crash_update.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analysis for Crash blog post\n",
    "This notebook contains code for extracting recent crash data and analyzing according to the blog post"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2019\n",
      "2020\n",
      "2021\n",
      "2022\n",
      "2023\n",
      "2024\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from datetime import datetime\n",
    "\n",
    "# this is the source for the crash data\n",
    "# https://data.boston.gov/dataset/vision-zero-crash-records/resource/e4bfe397-6bfc-49c5-9367-c879fac7401d\n",
    "resource_id = 'e4bfe397-6bfc-49c5-9367-c879fac7401d'\n",
    "\n",
    "def call_api(url):\n",
    "  response = requests.get(url)\n",
    "  if response.status_code == 200:\n",
    "    data = response.json()\n",
    "    return data['result']['records']\n",
    "  else:\n",
    "    print(f\"Error: {response.status_code}\")\n",
    "    print(response.text)\n",
    "    return None\n",
    "\n",
    "# iterate for past three years\n",
    "# TODO: only necessary for a full refresh, can do incremental updates in the future\n",
    "# limit for sql queries is hard-coded to 32001 - if year greater than that, need a better approach\n",
    "cur_year = datetime.now().year\n",
    "past_years = 5\n",
    "collect_records = []\n",
    "for year in range(cur_year-past_years, cur_year+1):\n",
    "  print(year)\n",
    "  st_date = f'{year}-01-01'\n",
    "  end_date = f'{year+1}-01-01'\n",
    "  sql = f\"\"\"SELECT dispatch_ts, mode_type, location_type, street, xstreet1, xstreet2, lat, long \n",
    "  from \"{resource_id}\" \n",
    "  WHERE dispatch_ts>='{st_date}' and dispatch_ts<'{end_date}'\"\"\"\n",
    "  url = f\"https://data.boston.gov/api/3/action/datastore_search_sql?sql={sql}\"\n",
    "  result = call_api(url)\n",
    "  if result:\n",
    "    collect_records.extend(result)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total records: 19096\n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dispatch_ts</th>\n",
       "      <th>mode_type</th>\n",
       "      <th>location_type</th>\n",
       "      <th>street</th>\n",
       "      <th>xstreet1</th>\n",
       "      <th>xstreet2</th>\n",
       "      <th>lat</th>\n",
       "      <th>long</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2019-04-29 15:34:41+00</td>\n",
       "      <td>mv</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.339941</td>\n",
       "      <td>-71.063874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2019-05-03 16:32:32+00</td>\n",
       "      <td>mv</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.329404</td>\n",
       "      <td>-71.060470</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2019-05-22 16:44:51+00</td>\n",
       "      <td>mv</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.347594</td>\n",
       "      <td>-71.085586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2019-06-24 08:37:03+00</td>\n",
       "      <td>mv</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.339941</td>\n",
       "      <td>-71.063874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2019-06-25 14:18:05+00</td>\n",
       "      <td>mv</td>\n",
       "      <td>Other</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>42.366334</td>\n",
       "      <td>-71.060410</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              dispatch_ts mode_type location_type street xstreet1 xstreet2  \\\n",
       "0  2019-04-29 15:34:41+00        mv         Other    NaN      NaN      NaN   \n",
       "1  2019-05-03 16:32:32+00        mv         Other    NaN      NaN      NaN   \n",
       "2  2019-05-22 16:44:51+00        mv         Other    NaN      NaN      NaN   \n",
       "3  2019-06-24 08:37:03+00        mv         Other    NaN      NaN      NaN   \n",
       "4  2019-06-25 14:18:05+00        mv         Other    NaN      NaN      NaN   \n",
       "\n",
       "         lat       long  \n",
       "0  42.339941 -71.063874  \n",
       "1  42.329404 -71.060470  \n",
       "2  42.347594 -71.085586  \n",
       "3  42.339941 -71.063874  \n",
       "4  42.366334 -71.060410  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# write to file\n",
    "print(f\"Total records: {len(collect_records)}\")\n",
    "with open('data/crash_records.csv', 'w') as f:\n",
    "  f.write('dispatch_ts,mode_type,location_type,street,xstreet1,xstreet2,lat,long\\n')\n",
    "  for record in collect_records:\n",
    "    f.write(','.join([str(record[key]) for key in ['dispatch_ts', 'mode_type', 'location_type', 'street', 'xstreet1', 'xstreet2', 'lat', 'long']]) + '\\n')\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 130,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_location_name(m_df):\n",
    "    # need to process the location name\n",
    "    # one street, two x streets - street between\n",
    "    num_streets = (m_df.filter(regex='street')!='').sum(1)\n",
    "    m_df.loc[num_streets==3, 'name'] = m_df[num_streets==3].apply(\n",
    "        lambda x: f'{x.street}, Btw {x.xstreet1} and {x.xstreet2}', axis=1)\n",
    "    # two x streets, intersection\n",
    "    m_df[num_streets==2]\n",
    "    m_df.loc[num_streets==2, 'name'] = m_df[num_streets==2].apply(\n",
    "        lambda x: f'{x.street}, At {x.xstreet1}', axis=1)\n",
    "    # just one field populated, just take it\n",
    "    m_df.loc[num_streets==1, 'name'] = m_df[num_streets==1].filter(regex='street').max(axis=1).apply(\n",
    "        lambda x: x)\n",
    "    # missing everything - spatial join, get nearest\n",
    "    joined_df = m_df[num_streets==0].sjoin_nearest(\n",
    "        m_df[num_streets>0], how='inner', max_distance=0.001)\n",
    "    joined_df = joined_df.set_index('index_right')[['total_crashes_left', 'total_crashes_right']].sum(1)\n",
    "    m_df.loc[joined_df.index, 'total_crashes'] = joined_df.values\n",
    "    # drop those with missing - no other way to solve this\n",
    "    m_df = m_df[num_streets>0]\n",
    "    m_df = m_df.drop(['street', 'xstreet1', 'xstreet2'], axis=1)\n",
    "    return m_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 131,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mv\n",
      "(15012, 9)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ped\n",
      "(2498, 9)\n",
      "bike\n",
      "(1588, 9)\n"
     ]
    }
   ],
   "source": [
    "# process records into geodataframe\n",
    "import geopandas as gpd\n",
    "import pandas as pd\n",
    "\n",
    "df = gpd.GeoDataFrame(pd.read_csv('data/crash_records.csv'))\n",
    "df.set_geometry(gpd.points_from_xy(df.long, df.lat), inplace=True)\n",
    "# collect mode types\n",
    "mode_types = df['mode_type'].unique()\n",
    "for m in mode_types:\n",
    "    print(m)\n",
    "    m_df = df[df.mode_type == m]\n",
    "    print(m_df.shape)\n",
    "    # group by geometry, get string of dates\n",
    "    m_df = m_df.fillna('').groupby('geometry').agg({'dispatch_ts':[lambda x: ','.join(x),\n",
    "                                                    pd.Series.nunique,],\n",
    "                                        'xstreet1': pd.Series.max,\n",
    "                                        'xstreet2': pd.Series.max,\n",
    "                                        'street': pd.Series.max}).reset_index()\n",
    "    # rename\n",
    "    m_df.columns = ['geometry', 'crash_dates', 'total_crashes', 'street', 'xstreet1', 'xstreet2']\n",
    "    # functions in js assume this order\n",
    "    m_df.sort_values('total_crashes', inplace=True, ascending=False)\n",
    "    m_df = gpd.GeoDataFrame(m_df)\n",
    "    # getting an id for reference\n",
    "    # TODO: this probably isn't necessary\n",
    "    m_df = process_location_name(m_df)\n",
    "    #m_df.reset_index(inplace=True)\n",
    "    m_df.reset_index(inplace=True)\n",
    "    m_df.to_file(f\"./data/{m}_rollup.geojson\", driver='GeoJSON')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 122,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3    684\n",
       "2    576\n",
       "0     20\n",
       "1      8\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 122,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#m_df[m_df['name'].isnull()]\n",
    "num_streets.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>geometry</th>\n",
       "      <th>crash_dates_left</th>\n",
       "      <th>total_crashes_left</th>\n",
       "      <th>street_left</th>\n",
       "      <th>xstreet1_left</th>\n",
       "      <th>xstreet2_left</th>\n",
       "      <th>index_right</th>\n",
       "      <th>crash_dates_right</th>\n",
       "      <th>total_crashes_right</th>\n",
       "      <th>street_right</th>\n",
       "      <th>xstreet1_right</th>\n",
       "      <th>xstreet2_right</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>606</th>\n",
       "      <td>606</td>\n",
       "      <td>POINT (-71.11074 42.35205)</td>\n",
       "      <td>2021-02-25 17:40:40+00,2021-04-10 11:57:16+00,...</td>\n",
       "      <td>6</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>627</td>\n",
       "      <td>2019-10-04 22:41:28+00</td>\n",
       "      <td>1</td>\n",
       "      <td>COMMONWEALTH AVE</td>\n",
       "      <td>BOSTON UNIVERSITY BRG</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>605</th>\n",
       "      <td>605</td>\n",
       "      <td>POINT (-71.11074 42.35207)</td>\n",
       "      <td>2019-07-31 08:32:41+00,2020-11-02 08:27:01+00</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>BOSTON UNIVERSITY BRG</td>\n",
       "      <td>627</td>\n",
       "      <td>2019-10-04 22:41:28+00</td>\n",
       "      <td>1</td>\n",
       "      <td>COMMONWEALTH AVE</td>\n",
       "      <td>BOSTON UNIVERSITY BRG</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1152</th>\n",
       "      <td>1152</td>\n",
       "      <td>POINT (-71.03929 42.38398)</td>\n",
       "      <td>2021-09-09 11:27:50+00,2023-06-24 12:22:01+00,...</td>\n",
       "      <td>3</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1157</td>\n",
       "      <td>2022-10-18 15:04:47+00</td>\n",
       "      <td>1</td>\n",
       "      <td>MERIDIAN ST</td>\n",
       "      <td>DEAD END</td>\n",
       "      <td>MERIDIAN ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>353</th>\n",
       "      <td>353</td>\n",
       "      <td>POINT (-71.13252 42.37195)</td>\n",
       "      <td>2020-10-01 18:03:06+00,2021-01-31 13:38:05+00</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>374</td>\n",
       "      <td>2020-12-13 16:15:34+00</td>\n",
       "      <td>1</td>\n",
       "      <td>ELIOT BRG</td>\n",
       "      <td>EVERETT ST</td>\n",
       "      <td>SOLDIERS FIELD RD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1136</th>\n",
       "      <td>1136</td>\n",
       "      <td>POINT (-71.06924 42.37375)</td>\n",
       "      <td>2020-08-15 12:09:11+00,2023-07-01 03:52:01+00</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1135</td>\n",
       "      <td>2024-01-31 19:35:03+00</td>\n",
       "      <td>1</td>\n",
       "      <td>AUSTIN ST</td>\n",
       "      <td>NEW RUTHERFORD AVE</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1129</th>\n",
       "      <td>1129</td>\n",
       "      <td>POINT (-71.06239 42.36813)</td>\n",
       "      <td>2021-10-06 22:51:13+00,2023-07-23 11:20:07+00</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1067</td>\n",
       "      <td>2020-11-01 00:23:38+00</td>\n",
       "      <td>1</td>\n",
       "      <td>CANAL ST</td>\n",
       "      <td>CAUSEWAY ST</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1128</th>\n",
       "      <td>1128</td>\n",
       "      <td>POINT (-71.05890 42.36758)</td>\n",
       "      <td>2019-06-25 11:59:46+00,2023-07-07 18:01:27+00</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1126</td>\n",
       "      <td>2022-06-25 15:28:26+00,2023-05-16 08:07:07+00</td>\n",
       "      <td>2</td>\n",
       "      <td>N WASHINGTON ST</td>\n",
       "      <td>N WASHINGTON ST</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1180</th>\n",
       "      <td>1180</td>\n",
       "      <td>POINT (-71.01282 42.38282)</td>\n",
       "      <td>2019-05-31 18:33:13+00,2020-05-22 18:55:26+00</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1182</td>\n",
       "      <td>2021-04-10 20:42:11+00</td>\n",
       "      <td>1</td>\n",
       "      <td>ADDISON ST</td>\n",
       "      <td>WESTBROOK ST</td>\n",
       "      <td>SARATOGA ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>575</th>\n",
       "      <td>575</td>\n",
       "      <td>POINT (-71.09019 42.35195)</td>\n",
       "      <td>2021-05-22 07:05:32+00,2022-08-27 18:58:05+00</td>\n",
       "      <td>2</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>JAMES J STORROW MEMORIAL DR</td>\n",
       "      <td>573</td>\n",
       "      <td>2020-07-16 13:53:01+00</td>\n",
       "      <td>1</td>\n",
       "      <td>MASSACHUSETTS AVE</td>\n",
       "      <td>BACK ST</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>574</th>\n",
       "      <td>574</td>\n",
       "      <td>POINT (-71.09009 42.35213)</td>\n",
       "      <td>2019-12-10 17:21:03+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>573</td>\n",
       "      <td>2020-07-16 13:53:01+00</td>\n",
       "      <td>1</td>\n",
       "      <td>MASSACHUSETTS AVE</td>\n",
       "      <td>BACK ST</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>808</th>\n",
       "      <td>808</td>\n",
       "      <td>POINT (-71.07188 42.33278)</td>\n",
       "      <td>2019-07-17 01:19:40+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>807</td>\n",
       "      <td>2021-08-23 20:57:55+00,2021-10-26 06:29:19+00,...</td>\n",
       "      <td>7</td>\n",
       "      <td>SOUTHAMPTON ST</td>\n",
       "      <td>MELNEA CASS BLVD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1178</th>\n",
       "      <td>1178</td>\n",
       "      <td>POINT (-71.03881 42.36830)</td>\n",
       "      <td>2022-07-03 10:23:57+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1174</td>\n",
       "      <td>2023-06-17 10:15:49+00</td>\n",
       "      <td>1</td>\n",
       "      <td>MAVERICK SQ</td>\n",
       "      <td>LEWIS MALL</td>\n",
       "      <td>SUMNER ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1134</th>\n",
       "      <td>1134</td>\n",
       "      <td>POINT (-71.06835 42.36661)</td>\n",
       "      <td>2020-06-10 13:41:37+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1133</td>\n",
       "      <td>2019-09-10 08:39:11+00,2019-09-21 16:12:26+00,...</td>\n",
       "      <td>4</td>\n",
       "      <td>DEAD END</td>\n",
       "      <td>DEAD END</td>\n",
       "      <td>LEVERETT CIR</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1281</th>\n",
       "      <td>1281</td>\n",
       "      <td>POINT (-71.04046 42.28485)</td>\n",
       "      <td>2022-11-01 23:12:33+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1283</td>\n",
       "      <td>2020-08-10 08:17:13+00</td>\n",
       "      <td>1</td>\n",
       "      <td>HANCOCK ST</td>\n",
       "      <td>WILLIAM T MORRISSEY BLVD</td>\n",
       "      <td>WILLIAM T MORRISSEY BLVD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1280</th>\n",
       "      <td>1280</td>\n",
       "      <td>POINT (-71.04267 42.28213)</td>\n",
       "      <td>2023-05-03 08:56:26+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1282</td>\n",
       "      <td>2020-09-12 11:13:24+00</td>\n",
       "      <td>1</td>\n",
       "      <td>NEPONSET AVE</td>\n",
       "      <td>NEPONSET AVE</td>\n",
       "      <td>GALLIVAN BLVD</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1123</th>\n",
       "      <td>1123</td>\n",
       "      <td>POINT (-71.06194 42.37168)</td>\n",
       "      <td>2020-04-14 15:52:42+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1122</td>\n",
       "      <td>2023-10-03 16:35:29+00</td>\n",
       "      <td>1</td>\n",
       "      <td>MAIN ST</td>\n",
       "      <td>HARVARD ST</td>\n",
       "      <td>CITY SQ</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>999</th>\n",
       "      <td>999</td>\n",
       "      <td>POINT (-71.06705 42.34311)</td>\n",
       "      <td>2019-04-14 12:55:28+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1003</td>\n",
       "      <td>2021-04-24 16:49:26+00</td>\n",
       "      <td>1</td>\n",
       "      <td>DWIGHT ST</td>\n",
       "      <td>PUBLIC ALLEY NO. 705</td>\n",
       "      <td>SHAWMUT AVE</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>974</th>\n",
       "      <td>974</td>\n",
       "      <td>POINT (-71.05452 42.33925)</td>\n",
       "      <td>2020-11-05 15:12:18+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>DALESSIO CT</td>\n",
       "      <td>975</td>\n",
       "      <td>2019-06-28 08:42:26+00,2019-08-15 00:16:09+00</td>\n",
       "      <td>2</td>\n",
       "      <td>A ST</td>\n",
       "      <td>MASSPORT HAUL RD</td>\n",
       "      <td>BROADWAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1060</th>\n",
       "      <td>1060</td>\n",
       "      <td>POINT (-71.06600 42.36122)</td>\n",
       "      <td>2019-11-12 16:48:17+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>CAMBRIDGE ST</td>\n",
       "      <td>1062</td>\n",
       "      <td>2019-08-30 23:51:40+00</td>\n",
       "      <td>1</td>\n",
       "      <td>CHARLES RIVER PLZ</td>\n",
       "      <td>IRVING ST</td>\n",
       "      <td>CAMBRIDGE ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1057</th>\n",
       "      <td>1057</td>\n",
       "      <td>POINT (-71.06511 42.36390)</td>\n",
       "      <td>2020-06-22 20:06:23+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>1055</td>\n",
       "      <td>2023-09-06 17:43:36+00</td>\n",
       "      <td>1</td>\n",
       "      <td>NASHUA ST</td>\n",
       "      <td>COTTING ST</td>\n",
       "      <td>LOMASNEY WAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>84</td>\n",
       "      <td>POINT (-71.08352 42.29082)</td>\n",
       "      <td>2020-07-04 15:01:04+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>WESTVIEW ST</td>\n",
       "      <td>83</td>\n",
       "      <td>2023-04-13 19:53:27+00</td>\n",
       "      <td>1</td>\n",
       "      <td>AMES ST</td>\n",
       "      <td>WESTVIEW WAY</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>549</th>\n",
       "      <td>549</td>\n",
       "      <td>POINT (-71.09311 42.35122)</td>\n",
       "      <td>2020-06-18 12:34:42+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>548</td>\n",
       "      <td>2020-06-21 14:54:25+00,2022-04-20 05:05:34+00</td>\n",
       "      <td>2</td>\n",
       "      <td>BEACON ST</td>\n",
       "      <td>CHARLESGATE W</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>395</th>\n",
       "      <td>395</td>\n",
       "      <td>POINT (-71.11678 42.36123)</td>\n",
       "      <td>2023-07-12 20:51:55+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>389</td>\n",
       "      <td>2019-08-06 08:02:59+00</td>\n",
       "      <td>1</td>\n",
       "      <td>CAMBRIDGE ST</td>\n",
       "      <td>SOLDIERS FIELD RD</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>414</th>\n",
       "      <td>414</td>\n",
       "      <td>POINT (-71.07516 42.38464)</td>\n",
       "      <td>2020-08-15 04:40:08+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>417</td>\n",
       "      <td>2019-10-04 08:24:46+00</td>\n",
       "      <td>1</td>\n",
       "      <td>MAIN ST</td>\n",
       "      <td>BEACHAM ST</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>422</th>\n",
       "      <td>422</td>\n",
       "      <td>POINT (-71.07513 42.36154)</td>\n",
       "      <td>2019-09-05 17:36:25+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>426</td>\n",
       "      <td>2020-10-09 10:15:19+00</td>\n",
       "      <td>1</td>\n",
       "      <td>CHARLESBANK RD</td>\n",
       "      <td>JAMES J STORROW MEMORIAL DR</td>\n",
       "      <td>DAVID G MUGAR WAY</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>476</th>\n",
       "      <td>476</td>\n",
       "      <td>POINT (-71.07166 42.34015)</td>\n",
       "      <td>2019-10-19 09:55:32+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "      <td>475</td>\n",
       "      <td>2019-05-22 13:59:37+00</td>\n",
       "      <td>1</td>\n",
       "      <td>MYSTIC ST</td>\n",
       "      <td>MYSTIC ST</td>\n",
       "      <td>WASHINGTON ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>436</th>\n",
       "      <td>436</td>\n",
       "      <td>POINT (-71.07961 42.35422)</td>\n",
       "      <td>2023-09-09 10:43:19+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>JAMES J STORROW MEMORIAL DR</td>\n",
       "      <td>443</td>\n",
       "      <td>2023-03-10 03:04:01+00</td>\n",
       "      <td>1</td>\n",
       "      <td>DARTMOUTH ST</td>\n",
       "      <td>EXETER ST</td>\n",
       "      <td>BEACON ST</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>435</th>\n",
       "      <td>435</td>\n",
       "      <td>POINT (-71.07691 42.35513)</td>\n",
       "      <td>2020-10-25 15:30:04+00</td>\n",
       "      <td>1</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>JAMES J STORROW MEMORIAL DR</td>\n",
       "      <td>434</td>\n",
       "      <td>2022-03-31 11:34:17+00</td>\n",
       "      <td>1</td>\n",
       "      <td>BERKELEY ST</td>\n",
       "      <td>BACK ST</td>\n",
       "      <td></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      index                    geometry  \\\n",
       "606     606  POINT (-71.11074 42.35205)   \n",
       "605     605  POINT (-71.11074 42.35207)   \n",
       "1152   1152  POINT (-71.03929 42.38398)   \n",
       "353     353  POINT (-71.13252 42.37195)   \n",
       "1136   1136  POINT (-71.06924 42.37375)   \n",
       "1129   1129  POINT (-71.06239 42.36813)   \n",
       "1128   1128  POINT (-71.05890 42.36758)   \n",
       "1180   1180  POINT (-71.01282 42.38282)   \n",
       "575     575  POINT (-71.09019 42.35195)   \n",
       "574     574  POINT (-71.09009 42.35213)   \n",
       "808     808  POINT (-71.07188 42.33278)   \n",
       "1178   1178  POINT (-71.03881 42.36830)   \n",
       "1134   1134  POINT (-71.06835 42.36661)   \n",
       "1281   1281  POINT (-71.04046 42.28485)   \n",
       "1280   1280  POINT (-71.04267 42.28213)   \n",
       "1123   1123  POINT (-71.06194 42.37168)   \n",
       "999     999  POINT (-71.06705 42.34311)   \n",
       "974     974  POINT (-71.05452 42.33925)   \n",
       "1060   1060  POINT (-71.06600 42.36122)   \n",
       "1057   1057  POINT (-71.06511 42.36390)   \n",
       "84       84  POINT (-71.08352 42.29082)   \n",
       "549     549  POINT (-71.09311 42.35122)   \n",
       "395     395  POINT (-71.11678 42.36123)   \n",
       "414     414  POINT (-71.07516 42.38464)   \n",
       "422     422  POINT (-71.07513 42.36154)   \n",
       "476     476  POINT (-71.07166 42.34015)   \n",
       "436     436  POINT (-71.07961 42.35422)   \n",
       "435     435  POINT (-71.07691 42.35513)   \n",
       "\n",
       "                                       crash_dates_left  total_crashes_left  \\\n",
       "606   2021-02-25 17:40:40+00,2021-04-10 11:57:16+00,...                   6   \n",
       "605       2019-07-31 08:32:41+00,2020-11-02 08:27:01+00                   2   \n",
       "1152  2021-09-09 11:27:50+00,2023-06-24 12:22:01+00,...                   3   \n",
       "353       2020-10-01 18:03:06+00,2021-01-31 13:38:05+00                   2   \n",
       "1136      2020-08-15 12:09:11+00,2023-07-01 03:52:01+00                   2   \n",
       "1129      2021-10-06 22:51:13+00,2023-07-23 11:20:07+00                   2   \n",
       "1128      2019-06-25 11:59:46+00,2023-07-07 18:01:27+00                   2   \n",
       "1180      2019-05-31 18:33:13+00,2020-05-22 18:55:26+00                   2   \n",
       "575       2021-05-22 07:05:32+00,2022-08-27 18:58:05+00                   2   \n",
       "574                              2019-12-10 17:21:03+00                   1   \n",
       "808                              2019-07-17 01:19:40+00                   1   \n",
       "1178                             2022-07-03 10:23:57+00                   1   \n",
       "1134                             2020-06-10 13:41:37+00                   1   \n",
       "1281                             2022-11-01 23:12:33+00                   1   \n",
       "1280                             2023-05-03 08:56:26+00                   1   \n",
       "1123                             2020-04-14 15:52:42+00                   1   \n",
       "999                              2019-04-14 12:55:28+00                   1   \n",
       "974                              2020-11-05 15:12:18+00                   1   \n",
       "1060                             2019-11-12 16:48:17+00                   1   \n",
       "1057                             2020-06-22 20:06:23+00                   1   \n",
       "84                               2020-07-04 15:01:04+00                   1   \n",
       "549                              2020-06-18 12:34:42+00                   1   \n",
       "395                              2023-07-12 20:51:55+00                   1   \n",
       "414                              2020-08-15 04:40:08+00                   1   \n",
       "422                              2019-09-05 17:36:25+00                   1   \n",
       "476                              2019-10-19 09:55:32+00                   1   \n",
       "436                              2023-09-09 10:43:19+00                   1   \n",
       "435                              2020-10-25 15:30:04+00                   1   \n",
       "\n",
       "     street_left xstreet1_left                xstreet2_left  index_right  \\\n",
       "606                                                                  627   \n",
       "605                                   BOSTON UNIVERSITY BRG          627   \n",
       "1152                                                                1157   \n",
       "353                                                                  374   \n",
       "1136                                                                1135   \n",
       "1129                                                                1067   \n",
       "1128                                                                1126   \n",
       "1180                                                                1182   \n",
       "575                             JAMES J STORROW MEMORIAL DR          573   \n",
       "574                                                                  573   \n",
       "808                                                                  807   \n",
       "1178                                                                1174   \n",
       "1134                                                                1133   \n",
       "1281                                                                1283   \n",
       "1280                                                                1282   \n",
       "1123                                                                1122   \n",
       "999                                                                 1003   \n",
       "974                                             DALESSIO CT          975   \n",
       "1060                                           CAMBRIDGE ST         1062   \n",
       "1057                                                                1055   \n",
       "84                                              WESTVIEW ST           83   \n",
       "549                                                                  548   \n",
       "395                                                                  389   \n",
       "414                                                                  417   \n",
       "422                                                                  426   \n",
       "476                                           WASHINGTON ST          475   \n",
       "436                             JAMES J STORROW MEMORIAL DR          443   \n",
       "435                             JAMES J STORROW MEMORIAL DR          434   \n",
       "\n",
       "                                      crash_dates_right  total_crashes_right  \\\n",
       "606                              2019-10-04 22:41:28+00                    1   \n",
       "605                              2019-10-04 22:41:28+00                    1   \n",
       "1152                             2022-10-18 15:04:47+00                    1   \n",
       "353                              2020-12-13 16:15:34+00                    1   \n",
       "1136                             2024-01-31 19:35:03+00                    1   \n",
       "1129                             2020-11-01 00:23:38+00                    1   \n",
       "1128      2022-06-25 15:28:26+00,2023-05-16 08:07:07+00                    2   \n",
       "1180                             2021-04-10 20:42:11+00                    1   \n",
       "575                              2020-07-16 13:53:01+00                    1   \n",
       "574                              2020-07-16 13:53:01+00                    1   \n",
       "808   2021-08-23 20:57:55+00,2021-10-26 06:29:19+00,...                    7   \n",
       "1178                             2023-06-17 10:15:49+00                    1   \n",
       "1134  2019-09-10 08:39:11+00,2019-09-21 16:12:26+00,...                    4   \n",
       "1281                             2020-08-10 08:17:13+00                    1   \n",
       "1280                             2020-09-12 11:13:24+00                    1   \n",
       "1123                             2023-10-03 16:35:29+00                    1   \n",
       "999                              2021-04-24 16:49:26+00                    1   \n",
       "974       2019-06-28 08:42:26+00,2019-08-15 00:16:09+00                    2   \n",
       "1060                             2019-08-30 23:51:40+00                    1   \n",
       "1057                             2023-09-06 17:43:36+00                    1   \n",
       "84                               2023-04-13 19:53:27+00                    1   \n",
       "549       2020-06-21 14:54:25+00,2022-04-20 05:05:34+00                    2   \n",
       "395                              2019-08-06 08:02:59+00                    1   \n",
       "414                              2019-10-04 08:24:46+00                    1   \n",
       "422                              2020-10-09 10:15:19+00                    1   \n",
       "476                              2019-05-22 13:59:37+00                    1   \n",
       "436                              2023-03-10 03:04:01+00                    1   \n",
       "435                              2022-03-31 11:34:17+00                    1   \n",
       "\n",
       "           street_right               xstreet1_right            xstreet2_right  \n",
       "606    COMMONWEALTH AVE        BOSTON UNIVERSITY BRG                            \n",
       "605    COMMONWEALTH AVE        BOSTON UNIVERSITY BRG                            \n",
       "1152        MERIDIAN ST                     DEAD END               MERIDIAN ST  \n",
       "353           ELIOT BRG                   EVERETT ST         SOLDIERS FIELD RD  \n",
       "1136          AUSTIN ST           NEW RUTHERFORD AVE                            \n",
       "1129           CANAL ST                  CAUSEWAY ST                            \n",
       "1128    N WASHINGTON ST              N WASHINGTON ST                            \n",
       "1180         ADDISON ST                 WESTBROOK ST               SARATOGA ST  \n",
       "575   MASSACHUSETTS AVE                      BACK ST                            \n",
       "574   MASSACHUSETTS AVE                      BACK ST                            \n",
       "808      SOUTHAMPTON ST             MELNEA CASS BLVD                            \n",
       "1178        MAVERICK SQ                   LEWIS MALL                 SUMNER ST  \n",
       "1134           DEAD END                     DEAD END              LEVERETT CIR  \n",
       "1281         HANCOCK ST     WILLIAM T MORRISSEY BLVD  WILLIAM T MORRISSEY BLVD  \n",
       "1280       NEPONSET AVE                 NEPONSET AVE             GALLIVAN BLVD  \n",
       "1123            MAIN ST                   HARVARD ST                   CITY SQ  \n",
       "999           DWIGHT ST         PUBLIC ALLEY NO. 705               SHAWMUT AVE  \n",
       "974                A ST             MASSPORT HAUL RD                 BROADWAY   \n",
       "1060  CHARLES RIVER PLZ                    IRVING ST              CAMBRIDGE ST  \n",
       "1057          NASHUA ST                   COTTING ST              LOMASNEY WAY  \n",
       "84              AMES ST                 WESTVIEW WAY                            \n",
       "549           BEACON ST                CHARLESGATE W                            \n",
       "395        CAMBRIDGE ST            SOLDIERS FIELD RD                            \n",
       "414             MAIN ST                   BEACHAM ST                            \n",
       "422      CHARLESBANK RD  JAMES J STORROW MEMORIAL DR         DAVID G MUGAR WAY  \n",
       "476           MYSTIC ST                    MYSTIC ST             WASHINGTON ST  \n",
       "436        DARTMOUTH ST                    EXETER ST                 BEACON ST  \n",
       "435         BERKELEY ST                      BACK ST                            "
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "missing = m_df[m_df['xstreet1']==''].sjoin_nearest(m_df[m_df['xstreet1']!=''].drop(['index'], axis=1), how='inner',\n",
    "                                                   max_distance=0.01)\n",
    "missing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "mode_type\n",
       "mv    61\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# keeping - some strangely high numbers with a specific geocode\n",
    "# maybe defaults?\n",
    "max_id = df.groupby('geometry').size().sort_values().index[-1]\n",
    "df.groupby('geometry').size().sort_values().describe()\n",
    "# lookup max_id geometry\n",
    "df[df.geometry == max_id]['mode_type']\n",
    "# these are strange, but there's a fair number of them"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/_k/42sqpt052kz96fmjll5__xxw0000gn/T/ipykernel_1667/2206134469.py:4: UserWarning: Converting to PeriodArray/Index representation will drop timezone information.\n",
      "  df['month_year'] = df['dispatch_ts'].dt.to_period('M')\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<Axes: xlabel='month_year'>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# look at crashes per month-year\n",
    "# convert to datetime\n",
    "df['dispatch_ts'] = pd.to_datetime(df['dispatch_ts'])\n",
    "df['month_year'] = df['dispatch_ts'].dt.to_period('M')\n",
    "#df['month_year'] = df['month_year'].astype(str)\n",
    "# group by month-year\n",
    "df.groupby('month_year').size().plot()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(282, 10)"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# this seems odd - why would the crashes drop suddenly January 2022?\n",
    "df[df.month_year == '2023-1'].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year\n",
      "2019    4349\n",
      "2020    3350\n",
      "2021    3910\n",
      "2022    3301\n",
      "2023    3540\n",
      "2024     646\n",
      "dtype: int64\n",
      "0.07240230233262648\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# look at crashes per year\n",
    "# convert to datetime\n",
    "df['year'] = df['dispatch_ts'].dt.year\n",
    "# group by month-year\n",
    "g_df = df.groupby('year').size()\n",
    "ax = g_df.loc[2019:2023].plot(kind='bar')\n",
    "# add labels\n",
    "ax.set_ylabel('Crashes')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_title('Crashes per Year')\n",
    "print(g_df)\n",
    "print((g_df[2023]-g_df[2022])/g_df[2022])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x14b061750>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# break this down by mode type\n",
    "ax = df.groupby(['year', 'mode_type']).size().unstack().loc[2019:2023, ['bike', 'ped']].plot(kind='bar')\n",
    "# add labels\n",
    "ax.set_ylabel('Crashes')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_title('Crashes per Year by Mode Type')\n",
    "ax.legend(title='Travel mode')\n",
    "ax.legend(['Bike', 'Pedestrian'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "street\n",
       "INTERSTATE 93                      620\n",
       "I93                                186\n",
       "MASSACHUSETTS TPKE                 123\n",
       "JAMES J STORROW MEMORIAL DR         53\n",
       "I90                                 28\n",
       "                                  ... \n",
       "DUDLEY ST                            1\n",
       "NORFOLK ST                           1\n",
       "RAMP - RT 93 NB TO RT 90 (RAMP       1\n",
       "COLUMBUS AVE                         1\n",
       "AMERICAN LEGION HWY                  1\n",
       "Name: count, Length: 74, dtype: int64"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# is type street - then has street populated\n",
    "# if type intersection - then has xstreet1 and xstreet2 populated\n",
    "df[df['street'].isnull()].location_type.value_counts()\n",
    "df[df['xstreet1'].isnull()].location_type.value_counts()\n",
    "# street - some null in cross?\n",
    "null_x = df[(df['location_type'] == 'Street') & (df['xstreet1'].isnull())]\n",
    "null_x['street'].value_counts()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# read in shapes of boston neighborhoods\n",
    "# source: https://dataverse.harvard.edu/dataset.xhtml?persistentId=doi:10.7910/DVN/JZV6ON\n",
    "neigh = gpd.read_file('/Users/bpben/Documents/crash_map/Boston_Neighborhoods_StatAreas 2017/Boston_Neighborhoods.shp')\n",
    "# collect points within neighborhoods\n",
    "geo_df = gpd.GeoDataFrame(df, geometry=gpd.points_from_xy(df.long, df.lat))\n",
    "geo_df.set_crs(neigh.crs, inplace=True)\n",
    "neigh_crashes = gpd.sjoin(geo_df, neigh, predicate='within')\n",
    "# looks like it works!\n",
    "#neigh_crashes.iloc[0].to_dict()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name\n",
       "Dorchester    61\n",
       "Name: count, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# where does that \"max_id\" crash occur?\n",
    "# convert to geodataframe\n",
    "neigh_crashes[neigh_crashes.geometry == max_id]['Name'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plot polygons in neigh with labels\n",
    "import matplotlib.pyplot as plt\n",
    "fig, ax = plt.subplots(figsize=(10, 10))\n",
    "neigh.boundary.plot(ax=ax)\n",
    "neigh.apply(lambda x: ax.annotate(text=x.Name, xy=x.geometry.centroid.coords[0], ha='center'), axis=1);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Crashes per sq mile')"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# group by neighborhood\n",
    "crash_by_n = neigh_crashes.groupby('Name').size().sort_values()\n",
    "crash_by_n.name = 'crashes'\n",
    "# normalize crashes by sqmiles\n",
    "norm_crash = pd.concat([crash_by_n, \n",
    "           neigh.set_index('Name').SqMiles], axis=1).sort_values('crashes', ascending=False)\n",
    "norm_crash['crash_per_sqmile'] = norm_crash['crashes'] / norm_crash['SqMiles']\n",
    "# plot \n",
    "ax = norm_crash.sort_values('crash_per_sqmile').crash_per_sqmile.plot(kind='barh')\n",
    "# add labels\n",
    "ax.set_xlabel('Crashes per sq mile')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Crashes per 1,000 residents')"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# probably more sensible to have population-normalized\n",
    "pop_df = pd.read_excel('./data/2015-2019_neighborhood_tables_2021.12.21.xlsm')\n",
    "pop_df = pop_df.iloc[3:, :2]\n",
    "pop_df.columns = ['Name', 'population']\n",
    "pop_df = pop_df.set_index('Name').dropna()\n",
    "# annoying processing\n",
    "pop_df.index = pop_df.index.str.strip()\n",
    "pop_df = pop_df[pop_df.index.isin(norm_crash.index)]\n",
    "pop_norm_crash = pd.concat([norm_crash, pop_df], axis=1)\n",
    "# Bay Village is part of South End\n",
    "pop_norm_crash.loc['South End', 'crashes'] += pop_norm_crash.loc['Bay Village', 'crashes']\n",
    "pop_norm_crash.drop('Bay Village', inplace=True)\n",
    "# Chinatown and Leather District is part of Downtown\n",
    "pop_norm_crash.loc['Downtown', 'crashes'] += pop_norm_crash.loc['Chinatown', 'crashes']\n",
    "pop_norm_crash.drop('Chinatown', inplace=True)\n",
    "pop_norm_crash.loc['Downtown', 'crashes'] += pop_norm_crash.loc['Leather District', 'crashes']\n",
    "pop_norm_crash.drop('Leather District', inplace=True)\n",
    "# drop harbor islands, it's paradise there\n",
    "pop_norm_crash.drop('Harbor Islands', inplace=True)\n",
    "pop_norm_crash['crash_per_1000'] = pop_norm_crash['crashes'] / pop_norm_crash['population'] * 1000\n",
    "ax = pop_norm_crash.sort_values('crash_per_1000').crash_per_1000.plot(kind='barh')\n",
    "ax.set_title('Crashes 2019-2024 per 1,000 residents')\n",
    "ax.set_ylabel('')\n",
    "ax.set_xlabel('Crashes per 1,000 residents')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "population    19261\n",
      "Name: Allston, dtype: object\n",
      "672\n",
      "34.889154249519756\n",
      "crashes                    672\n",
      "SqMiles                   1.56\n",
      "crash_per_sqmile    430.769231\n",
      "population               19261\n",
      "crash_per_1000       34.889154\n",
      "Name: Allston, dtype: object\n"
     ]
    }
   ],
   "source": [
    "# check my work\n",
    "sample = pop_df.iloc[0]\n",
    "print(sample)\n",
    "print(pop_norm_crash.loc[sample.name, 'crashes'])\n",
    "print(pop_norm_crash.loc[sample.name, 'crashes']/sample.values[0] * 1000)\n",
    "print(pop_norm_crash.loc[sample.name])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 0, 'Proportion Change')"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# look at the differences 2022 to 2023\n",
    "# same plot as above, show pctage change\n",
    "crash_by_n_y = neigh_crashes.groupby(['Name', 'year']).size().sort_values()\n",
    "crash_by_n_y.name = 'crashes'\n",
    "p_d_crash = crash_by_n_y.unstack(level=1)[[2022, 2023]].diff(axis=1).iloc[:, 1]\n",
    "\n",
    "# Bay Village is part of South End\n",
    "p_d_crash.loc['South End'] += p_d_crash.loc['Bay Village']\n",
    "p_d_crash.drop('Bay Village', inplace=True)\n",
    "# Chinatown and Leather District is part of Downtown\n",
    "p_d_crash.loc['Downtown'] += p_d_crash.loc['Chinatown']\n",
    "p_d_crash.drop('Chinatown', inplace=True)\n",
    "p_d_crash.loc['Downtown'] += p_d_crash.loc['Leather District']\n",
    "p_d_crash.drop('Leather District', inplace=True)\n",
    "p_d_crash = (p_d_crash/crash_by_n_y.unstack(level=1)[2022])\n",
    "p_d_crash.dropna(inplace=True)\n",
    "ax = p_d_crash.sort_values().plot(kind='barh')\n",
    "ax.set_title('Change in Crashes 2022-2023')\n",
    "ax.set_ylabel('')\n",
    "ax.set_xlabel('Proportion Change')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Name     year\n",
       "Allston  2022    0.100775\n",
       "Name: crashes, dtype: float64"
      ]
     },
     "execution_count": 105,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# check my work\n",
    "sample = crash_by_n_y.loc[('Allston'), [2022, 2023]]\n",
    "sample.diff().iloc[-1] / crash_by_n_y.loc[('Allston'), [2022]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "year\n",
      "2019    861\n",
      "2020    826\n",
      "2021    765\n",
      "2022    710\n",
      "2023    779\n",
      "2024    646\n",
      "dtype: int64\n",
      "-0.17073170731707318\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Crashes per Year 2019-2024, first 3 months')"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# is 2024 showing signs of continuity with this pattern?\n",
    "max_month = df.month_year.max().month\n",
    "less_max_month = df[df.dispatch_ts.dt.month<=max_month]\n",
    "g_less = less_max_month.groupby('year').size()\n",
    "ax = g_less.loc[2019:2024].plot(kind='bar')\n",
    "print(g_less)\n",
    "print((g_less.loc[2024]-g_less.loc[2023])/g_less.loc[2023])\n",
    "# add labels\n",
    "ax.set_ylabel('Crashes')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_title(f'Crashes per Year 2019-2024, first {max_month} months')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mode_type  bike  ped\n",
      "year                \n",
      "2019         44  161\n",
      "2020         41  125\n",
      "2021         23   70\n",
      "2022         30   94\n",
      "2023         33  149\n",
      "2024         56   11\n",
      "0.696969696969697\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x15a304970>"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# break this down by mode type\n",
    "g_less_mode = less_max_month.groupby(['year', 'mode_type']).size().unstack().loc[:, ['bike', 'ped']]\n",
    "ax = g_less_mode.plot(kind='bar')\n",
    "print(g_less_mode)\n",
    "print((g_less_mode.loc[2024, 'bike']-g_less_mode.loc[2023, 'bike'])/g_less_mode.loc[2023, 'bike'])\n",
    "# add labels\n",
    "ax.set_ylabel('Crashes')\n",
    "ax.set_xlabel('Year')\n",
    "ax.set_title(f'Crashes per Year by Mode Type 2019-2024, first {max_month} months')\n",
    "ax.legend(title='Travel mode')\n",
    "ax.legend(['Bike', 'Pedestrian'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "pop_norm_crash = pd.concat([norm_crash, pop_df], axis=1)\n",
    "# Bay Village is part of South End\n",
    "pop_norm_crash.loc['South End', 'crashes'] += pop_norm_crash.loc['Bay Village', 'crashes']\n",
    "pop_norm_crash.drop('Bay Village', inplace=True)\n",
    "# Chinatown and Leather District is part of Downtown\n",
    "pop_norm_crash.loc['Downtown', 'crashes'] += pop_norm_crash.loc['Chinatown', 'crashes']\n",
    "pop_norm_crash.drop('Chinatown', inplace=True)\n",
    "pop_norm_crash.loc['Downtown', 'crashes'] += pop_norm_crash.loc['Leather District', 'crashes']\n",
    "pop_norm_crash.drop('Leather District', inplace=True)\n",
    "# drop harbor islands, it's paradise there\n",
    "pop_norm_crash.drop('Harbor Islands', inplace=True)\n",
    "pop_norm_crash['crash_per_1000'] = pop_norm_crash['crashes'] / pop_norm_crash['population'] * 1000\n",
    "ax = pop_norm_crash.sort_values('crash_per_1000').crash_per_1000.plot(kind='barh')\n",
    "ax.set_title('Crashes 2019-2024 per 1,000 residents')\n",
    "ax.set_ylabel('')\n",
    "ax.set_xlabel('')"
   ]
  }
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