\n",
    "    )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<iframe id=\"igraph\" scrolling=\"no\" style=\"border:none;\" seamless=\"seamless\" src=\"https://plot.ly/~mowdydod/2.embed\" height=\"525px\" width=\"100%\"></iframe>"
      ],
      "text/plain": [
       "<plotly.tools.PlotlyDisplay object>"
      ]
     },
     "execution_count": 85,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Graph map data\n",
    "fig = dict( data=data, layout=layout )\n",
    "py.iplot(fig, validate=False, filename='us_courts' )"
   ]
  }
 ],
 "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": "3.5.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}