rhydomako/2017-10-04__geopandas.ipynb

## 2017-10-04__geopandas.ipynb
{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 129,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "import geopandas as gp\n",
    "import zipfile\n",
    "import matplotlib.pylab as plt\n",
    "\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GeoPandas\n",
    "\n",
    "* Pandas-like interface for working with Shapefiles\n",
    "* http://geopandas.org/index.html"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Reading Shapefiles\n",
    "\n",
    "* Download some datafiles from the State of Hawaii Office of Planning: http://planning.hawaii.gov/gis/download-gis-data/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2017-10-01 15:05:33--  http://files.hawaii.gov/dbedt/op/gis/data/ahupuaa.shp.zip\n",
      "Resolving files.hawaii.gov... 162.221.244.24\n",
      "Connecting to files.hawaii.gov|162.221.244.24|:80... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 2814291 (2.7M) [application/zip]\n",
      "Saving to: ‘ahupuaa.shp.zip’\n",
      "\n",
      "ahupuaa.shp.zip     100%[===================>]   2.68M  1.16MB/s    in 2.3s    \n",
      "\n",
      "2017-10-01 15:05:35 (1.16 MB/s) - ‘ahupuaa.shp.zip’ saved [2814291/2814291]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget http://files.hawaii.gov/dbedt/op/gis/data/ahupuaa.shp.zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Extract the Zip file into the local directory to get access to the datafiles__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "zipfile.ZipFile('ahupuaa.shp.zip').extractall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 270,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ahupuaa = gp.read_file('ahupuaa.shp')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__The internals of a shapefile are basically a collection of geometric shapes with associated attributes. GeoPandas maps those shapes and attributes into a Pandas-like DataFrame__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 271,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>agency</th>\n",
       "      <th>ahupuaa</th>\n",
       "      <th>comments</th>\n",
       "      <th>createdate</th>\n",
       "      <th>createdby</th>\n",
       "      <th>deliveryda</th>\n",
       "      <th>geometry</th>\n",
       "      <th>gisacres</th>\n",
       "      <th>modifiedby</th>\n",
       "      <th>modifiedda</th>\n",
       "      <th>moku</th>\n",
       "      <th>mokupuni</th>\n",
       "      <th>other</th>\n",
       "      <th>publishdat</th>\n",
       "      <th>severity</th>\n",
       "      <th>sourceid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>1.099887e+06</td>\n",
       "      <td>6196.093258</td>\n",
       "      <td>None</td>\n",
       "      <td>Waimea</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>POLYGON ((386745.4524999997 2434896.2502, 3867...</td>\n",
       "      <td>271.7854</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Kona</td>\n",
       "      <td>Niʻihau</td>\n",
       "      <td>Lehua</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>1.863562e+08</td>\n",
       "      <td>83650.171203</td>\n",
       "      <td>None</td>\n",
       "      <td>Waimea</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>POLYGON ((383835.2790999999 2428236.0505, 3838...</td>\n",
       "      <td>46049.68</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Kona</td>\n",
       "      <td>Niʻihau</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>1.524619e+07</td>\n",
       "      <td>23535.499921</td>\n",
       "      <td>None</td>\n",
       "      <td>Kīlauea</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>POLYGON ((457803.8530999999 2457743.7903, 4578...</td>\n",
       "      <td>3767.269</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Koʻolau</td>\n",
       "      <td>Kauaʻi</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>6.813452e+07</td>\n",
       "      <td>48784.287700</td>\n",
       "      <td>None</td>\n",
       "      <td>Hanalei</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>POLYGON ((448357.8382000001 2455549.7829, 4484...</td>\n",
       "      <td>16835.72</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Haleleʻa</td>\n",
       "      <td>Kauaʻi</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>7.475958e+06</td>\n",
       "      <td>16590.440320</td>\n",
       "      <td>None</td>\n",
       "      <td>Hāʻena</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>POLYGON ((438615.8476999998 2456401.8127, 4386...</td>\n",
       "      <td>1847.271</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Haleleʻa</td>\n",
       "      <td>Kauaʻi</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID    Shape_Area    Shape_Leng agency  ahupuaa comments createdate  \\\n",
       "0         1  1.099887e+06   6196.093258   None   Waimea     None       None   \n",
       "1         2  1.863562e+08  83650.171203   None   Waimea     None       None   \n",
       "2         3  1.524619e+07  23535.499921   None  Kīlauea     None       None   \n",
       "3         4  6.813452e+07  48784.287700   None  Hanalei     None       None   \n",
       "4         5  7.475958e+06  16590.440320   None   Hāʻena     None       None   \n",
       "\n",
       "  createdby  deliveryda                                           geometry  \\\n",
       "0      None  2016-09-13  POLYGON ((386745.4524999997 2434896.2502, 3867...   \n",
       "1      None  2016-09-13  POLYGON ((383835.2790999999 2428236.0505, 3838...   \n",
       "2      None  2016-09-13  POLYGON ((457803.8530999999 2457743.7903, 4578...   \n",
       "3      None  2016-09-13  POLYGON ((448357.8382000001 2455549.7829, 4484...   \n",
       "4      None  2016-09-13  POLYGON ((438615.8476999998 2456401.8127, 4386...   \n",
       "\n",
       "   gisacres modifiedby modifiedda      moku mokupuni  other  publishdat  \\\n",
       "0  271.7854       None       None      Kona  Niʻihau  Lehua  1899-12-30   \n",
       "1  46049.68       None       None      Kona  Niʻihau   None  1899-12-30   \n",
       "2  3767.269       None       None   Koʻolau   Kauaʻi   None  1899-12-30   \n",
       "3  16835.72       None       None  Haleleʻa   Kauaʻi   None  1899-12-30   \n",
       "4  1847.271       None       None  Haleleʻa   Kauaʻi   None  1899-12-30   \n",
       "\n",
       "   severity sourceid  \n",
       "0         0     None  \n",
       "1         0     None  \n",
       "2         0     None  \n",
       "3         0     None  \n",
       "4         0     None  "
      ]
     },
     "execution_count": 271,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ahupuaa.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__GeoPandas also provides a convenient interface for plotting the shapes__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 145,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x129e70190>"
      ]
     },
     "execution_count": 145,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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Y/pIlS2jWrNljGqkQQjx7ZJ85IcR/Zmtry5QpUwDQRiN7Vm7k4tFT1OrQEjsn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\nZGCSzAkhhBBCZGCSzAkhhBBCZGD/BwD/n79tHGA3AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x12a207890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ahupuaa.plot(figsize=(10,10))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Re-projecting\n",
    "\n",
    "* in this case, the shapefile was created with a projection that isn't very familiar to me\n",
    "* GeoPandas has an function to reproject the coordinates/shapes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 146,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'init': u'epsg:26904'}"
      ]
     },
     "execution_count": 146,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ahupuaa.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 147,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "ahupuaa_latlong = ahupuaa.to_crs({'init': 'epsg:4326'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__This is also an example of using the Pandas-like `query` api to subselect rows/geometries__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 274,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x141e7fc50>"
      ]
     },
     "execution_count": 274,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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/D0VjoWHjlI3ZtvEt40vtN2oTftSY3T4jNQMHF+NO1/1i1wpKlkDHYDAwq98s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\noRcRQSuwd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/EKrJJoO7QtwZuCuXnkJo1ebvTE44oKilgwZAFKMyVv73wbC5uKyTXLSsnC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kpGWUWgySJHFp9yUOLT2EU0snBswtvSrgpSUuJI5xq8YVmXAFnwjm8LLDZKRkUL9NfXw/8kVb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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x141e51b50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ahupuaa_latlong.query('mokupuni==u\"Oʻahu\"').plot(figsize=(10,10), color='g')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Aggregation\n",
    "\n",
    "* GeoPandas' `dissolve` api is conceptually similar to Pandas' `groupby`, but it combines the aggregation of the attributes with the transformation/aggregation of the geometries"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__For example, we can perform a \"geometric groupby\" that groups the individual Ahupua'as into mokus:__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 275,
   "metadata": {
    "collapsed": false,
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>geometry</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>agency</th>\n",
       "      <th>ahupuaa</th>\n",
       "      <th>comments</th>\n",
       "      <th>createdate</th>\n",
       "      <th>createdby</th>\n",
       "      <th>deliveryda</th>\n",
       "      <th>gisacres</th>\n",
       "      <th>modifiedby</th>\n",
       "      <th>modifiedda</th>\n",
       "      <th>other</th>\n",
       "      <th>publishdat</th>\n",
       "      <th>severity</th>\n",
       "      <th>sourceid</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mokupuni</th>\n",
       "      <th>moku</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Hawaiʻi</th>\n",
       "      <th>Hilo</th>\n",
       "      <td>POLYGON ((-154.9905312595387 19.71649053795391...</td>\n",
       "      <td>238</td>\n",
       "      <td>1.120446e+07</td>\n",
       "      <td>34733.646604</td>\n",
       "      <td>None</td>\n",
       "      <td>Kaūmana</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>2768.684</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hāmākua</th>\n",
       "      <td>POLYGON ((-155.2974956216464 19.97901124311992...</td>\n",
       "      <td>345</td>\n",
       "      <td>3.073102e+06</td>\n",
       "      <td>12232.726492</td>\n",
       "      <td>None</td>\n",
       "      <td>Malanahae</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>759.3892</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaʻū</th>\n",
       "      <td>POLYGON ((-155.5834168895997 19.00747780610427...</td>\n",
       "      <td>423</td>\n",
       "      <td>8.036033e+06</td>\n",
       "      <td>11946.015359</td>\n",
       "      <td>None</td>\n",
       "      <td>Kīʻao</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>1985.760</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kohala</th>\n",
       "      <td>POLYGON ((-155.6011937356739 19.93190709594037...</td>\n",
       "      <td>368</td>\n",
       "      <td>3.493518e+06</td>\n",
       "      <td>10620.810913</td>\n",
       "      <td>None</td>\n",
       "      <td>ʻAnaehoʻomalu</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>863.2496</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kona</th>\n",
       "      <td>POLYGON ((-155.9762337494206 19.59952772615661...</td>\n",
       "      <td>405</td>\n",
       "      <td>5.636162e+06</td>\n",
       "      <td>14284.113184</td>\n",
       "      <td>None</td>\n",
       "      <td>Okoe 1-2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>1392.742</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puna</th>\n",
       "      <td>POLYGON ((-154.8409707959086 19.45767984199934...</td>\n",
       "      <td>307</td>\n",
       "      <td>1.873920e+07</td>\n",
       "      <td>21178.882042</td>\n",
       "      <td>None</td>\n",
       "      <td>Kahue</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>4630.624</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kahoʻolawe</th>\n",
       "      <th>Honuaʻula</th>\n",
       "      <td>POLYGON ((-156.5721833968457 20.60307618856322...</td>\n",
       "      <td>583</td>\n",
       "      <td>1.155353e+08</td>\n",
       "      <td>69410.315204</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>28548.06</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">Kauaʻi</th>\n",
       "      <th>Haleleʻa</th>\n",
       "      <td>POLYGON ((-159.5553868229416 22.22495937641285...</td>\n",
       "      <td>4</td>\n",
       "      <td>6.813452e+07</td>\n",
       "      <td>48784.287700</td>\n",
       "      <td>None</td>\n",
       "      <td>Hanalei</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>16835.72</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kona</th>\n",
       "      <td>POLYGON ((-159.5791840144929 21.89573864959694...</td>\n",
       "      <td>31</td>\n",
       "      <td>3.516971e+08</td>\n",
       "      <td>89862.972551</td>\n",
       "      <td>None</td>\n",
       "      <td>Waimea</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>86903.93</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Koʻolau</th>\n",
       "      <td>POLYGON ((-159.3050201616874 22.15790075580669...</td>\n",
       "      <td>3</td>\n",
       "      <td>1.524619e+07</td>\n",
       "      <td>23535.499921</td>\n",
       "      <td>None</td>\n",
       "      <td>Kīlauea</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>3767.269</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Nāpali</th>\n",
       "      <td>POLYGON ((-159.6886358926464 22.16377781033229...</td>\n",
       "      <td>17</td>\n",
       "      <td>1.133179e+07</td>\n",
       "      <td>17872.367471</td>\n",
       "      <td>None</td>\n",
       "      <td>Hanakāpīʻai</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>2800.035</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Puna</th>\n",
       "      <td>POLYGON ((-159.372258193805 21.92322005617802,...</td>\n",
       "      <td>32</td>\n",
       "      <td>9.576270e+06</td>\n",
       "      <td>24392.575962</td>\n",
       "      <td>None</td>\n",
       "      <td>Kamalomaloʻo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>2366.246</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"12\" valign=\"top\">Maui</th>\n",
       "      <th>Honuaʻula</th>\n",
       "      <td>POLYGON ((-156.406040689178 20.58314563456446,...</td>\n",
       "      <td>692</td>\n",
       "      <td>1.592391e+07</td>\n",
       "      <td>41617.073385</td>\n",
       "      <td>None</td>\n",
       "      <td>Papaʻanui</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>3934.752</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hāmākualoa</th>\n",
       "      <td>POLYGON ((-156.2443389048997 20.93527321864148...</td>\n",
       "      <td>598</td>\n",
       "      <td>2.317240e+06</td>\n",
       "      <td>8419.990814</td>\n",
       "      <td>None</td>\n",
       "      <td>Paʻuwela</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>572.5855</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hāmākuapoko</th>\n",
       "      <td>POLYGON ((-156.3095689646394 20.86657287411123...</td>\n",
       "      <td>609</td>\n",
       "      <td>2.488436e+07</td>\n",
       "      <td>23154.019884</td>\n",
       "      <td>None</td>\n",
       "      <td>Hāmākuapoko</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>6148.866</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Hāna</th>\n",
       "      <td>POLYGON ((-156.0395758003291 20.66870803464658...</td>\n",
       "      <td>674</td>\n",
       "      <td>3.967605e+06</td>\n",
       "      <td>12246.747641</td>\n",
       "      <td>None</td>\n",
       "      <td>West Honomāʻele</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>980.3914</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kahikinui</th>\n",
       "      <td>POLYGON ((-156.3143831048419 20.583740645119, ...</td>\n",
       "      <td>695</td>\n",
       "      <td>1.120350e+08</td>\n",
       "      <td>67668.671895</td>\n",
       "      <td>None</td>\n",
       "      <td>Kahikinui</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>27683.45</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kaupō</th>\n",
       "      <td>POLYGON ((-156.1881379252095 20.62813829069665...</td>\n",
       "      <td>696</td>\n",
       "      <td>5.024914e+07</td>\n",
       "      <td>40573.453925</td>\n",
       "      <td>None</td>\n",
       "      <td>Naholoku</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>12416.51</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Koʻolau</th>\n",
       "      <td>POLYGON ((-156.1239022485214 20.83626994861989...</td>\n",
       "      <td>630</td>\n",
       "      <td>8.767105e+05</td>\n",
       "      <td>8143.092781</td>\n",
       "      <td>None</td>\n",
       "      <td>Puʻuomāile</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>216.6349</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kula</th>\n",
       "      <td>POLYGON ((-156.4445991681001 20.67746026133428...</td>\n",
       "      <td>644</td>\n",
       "      <td>2.886746e+07</td>\n",
       "      <td>34126.112851</td>\n",
       "      <td>None</td>\n",
       "      <td>Makaʻehu</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>7133.076</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kāʻanapali</th>\n",
       "      <td>POLYGON ((-156.5867496900659 20.89156009914776...</td>\n",
       "      <td>584</td>\n",
       "      <td>3.568249e+07</td>\n",
       "      <td>41340.692495</td>\n",
       "      <td>None</td>\n",
       "      <td>Honokōhau</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>8816.976</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Kīpahulu</th>\n",
       "      <td>POLYGON ((-156.046700443205 20.6546128214722, ...</td>\n",
       "      <td>691</td>\n",
       "      <td>3.384341e+07</td>\n",
       "      <td>40449.759854</td>\n",
       "      <td>None</td>\n",
       "      <td>ʻAlaenui</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>8362.680</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Lāhainā</th>\n",
       "      <td>POLYGON ((-156.5676181017379 20.85741812085649...</td>\n",
       "      <td>611</td>\n",
       "      <td>1.424107e+07</td>\n",
       "      <td>25302.607733</td>\n",
       "      <td>None</td>\n",
       "      <td>Hanakaʻōʻō</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>3518.887</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Pūʻali Komohana</th>\n",
       "      <td>POLYGON ((-156.4530813971554 20.84433676279928...</td>\n",
       "      <td>596</td>\n",
       "      <td>2.615023e+07</td>\n",
       "      <td>27624.038288</td>\n",
       "      <td>None</td>\n",
       "      <td>Waiheʻe</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>6461.576</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Moku O Loʻe</th>\n",
       "      <th>Koʻolaupoko</th>\n",
       "      <td>POLYGON ((-157.7885172239457 21.42291830290844...</td>\n",
       "      <td>206</td>\n",
       "      <td>1.258520e+03</td>\n",
       "      <td>142.357556</td>\n",
       "      <td>None</td>\n",
       "      <td>Kāneʻohe</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>0.310988</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"2\" valign=\"top\">Molokaʻi</th>\n",
       "      <th>Kona</th>\n",
       "      <td>(POLYGON ((-159.4021026471572 22.2336719700052...</td>\n",
       "      <td>57</td>\n",
       "      <td>1.689078e+04</td>\n",
       "      <td>663.484634</td>\n",
       "      <td>None</td>\n",
       "      <td>Kïauea</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>4.173650</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Koʻolau</th>\n",
       "      <td>POLYGON ((-156.8064199321964 21.11486873079803...</td>\n",
       "      <td>59</td>\n",
       "      <td>7.814306e+06</td>\n",
       "      <td>18367.465053</td>\n",
       "      <td>None</td>\n",
       "      <td>Makanalua</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>1930.969</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Molokini</th>\n",
       "      <th>Honuaʻula</th>\n",
       "      <td>POLYGON ((-156.498935815449 20.63215435013118,...</td>\n",
       "      <td>582</td>\n",
       "      <td>7.983243e+04</td>\n",
       "      <td>1977.247726</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>19.72621</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Niʻihau</th>\n",
       "      <th>Kona</th>\n",
       "      <td>(POLYGON ((-160.1249901991926 21.9546705355995...</td>\n",
       "      <td>1</td>\n",
       "      <td>1.099887e+06</td>\n",
       "      <td>6196.093258</td>\n",
       "      <td>None</td>\n",
       "      <td>Waimea</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>271.7854</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>Lehua</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"6\" valign=\"top\">Oʻahu</th>\n",
       "      <th>Kona</th>\n",
       "      <td>POLYGON ((-157.7590490678715 21.33185350599255...</td>\n",
       "      <td>210</td>\n",
       "      <td>3.994436e+07</td>\n",
       "      <td>40193.815055</td>\n",
       "      <td>None</td>\n",
       "      <td>Moanalua</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>9870.488</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Koʻolauloa</th>\n",
       "      <td>POLYGON ((-157.8747281243134 21.5641699498778,...</td>\n",
       "      <td>130</td>\n",
       "      <td>6.454341e+05</td>\n",
       "      <td>4192.984905</td>\n",
       "      <td>None</td>\n",
       "      <td>Punalau</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>159.4913</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Koʻolaupoko</th>\n",
       "      <td>POLYGON ((-157.7060849215883 21.38038313392735...</td>\n",
       "      <td>179</td>\n",
       "      <td>1.096035e+06</td>\n",
       "      <td>4628.569274</td>\n",
       "      <td>None</td>\n",
       "      <td>Kualoa 2</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>270.8369</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waialua</th>\n",
       "      <td>POLYGON ((-157.9211322351858 21.53211062781724...</td>\n",
       "      <td>148</td>\n",
       "      <td>7.799590e+06</td>\n",
       "      <td>17675.396536</td>\n",
       "      <td>None</td>\n",
       "      <td>Kapaeloa</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>1927.326</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Waiʻanae</th>\n",
       "      <td>POLYGON ((-158.1013180367629 21.41333267203789...</td>\n",
       "      <td>173</td>\n",
       "      <td>5.380939e+06</td>\n",
       "      <td>16871.163745</td>\n",
       "      <td>None</td>\n",
       "      <td>Keawaʻula</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>1329.664</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ʻEwa</th>\n",
       "      <td>(POLYGON ((-158.0736238676243 21.2981165950046...</td>\n",
       "      <td>188</td>\n",
       "      <td>7.069499e+07</td>\n",
       "      <td>64144.395737</td>\n",
       "      <td>None</td>\n",
       "      <td>Waipiʻo</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>2016-09-13</td>\n",
       "      <td>17469.15</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>1899-12-30</td>\n",
       "      <td>0</td>\n",
       "      <td>None</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                      geometry  \\\n",
       "mokupuni    moku                                                                 \n",
       "Hawaiʻi     Hilo             POLYGON ((-154.9905312595387 19.71649053795391...   \n",
       "            Hāmākua          POLYGON ((-155.2974956216464 19.97901124311992...   \n",
       "            Kaʻū             POLYGON ((-155.5834168895997 19.00747780610427...   \n",
       "            Kohala           POLYGON ((-155.6011937356739 19.93190709594037...   \n",
       "            Kona             POLYGON ((-155.9762337494206 19.59952772615661...   \n",
       "            Puna             POLYGON ((-154.8409707959086 19.45767984199934...   \n",
       "Kahoʻolawe  Honuaʻula        POLYGON ((-156.5721833968457 20.60307618856322...   \n",
       "Kauaʻi      Haleleʻa         POLYGON ((-159.5553868229416 22.22495937641285...   \n",
       "            Kona             POLYGON ((-159.5791840144929 21.89573864959694...   \n",
       "            Koʻolau          POLYGON ((-159.3050201616874 22.15790075580669...   \n",
       "            Nāpali           POLYGON ((-159.6886358926464 22.16377781033229...   \n",
       "            Puna             POLYGON ((-159.372258193805 21.92322005617802,...   \n",
       "Maui        Honuaʻula        POLYGON ((-156.406040689178 20.58314563456446,...   \n",
       "            Hāmākualoa       POLYGON ((-156.2443389048997 20.93527321864148...   \n",
       "            Hāmākuapoko      POLYGON ((-156.3095689646394 20.86657287411123...   \n",
       "            Hāna             POLYGON ((-156.0395758003291 20.66870803464658...   \n",
       "            Kahikinui        POLYGON ((-156.3143831048419 20.583740645119, ...   \n",
       "            Kaupō            POLYGON ((-156.1881379252095 20.62813829069665...   \n",
       "            Koʻolau          POLYGON ((-156.1239022485214 20.83626994861989...   \n",
       "            Kula             POLYGON ((-156.4445991681001 20.67746026133428...   \n",
       "            Kāʻanapali       POLYGON ((-156.5867496900659 20.89156009914776...   \n",
       "            Kīpahulu         POLYGON ((-156.046700443205 20.6546128214722, ...   \n",
       "            Lāhainā          POLYGON ((-156.5676181017379 20.85741812085649...   \n",
       "            Pūʻali Komohana  POLYGON ((-156.4530813971554 20.84433676279928...   \n",
       "Moku O Loʻe Koʻolaupoko      POLYGON ((-157.7885172239457 21.42291830290844...   \n",
       "Molokaʻi    Kona             (POLYGON ((-159.4021026471572 22.2336719700052...   \n",
       "            Koʻolau          POLYGON ((-156.8064199321964 21.11486873079803...   \n",
       "Molokini    Honuaʻula        POLYGON ((-156.498935815449 20.63215435013118,...   \n",
       "Niʻihau     Kona             (POLYGON ((-160.1249901991926 21.9546705355995...   \n",
       "Oʻahu       Kona             POLYGON ((-157.7590490678715 21.33185350599255...   \n",
       "            Koʻolauloa       POLYGON ((-157.8747281243134 21.5641699498778,...   \n",
       "            Koʻolaupoko      POLYGON ((-157.7060849215883 21.38038313392735...   \n",
       "            Waialua          POLYGON ((-157.9211322351858 21.53211062781724...   \n",
       "            Waiʻanae         POLYGON ((-158.1013180367629 21.41333267203789...   \n",
       "            ʻEwa             (POLYGON ((-158.0736238676243 21.2981165950046...   \n",
       "\n",
       "                             OBJECTID    Shape_Area    Shape_Leng agency  \\\n",
       "mokupuni    moku                                                           \n",
       "Hawaiʻi     Hilo                  238  1.120446e+07  34733.646604   None   \n",
       "            Hāmākua               345  3.073102e+06  12232.726492   None   \n",
       "            Kaʻū                  423  8.036033e+06  11946.015359   None   \n",
       "            Kohala                368  3.493518e+06  10620.810913   None   \n",
       "            Kona                  405  5.636162e+06  14284.113184   None   \n",
       "            Puna                  307  1.873920e+07  21178.882042   None   \n",
       "Kahoʻolawe  Honuaʻula             583  1.155353e+08  69410.315204   None   \n",
       "Kauaʻi      Haleleʻa                4  6.813452e+07  48784.287700   None   \n",
       "            Kona                   31  3.516971e+08  89862.972551   None   \n",
       "            Koʻolau                 3  1.524619e+07  23535.499921   None   \n",
       "            Nāpali                 17  1.133179e+07  17872.367471   None   \n",
       "            Puna                   32  9.576270e+06  24392.575962   None   \n",
       "Maui        Honuaʻula             692  1.592391e+07  41617.073385   None   \n",
       "            Hāmākualoa            598  2.317240e+06   8419.990814   None   \n",
       "            Hāmākuapoko           609  2.488436e+07  23154.019884   None   \n",
       "            Hāna                  674  3.967605e+06  12246.747641   None   \n",
       "            Kahikinui             695  1.120350e+08  67668.671895   None   \n",
       "            Kaupō                 696  5.024914e+07  40573.453925   None   \n",
       "            Koʻolau               630  8.767105e+05   8143.092781   None   \n",
       "            Kula                  644  2.886746e+07  34126.112851   None   \n",
       "            Kāʻanapali            584  3.568249e+07  41340.692495   None   \n",
       "            Kīpahulu              691  3.384341e+07  40449.759854   None   \n",
       "            Lāhainā               611  1.424107e+07  25302.607733   None   \n",
       "            Pūʻali Komohana       596  2.615023e+07  27624.038288   None   \n",
       "Moku O Loʻe Koʻolaupoko           206  1.258520e+03    142.357556   None   \n",
       "Molokaʻi    Kona                   57  1.689078e+04    663.484634   None   \n",
       "            Koʻolau                59  7.814306e+06  18367.465053   None   \n",
       "Molokini    Honuaʻula             582  7.983243e+04   1977.247726   None   \n",
       "Niʻihau     Kona                    1  1.099887e+06   6196.093258   None   \n",
       "Oʻahu       Kona                  210  3.994436e+07  40193.815055   None   \n",
       "            Koʻolauloa            130  6.454341e+05   4192.984905   None   \n",
       "            Koʻolaupoko           179  1.096035e+06   4628.569274   None   \n",
       "            Waialua               148  7.799590e+06  17675.396536   None   \n",
       "            Waiʻanae              173  5.380939e+06  16871.163745   None   \n",
       "            ʻEwa                  188  7.069499e+07  64144.395737   None   \n",
       "\n",
       "                                     ahupuaa comments createdate createdby  \\\n",
       "mokupuni    moku                                                             \n",
       "Hawaiʻi     Hilo                     Kaūmana     None       None      None   \n",
       "            Hāmākua                Malanahae     None       None      None   \n",
       "            Kaʻū                       Kīʻao     None       None      None   \n",
       "            Kohala             ʻAnaehoʻomalu     None       None      None   \n",
       "            Kona                    Okoe 1-2     None       None      None   \n",
       "            Puna                       Kahue     None       None      None   \n",
       "Kahoʻolawe  Honuaʻula                   None     None       None      None   \n",
       "Kauaʻi      Haleleʻa                 Hanalei     None       None      None   \n",
       "            Kona                      Waimea     None       None      None   \n",
       "            Koʻolau                  Kīlauea     None       None      None   \n",
       "            Nāpali               Hanakāpīʻai     None       None      None   \n",
       "            Puna                Kamalomaloʻo     None       None      None   \n",
       "Maui        Honuaʻula              Papaʻanui     None       None      None   \n",
       "            Hāmākualoa              Paʻuwela     None       None      None   \n",
       "            Hāmākuapoko          Hāmākuapoko     None       None      None   \n",
       "            Hāna             West Honomāʻele     None       None      None   \n",
       "            Kahikinui              Kahikinui     None       None      None   \n",
       "            Kaupō                   Naholoku     None       None      None   \n",
       "            Koʻolau               Puʻuomāile     None       None      None   \n",
       "            Kula                    Makaʻehu     None       None      None   \n",
       "            Kāʻanapali             Honokōhau     None       None      None   \n",
       "            Kīpahulu                ʻAlaenui     None       None      None   \n",
       "            Lāhainā               Hanakaʻōʻō     None       None      None   \n",
       "            Pūʻali Komohana          Waiheʻe     None       None      None   \n",
       "Moku O Loʻe Koʻolaupoko             Kāneʻohe     None       None      None   \n",
       "Molokaʻi    Kona                      Kïauea     None       None      None   \n",
       "            Koʻolau                Makanalua     None       None      None   \n",
       "Molokini    Honuaʻula                   None     None       None      None   \n",
       "Niʻihau     Kona                      Waimea     None       None      None   \n",
       "Oʻahu       Kona                    Moanalua     None       None      None   \n",
       "            Koʻolauloa               Punalau     None       None      None   \n",
       "            Koʻolaupoko             Kualoa 2     None       None      None   \n",
       "            Waialua                 Kapaeloa     None       None      None   \n",
       "            Waiʻanae               Keawaʻula     None       None      None   \n",
       "            ʻEwa                     Waipiʻo     None       None      None   \n",
       "\n",
       "                             deliveryda  gisacres modifiedby modifiedda  \\\n",
       "mokupuni    moku                                                          \n",
       "Hawaiʻi     Hilo             2016-09-13  2768.684       None       None   \n",
       "            Hāmākua          2016-09-13  759.3892       None       None   \n",
       "            Kaʻū             2016-09-13  1985.760       None       None   \n",
       "            Kohala           2016-09-13  863.2496       None       None   \n",
       "            Kona             2016-09-13  1392.742       None       None   \n",
       "            Puna             2016-09-13  4630.624       None       None   \n",
       "Kahoʻolawe  Honuaʻula        2016-09-13  28548.06       None       None   \n",
       "Kauaʻi      Haleleʻa         2016-09-13  16835.72       None       None   \n",
       "            Kona             2016-09-13  86903.93       None       None   \n",
       "            Koʻolau          2016-09-13  3767.269       None       None   \n",
       "            Nāpali           2016-09-13  2800.035       None       None   \n",
       "            Puna             2016-09-13  2366.246       None       None   \n",
       "Maui        Honuaʻula        2016-09-13  3934.752       None       None   \n",
       "            Hāmākualoa       2016-09-13  572.5855       None       None   \n",
       "            Hāmākuapoko      2016-09-13  6148.866       None       None   \n",
       "            Hāna             2016-09-13  980.3914       None       None   \n",
       "            Kahikinui        2016-09-13  27683.45       None       None   \n",
       "            Kaupō            2016-09-13  12416.51       None       None   \n",
       "            Koʻolau          2016-09-13  216.6349       None       None   \n",
       "            Kula             2016-09-13  7133.076       None       None   \n",
       "            Kāʻanapali       2016-09-13  8816.976       None       None   \n",
       "            Kīpahulu         2016-09-13  8362.680       None       None   \n",
       "            Lāhainā          2016-09-13  3518.887       None       None   \n",
       "            Pūʻali Komohana  2016-09-13  6461.576       None       None   \n",
       "Moku O Loʻe Koʻolaupoko      2016-09-13  0.310988       None       None   \n",
       "Molokaʻi    Kona             2016-09-13  4.173650       None       None   \n",
       "            Koʻolau          2016-09-13  1930.969       None       None   \n",
       "Molokini    Honuaʻula        2016-09-13  19.72621       None       None   \n",
       "Niʻihau     Kona             2016-09-13  271.7854       None       None   \n",
       "Oʻahu       Kona             2016-09-13  9870.488       None       None   \n",
       "            Koʻolauloa       2016-09-13  159.4913       None       None   \n",
       "            Koʻolaupoko      2016-09-13  270.8369       None       None   \n",
       "            Waialua          2016-09-13  1927.326       None       None   \n",
       "            Waiʻanae         2016-09-13  1329.664       None       None   \n",
       "            ʻEwa             2016-09-13  17469.15       None       None   \n",
       "\n",
       "                             other  publishdat  severity sourceid  \n",
       "mokupuni    moku                                                   \n",
       "Hawaiʻi     Hilo              None  1899-12-30         0     None  \n",
       "            Hāmākua           None  1899-12-30         0     None  \n",
       "            Kaʻū              None  1899-12-30         0     None  \n",
       "            Kohala            None  1899-12-30         0     None  \n",
       "            Kona              None  1899-12-30         0     None  \n",
       "            Puna              None  1899-12-30         0     None  \n",
       "Kahoʻolawe  Honuaʻula         None  1899-12-30         0     None  \n",
       "Kauaʻi      Haleleʻa          None  1899-12-30         0     None  \n",
       "            Kona              None  1899-12-30         0     None  \n",
       "            Koʻolau           None  1899-12-30         0     None  \n",
       "            Nāpali            None  1899-12-30         0     None  \n",
       "            Puna              None  1899-12-30         0     None  \n",
       "Maui        Honuaʻula         None  1899-12-30         0     None  \n",
       "            Hāmākualoa        None  1899-12-30         0     None  \n",
       "            Hāmākuapoko       None  1899-12-30         0     None  \n",
       "            Hāna              None  1899-12-30         0     None  \n",
       "            Kahikinui         None  1899-12-30         0     None  \n",
       "            Kaupō             None  1899-12-30         0     None  \n",
       "            Koʻolau           None  1899-12-30         0     None  \n",
       "            Kula              None  1899-12-30         0     None  \n",
       "            Kāʻanapali        None  1899-12-30         0     None  \n",
       "            Kīpahulu          None  1899-12-30         0     None  \n",
       "            Lāhainā           None  1899-12-30         0     None  \n",
       "            Pūʻali Komohana   None  1899-12-30         0     None  \n",
       "Moku O Loʻe Koʻolaupoko       None  1899-12-30         0     None  \n",
       "Molokaʻi    Kona              None  1899-12-30         0     None  \n",
       "            Koʻolau           None  1899-12-30         0     None  \n",
       "Molokini    Honuaʻula         None  1899-12-30         0     None  \n",
       "Niʻihau     Kona             Lehua  1899-12-30         0     None  \n",
       "Oʻahu       Kona              None  1899-12-30         0     None  \n",
       "            Koʻolauloa        None  1899-12-30         0     None  \n",
       "            Koʻolaupoko       None  1899-12-30         0     None  \n",
       "            Waialua           None  1899-12-30         0     None  \n",
       "            Waiʻanae          None  1899-12-30         0     None  \n",
       "            ʻEwa              None  1899-12-30         0     None  "
      ]
     },
     "execution_count": 275,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "moku = ahupuaa_latlong.dissolve(by=['mokupuni','moku'])\n",
    "moku"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Then plot the mokus for O'ahu:__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 283,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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nDzJqZCd+27SMZ88eax1REzVrt6R//wGEhYVpHUUI8QYyI70Q/+Ly5cuUKFGC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r6VmpqBiYnRBwUXwLBhw5Ak6bOT6rW0tDAwMGD48JEEBr99rd/C3IATB/sT9PQKFSpUYODAgQwf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\nfnhhAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x142a56ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "oahu = moku.loc[[u'Oʻahu']]\n",
    "\n",
    "oahu.plot(figsize=(10,10))\n",
    "\n",
    "for r in oahu.itertuples():\n",
    "    plt.annotate(s=r.Index[1], xy=list(r.geometry.centroid.coords)[0],\n",
    "                 horizontalalignment='center')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Spatial joins\n",
    "\n",
    "* A spatial join is conceptually similar to a SQL join, but where you can relate the two sides of the join by their spatial relation\n",
    "* GeoPandas provides the `sjoin` api (but it can be a bit fragile)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__Download a shapefile containing details about parks/beaches/etc across Hawai'i__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "--2017-10-01 14:59:12--  http://files.hawaii.gov/dbedt/op/gis/data/parkplys_n83.shp.zip\n",
      "Resolving files.hawaii.gov... 162.221.244.24\n",
      "Connecting to files.hawaii.gov|162.221.244.24|:80... connected.\n",
      "HTTP request sent, awaiting response... 200 OK\n",
      "Length: 1391763 (1.3M) [application/zip]\n",
      "Saving to: ‘parkplys_n83.shp.zip’\n",
      "\n",
      "parkplys_n83.shp.zi 100%[===================>]   1.33M   543KB/s    in 2.5s    \n",
      "\n",
      "2017-10-01 14:59:15 (543 KB/s) - ‘parkplys_n83.shp.zip’ saved [1391763/1391763]\n",
      "\n"
     ]
    }
   ],
   "source": [
    "!wget http://files.hawaii.gov/dbedt/op/gis/data/parkplys_n83.shp.zip"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "zipfile.ZipFile('parkplys_n83.shp.zip').extractall()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "parks = gp.read_file('parkplys_n83.shp').to_crs({'init': 'epsg:4326'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "__What the Parks shapefile contents look like:__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style>\n",
       "    .dataframe thead tr:only-child th {\n",
       "        text-align: right;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: left;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>AREA</th>\n",
       "      <th>NAME</th>\n",
       "      <th>OWN</th>\n",
       "      <th>PARKPLYS_</th>\n",
       "      <th>PARKPLYS_I</th>\n",
       "      <th>PERIMETER</th>\n",
       "      <th>TMK</th>\n",
       "      <th>TYPE</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>44842.600</td>\n",
       "      <td>Anini Beach Park</td>\n",
       "      <td>County</td>\n",
       "      <td>2</td>\n",
       "      <td>57</td>\n",
       "      <td>1340.397</td>\n",
       "      <td>53005005</td>\n",
       "      <td>beach</td>\n",
       "      <td>POLYGON ((-159.4522702342788 22.22487800931467...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>81219.944</td>\n",
       "      <td>Haena State Park</td>\n",
       "      <td>State</td>\n",
       "      <td>3</td>\n",
       "      <td>58</td>\n",
       "      <td>1256.173</td>\n",
       "      <td>59008018</td>\n",
       "      <td>state</td>\n",
       "      <td>POLYGON ((-159.5835849810904 22.22056203917306...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22865.362</td>\n",
       "      <td>Haena Beach Park</td>\n",
       "      <td>County</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>802.157</td>\n",
       "      <td>59005019</td>\n",
       "      <td>beach</td>\n",
       "      <td>POLYGON ((-159.5680176627104 22.22092518878392...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>746183.306</td>\n",
       "      <td>Haena State Park</td>\n",
       "      <td>State</td>\n",
       "      <td>5</td>\n",
       "      <td>87</td>\n",
       "      <td>5376.956</td>\n",
       "      <td>None</td>\n",
       "      <td>state</td>\n",
       "      <td>POLYGON ((-159.5854691108623 22.21946421604407...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2750.701</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>6</td>\n",
       "      <td>88</td>\n",
       "      <td>221.837</td>\n",
       "      <td>None</td>\n",
       "      <td>None</td>\n",
       "      <td>POLYGON ((-159.5851523708821 22.2199276393881,...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         AREA              NAME     OWN  PARKPLYS_  PARKPLYS_I  PERIMETER  \\\n",
       "0   44842.600  Anini Beach Park  County          2          57   1340.397   \n",
       "1   81219.944  Haena State Park   State          3          58   1256.173   \n",
       "2   22865.362  Haena Beach Park  County          4           1    802.157   \n",
       "3  746183.306  Haena State Park   State          5          87   5376.956   \n",
       "4    2750.701              None    None          6          88    221.837   \n",
       "\n",
       "        TMK   TYPE                                           geometry  \n",
       "0  53005005  beach  POLYGON ((-159.4522702342788 22.22487800931467...  \n",
       "1  59008018  state  POLYGON ((-159.5835849810904 22.22056203917306...  \n",
       "2  59005019  beach  POLYGON ((-159.5680176627104 22.22092518878392...  \n",
       "3      None  state  POLYGON ((-159.5854691108623 22.21946421604407...  \n",
       "4      None   None  POLYGON ((-159.5851523708821 22.2199276393881,...  "
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "parks.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 295,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x142e4b590>"
      ]
     },
     "execution_count": 295,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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t1ZGIqBKwjBHVIj/88AOiekdhbO9JaOYXpDoOVQFbKzs8NfxpfPXJN5g0cZLqOERUCVjG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yPnDuk7lEcYKYwY0WM0M9+Zre9QBKHSMDUxxdWx2oPnaVmGecehNlSzd+fo0VIfIlRhRDImCEKZ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x144e24ad0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig, ax = plt.subplots(figsize=(10,10))\n",
    "\n",
    "# The GeoDataFrame loc index returns a Pandas Series object instead of GeoSeries\n",
    "# for some reason, so recast that to a GeoSeries, and set the CRS and geometry\n",
    "moku = (\n",
    "    gp.GeoDataFrame(oahu.loc[u\"Oʻahu\",'Kona'], crs={'init': 'epsg:4326'})\n",
    "      .T\n",
    "      .set_geometry('geometry')\n",
    "      .reset_index()\n",
    ")\n",
    "\n",
    "# Spatial Join\n",
    "joined = gp.sjoin(parks, moku, how=\"inner\")\n",
    "\n",
    "# Plot\n",
    "moku.plot(ax=ax)\n",
    "joined.plot(ax=ax)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python [default]",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}