notebooks/mapping_utilities.ipynb

{
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  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "3502393b-8ede-419d-b34c-69d877265b5a",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import pip\n",
    "import os\n",
    "from tqdm.notebook import tqdm, trange\n",
    "import seaborn as sns\n",
    "import matplotlib as mpl\n",
    "import matplotlib.pyplot as plt\n",
    "try:\n",
    "    __import__(\"xarray\")\n",
    "except ImportError:\n",
    "    pip.main(['install', \"xarray\"])\n",
    "\n",
    "import xarray as xr\n",
    "pd.options.display.max_columns = None\n",
    "from bokeh.plotting import figure, show\n",
    "from bokeh.io import output_notebook\n",
    "from bokeh.models import ColumnDataSource, LabelSet\n",
    "from bokeh.transform import factor_cmap, factor_mark\n",
    "\n",
    "\n",
    "pd.options.display.max_columns = None\n",
    "pd.options.display.max_rows = None\n",
    "\n",
    "\n",
    "import geopandas\n",
    "import folium\n",
    "from folium import plugins\n",
    "import geodatasets\n",
    "\n",
    "\n",
    "#import warnings\n",
    "#warnings.filterwarnings('ignore')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "d22bb32a-cd17-412d-bd73-e0a042639b9b",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "weather = pd.read_csv('../data/weather/weather_cleaned.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "145256f0-1dce-4b9a-a3bd-3172a411400d",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "      <th></th>\n",
       "      <th>Date</th>\n",
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       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
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       "      <th>Snowfall</th>\n",
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       "      <th>TimeAvgTemp</th>\n",
       "      <th>TimeMaxTemp</th>\n",
       "      <th>TimeMinTemp</th>\n",
       "      <th>TempAtObs</th>\n",
       "      <th>2MinMaxWindDirection</th>\n",
       "      <th>5MinMaxWindDirection</th>\n",
       "      <th>2MinMaxWindSpeed</th>\n",
       "      <th>5MinMaxWindSpeed</th>\n",
       "      <th>Fog</th>\n",
       "      <th>Heavy Fog</th>\n",
       "      <th>Thunder</th>\n",
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       "      <td>2023-09-29</td>\n",
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       "      <td>USW00012916</td>\n",
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       "      <td>29.99755</td>\n",
       "      <td>-90.277720</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
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       "      <td>US1LAOR0014</td>\n",
       "      <td>NEW ORLEANS 3.8 WSW, LA US</td>\n",
       "      <td>29.93772</td>\n",
       "      <td>-90.131310</td>\n",
       "      <td>2.1</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>US1LAOR0009</td>\n",
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       "      <td>-90.065586</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2023-09-28</td>\n",
       "      <td>USW00053917</td>\n",
       "      <td>NEW ORLEANS LAKEFRONT AIRPORT, LA US</td>\n",
       "      <td>30.04934</td>\n",
       "      <td>-90.028990</td>\n",
       "      <td>0.9</td>\n",
       "      <td>15.43</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1815.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>87.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60.0</td>\n",
       "      <td>90.0</td>\n",
       "      <td>21.9</td>\n",
       "      <td>25.9</td>\n",
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      "text/plain": [
       "         Date      Station                                  Name  Latitude  \\\n",
       "0  2023-09-29  USW00012930            NEW ORLEANS AUDUBON, LA US  29.91660   \n",
       "1  2023-09-29  USW00012916            NEW ORLEANS AIRPORT, LA US  29.99755   \n",
       "2  2023-09-29  US1LAOR0014            NEW ORLEANS 3.8 WSW, LA US  29.93772   \n",
       "3  2023-09-29  US1LAOR0009              NEW ORLEANS 5.0 N, LA US  30.01515   \n",
       "4  2023-09-28  USW00053917  NEW ORLEANS LAKEFRONT AIRPORT, LA US  30.04934   \n",
       "\n",
       "   Longitude  Elevation  AverageDailyWind  NumDaysPrecipAvg  FastestWindTime  \\\n",
       "0 -90.130200        6.1               NaN               NaN              NaN   \n",
       "1 -90.277720       -1.0               NaN               NaN              NaN   \n",
       "2 -90.131310        2.1               NaN               NaN              NaN   \n",
       "3 -90.065586        0.6               NaN               NaN              NaN   \n",
       "4 -90.028990        0.9             15.43               NaN              NaN   \n",
       "\n",
       "   MultidayPrecipTotal  PeakGustTime  Precipitation  Snowfall  MinSoilTemp  \\\n",
       "0                  NaN           NaN            0.0       NaN          NaN   \n",
       "1                  NaN           NaN            NaN       NaN          NaN   \n",
       "2                  NaN           NaN            0.0       0.0          NaN   \n",
       "3                  NaN           NaN            0.0       0.0          NaN   \n",
       "4                  NaN        1815.0            0.0       NaN          NaN   \n",
       "\n",
       "   TimeAvgTemp  TimeMaxTemp  TimeMinTemp  TempAtObs  2MinMaxWindDirection  \\\n",
       "0          NaN         85.0         73.0       73.0                   NaN   \n",
       "1         78.0          NaN          NaN        NaN                   NaN   \n",
       "2          NaN          NaN          NaN        NaN                   NaN   \n",
       "3          NaN          NaN          NaN        NaN                   NaN   \n",
       "4          NaN         87.0         77.0        NaN                  60.0   \n",
       "\n",
       "   5MinMaxWindDirection  2MinMaxWindSpeed  5MinMaxWindSpeed    Fog  Heavy Fog  \\\n",
       "0                   NaN               NaN               NaN  False      False   \n",
       "1                   NaN               NaN               NaN  False      False   \n",
       "2                   NaN               NaN               NaN  False      False   \n",
       "3                   NaN               NaN               NaN  False      False   \n",
       "4                  90.0              21.9              25.9  False      False   \n",
       "\n",
       "   Thunder  Ice Pellets   Hail   Rime  Smoke  Tornado  High Wind   Mist  \\\n",
       "0    False        False  False  False  False    False      False  False   \n",
       "1    False        False  False  False  False    False      False  False   \n",
       "2    False        False  False  False  False    False      False  False   \n",
       "3    False        False  False  False  False    False      False  False   \n",
       "4    False        False  False  False  False    False      False  False   \n",
       "\n",
       "   Drizzle   Rain   Snow  Ground Fog  \n",
       "0    False  False  False       False  \n",
       "1    False  False  False       False  \n",
       "2    False  False  False       False  \n",
       "3    False  False  False       False  \n",
       "4    False  False  False       False  "
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "76077a35-45f5-43c2-a1b8-438eb2e27034",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "stations = weather[[\"Station\", \"Name\", \"Latitude\", \"Longitude\"]].drop_duplicates().set_index(\"Station\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "b4942f51-c07a-4436-ae0c-e9cbbe9cd59c",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "      <th>Name</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
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       "      <th>Station</th>\n",
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       "      <th>USW00012930</th>\n",
       "      <td>NEW ORLEANS AUDUBON, LA US</td>\n",
       "      <td>29.916600</td>\n",
       "      <td>-90.130200</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USW00012916</th>\n",
       "      <td>NEW ORLEANS AIRPORT, LA US</td>\n",
       "      <td>29.997550</td>\n",
       "      <td>-90.277720</td>\n",
       "    </tr>\n",
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       "      <th>US1LAOR0014</th>\n",
       "      <td>NEW ORLEANS 3.8 WSW, LA US</td>\n",
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       "      <td>-90.131310</td>\n",
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       "      <td>30.015150</td>\n",
       "      <td>-90.065586</td>\n",
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       "      <th>USW00053917</th>\n",
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       "      <th>US1LAOR0006</th>\n",
       "      <td>NEW ORLEANS 2.1 ENE, LA US</td>\n",
       "      <td>29.961679</td>\n",
       "      <td>-90.038803</td>\n",
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       "    <tr>\n",
       "      <th>US1LAOR0019</th>\n",
       "      <td>NEW ORLEANS 2.8 E, LA US</td>\n",
       "      <td>29.944803</td>\n",
       "      <td>-90.025386</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US1LAOR0003</th>\n",
       "      <td>NEW ORLEANS 3.6 SW, LA US</td>\n",
       "      <td>29.919548</td>\n",
       "      <td>-90.118474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US1LAOR0012</th>\n",
       "      <td>NEW ORLEANS 4.8 N, LA US</td>\n",
       "      <td>30.019430</td>\n",
       "      <td>-90.068660</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>US1LAOR0016</th>\n",
       "      <td>NEW ORLEANS 2.1 NNW, LA US</td>\n",
       "      <td>29.979383</td>\n",
       "      <td>-90.081209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>USC00166666</th>\n",
       "      <td>NEW ORLEANS ALGIERS, LA US</td>\n",
       "      <td>29.950800</td>\n",
       "      <td>-90.051100</td>\n",
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      ],
      "text/plain": [
       "                                             Name   Latitude  Longitude\n",
       "Station                                                                \n",
       "USW00012930            NEW ORLEANS AUDUBON, LA US  29.916600 -90.130200\n",
       "USW00012916            NEW ORLEANS AIRPORT, LA US  29.997550 -90.277720\n",
       "US1LAOR0014            NEW ORLEANS 3.8 WSW, LA US  29.937720 -90.131310\n",
       "US1LAOR0009              NEW ORLEANS 5.0 N, LA US  30.015150 -90.065586\n",
       "USW00053917  NEW ORLEANS LAKEFRONT AIRPORT, LA US  30.049340 -90.028990\n",
       "US1LAOR0006            NEW ORLEANS 2.1 ENE, LA US  29.961679 -90.038803\n",
       "US1LAOR0019              NEW ORLEANS 2.8 E, LA US  29.944803 -90.025386\n",
       "US1LAOR0003             NEW ORLEANS 3.6 SW, LA US  29.919548 -90.118474\n",
       "US1LAOR0012              NEW ORLEANS 4.8 N, LA US  30.019430 -90.068660\n",
       "US1LAOR0016            NEW ORLEANS 2.1 NNW, LA US  29.979383 -90.081209\n",
       "USC00166666            NEW ORLEANS ALGIERS, LA US  29.950800 -90.051100"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "stations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "2511eca0-bbbb-4858-afce-731b2d118e3c",
   "metadata": {
    "tags": []
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   "outputs": [
    {
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       "    &lt;style&gt;html, body {width: 100%;height: 100%;margin: 0;padding: 0;}&lt;/style&gt;\n",
       "    &lt;style&gt;#map {position:absolute;top:0;bottom:0;right:0;left:0;}&lt;/style&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://code.jquery.com/jquery-1.12.4.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/js/bootstrap.bundle.min.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;script src=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.js&quot;&gt;&lt;/script&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/leaflet@1.9.3/dist/leaflet.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/bootstrap@5.2.2/dist/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://netdna.bootstrapcdn.com/bootstrap/3.0.0/css/bootstrap.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/npm/@fortawesome/fontawesome-free@6.2.0/css/all.min.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdnjs.cloudflare.com/ajax/libs/Leaflet.awesome-markers/2.0.2/leaflet.awesome-markers.css&quot;/&gt;\n",
       "    &lt;link rel=&quot;stylesheet&quot; href=&quot;https://cdn.jsdelivr.net/gh/python-visualization/folium/folium/templates/leaflet.awesome.rotate.min.css&quot;/&gt;\n",
       "    \n",
       "            &lt;meta name=&quot;viewport&quot; content=&quot;width=device-width,\n",
       "                initial-scale=1.0, maximum-scale=1.0, user-scalable=no&quot; /&gt;\n",
       "            &lt;style&gt;\n",
       "                #map_ce1310a41b3421d1db87b8885efa5de2 {\n",
       "                    position: relative;\n",
       "                    width: 100.0%;\n",
       "                    height: 100.0%;\n",
       "                    left: 0.0%;\n",
       "                    top: 0.0%;\n",
       "                }\n",
       "                .leaflet-container { font-size: 1rem; }\n",
       "            &lt;/style&gt;\n",
       "        \n",
       "&lt;/head&gt;\n",
       "&lt;body&gt;\n",
       "    \n",
       "    \n",
       "            &lt;div class=&quot;folium-map&quot; id=&quot;map_ce1310a41b3421d1db87b8885efa5de2&quot; &gt;&lt;/div&gt;\n",
       "        \n",
       "&lt;/body&gt;\n",
       "&lt;script&gt;\n",
       "    \n",
       "    \n",
       "            var map_ce1310a41b3421d1db87b8885efa5de2 = L.map(\n",
       "                &quot;map_ce1310a41b3421d1db87b8885efa5de2&quot;,\n",
       "                {\n",
       "                    center: [30.0, -90.15],\n",
       "                    crs: L.CRS.EPSG3857,\n",
       "                    zoom: 10.5,\n",
       "                    zoomControl: true,\n",
       "                    preferCanvas: false,\n",
       "                }\n",
       "            );\n",
       "\n",
       "            \n",
       "\n",
       "        \n",
       "    \n",
       "            var tile_layer_14628c631f8082be6a5891d9b3bddb6b = L.tileLayer(\n",
       "                &quot;https://{s}.tile.openstreetmap.org/{z}/{x}/{y}.png&quot;,\n",
       "                {&quot;attribution&quot;: &quot;Data by \\u0026copy; \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://openstreetmap.org\\&quot;\\u003eOpenStreetMap\\u003c/a\\u003e, under \\u003ca target=\\&quot;_blank\\&quot; href=\\&quot;http://www.openstreetmap.org/copyright\\&quot;\\u003eODbL\\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_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            var marker_e1a1b32acfae56e4f7d4e4e5e62b0f8c = L.marker(\n",
       "                [29.9166, -90.1302],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_e1a1b32acfae56e4f7d4e4e5e62b0f8c.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS AUDUBON, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_9e9ac79a779ef76ebe1ecb248440955e = L.marker(\n",
       "                [29.99755, -90.27772],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_9e9ac79a779ef76ebe1ecb248440955e.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS AIRPORT, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_ad0e0e82943ac844347c43293fd67524 = L.marker(\n",
       "                [29.93772, -90.13131],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_ad0e0e82943ac844347c43293fd67524.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS 3.8 WSW, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_3929236e6faf1a49d8c215ad80313adf = L.marker(\n",
       "                [30.01515, -90.065586],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_3929236e6faf1a49d8c215ad80313adf.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS 5.0 N, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_890e0798671abe06ae3876c02ebfdad5 = L.marker(\n",
       "                [30.04934, -90.02899],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_890e0798671abe06ae3876c02ebfdad5.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS LAKEFRONT AIRPORT, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_82a742e037005eb561aa50c28e5b97f3 = L.marker(\n",
       "                [29.961679, -90.038803],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_82a742e037005eb561aa50c28e5b97f3.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS 2.1 ENE, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_a405d9926185345e07a19bd1db1be8c6 = L.marker(\n",
       "                [29.944803, -90.025386],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_a405d9926185345e07a19bd1db1be8c6.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS 2.8 E, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_d0a1206b00582d8e76463e8ca824cbc2 = L.marker(\n",
       "                [29.919548, -90.118474],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_d0a1206b00582d8e76463e8ca824cbc2.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS 3.6 SW, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_5e46602711e4210d490393fe2def8693 = L.marker(\n",
       "                [30.01943, -90.06866],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_5e46602711e4210d490393fe2def8693.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS 4.8 N, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_d602a7aad1849c003a1794d840ad4d0d = L.marker(\n",
       "                [29.979383, -90.081209],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_d602a7aad1849c003a1794d840ad4d0d.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS 2.1 NNW, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "    \n",
       "            var marker_ed061a0afcef97d3fac7f34002d38b7a = L.marker(\n",
       "                [29.9508, -90.0511],\n",
       "                {}\n",
       "            ).addTo(map_ce1310a41b3421d1db87b8885efa5de2);\n",
       "        \n",
       "    \n",
       "            marker_ed061a0afcef97d3fac7f34002d38b7a.bindTooltip(\n",
       "                `&lt;div&gt;\n",
       "                     NEW ORLEANS ALGIERS, LA US\n",
       "                 &lt;/div&gt;`,\n",
       "                {&quot;sticky&quot;: true}\n",
       "            );\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&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 0x1693abe10>"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "station_map = folium.Map(location=[30, -90.15], tiles=\"OpenStreetMap\", zoom_start=10.5)\n",
    "\n",
    "for idx, station in stations.iterrows():\n",
    "    name = str(station[\"Name\"])\n",
    "    station_lat = float(station[\"Latitude\"])\n",
    "    station_lon = float(station[\"Longitude\"])\n",
    "\n",
    "    \n",
    "    folium.Marker([station_lat, station_lon], tooltip = name).add_to(station_map)\n",
    "\n",
    "station_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "b37088e3-1fae-45f6-aea8-c2a30743818c",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/var/folders/vh/j0_lsnhd1_d199g2tx8chgx00000gp/T/ipykernel_72244/563881976.py:18: DtypeWarning: Columns (2,5,6,7,12,16,17,22,23) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  calls_for_service = pd.read_csv(os.path.join(data_folder, 'calls_master.csv'))\n"
     ]
    }
   ],
   "source": [
    "# location of data \n",
    "data_folder = '../data/calls_for_service'\n",
    "# paths for all csv files in data_folder\n",
    "csv_files = [f for f in os.listdir(data_folder) if f.endswith('csv')]\n",
    "# if compiled csv file does not already exist\n",
    "if 'calls_master.csv' not in csv_files:\n",
    "    # make empty dataframe\n",
    "    calls_for_service = pd.DataFrame()\n",
    "    # combine all files in folder into one large dataframe\n",
    "    for f in tqdm(csv_files, desc = \"Combining Files\"):\n",
    "        file_path = os.path.join(data_folder, f)\n",
    "        df = pd.read_csv(file_path)\n",
    "        calls_for_service = pd.concat([calls_for_service, df], ignore_index = True)\n",
    "    # export to combined csv file\n",
    "    calls_for_service.to_csv('../data/calls_for_service/calls_master.csv')\n",
    "else:\n",
    "    # if compiled csv already exists, just load that\n",
    "    calls_for_service = pd.read_csv(os.path.join(data_folder, 'calls_master.csv'))\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "cf63ea91-ef00-406c-8a9c-04fc8c174286",
   "metadata": {
    "tags": []
   },
   "outputs": [
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       "      <td>N</td>\n",
       "      <td>7A01</td>\n",
       "      <td>Chef Menteur Hwy &amp; Downman Rd</td>\n",
       "      <td>70126.0</td>\n",
       "      <td>7</td>\n",
       "      <td>POINT (-90.02090137 30.00973449)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed: 0 NOPD_Item Type                        TypeText Priority  \\\n",
       "0           0  A3472220  22A                      AREA CHECK       1K   \n",
       "1           1  A0000220   21                 COMPLAINT OTHER       1J   \n",
       "2           2  A2190820  22A                      AREA CHECK       1K   \n",
       "3           3  A2874820   21                 COMPLAINT OTHER       2A   \n",
       "4           4  A2029120  34S  AGGRAVATED BATTERY BY SHOOTING       2C   \n",
       "\n",
       "  InitialType                 InitialTypeText InitialPriority       MapX  \\\n",
       "0         22A                      AREA CHECK              1K  3688756.0   \n",
       "1          21                 COMPLAINT OTHER              1J  3668710.0   \n",
       "2         22A                      AREA CHECK              1K  3682445.0   \n",
       "3          21                 COMPLAINT OTHER              1J  3737616.0   \n",
       "4         34S  AGGRAVATED BATTERY BY SHOOTING              2C  3696210.0   \n",
       "\n",
       "       MapY              TimeCreate            TimeDispatch  \\\n",
       "0  528696.0  01/28/2020 01:37:20 AM  01/28/2020 01:37:20 AM   \n",
       "1  533007.0  01/01/2020 12:00:42 AM  01/01/2020 12:00:42 AM   \n",
       "2  530709.0  01/17/2020 09:18:41 PM  01/17/2020 09:18:41 PM   \n",
       "3  590067.0  01/23/2020 10:19:48 AM  01/23/2020 10:22:05 AM   \n",
       "4  551411.0  01/16/2020 05:09:05 PM  01/16/2020 05:09:43 PM   \n",
       "\n",
       "               TimeArrive              TimeClosed Disposition  \\\n",
       "0  01/28/2020 01:37:28 AM  01/28/2020 02:25:50 AM         NAT   \n",
       "1  01/01/2020 12:00:42 AM  01/01/2020 01:37:16 AM         NAT   \n",
       "2  01/17/2020 09:18:47 PM  01/17/2020 09:18:54 PM         NAT   \n",
       "3  01/23/2020 10:31:11 AM  01/23/2020 10:34:35 AM         GOA   \n",
       "4  01/16/2020 05:16:07 PM  01/16/2020 10:49:37 PM         RTF   \n",
       "\n",
       "          DispositionText SelfInitiated  Beat                  BLOCK_ADDRESS  \\\n",
       "0  Necessary Action Taken             N  4G04      Atlantic Ave & Slidell St   \n",
       "1  Necessary Action Taken             Y  2U04              034XX Broadway St   \n",
       "2  Necessary Action Taken             N  8B02     N Peters St & Bienville St   \n",
       "3         GONE ON ARRIVAL             N  7L08                         I-10 E   \n",
       "4        REPORT TO FOLLOW             N  7A01  Chef Menteur Hwy & Downman Rd   \n",
       "\n",
       "       Zip  PoliceDistrict                          Location Type_ TimeArrival  \n",
       "0  70114.0               4  POINT (-90.04525645 29.94750953)   NaN         NaN  \n",
       "1  70125.0               2  POINT (-90.10840522 29.95996774)   NaN         NaN  \n",
       "2  70130.0               8    POINT (-90.065113 29.95323762)   NaN         NaN  \n",
       "3  70129.0               7  POINT (-89.88854843 30.11465463)   NaN         NaN  \n",
       "4  70126.0               7  POINT (-90.02090137 30.00973449)   NaN         NaN  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calls_for_service.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "735b8082-b0ab-4570-a637-2a51f798ff20",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[0;32mIn[30], line 8\u001b[0m\n\u001b[1;32m      5\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ycoord, xcoord\n\u001b[1;32m      7\u001b[0m \u001b[38;5;66;03m# regex to extract latitude and longitude from location column\u001b[39;00m\n\u001b[0;32m----> 8\u001b[0m calls_for_service[[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mycoord\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mxcoord\u001b[39m\u001b[38;5;124m\"\u001b[39m]] \u001b[38;5;241m=\u001b[39m calls_for_service\u001b[38;5;241m.\u001b[39mapply(extract_location, result_type \u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mexpand\u001b[39m\u001b[38;5;124m'\u001b[39m, axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;241m1\u001b[39m)\n\u001b[1;32m     10\u001b[0m calls_for_service\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/frame.py:9423\u001b[0m, in \u001b[0;36mDataFrame.apply\u001b[0;34m(self, func, axis, raw, result_type, args, **kwargs)\u001b[0m\n\u001b[1;32m   9412\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mcore\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mapply\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m frame_apply\n\u001b[1;32m   9414\u001b[0m op \u001b[38;5;241m=\u001b[39m frame_apply(\n\u001b[1;32m   9415\u001b[0m     \u001b[38;5;28mself\u001b[39m,\n\u001b[1;32m   9416\u001b[0m     func\u001b[38;5;241m=\u001b[39mfunc,\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   9421\u001b[0m     kwargs\u001b[38;5;241m=\u001b[39mkwargs,\n\u001b[1;32m   9422\u001b[0m )\n\u001b[0;32m-> 9423\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m op\u001b[38;5;241m.\u001b[39mapply()\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mapply\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/apply.py:678\u001b[0m, in \u001b[0;36mFrameApply.apply\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    675\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mraw:\n\u001b[1;32m    676\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_raw()\n\u001b[0;32m--> 678\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_standard()\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/apply.py:798\u001b[0m, in \u001b[0;36mFrameApply.apply_standard\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    797\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mapply_standard\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m--> 798\u001b[0m     results, res_index \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mapply_series_generator()\n\u001b[1;32m    800\u001b[0m     \u001b[38;5;66;03m# wrap results\u001b[39;00m\n\u001b[1;32m    801\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mwrap_results(results, res_index)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/apply.py:814\u001b[0m, in \u001b[0;36mFrameApply.apply_series_generator\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m    811\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m option_context(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mmode.chained_assignment\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[1;32m    812\u001b[0m     \u001b[38;5;28;01mfor\u001b[39;00m i, v \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(series_gen):\n\u001b[1;32m    813\u001b[0m         \u001b[38;5;66;03m# ignore SettingWithCopy here in case the user mutates\u001b[39;00m\n\u001b[0;32m--> 814\u001b[0m         results[i] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mf(v)\n\u001b[1;32m    815\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(results[i], ABCSeries):\n\u001b[1;32m    816\u001b[0m             \u001b[38;5;66;03m# If we have a view on v, we need to make a copy because\u001b[39;00m\n\u001b[1;32m    817\u001b[0m             \u001b[38;5;66;03m#  series_generator will swap out the underlying data\u001b[39;00m\n\u001b[1;32m    818\u001b[0m             results[i] \u001b[38;5;241m=\u001b[39m results[i]\u001b[38;5;241m.\u001b[39mcopy(deep\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n",
      "Cell \u001b[0;32mIn[30], line 4\u001b[0m, in \u001b[0;36mextract_location\u001b[0;34m(row)\u001b[0m\n\u001b[1;32m      3\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mextract_location\u001b[39m(row):\n\u001b[0;32m----> 4\u001b[0m     ycoord, xcoord \u001b[38;5;241m=\u001b[39m calls_for_service[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mLocation\u001b[39m\u001b[38;5;124m\"\u001b[39m]\u001b[38;5;241m.\u001b[39mstr\u001b[38;5;241m.\u001b[39mextract(\u001b[38;5;124mr\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPOINT \u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m((-?\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124md+\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124md+) (-?\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124md+\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124md+)\u001b[39m\u001b[38;5;124m\\\u001b[39m\u001b[38;5;124m)\u001b[39m\u001b[38;5;124m'\u001b[39m)\u001b[38;5;66;03m# convert to numeric\u001b[39;00m\n\u001b[1;32m      5\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ycoord, xcoord\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/strings/accessor.py:129\u001b[0m, in \u001b[0;36mforbid_nonstring_types.<locals>._forbid_nonstring_types.<locals>.wrapper\u001b[0;34m(self, *args, **kwargs)\u001b[0m\n\u001b[1;32m    124\u001b[0m     msg \u001b[38;5;241m=\u001b[39m (\n\u001b[1;32m    125\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mCannot use .str.\u001b[39m\u001b[38;5;132;01m{\u001b[39;00mfunc_name\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m with values of \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    126\u001b[0m         \u001b[38;5;124mf\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124minferred dtype \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_inferred_dtype\u001b[38;5;132;01m}\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.\u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m    127\u001b[0m     )\n\u001b[1;32m    128\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m(msg)\n\u001b[0;32m--> 129\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m func(\u001b[38;5;28mself\u001b[39m, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/strings/accessor.py:2637\u001b[0m, in \u001b[0;36mStringMethods.extract\u001b[0;34m(self, pat, flags, expand)\u001b[0m\n\u001b[1;32m   2634\u001b[0m     result \u001b[38;5;241m=\u001b[39m DataFrame(columns\u001b[38;5;241m=\u001b[39mcolumns, dtype\u001b[38;5;241m=\u001b[39mresult_dtype)\n\u001b[1;32m   2636\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m-> 2637\u001b[0m     result_list \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_data\u001b[38;5;241m.\u001b[39marray\u001b[38;5;241m.\u001b[39m_str_extract(\n\u001b[1;32m   2638\u001b[0m         pat, flags\u001b[38;5;241m=\u001b[39mflags, expand\u001b[38;5;241m=\u001b[39mreturns_df\n\u001b[1;32m   2639\u001b[0m     )\n\u001b[1;32m   2641\u001b[0m     result_index: Index \u001b[38;5;241m|\u001b[39m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m   2642\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj, ABCSeries):\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/strings/object_array.py:498\u001b[0m, in \u001b[0;36mObjectStringArrayMixin._str_extract\u001b[0;34m(self, pat, flags, expand)\u001b[0m\n\u001b[1;32m    495\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    496\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m empty_row\n\u001b[0;32m--> 498\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [f(val) \u001b[38;5;28;01mfor\u001b[39;00m val \u001b[38;5;129;01min\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m)]\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/strings/object_array.py:498\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    495\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    496\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m empty_row\n\u001b[0;32m--> 498\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m [f(val) \u001b[38;5;28;01mfor\u001b[39;00m val \u001b[38;5;129;01min\u001b[39;00m np\u001b[38;5;241m.\u001b[39masarray(\u001b[38;5;28mself\u001b[39m)]\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/strings/object_array.py:494\u001b[0m, in \u001b[0;36mObjectStringArrayMixin._str_extract.<locals>.f\u001b[0;34m(x)\u001b[0m\n\u001b[1;32m    492\u001b[0m m \u001b[38;5;241m=\u001b[39m regex\u001b[38;5;241m.\u001b[39msearch(x)\n\u001b[1;32m    493\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m m:\n\u001b[0;32m--> 494\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m [na_value \u001b[38;5;28;01mif\u001b[39;00m item \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m item \u001b[38;5;28;01mfor\u001b[39;00m item \u001b[38;5;129;01min\u001b[39;00m m\u001b[38;5;241m.\u001b[39mgroups()]\n\u001b[1;32m    495\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    496\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m empty_row\n",
      "File \u001b[0;32m~/anaconda3/lib/python3.11/site-packages/pandas/core/strings/object_array.py:494\u001b[0m, in \u001b[0;36m<listcomp>\u001b[0;34m(.0)\u001b[0m\n\u001b[1;32m    492\u001b[0m m \u001b[38;5;241m=\u001b[39m regex\u001b[38;5;241m.\u001b[39msearch(x)\n\u001b[1;32m    493\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m m:\n\u001b[0;32m--> 494\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m [na_value \u001b[38;5;28;01mif\u001b[39;00m item \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m \u001b[38;5;28;01melse\u001b[39;00m item \u001b[38;5;28;01mfor\u001b[39;00m item \u001b[38;5;129;01min\u001b[39;00m m\u001b[38;5;241m.\u001b[39mgroups()]\n\u001b[1;32m    495\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m    496\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m empty_row\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "tqdm.pandas()\n",
    "\n",
    "def extract_location(row):\n",
    "    ycoord, xcoord = calls_for_service[\"Location\"].str.extract(r'POINT \\((-?\\d+\\.\\d+) (-?\\d+\\.\\d+)\\)')# convert to numeric\n",
    "    return ycoord, xcoord\n",
    "\n",
    "# regex to extract latitude and longitude from location column\n",
    "calls_for_service[[\"ycoord\", \"xcoord\"]] = calls_for_service.apply(extract_location, result_type ='expand', axis = 1)\n",
    "\n",
    "calls_for_service\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7c946993-475a-43ba-a2d3-698b3cf63e03",
   "metadata": {},
   "outputs": [],
   "source": [
    "calls_for_service[[\"ycoord\", \"xcoord\"]] = calls_for_service[\"Location\"].str.extract(r'POINT \\((-?\\d+\\.\\d+) (-?\\d+\\.\\d+)\\)')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "92d2ab45-f4a9-4235-8457-42ad93dee6a7",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
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       "      <th>DispositionText</th>\n",
       "      <th>SelfInitiated</th>\n",
       "      <th>Beat</th>\n",
       "      <th>BLOCK_ADDRESS</th>\n",
       "      <th>Zip</th>\n",
       "      <th>PoliceDistrict</th>\n",
       "      <th>Location</th>\n",
       "      <th>Type_</th>\n",
       "      <th>TimeArrival</th>\n",
       "      <th>ycoord</th>\n",
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       "      <td>A3472220</td>\n",
       "      <td>22A</td>\n",
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       "      <td>22A</td>\n",
       "      <td>AREA CHECK</td>\n",
       "      <td>1K</td>\n",
       "      <td>3688756.0</td>\n",
       "      <td>528696.0</td>\n",
       "      <td>01/28/2020 01:37:20 AM</td>\n",
       "      <td>01/28/2020 01:37:20 AM</td>\n",
       "      <td>01/28/2020 01:37:28 AM</td>\n",
       "      <td>01/28/2020 02:25:50 AM</td>\n",
       "      <td>NAT</td>\n",
       "      <td>Necessary Action Taken</td>\n",
       "      <td>N</td>\n",
       "      <td>4G04</td>\n",
       "      <td>Atlantic Ave &amp; Slidell St</td>\n",
       "      <td>70114.0</td>\n",
       "      <td>4</td>\n",
       "      <td>POINT (-90.04525645 29.94750953)</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>-90.04525645</td>\n",
       "      <td>29.94750953</td>\n",
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       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>A0000220</td>\n",
       "      <td>21</td>\n",
       "      <td>COMPLAINT OTHER</td>\n",
       "      <td>1J</td>\n",
       "      <td>21</td>\n",
       "      <td>COMPLAINT OTHER</td>\n",
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       "      <td>01/01/2020 12:00:42 AM</td>\n",
       "      <td>01/01/2020 12:00:42 AM</td>\n",
       "      <td>01/01/2020 12:00:42 AM</td>\n",
       "      <td>01/01/2020 01:37:16 AM</td>\n",
       "      <td>NAT</td>\n",
       "      <td>Necessary Action Taken</td>\n",
       "      <td>Y</td>\n",
       "      <td>2U04</td>\n",
       "      <td>034XX Broadway St</td>\n",
       "      <td>70125.0</td>\n",
       "      <td>2</td>\n",
       "      <td>POINT (-90.10840522 29.95996774)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-90.10840522</td>\n",
       "      <td>29.95996774</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>A2190820</td>\n",
       "      <td>22A</td>\n",
       "      <td>AREA CHECK</td>\n",
       "      <td>1K</td>\n",
       "      <td>22A</td>\n",
       "      <td>AREA CHECK</td>\n",
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       "      <td>3682445.0</td>\n",
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       "      <td>01/17/2020 09:18:41 PM</td>\n",
       "      <td>01/17/2020 09:18:47 PM</td>\n",
       "      <td>01/17/2020 09:18:54 PM</td>\n",
       "      <td>NAT</td>\n",
       "      <td>Necessary Action Taken</td>\n",
       "      <td>N</td>\n",
       "      <td>8B02</td>\n",
       "      <td>N Peters St &amp; Bienville St</td>\n",
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       "      <td>8</td>\n",
       "      <td>POINT (-90.065113 29.95323762)</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>A2874820</td>\n",
       "      <td>21</td>\n",
       "      <td>COMPLAINT OTHER</td>\n",
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       "      <td>21</td>\n",
       "      <td>COMPLAINT OTHER</td>\n",
       "      <td>1J</td>\n",
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       "      <td>01/23/2020 10:19:48 AM</td>\n",
       "      <td>01/23/2020 10:22:05 AM</td>\n",
       "      <td>01/23/2020 10:31:11 AM</td>\n",
       "      <td>01/23/2020 10:34:35 AM</td>\n",
       "      <td>GOA</td>\n",
       "      <td>GONE ON ARRIVAL</td>\n",
       "      <td>N</td>\n",
       "      <td>7L08</td>\n",
       "      <td>I-10 E</td>\n",
       "      <td>70129.0</td>\n",
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       "      <td>POINT (-89.88854843 30.11465463)</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>A2029120</td>\n",
       "      <td>34S</td>\n",
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       "      <td>2C</td>\n",
       "      <td>34S</td>\n",
       "      <td>AGGRAVATED BATTERY BY SHOOTING</td>\n",
       "      <td>2C</td>\n",
       "      <td>3696210.0</td>\n",
       "      <td>551411.0</td>\n",
       "      <td>01/16/2020 05:09:05 PM</td>\n",
       "      <td>01/16/2020 05:09:43 PM</td>\n",
       "      <td>01/16/2020 05:16:07 PM</td>\n",
       "      <td>01/16/2020 10:49:37 PM</td>\n",
       "      <td>RTF</td>\n",
       "      <td>REPORT TO FOLLOW</td>\n",
       "      <td>N</td>\n",
       "      <td>7A01</td>\n",
       "      <td>Chef Menteur Hwy &amp; Downman Rd</td>\n",
       "      <td>70126.0</td>\n",
       "      <td>7</td>\n",
       "      <td>POINT (-90.02090137 30.00973449)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-90.02090137</td>\n",
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      "text/plain": [
       "   Unnamed: 0 NOPD_Item Type                        TypeText Priority  \\\n",
       "0           0  A3472220  22A                      AREA CHECK       1K   \n",
       "1           1  A0000220   21                 COMPLAINT OTHER       1J   \n",
       "2           2  A2190820  22A                      AREA CHECK       1K   \n",
       "3           3  A2874820   21                 COMPLAINT OTHER       2A   \n",
       "4           4  A2029120  34S  AGGRAVATED BATTERY BY SHOOTING       2C   \n",
       "\n",
       "  InitialType                 InitialTypeText InitialPriority       MapX  \\\n",
       "0         22A                      AREA CHECK              1K  3688756.0   \n",
       "1          21                 COMPLAINT OTHER              1J  3668710.0   \n",
       "2         22A                      AREA CHECK              1K  3682445.0   \n",
       "3          21                 COMPLAINT OTHER              1J  3737616.0   \n",
       "4         34S  AGGRAVATED BATTERY BY SHOOTING              2C  3696210.0   \n",
       "\n",
       "       MapY              TimeCreate            TimeDispatch  \\\n",
       "0  528696.0  01/28/2020 01:37:20 AM  01/28/2020 01:37:20 AM   \n",
       "1  533007.0  01/01/2020 12:00:42 AM  01/01/2020 12:00:42 AM   \n",
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       "3  590067.0  01/23/2020 10:19:48 AM  01/23/2020 10:22:05 AM   \n",
       "4  551411.0  01/16/2020 05:09:05 PM  01/16/2020 05:09:43 PM   \n",
       "\n",
       "               TimeArrive              TimeClosed Disposition  \\\n",
       "0  01/28/2020 01:37:28 AM  01/28/2020 02:25:50 AM         NAT   \n",
       "1  01/01/2020 12:00:42 AM  01/01/2020 01:37:16 AM         NAT   \n",
       "2  01/17/2020 09:18:47 PM  01/17/2020 09:18:54 PM         NAT   \n",
       "3  01/23/2020 10:31:11 AM  01/23/2020 10:34:35 AM         GOA   \n",
       "4  01/16/2020 05:16:07 PM  01/16/2020 10:49:37 PM         RTF   \n",
       "\n",
       "          DispositionText SelfInitiated  Beat                  BLOCK_ADDRESS  \\\n",
       "0  Necessary Action Taken             N  4G04      Atlantic Ave & Slidell St   \n",
       "1  Necessary Action Taken             Y  2U04              034XX Broadway St   \n",
       "2  Necessary Action Taken             N  8B02     N Peters St & Bienville St   \n",
       "3         GONE ON ARRIVAL             N  7L08                         I-10 E   \n",
       "4        REPORT TO FOLLOW             N  7A01  Chef Menteur Hwy & Downman Rd   \n",
       "\n",
       "       Zip  PoliceDistrict                          Location Type_  \\\n",
       "0  70114.0               4  POINT (-90.04525645 29.94750953)   NaN   \n",
       "1  70125.0               2  POINT (-90.10840522 29.95996774)   NaN   \n",
       "2  70130.0               8    POINT (-90.065113 29.95323762)   NaN   \n",
       "3  70129.0               7  POINT (-89.88854843 30.11465463)   NaN   \n",
       "4  70126.0               7  POINT (-90.02090137 30.00973449)   NaN   \n",
       "\n",
       "  TimeArrival        ycoord       xcoord  \n",
       "0         NaN  -90.04525645  29.94750953  \n",
       "1         NaN  -90.10840522  29.95996774  \n",
       "2         NaN    -90.065113  29.95323762  \n",
       "3         NaN  -89.88854843  30.11465463  \n",
       "4         NaN  -90.02090137  30.00973449  "
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "calls_for_service.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "d7c63ee9-8550-4f88-80df-c87d63336807",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "traffic = calls_for_service.loc[calls_for_service[\"TypeText\"] == \"TRAFFIC INCIDENT\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "9078ee94-cd25-480a-8eb0-4c190551aaa3",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
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       "      <th>132</th>\n",
       "      <td>132</td>\n",
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       "      <td>566</td>\n",
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       "      <td>04/05/2020 06:59:57 AM</td>\n",
       "      <td>04/05/2020 07:03:50 AM</td>\n",
       "      <td>04/05/2020 07:33:02 AM</td>\n",
       "      <td>NAT</td>\n",
       "      <td>Necessary Action Taken</td>\n",
       "      <td>N</td>\n",
       "      <td>3Y02</td>\n",
       "      <td>I-610 W &amp; Elysian Fields Ave Exit</td>\n",
       "      <td>70122.0</td>\n",
       "      <td>3</td>\n",
       "      <td>POINT (-90.05517653 29.99166695)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>-90.05517653</td>\n",
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       "    <tr>\n",
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       "      <td>770</td>\n",
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       "      <td>TRAFFIC INCIDENT</td>\n",
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       "      <td>04/05/2020 11:42:38 AM</td>\n",
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       "      <td>TRAFFIC INCIDENT</td>\n",
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       "      <td>04/05/2020 03:56:49 PM</td>\n",
       "      <td>GOA</td>\n",
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       "    <tr>\n",
       "      <th>896</th>\n",
       "      <td>896</td>\n",
       "      <td>D0548820</td>\n",
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       "      <td>TRAFFIC INCIDENT</td>\n",
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       "      <td>TRAFFIC INCIDENT</td>\n",
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       "      <td>545977.0</td>\n",
       "      <td>04/05/2020 02:43:34 PM</td>\n",
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      ],
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       "     Unnamed: 0 NOPD_Item Type          TypeText Priority InitialType  \\\n",
       "132         132  F1732620   18  TRAFFIC INCIDENT       2A          18   \n",
       "566         566  D0513120   18  TRAFFIC INCIDENT       1J          20   \n",
       "770         770  D0535620   18  TRAFFIC INCIDENT       1J          18   \n",
       "880         880  D0547220   18  TRAFFIC INCIDENT       1A          18   \n",
       "896         896  D0548820   18  TRAFFIC INCIDENT       1J          18   \n",
       "\n",
       "      InitialTypeText InitialPriority       MapX      MapY  \\\n",
       "132  TRAFFIC INCIDENT              1J  3699719.0  557531.0   \n",
       "566     AUTO ACCIDENT              1E  3685436.0  544718.0   \n",
       "770  TRAFFIC INCIDENT              1J  3694280.0  549552.0   \n",
       "880  TRAFFIC INCIDENT              1J  3684824.0  538018.0   \n",
       "896  TRAFFIC INCIDENT              1J  3664008.0  545977.0   \n",
       "\n",
       "                 TimeCreate            TimeDispatch              TimeArrive  \\\n",
       "132  06/14/2020 10:03:32 PM  06/14/2020 11:36:22 PM  06/14/2020 11:51:38 PM   \n",
       "566  04/05/2020 05:53:31 AM  04/05/2020 06:59:57 AM  04/05/2020 07:03:50 AM   \n",
       "770  04/05/2020 11:39:33 AM  04/05/2020 11:42:38 AM                     NaN   \n",
       "880  04/05/2020 02:18:48 PM  04/05/2020 03:23:22 PM  04/05/2020 03:42:49 PM   \n",
       "896  04/05/2020 02:43:34 PM                     NaN                     NaN   \n",
       "\n",
       "                 TimeClosed Disposition         DispositionText SelfInitiated  \\\n",
       "132  06/15/2020 12:00:41 AM         GOA         GONE ON ARRIVAL             N   \n",
       "566  04/05/2020 07:33:02 AM         NAT  Necessary Action Taken             N   \n",
       "770  04/05/2020 11:50:38 AM         GOA         GONE ON ARRIVAL             N   \n",
       "880  04/05/2020 03:56:49 PM         GOA         GONE ON ARRIVAL             N   \n",
       "896  04/05/2020 02:45:03 PM         DUP               DUPLICATE             N   \n",
       "\n",
       "     Beat                         BLOCK_ADDRESS      Zip  PoliceDistrict  \\\n",
       "132  7D06             I-10 W & Morrison Rd Exit  70126.0               7   \n",
       "566  3Y02     I-610 W & Elysian Fields Ave Exit  70122.0               3   \n",
       "770  3U02                     Highrise West 3rd  70126.0               3   \n",
       "880  5A04  Elysian Fields Ave & N Claiborne Ave  70117.0               5   \n",
       "896  3B02             I-610 E & I-10 E Westside  70124.0               3   \n",
       "\n",
       "                             Location Type_ TimeArrival        ycoord  \\\n",
       "132   POINT (-90.00959234 30.0264518)   NaN         NaN  -90.00959234   \n",
       "566  POINT (-90.05517653 29.99166695)   NaN         NaN  -90.05517653   \n",
       "770   POINT (-90.02706567 30.0046843)   NaN         NaN  -90.02706567   \n",
       "880  POINT (-90.05734351 29.97326333)   NaN         NaN  -90.05734351   \n",
       "896  POINT (-90.12282161 29.99576971)   NaN         NaN  -90.12282161   \n",
       "\n",
       "          xcoord  \n",
       "132   30.0264518  \n",
       "566  29.99166695  \n",
       "770   30.0046843  \n",
       "880  29.97326333  \n",
       "896  29.99576971  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traffic.head()"
   ]
  },
  {
   "cell_type": "raw",
   "id": "44f425fa-6ddd-455d-af7d-d15ca824a112",
   "metadata": {
    "tags": []
   },
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "b8d5569d-96fe-46b9-90bc-0fb5fb962492",
   "metadata": {
    "tags": []
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed: 0                                     132\n",
       "NOPD_Item                                 F1732620\n",
       "Type                                            18\n",
       "TypeText                          TRAFFIC INCIDENT\n",
       "Priority                                        2A\n",
       "InitialType                                     18\n",
       "InitialTypeText                   TRAFFIC INCIDENT\n",
       "InitialPriority                                 1J\n",
       "MapX                                     3699719.0\n",
       "MapY                                      557531.0\n",
       "TimeCreate                  06/14/2020 10:03:32 PM\n",
       "TimeDispatch                06/14/2020 11:36:22 PM\n",
       "TimeArrive                  06/14/2020 11:51:38 PM\n",
       "TimeClosed                  06/15/2020 12:00:41 AM\n",
       "Disposition                                    GOA\n",
       "DispositionText                    GONE ON ARRIVAL\n",
       "SelfInitiated                                    N\n",
       "Beat                                          7D06\n",
       "BLOCK_ADDRESS            I-10 W & Morrison Rd Exit\n",
       "Zip                                        70126.0\n",
       "PoliceDistrict                                   7\n",
       "Location           POINT (-90.00959234 30.0264518)\n",
       "Type_                                          NaN\n",
       "TimeArrival                                    NaN\n",
       "ycoord                                -90.00959234\n",
       "xcoord                                  30.0264518\n",
       "Name: 132, dtype: object"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traffic.iloc[0]"
   ]
  },
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   "execution_count": 27,
   "id": "9b033ff7-e3e4-4291-8122-0dcf931cfe87",
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    "tags": []
   },
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       "                {&quot;blur&quot;: 15, &quot;maxZoom&quot;: 18, &quot;minOpacity&quot;: 0.5, &quot;radius&quot;: 10}\n",
       "            ).addTo(map_b0d139b3fa999ad1748695ee286df75e);\n",
       "        \n",
       "&lt;/script&gt;\n",
       "&lt;/html&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 0x34b64ce50>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "traffic_map = folium.Map(location=[30, -90.15], tiles=\"Cartodb dark_matter\", zoom_start=10.5)\n",
    "\n",
    "traffic_clean = traffic[[\"ycoord\", \"xcoord\"]].dropna()\n",
    "\n",
    "heat_data = [[float(i) for i in nest] for nest in traffic_clean.values.tolist()]\n",
    "heat_data = [[s[1], s[0]] for s in heat_data]\n",
    "\n",
    "heat_data\n",
    "\n",
    "plugins.HeatMap(heat_data, radius = 10).add_to(traffic_map)\n",
    "traffic_map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6d91c66c-7f8e-466e-915b-0f7e47b89405",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3c66152a-49b8-451d-bc75-9ac6b1c68389",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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