notebooks/make.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Parking Analysis Calculations\n",
    "\n",
    "This notebook retrieves parking data, processes it, and creates output files describing the findings."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/chris/opt/miniconda3/envs/parking/lib/python3.10/site-packages/osmnx/utils.py:192: UserWarning: The `utils.config` function is deprecated and will be removed in a future release. Instead, use the `settings` module directly to configure a global setting's value. For example, `ox.settings.log_console=True`.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "'1.2.2'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import geopandas as gpd\n",
    "import osmnx as ox\n",
    "from functools import reduce\n",
    "from measurement.measures import Area\n",
    "from decimal import Decimal\n",
    "import folium\n",
    "from shapely import geometry, ops\n",
    "from string import Template\n",
    "import datetime\n",
    "import numpy as np\n",
    "import os\n",
    "%matplotlib inline\n",
    "ox.config(log_console=True, use_cache=False)\n",
    "ox.__version__"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Specify the area to look for and the type of footprints to look for. Here, we only want the Downtown Neighborhood, and we are only looking for footprints tagged as \"amenity:parking\" in OSM.\n",
    "\n",
    "**Note:** You must supply a `place` string which returns a valid result in OSM. For this calculation, I manually had to create the \"Dowtown\" neighborhood from the [City's GIS](http://pvdgis.maps.arcgis.com/home/webmap/viewer.html?useExisting=1&layers=07555d51a34a4fa0a43e9c920f68970f). Other neighborhoods may or may not be on OSM. For example, Fox Point and College Hill are, but Upper South Providence is not."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "place = \"Downtown, Providence, RI, USA\""
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll also download the Polygon representing the place's bounds, and get it's area (all areas are initially in square meters)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "downtown_poly = ox.geocode_to_gdf(place).geometry[0]\n",
    "downtown_area = ox.projection.project_geometry(downtown_poly)[0].area"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we'll set up the `stats` `DataFrame` to hold a bunch of calculations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "stat_columns = {\n",
    "    'count': np.int64,\n",
    "    'disabled_count': np.int64,\n",
    "    'area_sum': np.float64,\n",
    "    'area_mean': np.float64,\n",
    "    'area_median': np.float64,                  \n",
    "    'area_percent_sum': np.float64,\n",
    "    'area_percent_mean': np.float64,\n",
    "    'area_percent_median': np.float64,\n",
    "    'capacity_sum': np.int64,\n",
    "    'capacity_mean': np.int64,\n",
    "    'capacity_median': np.int64,\n",
    "    'capacity:disabled_sum': np.int64,\n",
    "    'capacity:disabled_mean': np.int64,\n",
    "    'capacity:disabled_median': np.int64,\n",
    "    'efficiency_sum': np.float64, \n",
    "    'efficiency_mean': np.float64,\n",
    "    'efficiency_median': np.float64\n",
    "}\n",
    "\n",
    "stats = pd.DataFrame()\n",
    "for c in stat_columns:\n",
    "    stats[c] = pd.Series(dtype=stat_columns[c])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Because of the way OSM stores data and OSMnx retrieves it, we need to handle parking lots and garages separately from how we handle on-street parking.\n",
    "\n",
    "## Lot/Garage Parking\n",
    "\n",
    "We will use OSMnx to download \"footprints.\" These are effectively polygons representing the shapes of lots in the neighborhood. Each shape is \"tagged\" (in OSM parlance) with various bits of information (surface type, capacity, etc.).\n",
    "\n",
    "For OSMnx to retrieve the right footprints, we need to specify a type:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "footprint_type = {\"parking\": True}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Download the footprints from OSM, and them project them to UTM 19 via OSMnx (UTM Zone selected automatically):"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "footprints_unprojected = ox.geometries.geometries_from_place(place, footprint_type)\n",
    "footprints = ox.project_gdf(footprints_unprojected)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We filter out uneeded information, filter out facilities without capacties set, calculate each footprint's area, and convert some values to numbers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "footprints = footprints[['name', 'parking', 'geometry', 'capacity', 'capacity:disabled']]\n",
    "footprints = footprints.dropna(subset=['capacity'])\n",
    "footprints['area'] = footprints.geometry.area\n",
    "footprints['capacity'] = pd.to_numeric(footprints['capacity'])\n",
    "footprints['capacity:disabled'] = pd.to_numeric(footprints['capacity:disabled'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "From this, we calculate the efficiency, the amount of space required per each parking spot, and a percentage of the region's land area each facility uses."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "footprints['efficiency'] = footprints['area'] / footprints['capacity']\n",
    "footprints['area_percent'] = 100 * (footprints['area'] / downtown_area)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we filter the footprints into the subcategories. \"Surface\" lots, \"structured\" garages (indicated by the OSM `parking = multi-storey` tag, and \"underground\" garages."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "fp_surface = footprints[footprints['parking'] == \"surface\"]\n",
    "fp_structure = footprints[footprints['parking'] == \"multi-storey\"]\n",
    "fp_underground = footprints[footprints['parking'] == \"underground\"]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Surface lots and strucutred lots have the same calculations:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "for parking_type, frame in zip(['surface', 'structured'], [fp_surface, fp_structure]):\n",
    "    stats.loc[parking_type, 'count'] = len(frame)\n",
    "    stats.loc[parking_type, 'count_disabled'] = len(frame[frame['capacity:disabled'].notnull()])\n",
    "    stats.loc[parking_type, 'area_sum'] = frame['area'].sum()\n",
    "    stats.loc[parking_type, 'area_mean'] = frame['area'].mean()\n",
    "    stats.loc[parking_type, 'area_median'] = frame['area'].median()\n",
    "    stats.loc[parking_type, 'area_percent_sum'] = frame['area_percent'].sum()\n",
    "    stats.loc[parking_type, 'area_percent_mean'] = frame['area_percent'].mean()\n",
    "    stats.loc[parking_type, 'area_percent_median'] = frame['area_percent'].median()\n",
    "    stats.loc[parking_type, 'capacity_sum'] = pd.to_numeric(frame['capacity']).sum()\n",
    "    stats.loc[parking_type, 'capacity_mean'] = pd.to_numeric(frame['capacity']).mean()\n",
    "    stats.loc[parking_type, 'capacity_median'] = pd.to_numeric(frame['capacity']).median()\n",
    "    stats.loc[parking_type, 'capacity:disabled_sum'] = pd.to_numeric(frame['capacity:disabled']).sum()\n",
    "    stats.loc[parking_type, 'capacity:disabled_mean'] = pd.to_numeric(frame['capacity:disabled']).mean()\n",
    "    stats.loc[parking_type, 'capacity:disabled_median'] = pd.to_numeric(frame['capacity:disabled']).median()\n",
    "    stats.loc[parking_type, 'efficiency_sum'] = frame['efficiency'].sum()\n",
    "    stats.loc[parking_type, 'efficiency_mean'] = frame['efficiency'].mean()\n",
    "    stats.loc[parking_type, 'efficiency_median'] = frame['efficiency'].median()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We don't calculate area for underground garages, so the calculations for this type are different."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "parking_type = \"underground\"\n",
    "frame = fp_underground\n",
    "\n",
    "parking_dim_a_ft = 9\n",
    "parking_dim_b_ft = 17\n",
    "parking_spot_area = Area(sq_ft = parking_dim_a_ft * parking_dim_b_ft).sq_m\n",
    "\n",
    "stats.loc[parking_type, 'count'] = len(frame)\n",
    "stats.loc[parking_type, 'count_disabled'] = len(frame[frame['capacity:disabled'].notnull()])\n",
    "stats.loc[parking_type, 'capacity_sum'] = pd.to_numeric(frame['capacity']).sum()\n",
    "stats.loc[parking_type, 'capacity_mean'] = pd.to_numeric(frame['capacity']).mean()\n",
    "stats.loc[parking_type, 'capacity_median'] = pd.to_numeric(frame['capacity']).median()\n",
    "stats.loc[parking_type, 'capacity:disabled_sum'] = pd.to_numeric(frame['capacity:disabled']).sum()\n",
    "stats.loc[parking_type, 'capacity:disabled_mean'] = pd.to_numeric(frame['capacity:disabled']).mean()\n",
    "stats.loc[parking_type, 'capacity:disabled_median'] = pd.to_numeric(frame['capacity:disabled']).median()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## On-Street Parking\n",
    "\n",
    "Now, we can focus on on-street parking. Streets are defined as \"ways\" in OSM. We would be able to pull these from OSM using the `osmnx.pois` module.\n",
    "\n",
    "At present, that module relies on `osmnx.pois._parse_polygonal_poi()` to parse POIs (points of interest). Unfortunately, this module will convert all of the street segments into `shapely.Polygon`s. In the event of a street segment defined by only two nodes, this will fail. We don't want that failures (and we don't really want polygons either, as we know we are dealing with street segments here), so we overload this function with `PATCH_parse_polygonal_poi()`.\n",
    "\n",
    "**Note:** this is a [known issue](https://github.com/gboeing/osmnx/issues/478#issuecomment-643652543) and [work is in progress](https://github.com/gboeing/osmnx/issues/478#issuecomment-649085156) to fix this and other issues."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'osmnx' has no attribute 'pois'",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[0;32mIn [17]\u001b[0m, in \u001b[0;36m<cell line: 33>\u001b[0;34m()\u001b[0m\n\u001b[1;32m     30\u001b[0m         \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mException\u001b[39;00m:\n\u001b[1;32m     31\u001b[0m             utils\u001b[38;5;241m.\u001b[39mlog(\u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mPolygon has invalid geometry: \u001b[39m\u001b[38;5;132;01m{\u001b[39;00mnodes\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m---> 33\u001b[0m \u001b[43mox\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpois\u001b[49m\u001b[38;5;241m.\u001b[39m_parse_polygonal_poi \u001b[38;5;241m=\u001b[39m PATCH_parse_polygonal_poi\n",
      "\u001b[0;31mAttributeError\u001b[0m: module 'osmnx' has no attribute 'pois'"
     ]
    }
   ],
   "source": [
    "def PATCH_parse_polygonal_poi(coords, response):\n",
    "    \"\"\"\n",
    "    Parse areal POI way polygons from OSM node coords.\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    coords : dict\n",
    "        dict of node IDs and their lat, lng coordinates\n",
    "    response : string\n",
    "        OSM response JSON string\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    poi : dict\n",
    "        dict of POIs containing each's nodes, polygon geometry, and osmid, or\n",
    "        None if it cannot\n",
    "    \"\"\"\n",
    "    if \"type\" in response and response[\"type\"] == \"way\":\n",
    "        nodes = response[\"nodes\"]\n",
    "        try:\n",
    "            polygon = geometry.LineString([(coords[node][\"lon\"], coords[node][\"lat\"]) for node in nodes])\n",
    "\n",
    "            poi = {\"nodes\": nodes, \"geometry\": polygon, \"osmid\": response[\"id\"]}\n",
    "\n",
    "            if \"tags\" in response:\n",
    "                for tag in response[\"tags\"]:\n",
    "                    poi[tag] = response[\"tags\"][tag]\n",
    "            return poi\n",
    "\n",
    "        except Exception:\n",
    "            utils.log(f\"Polygon has invalid geometry: {nodes}\")\n",
    "\n",
    "ox.pois._parse_polygonal_poi = PATCH_parse_polygonal_poi"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we can use `osmnx.pois.pois_from_polygon()` to collect all POIs with tags matching `'parking:lane:left'`, `'parking:lane:both'`, or `'parking:lane:right'`. Here, we buffer the downtown area polygon, so that streets that form the border of the neighborhood (South Main Street, for example) are included.\n",
    "\n",
    "This returns both OSM nodes and ways, so we filter `parking_lane_pois` to the `gpd.GeoDataFrame` `parking_lane_ways` containing only ways."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "buffered_downtown_poly = ox.geocode_to_gdf(place, buffer_dist=10).geometry[0]\n",
    "\n",
    "parking_lane_pois = ox.geometries_from_polygon(buffered_downtown_poly, {\n",
    "    'parking:lane:both': True,\n",
    "    'parking:lane:left': True,\n",
    "    'parking:lane:right': True\n",
    "})\n",
    "\n",
    "parking_lane_pois.reset_index(inplace=True)\n",
    "parking_lane_ways = parking_lane_pois[parking_lane_pois['element_type'] == 'way']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we copy the `GeoDataFrame` to itself (for a pandas reason I don't understand), and convert the capacity values to integers:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "parking_lane_ways = parking_lane_ways.copy()\n",
    "\n",
    "parking_lane_ways.loc[:, 'parking:lane:left:capacity'] = parking_lane_ways['parking:lane:left:capacity'].fillna(0).astype('int32')\n",
    "parking_lane_ways.loc[:, 'parking:lane:both:capacity'] = parking_lane_ways['parking:lane:both:capacity'].fillna(0).astype('int32')\n",
    "parking_lane_ways.loc[:, 'parking:lane:right:capacity'] = parking_lane_ways['parking:lane:right:capacity'].fillna(0).astype('int32')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Next, we sum the capacity tag values:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "parking_lane_ways.loc[:, 'capacity'] = parking_lane_ways['parking:lane:left:capacity'] + parking_lane_ways['parking:lane:both:capacity'] + parking_lane_ways['parking:lane:right:capacity']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This information can now be added to the `stats` `DataFrame`. For on-street parking, we assume average dimensions of 9 feet by 17 feet for a parking space to calculate area use."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "parking_type = \"street\"\n",
    "frame = parking_lane_ways\n",
    "on_street_dim_a = 9\n",
    "on_street_dim_b = 17\n",
    "parking_spot_area = on_street_dim_a * on_street_dim_b\n",
    "\n",
    "stats.loc[parking_type, 'capacity_sum'] = pd.to_numeric(frame['capacity']).sum()\n",
    "stats.loc[parking_type, 'area_sum'] = Area(sq_ft=(stats.loc[parking_type, 'capacity_sum'] * parking_spot_area)).sq_m\n",
    "stats.loc[parking_type, 'area_percent_sum'] = 100 * stats.loc[parking_type, 'area_sum'] / downtown_area\n",
    "stats.loc[parking_type, 'efficiency_sum'] = stats.loc[parking_type, 'area_sum'] / stats.loc[parking_type, 'capacity_sum']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Generating Output\n",
    "\n",
    "These calculations are used to create an HTML document. A key component of that page is a [Leaflet](https://leafletjs.com) map showing parking locations and capacities. We generate that here with [Folium](https://python-visualization.github.io/folium/).\n",
    "\n",
    "Start by creating the map and adding all the footprints:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>parking</th>\n",
       "      <th>geometry</th>\n",
       "      <th>capacity</th>\n",
       "      <th>capacity:disabled</th>\n",
       "      <th>area</th>\n",
       "      <th>efficiency</th>\n",
       "      <th>area_percent</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>element_type</th>\n",
       "      <th>osmid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">way</th>\n",
       "      <th>141535719</th>\n",
       "      <td>Biltmore Garage</td>\n",
       "      <td>multi-storey</td>\n",
       "      <td>POLYGON ((299477.785 4633065.609, 299518.701 4...</td>\n",
       "      <td>440</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3335.762336</td>\n",
       "      <td>7.581278</td>\n",
       "      <td>0.165250</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141535724</th>\n",
       "      <td>Freeway Garage</td>\n",
       "      <td>multi-storey</td>\n",
       "      <td>POLYGON ((299920.958 4632965.162, 299927.951 4...</td>\n",
       "      <td>300</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1910.921288</td>\n",
       "      <td>6.369738</td>\n",
       "      <td>0.094665</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141535769</th>\n",
       "      <td>Civic Center Garage</td>\n",
       "      <td>multi-storey</td>\n",
       "      <td>POLYGON ((299345.614 4632950.890, 299388.620 4...</td>\n",
       "      <td>450</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3227.814916</td>\n",
       "      <td>7.172922</td>\n",
       "      <td>0.159902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141535777</th>\n",
       "      <td>The Arcade Garage</td>\n",
       "      <td>multi-storey</td>\n",
       "      <td>POLYGON ((299859.527 4633018.292, 299886.414 4...</td>\n",
       "      <td>600</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2151.264520</td>\n",
       "      <td>3.585441</td>\n",
       "      <td>0.106571</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141535818</th>\n",
       "      <td>Narragansett Hotel Parking Garage</td>\n",
       "      <td>multi-storey</td>\n",
       "      <td>POLYGON ((299831.597 4632941.200, 299846.974 4...</td>\n",
       "      <td>65</td>\n",
       "      <td>NaN</td>\n",
       "      <td>712.177173</td>\n",
       "      <td>10.956572</td>\n",
       "      <td>0.035280</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                     name       parking  \\\n",
       "element_type osmid                                                        \n",
       "way          141535719                    Biltmore Garage  multi-storey   \n",
       "             141535724                     Freeway Garage  multi-storey   \n",
       "             141535769                Civic Center Garage  multi-storey   \n",
       "             141535777                  The Arcade Garage  multi-storey   \n",
       "             141535818  Narragansett Hotel Parking Garage  multi-storey   \n",
       "\n",
       "                                                                 geometry  \\\n",
       "element_type osmid                                                          \n",
       "way          141535719  POLYGON ((299477.785 4633065.609, 299518.701 4...   \n",
       "             141535724  POLYGON ((299920.958 4632965.162, 299927.951 4...   \n",
       "             141535769  POLYGON ((299345.614 4632950.890, 299388.620 4...   \n",
       "             141535777  POLYGON ((299859.527 4633018.292, 299886.414 4...   \n",
       "             141535818  POLYGON ((299831.597 4632941.200, 299846.974 4...   \n",
       "\n",
       "                        capacity  capacity:disabled         area  efficiency  \\\n",
       "element_type osmid                                                             \n",
       "way          141535719       440                NaN  3335.762336    7.581278   \n",
       "             141535724       300                NaN  1910.921288    6.369738   \n",
       "             141535769       450                NaN  3227.814916    7.172922   \n",
       "             141535777       600                NaN  2151.264520    3.585441   \n",
       "             141535818        65                NaN   712.177173   10.956572   \n",
       "\n",
       "                        area_percent  \n",
       "element_type osmid                    \n",
       "way          141535719      0.165250  \n",
       "             141535724      0.094665  \n",
       "             141535769      0.159902  \n",
       "             141535777      0.106571  \n",
       "             141535818      0.035280  "
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "footprints.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "m = folium.Map(tiles='cartodbpositron')\n",
    "\n",
    "a, b, c, d = downtown_poly.bounds\n",
    "bbox = [[b, a], [d, c]]\n",
    "\n",
    "m.fit_bounds(bbox)\n",
    "\n",
    "footprints['area square ft'] = list(map(lambda x: Area(sq_m=x).sq_ft, footprints['area']))\n",
    "\n",
    "surface_tooltip_fields = {\n",
    "    'name': 'Lot Name',\n",
    "    'parking': 'Parking Type',\n",
    "    'area square ft': 'Area (ft<sup>2</sup>)',\n",
    "    'capacity': 'Capacity',\n",
    "    'capacity:disabled': 'Accessible Spaces'\n",
    "}\n",
    "\n",
    "multistorey_tooltip_fields = {\n",
    "    'name': 'Garage Name',\n",
    "    'parking': 'Parking Type',\n",
    "    'area square ft': 'Area (ft<sup>2</sup>)',\n",
    "    'capacity': 'Capacity',\n",
    "    'capacity:disabled': 'Accessible Spaces'\n",
    "}\n",
    "\n",
    "underground_tooltip_fields = {\n",
    "    'name': 'Garage Name',\n",
    "    'parking': 'Parking Type',\n",
    "    'capacity': 'Capacity',\n",
    "    'capacity:disabled': 'Accessible Spaces'\n",
    "}\n",
    "\n",
    "colors = {\n",
    "    'surface': 'darkred',\n",
    "    'multi-storey': 'orangered',\n",
    "    'underground': 'darkorange'\n",
    "}\n",
    "\n",
    "def style_function(x):\n",
    "    color = colors.get(x['properties']['parking'], 'black')\n",
    "    return {'fillColor': color, 'color': color, 'weight': 1, 'fillOpacity': 0.7}\n",
    "\n",
    "def make_layer(parking_type, tooltip_fields, layer_name):\n",
    "    color = colors.get(parking_type, 'black')\n",
    "    tooltips = folium.features.GeoJsonTooltip(list(tooltip_fields.keys()), aliases=list(tooltip_fields.values()))\n",
    "    footprints_layer = folium.GeoJson(footprints[footprints['parking'] == parking_type], style_function=style_function)\n",
    "    footprints_layer.layer_name = \"<span style='color:\" + color + \"'>\" + layer_name + \"</span>\"\n",
    "    footprints_layer.add_child(tooltips)\n",
    "    footprints_layer.add_to(m)\n",
    "    \n",
    "\n",
    "layer_surface = (\"surface\", surface_tooltip_fields, \"Surface Lots\")\n",
    "layer_structure = (\"multi-storey\", multistorey_tooltip_fields, \"Structured Garages\")\n",
    "layer_underground = (\"underground\", underground_tooltip_fields, \"Underground Garages\")\n",
    "\n",
    "layers_to_make = [layer_surface, layer_structure, layer_underground]\n",
    "for l in layers_to_make:\n",
    "    a, b, c = l\n",
    "    make_layer(a, b, c)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now, we'll add the streets:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<folium.features.GeoJson at 0x16e897730>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "street_tooltip_fields = {\n",
    "    'name': 'Street Name',\n",
    "    'capacity': 'Segment Parking Capacity'\n",
    "}\n",
    "\n",
    "def style_function(x):\n",
    "    return {'color': 'CHOCOLATE', 'weight': 3, 'opacity': 0.7}\n",
    "\n",
    "streets_layer = folium.GeoJson(parking_lane_ways, style_function=style_function)\n",
    "tooltips = folium.features.GeoJsonTooltip(list(street_tooltip_fields.keys()), aliases=list(street_tooltip_fields.values()))\n",
    "tooltips.add_to(streets_layer)\n",
    "streets_layer.layer_name = \"<span style='color:CHOCOLATE'>Street Parking</span>\"\n",
    "streets_layer.add_to(m)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Finally, we add a layer control, and the map is complete:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.6.0/dist/leaflet.css&quot;/&gt;\n",
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       "                #map_697107fa1e64ba946f71f3ad6d2b7e56 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
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       "                        .foliumtooltip th{\n",
       "                            padding: 2px; padding-right: 8px;\n",
       "                        }\n",
       "                    &lt;/style&gt;\n",
       "            \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_697107fa1e64ba946f71f3ad6d2b7e56&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;    \n",
       "    \n",
       "            var map_697107fa1e64ba946f71f3ad6d2b7e56 = L.map(\n",
       "                &quot;map_697107fa1e64ba946f71f3ad6d2b7e56&quot;,\n",
       "                {\n",
       "                    center: [0, 0],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 1,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_212d2aa483a67e78efe27467e09a99e7 = L.tileLayer(\n",
       "                &quot;https://cartodb-basemaps-{s}.global.ssl.fastly.net/light_all/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;\\u0026copy; \\u003ca href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e contributors \\u0026copy; \\u003ca href=\\&quot;http://cartodb.com/attributions\\&quot;\\u003eCartoDB\\u003c/a\\u003e, CartoDB \\u003ca href =\\&quot;http://cartodb.com/attributions\\&quot;\\u003eattributions\\u003c/a\\u003e&quot;, &quot;detectRetina&quot;: false, &quot;maxNativeZoom&quot;: 18, &quot;maxZoom&quot;: 18, &quot;minZoom&quot;: 0, &quot;noWrap&quot;: false, &quot;opacity&quot;: 1, &quot;subdomains&quot;: &quot;abc&quot;, &quot;tms&quot;: false}\n",
       "            ).addTo(map_697107fa1e64ba946f71f3ad6d2b7e56);\n",
       "        \n",
       "    \n",
       "            map_697107fa1e64ba946f71f3ad6d2b7e56.fitBounds(\n",
       "                [[41.8120369, -71.4201667], [41.8349683, -71.4011282]],\n",
       "                {}\n",
       "            );\n",
       "        \n",
       "    \n",
       "        function geo_json_25648e240e056e735ec3c57413ebda86_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;darkred&quot;, &quot;fillColor&quot;: &quot;darkred&quot;, &quot;fillOpacity&quot;: 0.7, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_25648e240e056e735ec3c57413ebda86_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_25648e240e056e735ec3c57413ebda86 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_25648e240e056e735ec3c57413ebda86_onEachFeature,\n",
       "            \n",
       "                style: geo_json_25648e240e056e735ec3c57413ebda86_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_25648e240e056e735ec3c57413ebda86_add (data) {\n",
       "            geo_json_25648e240e056e735ec3c57413ebda86\n",
       "                .addData(data)\n",
       "                .addTo(map_697107fa1e64ba946f71f3ad6d2b7e56);\n",
       "        }\n",
       "            geo_json_25648e240e056e735ec3c57413ebda86_add({&quot;bbox&quot;: [-71.4195522, 41.81419180000001, -71.4036978, 41.83476850000001], &quot;features&quot;: [{&quot;bbox&quot;: [-71.4118168, 41.8277486, -71.4108282, 41.8284288], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4117578, 41.828402200000006], [-71.4118007, 41.8283802], [-71.4118168, 41.82833229999999], [-71.4118141, 41.828300299999995], [-71.4117841, 41.8282729], [-71.41173100000002, 41.828216299999994], [-71.4115166, 41.828039100000005], [-71.4114489, 41.82798859999999], [-71.411432, 41.82797800000001], [-71.4114093, 41.8279604], [-71.41139, 41.8279455], [-71.4113704, 41.8279303], [-71.411349, 41.82791379999999], [-71.4113288, 41.827898100000006], [-71.4113096, 41.827883199999995], [-71.4112877, 41.8278645], [-71.4112627, 41.827847600000005], [-71.4112273, 41.827823699999996], [-71.4112136, 41.827819200000015], [-71.4111945, 41.82781949999999], [-71.4111652, 41.827815699999995], [-71.4111385, 41.827809499999994], [-71.4111113, 41.8278001], [-71.4111027, 41.8277971], [-71.4110852, 41.827791099999985], [-71.4110604, 41.8277826], [-71.4110342, 41.8277682], [-71.4109987, 41.8277486], [-71.4109684, 41.82778090000001], [-71.4109486, 41.827798599999994], [-71.4108282, 41.8279081], [-71.4108286, 41.827940999999996], [-71.4108691, 41.82798429999999], [-71.4108915, 41.8280436], [-71.4109348, 41.82811970000001], [-71.4109936, 41.8282253], [-71.4110599, 41.828328899999995], [-71.4111457, 41.8283408], [-71.4112986, 41.828344799999996], [-71.4113523, 41.82833089999998], [-71.4114118, 41.8283263], [-71.4115432, 41.82835819999999], [-71.4116178, 41.82840679999999], [-71.4116553, 41.8284288], [-71.4117256, 41.828422199999984], [-71.4117578, 41.828402200000006]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 146047911)&quot;, &quot;properties&quot;: {&quot;area&quot;: 3232.9580718472166, &quot;area square ft&quot;: 34799.27106634203, &quot;area_percent&quot;: 0.16015695195947124, &quot;capacity&quot;: 139, &quot;capacity:disabled&quot;: 2.0, &quot;efficiency&quot;: 23.258691164368464, &quot;name&quot;: null, &quot;parking&quot;: &quot;surface&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.412466, 41.827327200000006, -71.4113052, 41.828111299999996], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.412466, 41.82776469999999], [-71.4124525, 41.827710700000004], [-71.41238280000002, 41.827622700000006], [-71.412313, 41.8275528], [-71.412283, 41.82749139999999], [-71.4122051, 41.8274179], [-71.41221120000002, 41.82739329999999], [-71.4121982, 41.827375499999995], [-71.4121728, 41.82737579999999], [-71.4121515, 41.82737600000001], [-71.4121275, 41.82737329999999], [-71.4121073, 41.827369100000006], [-71.4120389, 41.827372100000005], [-71.4118979, 41.8274028], [-71.4118702, 41.827403999999994], [-71.41178160000001, 41.8274058], [-71.4116654, 41.8274064], [-71.4116291, 41.827394899999994], 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41.8315469], [-71.4120338, 41.83156410000001], [-71.4120515, 41.831634]], [[-71.41255640000001, 41.833227999999984], [-71.4123598, 41.8327152], [-71.4119077, 41.8328115], [-71.41210430000001, 41.8333242], [-71.41255640000001, 41.833227999999984]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027relation\\u0027, 10548331)&quot;, &quot;properties&quot;: {&quot;area&quot;: 12110.788551882573, &quot;area square ft&quot;: 130359.44304817768, &quot;area_percent&quot;: 0.5999542639249034, &quot;capacity&quot;: 288, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 42.05134913848116, &quot;name&quot;: null, &quot;parking&quot;: &quot;surface&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_25648e240e056e735ec3c57413ebda86.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;, &quot;parking&quot;, &quot;area square ft&quot;, &quot;capacity&quot;, &quot;capacity:disabled&quot;];\n",
       "    let aliases = [&quot;Lot Name&quot;, &quot;Parking Type&quot;, &quot;Area (ft\\u003csup\\u003e2\\u003c/sup\\u003e)&quot;, &quot;Capacity&quot;, &quot;Accessible Spaces&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "        function geo_json_73b766183bb5a205839263a9c23a43e5_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;orangered&quot;, &quot;fillColor&quot;: &quot;orangered&quot;, &quot;fillOpacity&quot;: 0.7, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_73b766183bb5a205839263a9c23a43e5_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_73b766183bb5a205839263a9c23a43e5 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_73b766183bb5a205839263a9c23a43e5_onEachFeature,\n",
       "            \n",
       "                style: geo_json_73b766183bb5a205839263a9c23a43e5_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_73b766183bb5a205839263a9c23a43e5_add (data) {\n",
       "            geo_json_73b766183bb5a205839263a9c23a43e5\n",
       "                .addData(data)\n",
       "                .addTo(map_697107fa1e64ba946f71f3ad6d2b7e56);\n",
       "        }\n",
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41.824914], [-71.41651, 41.8249429], [-71.4165336, 41.82525819999999], [-71.4165396, 41.82544540000001], [-71.4174213, 41.825420399999985], [-71.4175646, 41.82541629999999], [-71.4178023, 41.8253082], [-71.4180796, 41.8251444], [-71.4180726, 41.82499659999999], [-71.4181797, 41.82499379999999], [-71.4181776, 41.82494870000001], [-71.4182217, 41.8249475], [-71.418248, 41.82492799999999], [-71.4182223, 41.82490880000001], [-71.4180674, 41.8249119]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 972044105)&quot;, &quot;properties&quot;: {&quot;area&quot;: 6637.320405375327, &quot;area square ft&quot;: 71443.52225045947, &quot;area_percent&quot;: 0.32880507005645765, &quot;capacity&quot;: 2400, &quot;capacity:disabled&quot;: 33.0, &quot;efficiency&quot;: 2.7655501689063864, &quot;name&quot;: &quot;Dunkin Donuts Center and Rhode Island Convention Center North Parking Garage&quot;, &quot;parking&quot;: &quot;multi-storey&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_73b766183bb5a205839263a9c23a43e5.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;, &quot;parking&quot;, &quot;area square ft&quot;, &quot;capacity&quot;, &quot;capacity:disabled&quot;];\n",
       "    let aliases = [&quot;Garage Name&quot;, &quot;Parking Type&quot;, &quot;Area (ft\\u003csup\\u003e2\\u003c/sup\\u003e)&quot;, &quot;Capacity&quot;, &quot;Accessible Spaces&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "        function geo_json_7756b9b5385a5b2c71edc66eecead5e0_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;darkorange&quot;, &quot;fillColor&quot;: &quot;darkorange&quot;, &quot;fillOpacity&quot;: 0.7, &quot;weight&quot;: 1};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_7756b9b5385a5b2c71edc66eecead5e0_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_7756b9b5385a5b2c71edc66eecead5e0 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_7756b9b5385a5b2c71edc66eecead5e0_onEachFeature,\n",
       "            \n",
       "                style: geo_json_7756b9b5385a5b2c71edc66eecead5e0_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_7756b9b5385a5b2c71edc66eecead5e0_add (data) {\n",
       "            geo_json_7756b9b5385a5b2c71edc66eecead5e0\n",
       "                .addData(data)\n",
       "                .addTo(map_697107fa1e64ba946f71f3ad6d2b7e56);\n",
       "        }\n",
       "            geo_json_7756b9b5385a5b2c71edc66eecead5e0_add({&quot;bbox&quot;: [-71.4167126, 41.821125300000006, -71.4063006, 41.83132739999999], &quot;features&quot;: [{&quot;bbox&quot;: [-71.4134752, 41.8284928, -71.4122485, 41.829507500000005], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4122485, 41.829168300000006], [-71.412761, 41.829507500000005], [-71.4128659, 41.82942070000001], [-71.4134752, 41.8289161], [-71.4130965, 41.8284928], [-71.4122485, 41.829168300000006]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 498593333)&quot;, &quot;properties&quot;: {&quot;area&quot;: 5353.317336263182, &quot;area square ft&quot;: 57622.628239756006, &quot;area_percent&quot;: 0.2651970636160557, &quot;capacity&quot;: 330, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 16.222173746252068, &quot;name&quot;: &quot;Providence Station Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.411174, 41.8244419, -71.4104516, 41.82498259999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4109568, 41.82498259999999], [-71.4111433, 41.8248455], [-71.411174, 41.824822900000015], [-71.4106682, 41.8244419], [-71.4104516, 41.82460249999999], [-71.4109568, 41.82498259999999]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 764264706)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1508.9679275261806, &quot;area square ft&quot;: 16242.395593579935, &quot;area_percent&quot;: 0.0747525017356966, &quot;capacity&quot;: 115, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 13.121460239358091, &quot;name&quot;: &quot;100 Westminster Street Parking Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4133797, 41.823086599999996, -71.4127229, 41.82356579999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4129193, 41.82356579999999], [-71.4133797, 41.8232326], [-71.4131894, 41.823086599999996], [-71.4128147, 41.823348599999996], [-71.4127229, 41.82341499999999], [-71.4129193, 41.82356579999999]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 764264707)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1228.8954092974393, &quot;area square ft&quot;: 13227.720097183465, &quot;area_percent&quot;: 0.06087803759162574, &quot;capacity&quot;: 68, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 18.071991313197636, &quot;name&quot;: &quot;The Peerless Lofts Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4072371, 41.823608, -71.4066137, 41.8241174], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4066137, 41.823812399999994], [-71.4069821, 41.823608], [-71.4071489, 41.823845399999996], [-71.4072371, 41.8239753], [-71.4068656, 41.8241174], [-71.4067763, 41.823985799999996], [-71.4067427, 41.82395259999999], [-71.4066137, 41.823812399999994]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 764441929)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1531.043359211106, &quot;area square ft&quot;: 16480.01356264667, &quot;area_percent&quot;: 0.07584609273603614, &quot;capacity&quot;: 160, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 9.569020995069412, &quot;name&quot;: &quot;121 South Main St Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4069858, 41.8232931, -71.4063006, 41.823805699999994], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4066823, 41.8232931], [-71.406694, 41.823305], [-71.4068056, 41.823418900000014], [-71.4068263, 41.82340760000001], [-71.4068775, 41.8234599], [-71.4068615, 41.8234685], [-71.4069858, 41.823595399999995], [-71.4065993, 41.823805699999994], [-71.4063006, 41.82350079999999], [-71.4066375, 41.823317499999995], [-71.4066823, 41.8232931]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 764441930)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1670.681007347758, &quot;area square ft&quot;: 17983.060697989622, &quot;area_percent&quot;: 0.08276357808764084, &quot;capacity&quot;: 75, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 22.27574676463677, &quot;name&quot;: &quot;Packet Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.412715, 41.8280695, -71.4120723, 41.82869709999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4125257, 41.8280695], [-71.412715, 41.828337899999994], [-71.412503, 41.8285109], [-71.4122747, 41.82869709999999], [-71.4120723, 41.8285593], [-71.4123726, 41.8283007], [-71.4123181, 41.828245199999984], [-71.4125257, 41.8280695]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 765290065)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1564.570194595247, &quot;area square ft&quot;: 16840.893415277333, &quot;area_percent&quot;: 0.07750697284788459, &quot;capacity&quot;: 371, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 4.217170335836245, &quot;name&quot;: &quot;Avalon at Center Place Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4140444, 41.82803139999999, -71.4133621, 41.828646199999994], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4137019, 41.82803139999999], [-71.4140444, 41.8283188], [-71.4139042, 41.828318700000004], [-71.4138984, 41.828353400000005], [-71.4138863, 41.8283848], [-71.4138622, 41.82840499999998], [-71.4138321, 41.8284258], [-71.4137928, 41.828436999999994], [-71.4137474, 41.8284448], [-71.4137513, 41.82855790000001], [-71.4136397, 41.828646199999994], [-71.4133621, 41.82829679999999], [-71.4137019, 41.82803139999999]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 765290067)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1757.9165172876897, &quot;area square ft&quot;: 18922.05591213904, &quot;area_percent&quot;: 0.08708512295896878, &quot;capacity&quot;: 175, &quot;capacity:disabled&quot;: 9.0, &quot;efficiency&quot;: 10.04523724164394, &quot;name&quot;: &quot;Gateway Center Parking&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4152907, 41.82615199999999, -71.4144227, 41.8269346], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4152686, 41.82674260000001], [-71.4152568, 41.826804499999994], [-71.4152238, 41.8268815], [-71.4151872, 41.8268825], [-71.4151899, 41.8269267], [-71.4147828, 41.8269346], [-71.4147828, 41.82689959999999], [-71.4147457, 41.8269009], [-71.41472800000001, 41.826803], [-71.4147005, 41.826699999999995], [-71.4146492, 41.82657660000002], [-71.41454840000002, 41.826432200000006], [-71.4144882, 41.8263689], [-71.4144227, 41.82632139999999], [-71.41489960000001, 41.82615199999999], [-71.4148988, 41.82617629999999], [-71.4150545, 41.82617569999999], [-71.4150606, 41.826228999999984], [-71.4152367, 41.82622549999999], [-71.4152403, 41.82633080000001], [-71.4152907, 41.826328700000005], [-71.4152892, 41.8265096], [-71.4152686, 41.82674260000001]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 765290068)&quot;, &quot;properties&quot;: {&quot;area&quot;: 4241.666456881207, &quot;area square ft&quot;: 45656.91775943184, &quot;area_percent&quot;: 0.21012718255720325, &quot;capacity&quot;: 249, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 17.03480504771569, &quot;name&quot;: &quot;IGT Building Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4167126, 41.821125300000006, -71.4159337, 41.8216896], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4164688, 41.8216692], [-71.4163704, 41.821673], [-71.4159775, 41.821359099999995], [-71.4159704, 41.82130089999999], [-71.4159337, 41.821271900000006], [-71.4160326, 41.8212025], [-71.4160614, 41.82118229999999], [-71.4161426, 41.821125300000006], [-71.4162204, 41.821186899999994], [-71.416247, 41.82116820000001], [-71.4167126, 41.8215366], [-71.4164947, 41.8216896], [-71.4164688, 41.8216692]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 767694422)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1941.9537125122981, &quot;area square ft&quot;: 20903.01579487924, &quot;area_percent&quot;: 0.0962021098110446, &quot;capacity&quot;: 35, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 55.48439178606566, &quot;name&quot;: &quot;One Empire Plaza Parking&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4095285, 41.82478410000001, -71.4087903, 41.8250814], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.40892040000001, 41.824788100000006], [-71.4087903, 41.82478410000001], [-71.4088842, 41.824966], [-71.4088977, 41.825048], [-71.4095056, 41.8250814], [-71.4095181, 41.82495870000001], [-71.4095285, 41.82484970000001], [-71.4089206, 41.824816399999996], [-71.40892040000001, 41.824788100000006]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 767912677)&quot;, &quot;properties&quot;: {&quot;area&quot;: 1442.5470547249156, &quot;area square ft&quot;: 15527.447268947448, &quot;area_percent&quot;: 0.07146208958127596, &quot;capacity&quot;: 85, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 16.971141820293123, &quot;name&quot;: &quot;Textron Building Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4121913, 41.8300218, -71.4117602, 41.83132739999999], &quot;geometry&quot;: {&quot;coordinates&quot;: [[[-71.4121913, 41.8300891], [-71.4121521, 41.8300782], [-71.412154, 41.83007390000001], [-71.412019, 41.83003519999999], [-71.4119967, 41.8300288], [-71.4119953, 41.8300308], [-71.4119633, 41.8300218], [-71.4118832, 41.83017639999999], [-71.411811, 41.83034659999999], [-71.4117602, 41.830587], [-71.4117606, 41.830757799999986], [-71.4117838, 41.8309956], [-71.4118199, 41.83116619999999], [-71.4118442, 41.8312913], [-71.4121052, 41.83132739999999], [-71.4120811, 41.8312144], [-71.4120858, 41.8312139], [-71.4120681, 41.831137399999996], [-71.4120577, 41.8310868], [-71.4120616, 41.83108630000001], [-71.4120374, 41.8309731], [-71.4120344, 41.83097339999999], [-71.4120249, 41.8309203], [-71.4120227, 41.83092059999999], [-71.4120197, 41.83086659999999], [-71.41201150000002, 41.8307761], [-71.4120236, 41.830602999999996], [-71.4120192, 41.830602599999985], [-71.4120235, 41.83055819999999], [-71.4120113, 41.830558], [-71.4120167, 41.8305322], [-71.412021, 41.83053279999999], [-71.412026, 41.830506], [-71.4120413, 41.8304374], [-71.4120346, 41.8304351], [-71.4120405, 41.8304092], [-71.4120521, 41.830411399999996], [-71.4120713, 41.8303597], [-71.412074, 41.8303601], [-71.4121149, 41.8302482], [-71.4121109, 41.8302471], [-71.4121254, 41.8302183], [-71.4121368, 41.8301967], [-71.41217060000001, 41.83013390000001], [-71.4121913, 41.8300891]]], &quot;type&quot;: &quot;Polygon&quot;}, &quot;id&quot;: &quot;(\\u0027way\\u0027, 767912678)&quot;, &quot;properties&quot;: {&quot;area&quot;: 2966.6967224099467, &quot;area square ft&quot;: 31933.257753567013, &quot;area_percent&quot;: 0.14696667692255325, &quot;capacity&quot;: 169, &quot;capacity:disabled&quot;: null, &quot;efficiency&quot;: 17.5544184757985, &quot;name&quot;: &quot;Station Row Parking Garage&quot;, &quot;parking&quot;: &quot;underground&quot;}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_7756b9b5385a5b2c71edc66eecead5e0.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;, &quot;parking&quot;, &quot;capacity&quot;, &quot;capacity:disabled&quot;];\n",
       "    let aliases = [&quot;Garage Name&quot;, &quot;Parking Type&quot;, &quot;Capacity&quot;, &quot;Accessible Spaces&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "        function geo_json_e1783e33124b22745acf1204c688e4e3_styler(feature) {\n",
       "            switch(feature.id) {\n",
       "                default:\n",
       "                    return {&quot;color&quot;: &quot;CHOCOLATE&quot;, &quot;opacity&quot;: 0.7, &quot;weight&quot;: 3};\n",
       "            }\n",
       "        }\n",
       "\n",
       "        function geo_json_e1783e33124b22745acf1204c688e4e3_onEachFeature(feature, layer) {\n",
       "            layer.on({\n",
       "            });\n",
       "        };\n",
       "        var geo_json_e1783e33124b22745acf1204c688e4e3 = L.geoJson(null, {\n",
       "                onEachFeature: geo_json_e1783e33124b22745acf1204c688e4e3_onEachFeature,\n",
       "            \n",
       "                style: geo_json_e1783e33124b22745acf1204c688e4e3_styler,\n",
       "        });\n",
       "\n",
       "        function geo_json_e1783e33124b22745acf1204c688e4e3_add (data) {\n",
       "            geo_json_e1783e33124b22745acf1204c688e4e3\n",
       "                .addData(data)\n",
       "                .addTo(map_697107fa1e64ba946f71f3ad6d2b7e56);\n",
       "        }\n",
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-71.4112145, 41.8314336], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.4113344, 41.8314336], [-71.411324, 41.831219], [-71.4113056, 41.831133], [-71.4112145, 41.8307069]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;153&quot;, &quot;properties&quot;: {&quot;FIXME&quot;: null, &quot;access&quot;: null, &quot;alt_name&quot;: null, &quot;bicycle&quot;: null, &quot;bus:lanes:backward&quot;: null, &quot;bus:lanes:forward&quot;: null, &quot;capacity&quot;: 43, &quot;cycleway&quot;: null, &quot;cycleway:left&quot;: &quot;track&quot;, &quot;cycleway:right&quot;: null, &quot;element_type&quot;: &quot;way&quot;, &quot;highway&quot;: &quot;primary&quot;, &quot;lane_markings&quot;: null, &quot;lanes&quot;: &quot;3&quot;, &quot;lanes:backward&quot;: null, &quot;lanes:forward&quot;: null, &quot;maxspeed&quot;: null, &quot;motor_vehicle&quot;: null, &quot;name&quot;: &quot;Canal Street&quot;, &quot;nodes&quot;: [201378413, 201578256, 1593530830, 9697063202], &quot;oneway&quot;: &quot;yes&quot;, &quot;oneway:bicycle&quot;: null, &quot;osmid&quot;: 1055314167, &quot;parking:lane:both&quot;: null, &quot;parking:lane:both:capacity&quot;: 0, &quot;parking:lane:both:parallel&quot;: null, &quot;parking:lane:left&quot;: null, &quot;parking:lane:left:capacity&quot;: 0, &quot;parking:lane:left:parallel&quot;: null, &quot;parking:lane:right&quot;: &quot;parallel&quot;, &quot;parking:lane:right:capacity&quot;: 43, &quot;parking:lane:right:parallel&quot;: null, &quot;ref&quot;: &quot;US 44&quot;, &quot;source&quot;: null, &quot;surface&quot;: &quot;asphalt&quot;, &quot;tiger:cfcc&quot;: &quot;A25&quot;, &quot;tiger:name_base&quot;: &quot;Canal&quot;, &quot;tiger:name_base_1&quot;: &quot;United States Highway 44&quot;, &quot;tiger:name_direction_prefix&quot;: null, &quot;tiger:name_type&quot;: &quot;St&quot;, &quot;tiger:reviewed&quot;: &quot;no&quot;, &quot;turn:lanes&quot;: &quot;merge_to_right||&quot;}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4092139, 41.8222698, -71.4090516, 41.8224569], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.4092139, 41.8222698], [-71.4090516, 41.8224569]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;154&quot;, &quot;properties&quot;: {&quot;FIXME&quot;: null, &quot;access&quot;: null, &quot;alt_name&quot;: null, &quot;bicycle&quot;: null, &quot;bus:lanes:backward&quot;: null, &quot;bus:lanes:forward&quot;: null, &quot;capacity&quot;: 39, &quot;cycleway&quot;: null, &quot;cycleway:left&quot;: null, &quot;cycleway:right&quot;: null, &quot;element_type&quot;: &quot;way&quot;, &quot;highway&quot;: &quot;tertiary&quot;, &quot;lane_markings&quot;: null, &quot;lanes&quot;: null, &quot;lanes:backward&quot;: null, &quot;lanes:forward&quot;: null, &quot;maxspeed&quot;: null, &quot;motor_vehicle&quot;: null, &quot;name&quot;: &quot;Friendship Street&quot;, &quot;nodes&quot;: [8280304183, 201762183], &quot;oneway&quot;: &quot;yes&quot;, &quot;oneway:bicycle&quot;: null, &quot;osmid&quot;: 1078485934, &quot;parking:lane:both&quot;: &quot;parallel&quot;, &quot;parking:lane:both:capacity&quot;: 39, &quot;parking:lane:both:parallel&quot;: null, &quot;parking:lane:left&quot;: null, &quot;parking:lane:left:capacity&quot;: 0, &quot;parking:lane:left:parallel&quot;: null, &quot;parking:lane:right&quot;: null, &quot;parking:lane:right:capacity&quot;: 0, &quot;parking:lane:right:parallel&quot;: null, &quot;ref&quot;: null, &quot;source&quot;: null, &quot;surface&quot;: &quot;asphalt&quot;, &quot;tiger:cfcc&quot;: null, &quot;tiger:name_base&quot;: null, &quot;tiger:name_base_1&quot;: null, &quot;tiger:name_direction_prefix&quot;: null, &quot;tiger:name_type&quot;: null, &quot;tiger:reviewed&quot;: null, &quot;turn:lanes&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.410568, 41.8233779, -71.4103808, 41.8235059], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.410568, 41.8233779], [-71.4103808, 41.8235059]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;155&quot;, &quot;properties&quot;: {&quot;FIXME&quot;: null, &quot;access&quot;: null, &quot;alt_name&quot;: null, &quot;bicycle&quot;: null, &quot;bus:lanes:backward&quot;: null, &quot;bus:lanes:forward&quot;: null, &quot;capacity&quot;: 6, &quot;cycleway&quot;: null, &quot;cycleway:left&quot;: null, &quot;cycleway:right&quot;: null, &quot;element_type&quot;: &quot;way&quot;, &quot;highway&quot;: &quot;secondary&quot;, &quot;lane_markings&quot;: null, &quot;lanes&quot;: null, &quot;lanes:backward&quot;: null, &quot;lanes:forward&quot;: null, &quot;maxspeed&quot;: null, &quot;motor_vehicle&quot;: null, &quot;name&quot;: &quot;Weybosset Street&quot;, &quot;nodes&quot;: [201718060, 7284471226], &quot;oneway&quot;: &quot;yes&quot;, &quot;oneway:bicycle&quot;: null, &quot;osmid&quot;: 1078485935, &quot;parking:lane:both&quot;: null, &quot;parking:lane:both:capacity&quot;: 0, &quot;parking:lane:both:parallel&quot;: null, &quot;parking:lane:left&quot;: &quot;parallel&quot;, &quot;parking:lane:left:capacity&quot;: 4, &quot;parking:lane:left:parallel&quot;: null, &quot;parking:lane:right&quot;: &quot;parallel&quot;, &quot;parking:lane:right:capacity&quot;: 2, &quot;parking:lane:right:parallel&quot;: null, &quot;ref&quot;: null, &quot;source&quot;: null, &quot;surface&quot;: &quot;asphalt&quot;, &quot;tiger:cfcc&quot;: null, &quot;tiger:name_base&quot;: null, &quot;tiger:name_base_1&quot;: null, &quot;tiger:name_direction_prefix&quot;: null, &quot;tiger:name_type&quot;: null, &quot;tiger:reviewed&quot;: null, &quot;turn:lanes&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4103808, 41.8235059, -71.4102705, 41.8235813], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.4103808, 41.8235059], [-71.4102705, 41.8235813]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;156&quot;, &quot;properties&quot;: {&quot;FIXME&quot;: null, &quot;access&quot;: null, &quot;alt_name&quot;: null, &quot;bicycle&quot;: null, &quot;bus:lanes:backward&quot;: null, &quot;bus:lanes:forward&quot;: null, &quot;capacity&quot;: 6, &quot;cycleway&quot;: null, &quot;cycleway:left&quot;: null, &quot;cycleway:right&quot;: null, &quot;element_type&quot;: &quot;way&quot;, &quot;highway&quot;: &quot;secondary&quot;, &quot;lane_markings&quot;: null, &quot;lanes&quot;: null, &quot;lanes:backward&quot;: null, &quot;lanes:forward&quot;: null, &quot;maxspeed&quot;: null, &quot;motor_vehicle&quot;: null, &quot;name&quot;: &quot;Weybosset Street&quot;, &quot;nodes&quot;: [7284471226, 201271490], &quot;oneway&quot;: &quot;yes&quot;, &quot;oneway:bicycle&quot;: null, &quot;osmid&quot;: 1078485936, &quot;parking:lane:both&quot;: null, &quot;parking:lane:both:capacity&quot;: 0, &quot;parking:lane:both:parallel&quot;: null, &quot;parking:lane:left&quot;: &quot;parallel&quot;, &quot;parking:lane:left:capacity&quot;: 4, &quot;parking:lane:left:parallel&quot;: null, &quot;parking:lane:right&quot;: &quot;parallel&quot;, &quot;parking:lane:right:capacity&quot;: 2, &quot;parking:lane:right:parallel&quot;: null, &quot;ref&quot;: null, &quot;source&quot;: null, &quot;surface&quot;: &quot;asphalt&quot;, &quot;tiger:cfcc&quot;: null, &quot;tiger:name_base&quot;: null, &quot;tiger:name_base_1&quot;: null, &quot;tiger:name_direction_prefix&quot;: null, &quot;tiger:name_type&quot;: null, &quot;tiger:reviewed&quot;: null, &quot;turn:lanes&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4087991, 41.8216163, -71.4082204, 41.8221573], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.4082204, 41.8221573], [-71.4083182, 41.822105], [-71.4083706, 41.822059], [-71.4087991, 41.8216163]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;157&quot;, &quot;properties&quot;: {&quot;FIXME&quot;: null, &quot;access&quot;: null, &quot;alt_name&quot;: null, &quot;bicycle&quot;: null, &quot;bus:lanes:backward&quot;: null, &quot;bus:lanes:forward&quot;: null, &quot;capacity&quot;: 32, &quot;cycleway&quot;: &quot;shared_lane&quot;, &quot;cycleway:left&quot;: null, &quot;cycleway:right&quot;: null, &quot;element_type&quot;: &quot;way&quot;, &quot;highway&quot;: &quot;tertiary&quot;, &quot;lane_markings&quot;: null, &quot;lanes&quot;: null, &quot;lanes:backward&quot;: null, &quot;lanes:forward&quot;: null, &quot;maxspeed&quot;: null, &quot;motor_vehicle&quot;: null, &quot;name&quot;: &quot;Clifford Street&quot;, &quot;nodes&quot;: [201123251, 6688133307, 2782796076, 201360666], &quot;oneway&quot;: &quot;yes&quot;, &quot;oneway:bicycle&quot;: null, &quot;osmid&quot;: 1083057108, &quot;parking:lane:both&quot;: null, &quot;parking:lane:both:capacity&quot;: 0, &quot;parking:lane:both:parallel&quot;: null, &quot;parking:lane:left&quot;: null, &quot;parking:lane:left:capacity&quot;: 0, &quot;parking:lane:left:parallel&quot;: null, &quot;parking:lane:right&quot;: &quot;parallel&quot;, &quot;parking:lane:right:capacity&quot;: 32, &quot;parking:lane:right:parallel&quot;: null, &quot;ref&quot;: null, &quot;source&quot;: null, &quot;surface&quot;: &quot;asphalt&quot;, &quot;tiger:cfcc&quot;: null, &quot;tiger:name_base&quot;: null, &quot;tiger:name_base_1&quot;: null, &quot;tiger:name_direction_prefix&quot;: null, &quot;tiger:name_type&quot;: null, &quot;tiger:reviewed&quot;: null, &quot;turn:lanes&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}, {&quot;bbox&quot;: [-71.4129394, 41.8236254, -71.4128859, 41.8236705], &quot;geometry&quot;: {&quot;coordinates&quot;: [[-71.4129394, 41.8236705], [-71.4128859, 41.8236254]], &quot;type&quot;: &quot;LineString&quot;}, &quot;id&quot;: &quot;158&quot;, &quot;properties&quot;: {&quot;FIXME&quot;: null, &quot;access&quot;: null, &quot;alt_name&quot;: null, &quot;bicycle&quot;: null, &quot;bus:lanes:backward&quot;: null, &quot;bus:lanes:forward&quot;: null, &quot;capacity&quot;: 13, &quot;cycleway&quot;: null, &quot;cycleway:left&quot;: null, &quot;cycleway:right&quot;: null, &quot;element_type&quot;: &quot;way&quot;, &quot;highway&quot;: &quot;tertiary&quot;, &quot;lane_markings&quot;: null, &quot;lanes&quot;: null, &quot;lanes:backward&quot;: null, &quot;lanes:forward&quot;: null, &quot;maxspeed&quot;: null, &quot;motor_vehicle&quot;: null, &quot;name&quot;: &quot;Eddy Street&quot;, &quot;nodes&quot;: [201680185, 7113443470], &quot;oneway&quot;: &quot;yes&quot;, &quot;oneway:bicycle&quot;: null, &quot;osmid&quot;: 1083068777, &quot;parking:lane:both&quot;: null, &quot;parking:lane:both:capacity&quot;: 0, &quot;parking:lane:both:parallel&quot;: null, &quot;parking:lane:left&quot;: &quot;parallel&quot;, &quot;parking:lane:left:capacity&quot;: 7, &quot;parking:lane:left:parallel&quot;: null, &quot;parking:lane:right&quot;: &quot;parallel&quot;, &quot;parking:lane:right:capacity&quot;: 6, &quot;parking:lane:right:parallel&quot;: null, &quot;ref&quot;: null, &quot;source&quot;: null, &quot;surface&quot;: &quot;asphalt&quot;, &quot;tiger:cfcc&quot;: null, &quot;tiger:name_base&quot;: null, &quot;tiger:name_base_1&quot;: null, &quot;tiger:name_direction_prefix&quot;: null, &quot;tiger:name_type&quot;: null, &quot;tiger:reviewed&quot;: null, &quot;turn:lanes&quot;: null}, &quot;type&quot;: &quot;Feature&quot;}], &quot;type&quot;: &quot;FeatureCollection&quot;});\n",
       "\n",
       "        \n",
       "    \n",
       "    geo_json_e1783e33124b22745acf1204c688e4e3.bindTooltip(\n",
       "    function(layer){\n",
       "    let div = L.DomUtil.create(&#x27;div&#x27;);\n",
       "    \n",
       "    let handleObject = feature=&gt;typeof(feature)==&#x27;object&#x27; ? JSON.stringify(feature) : feature;\n",
       "    let fields = [&quot;name&quot;, &quot;capacity&quot;];\n",
       "    let aliases = [&quot;Street Name&quot;, &quot;Segment Parking Capacity&quot;];\n",
       "    let table = &#x27;&lt;table&gt;&#x27; +\n",
       "        String(\n",
       "        fields.map(\n",
       "        (v,i)=&gt;\n",
       "        `&lt;tr&gt;\n",
       "            &lt;th&gt;${aliases[i]}&lt;/th&gt;\n",
       "            \n",
       "            &lt;td&gt;${handleObject(layer.feature.properties[v])}&lt;/td&gt;\n",
       "        &lt;/tr&gt;`).join(&#x27;&#x27;))\n",
       "    +&#x27;&lt;/table&gt;&#x27;;\n",
       "    div.innerHTML=table;\n",
       "    \n",
       "    return div\n",
       "    }\n",
       "    ,{&quot;className&quot;: &quot;foliumtooltip&quot;, &quot;sticky&quot;: true});\n",
       "                     \n",
       "    \n",
       "            var layer_control_2b524e974e439df31419146adc4b61ba = {\n",
       "                base_layers : {\n",
       "                    &quot;cartodbpositron&quot; : tile_layer_212d2aa483a67e78efe27467e09a99e7,\n",
       "                },\n",
       "                overlays :  {\n",
       "                    &quot;\\u003cspan style=\\u0027color:darkred\\u0027\\u003eSurface Lots\\u003c/span\\u003e&quot; : geo_json_25648e240e056e735ec3c57413ebda86,\n",
       "                    &quot;\\u003cspan style=\\u0027color:orangered\\u0027\\u003eStructured Garages\\u003c/span\\u003e&quot; : geo_json_73b766183bb5a205839263a9c23a43e5,\n",
       "                    &quot;\\u003cspan style=\\u0027color:darkorange\\u0027\\u003eUnderground Garages\\u003c/span\\u003e&quot; : geo_json_7756b9b5385a5b2c71edc66eecead5e0,\n",
       "                    &quot;\\u003cspan style=\\u0027color:CHOCOLATE\\u0027\\u003eStreet Parking\\u003c/span\\u003e&quot; : geo_json_e1783e33124b22745acf1204c688e4e3,\n",
       "                },\n",
       "            };\n",
       "            L.control.layers(\n",
       "                layer_control_2b524e974e439df31419146adc4b61ba.base_layers,\n",
       "                layer_control_2b524e974e439df31419146adc4b61ba.overlays,\n",
       "                {&quot;autoZIndex&quot;: true, &quot;collapsed&quot;: false, &quot;hideSingleBase&quot;: true, &quot;position&quot;: &quot;topright&quot;}\n",
       "            ).addTo(map_697107fa1e64ba946f71f3ad6d2b7e56);\n",
       "        \n",
       "&lt;/script&gt;\" style=\"position:absolute;width:100%;height:100%;left:0;top:0;border:none !important;\" allowfullscreen webkitallowfullscreen mozallowfullscreen></iframe></div></div>"
      ],
      "text/plain": [
       "<folium.folium.Map at 0x16e8968c0>"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "folium.LayerControl(collapsed=False, hideSingleBase=True).add_to(m)\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can save the map to an HTML document. Because we're hosting this project on GitHub and using GitHub Pages, we're putting all HTML into the `docs` directory."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "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>count</th>\n",
       "      <th>disabled_count</th>\n",
       "      <th>area_sum</th>\n",
       "      <th>area_mean</th>\n",
       "      <th>area_median</th>\n",
       "      <th>area_percent_sum</th>\n",
       "      <th>area_percent_mean</th>\n",
       "      <th>area_percent_median</th>\n",
       "      <th>capacity_sum</th>\n",
       "      <th>capacity_mean</th>\n",
       "      <th>capacity_median</th>\n",
       "      <th>capacity:disabled_sum</th>\n",
       "      <th>capacity:disabled_mean</th>\n",
       "      <th>capacity:disabled_median</th>\n",
       "      <th>efficiency_sum</th>\n",
       "      <th>efficiency_mean</th>\n",
       "      <th>efficiency_median</th>\n",
       "      <th>count_disabled</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>surface</th>\n",
       "      <td>194.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>255091.372841</td>\n",
       "      <td>1314.903984</td>\n",
       "      <td>754.560839</td>\n",
       "      <td>12.636927</td>\n",
       "      <td>0.065139</td>\n",
       "      <td>0.037380</td>\n",
       "      <td>8299.0</td>\n",
       "      <td>42.778351</td>\n",
       "      <td>26.5</td>\n",
       "      <td>170.0</td>\n",
       "      <td>2.931034</td>\n",
       "      <td>2.0</td>\n",
       "      <td>6313.588062</td>\n",
       "      <td>32.544268</td>\n",
       "      <td>28.981532</td>\n",
       "      <td>58.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>structured</th>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>70135.169409</td>\n",
       "      <td>3896.398301</td>\n",
       "      <td>2653.348790</td>\n",
       "      <td>3.474414</td>\n",
       "      <td>0.193023</td>\n",
       "      <td>0.131444</td>\n",
       "      <td>13726.0</td>\n",
       "      <td>762.555556</td>\n",
       "      <td>395.0</td>\n",
       "      <td>127.0</td>\n",
       "      <td>63.500000</td>\n",
       "      <td>63.5</td>\n",
       "      <td>160.252878</td>\n",
       "      <td>8.902938</td>\n",
       "      <td>6.867319</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>underground</th>\n",
       "      <td>11.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1832.0</td>\n",
       "      <td>166.545455</td>\n",
       "      <td>160.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>9.000000</td>\n",
       "      <td>9.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>street</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35947.623588</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.780803</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2529.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.214165</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             count  disabled_count       area_sum    area_mean  area_median  \\\n",
       "surface      194.0             NaN  255091.372841  1314.903984   754.560839   \n",
       "structured    18.0             NaN   70135.169409  3896.398301  2653.348790   \n",
       "underground   11.0             NaN            NaN          NaN          NaN   \n",
       "street         NaN             NaN   35947.623588          NaN          NaN   \n",
       "\n",
       "             area_percent_sum  area_percent_mean  area_percent_median  \\\n",
       "surface             12.636927           0.065139             0.037380   \n",
       "structured           3.474414           0.193023             0.131444   \n",
       "underground               NaN                NaN                  NaN   \n",
       "street               1.780803                NaN                  NaN   \n",
       "\n",
       "             capacity_sum  capacity_mean  capacity_median  \\\n",
       "surface            8299.0      42.778351             26.5   \n",
       "structured        13726.0     762.555556            395.0   \n",
       "underground        1832.0     166.545455            160.0   \n",
       "street             2529.0            NaN              NaN   \n",
       "\n",
       "             capacity:disabled_sum  capacity:disabled_mean  \\\n",
       "surface                      170.0                2.931034   \n",
       "structured                   127.0               63.500000   \n",
       "underground                    9.0                9.000000   \n",
       "street                         NaN                     NaN   \n",
       "\n",
       "             capacity:disabled_median  efficiency_sum  efficiency_mean  \\\n",
       "surface                           2.0     6313.588062        32.544268   \n",
       "structured                       63.5      160.252878         8.902938   \n",
       "underground                       9.0             NaN              NaN   \n",
       "street                            NaN       14.214165              NaN   \n",
       "\n",
       "             efficiency_median  count_disabled  \n",
       "surface              28.981532            58.0  \n",
       "structured            6.867319             2.0  \n",
       "underground                NaN             1.0  \n",
       "street                     NaN             NaN  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "m.save('../docs/map.html')\n",
    "stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll use an HTML template located at `../docs/template.html` to build the main page with Python's `string.Template` class. This allows us to provide the values we've just calculated."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('../docs/template_detail.html', 'r') as t_file:\n",
    "    t_html = Template(t_file.read())\n",
    "\n",
    "last_updated = datetime.datetime.now().strftime(\"%d %B %Y\")\n",
    "\n",
    "dim_area_ft = on_street_dim_a * on_street_dim_b\n",
    "\n",
    "extra_area_surface_ft = Area(sq_m=stats.loc['surface', 'efficiency_mean']).sq_ft - dim_area_ft\n",
    "extra_area_surface_percent = extra_area_surface_ft / Area(sq_m=stats.loc['surface', 'efficiency_mean']).sq_ft\n",
    "\n",
    "a = 0\n",
    "\n",
    "output = t_html.substitute(\n",
    "    date_updated=last_updated,\n",
    "    downtown_area=str(round(Area(sq_m=downtown_area).sq_mi, 2)) + \" miles<sup>2</sup>\",\n",
    "    \n",
    "    total_street_spaces=\"{:,g}\".format(stats.loc['street', 'capacity_sum']),\n",
    "    \n",
    "    on_street_dim_1=str(on_street_dim_a) + \" feet\",\n",
    "    on_street_dim_2=str(on_street_dim_b) + \" feet\",\n",
    "    \n",
    "    on_street_area=\"{:,}\".format(round(Area(sq_m=stats.loc['street', 'area_sum']).sq_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    \n",
    "    on_street_area_percent=str(round(stats.loc['street', 'area_percent_sum'], 2)) + \"%\",\n",
    "    \n",
    "    total_surface_spaces=\"{:,g}\".format(stats.loc['surface', 'capacity_sum']),\n",
    "    \n",
    "    \n",
    "    count_surface_lots=\"{:,g}\".format(stats.loc['surface', 'count']),\n",
    "    mean_surface_capacity=str(round(stats.loc['surface', 'capacity_mean'], 1)),\n",
    "    median_surface_capacity=\"{:,g}\".format(round(stats.loc['surface', 'capacity_median'])),\n",
    "    \n",
    "    total_surface_area_ft=\"{:,}\".format(round(Area(sq_m=stats.loc['surface', 'area_sum']).sq_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    total_surface_area_mi=\"{:,}\".format(round(Area(sq_m=stats.loc['surface', 'area_sum']).sq_mi, 4)) + \" mi<sup>2</sup>\",\n",
    "    \n",
    "    surface_area_percent=str(round(stats.loc['surface', 'area_percent_sum'], 2)) + \"%\",\n",
    "    \n",
    "    mean_surface_area=\"{:,}\".format(round(Area(sq_m=stats.loc['surface', 'area_mean']).sq_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    median_surface_area=\"{:,}\".format(round(Area(sq_m=stats.loc['surface', 'area_median']).sq_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    \n",
    "    area_per_surface_lot_space=\"{:,}\".format(round(Area(sq_m=stats.loc['surface', 'efficiency_mean']).sq_ft), 2) + \" ft<sup>2</sup>\",\n",
    "    \n",
    "    dim_area=str(dim_area_ft) + \" ft<sup>2</sup>\",\n",
    "    \n",
    "    extra_area=str(round(extra_area_surface_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    extra_percent = str(round(extra_area_surface_percent * 100, 2)) + \"%\",\n",
    "    \n",
    "    total_surface_disabled_spots=\"{:,g}\".format(stats.loc['surface', 'capacity:disabled_sum']),\n",
    "    count_lots_with_disabled=\"{:,g}\".format(stats.loc['surface', 'count_disabled']),\n",
    "    \n",
    "    surface_disabled_percent_total=str(round(100 * stats.loc['surface', 'capacity:disabled_sum'] / stats.loc['surface', 'capacity_sum'], 2)) + \"%\",\n",
    "\n",
    "    mean_dis_spaces=str(round(stats.loc['surface', 'capacity:disabled_mean'], 2)),\n",
    "    median_dis_spaces=str(round(stats.loc['surface', 'capacity:disabled_median'], 0)),\n",
    "   \n",
    "    total_structured_spaces=\"{:,g}\".format(stats.loc['structured', 'capacity_sum']),\n",
    "    count_structured_lots=int(stats.loc['structured', 'count']),\n",
    "    mean_structured_capacity=\"{:,g}\".format(stats.loc['structured', 'capacity_mean']),\n",
    "    median_structured_capacity=\"{:,g}\".format(stats.loc['structured', 'capacity_median']),\n",
    "    total_structured_area=\"{:,}\".format(round(Area(sq_m=stats.loc['structured', 'area_sum']).sq_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    mean_structured_area=\"{:,}\".format(round(Area(sq_m=stats.loc['structured', 'area_mean']).sq_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    median_structured_area=\"{:,}\".format(round(Area(sq_m=stats.loc['structured', 'area_median']).sq_ft, 2)) + \" ft<sup>2</sup>\",\n",
    "    strucutred_average_space_per_spot=\"{:,}\".format(round((Area(sq_m=stats.loc['structured', 'efficiency_mean']).sq_ft), 2)) + \" ft<sup>2</sup>\",\n",
    "    strucutred_efficiency_comparison=str(round(100 * ((stats.loc['surface', 'efficiency_mean'] - stats.loc['structured', 'efficiency_mean']) / stats.loc['surface', 'efficiency_mean']), 2)) + \"%\",\n",
    "    \n",
    "    total_structured_disabled_spots=\"{:,g}\".format(stats.loc['structured', 'capacity:disabled_sum']),\n",
    "    \n",
    "    total_underground_capacity=\"{:,g}\".format(stats.loc['underground', 'capacity_sum']),\n",
    "    count_underground_lots=\"{:,g}\".format(stats.loc['underground', 'count']),\n",
    "    mean_underground_capacity=\"{:,g}\".format(stats.loc['underground', 'capacity_mean']),\n",
    "    median_underground_capacity=\"{:,g}\".format(stats.loc['underground', 'capacity_median']),\n",
    "    underground_capacity_disabled=\"{:,g}\".format(stats.loc['underground', 'capacity:disabled_sum']),\n",
    "    \n",
    "    structured_area_percent=str(round(stats.loc['structured', 'area_percent_sum'], 2)) + \"%\",\n",
    "    gt_lots=\"{:,g}\".format(stats['count'].sum()),\n",
    "    gt_capacity=\"{:,g}\".format(stats['capacity_sum'].sum()),\n",
    "    gt_dis_spaces=\"{:,g}\".format(stats['capacity:disabled_sum'].sum()),\n",
    "    gt_area=\"{:,}\".format(round(Area(sq_m=stats['area_sum'].sum()).sq_mi, 4)) + \" miles<sup>2</sup>\",\n",
    "    gt_perc=\"{:,}\".format(round(stats['area_percent_sum'].sum(), 3)) + \"%\"\n",
    ")\n",
    "with open('../docs/detail.html', 'w+') as of:\n",
    "    of.write(output)\n",
    "\n",
    "with open('../docs/template_main.html', 'r') as t_file:\n",
    "    t_html = Template(t_file.read())\n",
    "\n",
    "output = t_html.substitute(\n",
    "    total_surface_spaces=\"{:,g}\".format(stats.loc['surface', 'capacity_sum']),\n",
    "    total_street_spaces=\"{:,g}\".format(stats.loc['street', 'capacity_sum']),\n",
    "    total_structured_spaces=\"{:,g}\".format(stats.loc['structured', 'capacity_sum']),\n",
    "    total_underground_capacity=\"{:,g}\".format(stats.loc['underground', 'capacity_sum']),\n",
    "    date_updated=last_updated,\n",
    "    gt_capacity=\"{:,g}\".format(stats['capacity_sum'].sum()),\n",
    "    gt_dis_spaces=\"{:,g}\".format(stats['capacity:disabled_sum'].sum()),\n",
    "    gt_area_ft=\"{:,}\".format(int(Area(sq_m=stats['area_sum'].sum()).sq_ft)),\n",
    "    gt_perc=\"{:,}\".format(round(stats['area_percent_sum'].sum(), 3)) + \"%\"\n",
    ")\n",
    "with open('../docs/index.html', 'w+') as of:\n",
    "    of.write(output)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We'll also export some frames referenced in the HTML as CSVs:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "if not os.path.exists('../docs/files'):\n",
    "    os.mkdir('../docs/files')\n",
    "    \n",
    "parking_lane_for_csv = parking_lane_ways[['osmid', 'name', 'geometry', 'highway', 'nodes', 'oneway',\n",
    "                                          'parking:lane:left', 'parking:lane:both', 'parking:lane:right',\n",
    "                                          'parking:lane:left:capacity', 'parking:lane:both:capacity', 'parking:lane:right:capacity',\n",
    "                                          'capacity', 'surface', 'lanes', 'cycleway']]\n",
    "\n",
    "for fn, frame in zip(['stats.csv', 'fp_surface.csv', 'fp_structured.csv', 'fp_underground.csv', 'street_capacities.csv'],\n",
    "                    [stats, fp_surface, fp_structure, fp_underground, parking_lane_for_csv]):\n",
    "    with open('../docs/files/' + fn, 'w+') as of:\n",
    "        of.write(frame.to_csv())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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