NJ 2018 SHP GeoJSON.ipynb

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  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "df5b9bb6",
   "metadata": {},
   "outputs": [],
   "source": [
    "from utz import *\n",
    "from IPython.display import HTML, SVG, display\n",
    "import geopandas as gpd\n",
    "import plotly.express as px"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "76f2de49",
   "metadata": {},
   "source": [
    "## NJ 2018 Shape GeoJSON"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "a18c0ecf",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>PLACEFP</th>\n",
       "      <th>PLACENS</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>NAME</th>\n",
       "      <th>NAMELSAD</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>CLASSFP</th>\n",
       "      <th>PCICBSA</th>\n",
       "      <th>PCINECTA</th>\n",
       "      <th>MTFCC</th>\n",
       "      <th>FUNCSTAT</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>INTPTLAT</th>\n",
       "      <th>INTPTLON</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>71010</td>\n",
       "      <td>00885410</td>\n",
       "      <td>3471010</td>\n",
       "      <td>Stone Harbor</td>\n",
       "      <td>Stone Harbor borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>78530</td>\n",
       "      <td>00885435</td>\n",
       "      <td>3478530</td>\n",
       "      <td>West Cape May</td>\n",
       "      <td>West Cape May borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>3038906</td>\n",
       "      <td>34600</td>\n",
       "      <td>+38.9422264</td>\n",
       "      <td>-074.9390332</td>\n",
       "      <td>POLYGON ((-74.95199 38.94858, -74.95183 38.948...</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34</td>\n",
       "      <td>81170</td>\n",
       "      <td>00885444</td>\n",
       "      <td>3481170</td>\n",
       "      <td>Wildwood</td>\n",
       "      <td>Wildwood city</td>\n",
       "      <td>25</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>3990558</td>\n",
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34</td>\n",
       "      <td>81200</td>\n",
       "      <td>00885445</td>\n",
       "      <td>3481200</td>\n",
       "      <td>Wildwood Crest</td>\n",
       "      <td>Wildwood Crest borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>3362458</td>\n",
       "      <td>477863</td>\n",
       "      <td>+38.9715260</td>\n",
       "      <td>-074.8373297</td>\n",
       "      <td>POLYGON ((-74.85534 38.96461, -74.85517 38.964...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34</td>\n",
       "      <td>81890</td>\n",
       "      <td>00885446</td>\n",
       "      <td>3481890</td>\n",
       "      <td>Woodbine</td>\n",
       "      <td>Woodbine borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>20769950</td>\n",
       "      <td>0</td>\n",
       "      <td>+39.2283502</td>\n",
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       "      <td>POLYGON ((-74.84839 39.20595, -74.84687 39.208...</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>34</td>\n",
       "      <td>75745</td>\n",
       "      <td>02584037</td>\n",
       "      <td>3475745</td>\n",
       "      <td>Vernon Center</td>\n",
       "      <td>Vernon Center CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U2</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
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       "      <td>7630482</td>\n",
       "      <td>46518</td>\n",
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       "      <td>POLYGON ((-74.52601 41.18704, -74.52541 41.187...</td>\n",
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       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>34</td>\n",
       "      <td>66720</td>\n",
       "      <td>02390280</td>\n",
       "      <td>3466720</td>\n",
       "      <td>Sewaren</td>\n",
       "      <td>Sewaren CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U1</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>2456984</td>\n",
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       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>34</td>\n",
       "      <td>67820</td>\n",
       "      <td>02584028</td>\n",
       "      <td>3467820</td>\n",
       "      <td>Six Mile Run</td>\n",
       "      <td>Six Mile Run CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U2</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>19359593</td>\n",
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       "      <th>543</th>\n",
       "      <td>34</td>\n",
       "      <td>76107</td>\n",
       "      <td>02390441</td>\n",
       "      <td>3476107</td>\n",
       "      <td>Vista Center</td>\n",
       "      <td>Vista Center CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U1</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
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       "      <td>34</td>\n",
       "      <td>76820</td>\n",
       "      <td>02390452</td>\n",
       "      <td>3476820</td>\n",
       "      <td>Waretown</td>\n",
       "      <td>Waretown CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U1</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>2333439</td>\n",
       "      <td>61623</td>\n",
       "      <td>+39.7898135</td>\n",
       "      <td>-074.1932798</td>\n",
       "      <td>POLYGON ((-74.20984 39.79180, -74.20902 39.791...</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>545 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    STATEFP PLACEFP   PLACENS    GEOID            NAME   \n",
       "0        34   71010  00885410  3471010    Stone Harbor  \\\n",
       "1        34   78530  00885435  3478530   West Cape May   \n",
       "2        34   81170  00885444  3481170        Wildwood   \n",
       "3        34   81200  00885445  3481200  Wildwood Crest   \n",
       "4        34   81890  00885446  3481890        Woodbine   \n",
       "..      ...     ...       ...      ...             ...   \n",
       "540      34   75745  02584037  3475745   Vernon Center   \n",
       "541      34   66720  02390280  3466720         Sewaren   \n",
       "542      34   67820  02584028  3467820    Six Mile Run   \n",
       "543      34   76107  02390441  3476107    Vista Center   \n",
       "544      34   76820  02390452  3476820        Waretown   \n",
       "\n",
       "                   NAMELSAD LSAD CLASSFP PCICBSA PCINECTA  MTFCC FUNCSTAT   \n",
       "0      Stone Harbor borough   21      C5       N        N  G4110        A  \\\n",
       "1     West Cape May borough   21      C5       N        N  G4110        A   \n",
       "2             Wildwood city   25      C5       N        N  G4110        A   \n",
       "3    Wildwood Crest borough   21      C5       N        N  G4110        A   \n",
       "4          Woodbine borough   21      C5       N        N  G4110        A   \n",
       "..                      ...  ...     ...     ...      ...    ...      ...   \n",
       "540       Vernon Center CDP   57      U2       N        N  G4210        S   \n",
       "541             Sewaren CDP   57      U1       N        N  G4210        S   \n",
       "542        Six Mile Run CDP   57      U2       N        N  G4210        S   \n",
       "543        Vista Center CDP   57      U1       N        N  G4210        S   \n",
       "544            Waretown CDP   57      U1       N        N  G4210        S   \n",
       "\n",
       "        ALAND   AWATER     INTPTLAT      INTPTLON   \n",
       "0     3736739  1945267  +39.0416905  -074.7688371  \\\n",
       "1     3038906    34600  +38.9422264  -074.9390332   \n",
       "2     3990558   290040  +38.9875502  -074.8181879   \n",
       "3     3362458   477863  +38.9715260  -074.8373297   \n",
       "4    20769950        0  +39.2283502  -074.8096207   \n",
       "..        ...      ...          ...           ...   \n",
       "540   7630482    46518  +41.1887894  -074.5040464   \n",
       "541   2456984   264772  +40.5507261  -074.2598845   \n",
       "542  19359593    20234  +40.4701508  -074.5340492   \n",
       "543   8698813   102014  +40.1590489  -074.3223248   \n",
       "544   2333439    61623  +39.7898135  -074.1932798   \n",
       "\n",
       "                                              geometry  \n",
       "0    POLYGON ((-74.78994 39.02132, -74.78948 39.022...  \n",
       "1    POLYGON ((-74.95199 38.94858, -74.95183 38.948...  \n",
       "2    POLYGON ((-74.83506 38.98967, -74.83398 38.990...  \n",
       "3    POLYGON ((-74.85534 38.96461, -74.85517 38.964...  \n",
       "4    POLYGON ((-74.84839 39.20595, -74.84687 39.208...  \n",
       "..                                                 ...  \n",
       "540  POLYGON ((-74.52601 41.18704, -74.52541 41.187...  \n",
       "541  POLYGON ((-74.27094 40.55116, -74.27073 40.551...  \n",
       "542  POLYGON ((-74.57175 40.46944, -74.57153 40.469...  \n",
       "543  POLYGON ((-74.35003 40.16121, -74.34999 40.161...  \n",
       "544  POLYGON ((-74.20984 39.79180, -74.20902 39.791...  \n",
       "\n",
       "[545 rows x 17 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nj_shp = gpd.read_file('nj_shp/tl_2018_34_place.shp')\n",
    "nj_shp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "9a9f809c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      POLYGON ((-74.78994 39.02132, -74.78948 39.022...\n",
       "1      POLYGON ((-74.95199 38.94858, -74.95183 38.948...\n",
       "2      POLYGON ((-74.83506 38.98967, -74.83398 38.990...\n",
       "3      POLYGON ((-74.85534 38.96461, -74.85517 38.964...\n",
       "4      POLYGON ((-74.84839 39.20595, -74.84687 39.208...\n",
       "                             ...                        \n",
       "540    POLYGON ((-74.52601 41.18704, -74.52541 41.187...\n",
       "541    POLYGON ((-74.27094 40.55116, -74.27073 40.551...\n",
       "542    POLYGON ((-74.57175 40.46944, -74.57153 40.469...\n",
       "543    POLYGON ((-74.35003 40.16121, -74.34999 40.161...\n",
       "544    POLYGON ((-74.20984 39.79180, -74.20902 39.791...\n",
       "Name: geometry, Length: 545, dtype: geometry"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nj_geom = nj_shp.geometry\n",
    "nj_geom"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ac2a77b7",
   "metadata": {},
   "outputs": [
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       "<POLYGON ((-74.79 39.021, -74.789 39.022, -74.789 39.023, -74.789 39.024, -7...>"
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   "source": [
    "poly = nj_geom.iloc[0]\n",
    "poly"
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  {
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   "execution_count": 5,
   "id": "139c3441",
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    {
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   "execution_count": 6,
   "id": "bf929f22",
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    {
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       "<LINESTRING (-74.79 39.021, -74.789 39.022, -74.789 39.023, -74.789 39.024, ...>"
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   ],
   "source": [
    "boundary = poly.boundary\n",
    "boundary"
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  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "8689a573",
   "metadata": {},
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    {
     "data": {
      "text/plain": [
       "shapely.geometry.linestring.LineString"
      ]
     },
     "execution_count": 7,
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   ],
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    "type(boundary)"
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  {
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   "execution_count": 8,
   "id": "245bd89c",
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    {
     "data": {
      "text/plain": [
       "508    0.000019\n",
       "324    0.000023\n",
       "154    0.000034\n",
       "378    0.000035\n",
       "498    0.000035\n",
       "         ...   \n",
       "503    0.011150\n",
       "158    0.011230\n",
       "81     0.012050\n",
       "157    0.014937\n",
       "266    0.018701\n",
       "Name: geometry, Length: 545, dtype: float64"
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     "execution_count": 8,
     "metadata": {},
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   "source": [
    "nj_geom.apply(lambda p: p.area).sort_values()"
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  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "988fe1b9",
   "metadata": {
    "scrolled": true
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   "outputs": [
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   ],
   "source": [
    "display(*nj_geom.iloc[:10])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "495c7727",
   "metadata": {},
   "outputs": [],
   "source": [
    "with open('nj_shp/tl_2018_34_place.geojson', 'r') as f:\n",
    "    nj_gj = json.load(f)\n",
    "nj_gj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ae55d26c",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    [-74.752983, 39.05431],\n",
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       "    [-74.765112, 39.040101],\n",
       "    [-74.765469, 39.039741],\n",
       "    [-74.765547, 39.039697],\n",
       "    [-74.76575, 39.039544],\n",
       "    [-74.765876, 39.039477],\n",
       "    [-74.766022, 39.039423],\n",
       "    [-74.76616, 39.039337],\n",
       "    [-74.766557, 39.038979],\n",
       "    [-74.766624, 39.038913],\n",
       "    [-74.766932, 39.038606],\n",
       "    [-74.76733, 39.038099],\n",
       "    [-74.767565, 39.037865],\n",
       "    [-74.768123, 39.037075],\n",
       "    [-74.768532, 39.036515],\n",
       "    [-74.768691, 39.036313],\n",
       "    [-74.768931, 39.035715],\n",
       "    [-74.768999, 39.035338],\n",
       "    [-74.769257, 39.034862],\n",
       "    [-74.769322, 39.034743],\n",
       "    [-74.769544, 39.034525],\n",
       "    [-74.76988, 39.034194],\n",
       "    [-74.771378, 39.032157],\n",
       "    [-74.772024, 39.031242],\n",
       "    [-74.778777, 39.023073],\n",
       "    [-74.780186, 39.021654],\n",
       "    [-74.78274, 39.019572],\n",
       "    [-74.783825, 39.019275],\n",
       "    [-74.786496, 39.018955],\n",
       "    [-74.786742, 39.019027],\n",
       "    [-74.786926, 39.018839],\n",
       "    [-74.788211, 39.017527],\n",
       "    [-74.789148, 39.018299],\n",
       "    [-74.789678, 39.019123],\n",
       "    [-74.78989, 39.019921],\n",
       "    [-74.789936, 39.020775],\n",
       "    [-74.789943, 39.021315]]]}}"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nj_gj['features'][0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "86d887d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>PLACEFP</th>\n",
       "      <th>PLACENS</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>NAME</th>\n",
       "      <th>NAMELSAD</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>CLASSFP</th>\n",
       "      <th>PCICBSA</th>\n",
       "      <th>PCINECTA</th>\n",
       "      <th>MTFCC</th>\n",
       "      <th>FUNCSTAT</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
       "      <th>INTPTLAT</th>\n",
       "      <th>INTPTLON</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>34</td>\n",
       "      <td>71010</td>\n",
       "      <td>00885410</td>\n",
       "      <td>3471010</td>\n",
       "      <td>Stone Harbor</td>\n",
       "      <td>Stone Harbor borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>3736739</td>\n",
       "      <td>1945267</td>\n",
       "      <td>+39.0416905</td>\n",
       "      <td>-074.7688371</td>\n",
       "      <td>POLYGON ((-74.78994 39.02132, -74.78948 39.022...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>34</td>\n",
       "      <td>78530</td>\n",
       "      <td>00885435</td>\n",
       "      <td>3478530</td>\n",
       "      <td>West Cape May</td>\n",
       "      <td>West Cape May borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>3038906</td>\n",
       "      <td>34600</td>\n",
       "      <td>+38.9422264</td>\n",
       "      <td>-074.9390332</td>\n",
       "      <td>POLYGON ((-74.95199 38.94858, -74.95183 38.948...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>34</td>\n",
       "      <td>81170</td>\n",
       "      <td>00885444</td>\n",
       "      <td>3481170</td>\n",
       "      <td>Wildwood</td>\n",
       "      <td>Wildwood city</td>\n",
       "      <td>25</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>3990558</td>\n",
       "      <td>290040</td>\n",
       "      <td>+38.9875502</td>\n",
       "      <td>-074.8181879</td>\n",
       "      <td>POLYGON ((-74.83506 38.98967, -74.83398 38.990...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>34</td>\n",
       "      <td>81200</td>\n",
       "      <td>00885445</td>\n",
       "      <td>3481200</td>\n",
       "      <td>Wildwood Crest</td>\n",
       "      <td>Wildwood Crest borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>3362458</td>\n",
       "      <td>477863</td>\n",
       "      <td>+38.9715260</td>\n",
       "      <td>-074.8373297</td>\n",
       "      <td>POLYGON ((-74.85534 38.96461, -74.85517 38.964...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>34</td>\n",
       "      <td>81890</td>\n",
       "      <td>00885446</td>\n",
       "      <td>3481890</td>\n",
       "      <td>Woodbine</td>\n",
       "      <td>Woodbine borough</td>\n",
       "      <td>21</td>\n",
       "      <td>C5</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4110</td>\n",
       "      <td>A</td>\n",
       "      <td>20769950</td>\n",
       "      <td>0</td>\n",
       "      <td>+39.2283502</td>\n",
       "      <td>-074.8096207</td>\n",
       "      <td>POLYGON ((-74.84839 39.20595, -74.84687 39.208...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>540</th>\n",
       "      <td>34</td>\n",
       "      <td>75745</td>\n",
       "      <td>02584037</td>\n",
       "      <td>3475745</td>\n",
       "      <td>Vernon Center</td>\n",
       "      <td>Vernon Center CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U2</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>7630482</td>\n",
       "      <td>46518</td>\n",
       "      <td>+41.1887894</td>\n",
       "      <td>-074.5040464</td>\n",
       "      <td>POLYGON ((-74.52601 41.18704, -74.52541 41.187...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>541</th>\n",
       "      <td>34</td>\n",
       "      <td>66720</td>\n",
       "      <td>02390280</td>\n",
       "      <td>3466720</td>\n",
       "      <td>Sewaren</td>\n",
       "      <td>Sewaren CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U1</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>2456984</td>\n",
       "      <td>264772</td>\n",
       "      <td>+40.5507261</td>\n",
       "      <td>-074.2598845</td>\n",
       "      <td>POLYGON ((-74.27094 40.55116, -74.27073 40.551...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>542</th>\n",
       "      <td>34</td>\n",
       "      <td>67820</td>\n",
       "      <td>02584028</td>\n",
       "      <td>3467820</td>\n",
       "      <td>Six Mile Run</td>\n",
       "      <td>Six Mile Run CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U2</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>19359593</td>\n",
       "      <td>20234</td>\n",
       "      <td>+40.4701508</td>\n",
       "      <td>-074.5340492</td>\n",
       "      <td>POLYGON ((-74.57175 40.46944, -74.57153 40.469...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>543</th>\n",
       "      <td>34</td>\n",
       "      <td>76107</td>\n",
       "      <td>02390441</td>\n",
       "      <td>3476107</td>\n",
       "      <td>Vista Center</td>\n",
       "      <td>Vista Center CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U1</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>8698813</td>\n",
       "      <td>102014</td>\n",
       "      <td>+40.1590489</td>\n",
       "      <td>-074.3223248</td>\n",
       "      <td>POLYGON ((-74.35003 40.16121, -74.34999 40.161...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>544</th>\n",
       "      <td>34</td>\n",
       "      <td>76820</td>\n",
       "      <td>02390452</td>\n",
       "      <td>3476820</td>\n",
       "      <td>Waretown</td>\n",
       "      <td>Waretown CDP</td>\n",
       "      <td>57</td>\n",
       "      <td>U1</td>\n",
       "      <td>N</td>\n",
       "      <td>N</td>\n",
       "      <td>G4210</td>\n",
       "      <td>S</td>\n",
       "      <td>2333439</td>\n",
       "      <td>61623</td>\n",
       "      <td>+39.7898135</td>\n",
       "      <td>-074.1932798</td>\n",
       "      <td>POLYGON ((-74.20984 39.79180, -74.20902 39.791...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>545 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    STATEFP PLACEFP   PLACENS    GEOID            NAME   \n",
       "0        34   71010  00885410  3471010    Stone Harbor  \\\n",
       "1        34   78530  00885435  3478530   West Cape May   \n",
       "2        34   81170  00885444  3481170        Wildwood   \n",
       "3        34   81200  00885445  3481200  Wildwood Crest   \n",
       "4        34   81890  00885446  3481890        Woodbine   \n",
       "..      ...     ...       ...      ...             ...   \n",
       "540      34   75745  02584037  3475745   Vernon Center   \n",
       "541      34   66720  02390280  3466720         Sewaren   \n",
       "542      34   67820  02584028  3467820    Six Mile Run   \n",
       "543      34   76107  02390441  3476107    Vista Center   \n",
       "544      34   76820  02390452  3476820        Waretown   \n",
       "\n",
       "                   NAMELSAD LSAD CLASSFP PCICBSA PCINECTA  MTFCC FUNCSTAT   \n",
       "0      Stone Harbor borough   21      C5       N        N  G4110        A  \\\n",
       "1     West Cape May borough   21      C5       N        N  G4110        A   \n",
       "2             Wildwood city   25      C5       N        N  G4110        A   \n",
       "3    Wildwood Crest borough   21      C5       N        N  G4110        A   \n",
       "4          Woodbine borough   21      C5       N        N  G4110        A   \n",
       "..                      ...  ...     ...     ...      ...    ...      ...   \n",
       "540       Vernon Center CDP   57      U2       N        N  G4210        S   \n",
       "541             Sewaren CDP   57      U1       N        N  G4210        S   \n",
       "542        Six Mile Run CDP   57      U2       N        N  G4210        S   \n",
       "543        Vista Center CDP   57      U1       N        N  G4210        S   \n",
       "544            Waretown CDP   57      U1       N        N  G4210        S   \n",
       "\n",
       "        ALAND   AWATER     INTPTLAT      INTPTLON   \n",
       "0     3736739  1945267  +39.0416905  -074.7688371  \\\n",
       "1     3038906    34600  +38.9422264  -074.9390332   \n",
       "2     3990558   290040  +38.9875502  -074.8181879   \n",
       "3     3362458   477863  +38.9715260  -074.8373297   \n",
       "4    20769950        0  +39.2283502  -074.8096207   \n",
       "..        ...      ...          ...           ...   \n",
       "540   7630482    46518  +41.1887894  -074.5040464   \n",
       "541   2456984   264772  +40.5507261  -074.2598845   \n",
       "542  19359593    20234  +40.4701508  -074.5340492   \n",
       "543   8698813   102014  +40.1590489  -074.3223248   \n",
       "544   2333439    61623  +39.7898135  -074.1932798   \n",
       "\n",
       "                                              geometry  \n",
       "0    POLYGON ((-74.78994 39.02132, -74.78948 39.022...  \n",
       "1    POLYGON ((-74.95199 38.94858, -74.95183 38.948...  \n",
       "2    POLYGON ((-74.83506 38.98967, -74.83398 38.990...  \n",
       "3    POLYGON ((-74.85534 38.96461, -74.85517 38.964...  \n",
       "4    POLYGON ((-74.84839 39.20595, -74.84687 39.208...  \n",
       "..                                                 ...  \n",
       "540  POLYGON ((-74.52601 41.18704, -74.52541 41.187...  \n",
       "541  POLYGON ((-74.27094 40.55116, -74.27073 40.551...  \n",
       "542  POLYGON ((-74.57175 40.46944, -74.57153 40.469...  \n",
       "543  POLYGON ((-74.35003 40.16121, -74.34999 40.161...  \n",
       "544  POLYGON ((-74.20984 39.79180, -74.20902 39.791...  \n",
       "\n",
       "[545 rows x 17 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nj_shp"
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   "execution_count": 13,
   "id": "92e7ee14",
   "metadata": {},
   "outputs": [
    {
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       "133    MULTIPOLYGON (((-74.00538 40.93777, -74.00536 ...\n",
       "138    POLYGON ((-74.01066 40.93882, -74.01054 40.940...\n",
       "160    POLYGON ((-74.11690 40.71048, -74.10815 40.715...\n",
       "214    MULTIPOLYGON (((-74.62698 39.99410, -74.62636 ...\n",
       "218    POLYGON ((-74.20645 40.48101, -74.20040 40.482...\n",
       "290    POLYGON ((-75.20392 40.69150, -75.20309 40.694...\n",
       "372    MULTIPOLYGON (((-74.65675 40.01795, -74.65625 ...\n",
       "488    POLYGON ((-74.36926 40.73940, -74.36923 40.739...\n",
       "Name: geometry, dtype: geometry"
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     "execution_count": 13,
     "metadata": {},
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    "nj_geom[nj_geom.apply(lambda p: type(p.boundary).__name__) == 'MultiLineString']"
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   "id": "89895e9d",
   "metadata": {},
   "outputs": [
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      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nj_geom.apply(lambda p: type(p.boundary).__name__).value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "db996c04",
   "metadata": {},
   "outputs": [],
   "source": [
    "token = open(\".mapbox-token\").read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "24469f77",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = px.choropleth_mapbox(\n",
    "    nj_shp.geometry.area.rename('area').to_frame(),\n",
    "    color='area',\n",
    "    #geojson=nj_gj,\n",
    "    center=dict(lat=40.29, lon=-74.715),\n",
    "    zoom=7.6,\n",
    "    height=500,\n",
    ")\n",
    "fig.update_layout(\n",
    "    mapbox=dict(\n",
    "        style=\"dark\",\n",
    "        accesstoken=token,\n",
    "        layers=[dict(\n",
    "            sourcetype = 'geojson',\n",
    "            source = nj_gj,\n",
    "            type = 'fill',\n",
    "            color = 'rgba(163,22,19,0.8)'\n",
    "        )]\n",
    "    ),\n",
    ")\n",
    "fig"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3cc98966",
   "metadata": {},
   "source": [
    "## Example"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "3b30d7ab",
   "metadata": {},
   "outputs": [],
   "source": [
    "from urllib.request import urlopen\n",
    "with urlopen('https://raw.githubusercontent.com/plotly/datasets/master/geojson-counties-fips.json') as response:\n",
    "    counties = json.load(response)\n",
    "counties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d5a0e984",
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/plotly/datasets/master/fips-unemp-16.csv\",\n",
    "                   dtype={\"fips\": str})\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c060a773",
   "metadata": {},
   "outputs": [],
   "source": [
    "len(df), len(counties['features'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "770beaf6",
   "metadata": {},
   "outputs": [],
   "source": [
    "fig = px.choropleth_mapbox(df, geojson=counties, locations='fips', color='unemp',\n",
    "                           color_continuous_scale=\"Viridis\",\n",
    "                           range_color=(0, 12),\n",
    "                           mapbox_style=\"carto-positron\",\n",
    "                           zoom=3, center = {\"lat\": 37.0902, \"lon\": -95.7129},\n",
    "                           opacity=0.5,\n",
    "                           labels={'unemp':'unemployment rate'}\n",
    "                          )\n",
    "fig.update_layout(margin={\"r\":0,\"t\":0,\"l\":0,\"b\":0})\n",
    "fig.show()"
   ]
  }
 ],
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