SEN_Transport_settlement-to-market_driving_2021-11-10.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Network analysis in Senegal\n",
    "\n",
    "### Objectives\n",
    "    1)\tUse measures of road-based accessibility to identify road segments that, if rehabilitated, would improve agricultural market activities in Senegal, including during flood conditions.\n",
    "    2)\tGain a better understanding of the accessibility, connectivity, and criticality of roads in Senegal in relationship to agricultural origins, processing & transfer sites, and markets.\n",
    "\n",
    "To this end, the team will develop an accessibility model which measures the travel time from sites of agricultural production to their nearest populated areas, processing centers, and markets. \n",
    "\n",
    "### Datasets for analysis\n",
    "#### ORIGIN\n",
    "    1) agriculture: MapSPAM 2017. Measuring value in international dollars.\n",
    "    2) agriculture: UMD Land Cover 2019 30m. Assign MapSPAM value onto land cover cropland class for more precise origin information.\n",
    "    3) population: WorldPop 2020, UN-adjusted.\n",
    "    4) settlement extent: GRID3 2020.\n",
    "#### DESTINATION\n",
    "    4) markets: derived from WorldPop 2020 and GRID3 2020 urban clusters.\n",
    "    5) agricultural processing hubs: to be acquired.\n",
    "#### TRAVEL ROUTE\n",
    "    6) roads: OpenStreetMap, July 2021.\n",
    "    7) elevation: \n",
    "#### OBSTACLE\n",
    "    8) flood: FATHOM. 1-in-10, 20, and 50 year flood return periods. \n",
    "#### INTERVENTION\n",
    "    9) upcoming road projects: AGEROUTE interventions separate from the World Bank-financed project\n",
    "    10) targeted road projects: critical road segments identified by this accessibility model's baseline outputs\n",
    "\n",
    "\n",
    "### Model design\n",
    "#### Basic formula: \n",
    "    (a) Off-road driving time from origin to closest road node\n",
    "    +\n",
    "    (b) Driving time from road node in (a) to a destination (closeness measured by road segments speeds)\n",
    "\n",
    "#### Model origin & destination (OD) sets:\n",
    "    A)\tTravel time from an area that has agricultural value/potential to the nearest processing hub (if provided).\n",
    "    B)\tTravel time from an area that has agricultural value/potential to the nearest larger settlement, (“larger” settlement identified using a case-appropriate population metric to be determined).\n",
    "    C)\tTravel time from an area that has agricultural value/potential to the nearest market.\n",
    "    D)\tTravel time from all settlements to the nearest market.\n",
    "    E)\tTravel time from larger settlements to the nearest market.\n",
    "\n",
    "#### Before/after scenarios for each OD set:\n",
    "    1)\tPre-project, baseline weather: No inclement weather. Road network status as of November 2021.\n",
    "    2)\tPre-project, flood: 1-in-10, 1-in-20 and 1-in-50 year flood return period. Road network status as of November 2021.\n",
    "    3)\tPost-project, baseline weather: No inclement weather. Road network status if X number of critical road segments to high-value areas are protected (i.e., their travel times reduced).\n",
    "    4)\tPost-project, flood: 1-in-10 year flood return period. Road network status if X number of critical road segments to high-value areas are protected (i.e., their travel times reduced).\n",
    "\n",
    "#### Notes:\n",
    "    --Destinations are expected to be proximal to the road network, so no measure is taken between road and destination.\n",
    "    --All travel times will be assigned to each model variation’s point of origin; the aggregation up to admin areas is possible if desired.\n",
    "    --Obstacles & interventions modify the road segment speeds. Basic formula is then applied to the modified road network.\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prep workspace"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\wb527163\\\\GEO-Cdrive-Grace'"
      ]
     },
     "execution_count": 1,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import os, sys\n",
    "GISFolder = os.getcwd()\n",
    "GISFolder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Note: needed to reinstall rtree due to geopandas import error. Did so in the console. \n",
    "# conda install -c conda-forge rtree=0.9.3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "# load and filter osm network (step 1)\n",
    "import geopandas as gpd\n",
    "from geopandas import GeoDataFrame\n",
    "import pandas as pd\n",
    "import time\n",
    "sys.path.append(r\"C:\\Users\\wb527163\\.conda\\envs\\geo\\GOSTnets-master\")\n",
    "import GOSTnets as gn"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import networkx as nx\n",
    "import osmnx as ox\n",
    "import numpy as np\n",
    "import rasterio as rt\n",
    "import shapely\n",
    "from shapely.geometry import Point, box\n",
    "from shapely.ops import unary_union\n",
    "from shapely.wkt import loads\n",
    "from shapely import wkt\n",
    "from shapely.geometry import LineString, MultiLineString, Point\n",
    "import peartree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "#### Might not use these\n",
    "import fiona\n",
    "from osgeo import gdal\n",
    "import importlib\n",
    "import matplotlib.pyplot as plt\n",
    "import subprocess, glob"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\wb527163\\\\GEO-Cdrive-Grace\\\\SEN-Cdrive'"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pth = os.path.join(GISFolder, \"SEN-Cdrive\") # Personal folder system for running model.\n",
    "pth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'C:\\\\Users\\\\wb527163\\\\GEO-Cdrive-Grace\\\\SEN-Cdrive\\\\outputs'"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "out_pth = os.path.join(GISFolder, \"SEN-Cdrive\\outputs\") # For storing intermediate outputs from the model.\n",
    "out_pth"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'R:\\\\SEN\\\\GEO'"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "team_pth = 'R:\\\\SEN\\\\GEO' # This is where the unmodified input data is stored. Finalized outputs also housed here.\n",
    "team_pth"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Prepare and clean the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Notes:\n",
    "# OSM road network is in WGS84. Projected each dataset to match.\n",
    "# Starting as CSV (dataframe) and deriving geometry from there tends to avoid read errors."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get centroids of polygonal origins and destinations."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 319 entries, 0 to 318\n",
      "Data columns (total 12 columns):\n",
      " #   Column           Non-Null Count  Dtype   \n",
      "---  ------           --------------  -----   \n",
      " 0   mgrs_code        319 non-null    object  \n",
      " 1   type             319 non-null    object  \n",
      " 2   AREA_GEO         319 non-null    float64 \n",
      " 3   SUM              318 non-null    float64 \n",
      " 4   Total_DriveTime  312 non-null    float64 \n",
      " 5   WP_dens          319 non-null    float64 \n",
      " 6   urb              319 non-null    object  \n",
      " 7   hd_urb           319 non-null    object  \n",
      " 8   Urb_class        319 non-null    int64   \n",
      " 9   Shape_Length     319 non-null    float64 \n",
      " 10  Shape_Area       319 non-null    float64 \n",
      " 11  geometry         319 non-null    geometry\n",
      "dtypes: float64(6), geometry(1), int64(1), object(4)\n",
      "memory usage: 30.0+ KB\n"
     ]
    }
   ],
   "source": [
    "# High density areas, the proxy for markets\n",
    "HDurban_extents = gpd.read_file(\"R:\\SEN\\GEO\\Team\\Projects\\SEN_WPR_Urban\\SEN_WPR_Urban.gdb\", layer=\"SEN_urbanonly\")\n",
    "HDurban_extents.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
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       "      <td>3.072012e-06</td>\n",
       "      <td>MULTIPOLYGON (((-13.66837 13.75650, -13.66794 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>28PBA9292_06</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.023177</td>\n",
       "      <td>1.846325e+01</td>\n",
       "      <td>13.239334</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005371</td>\n",
       "      <td>1.942589e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.92773 14.39934, -16.92721 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>28PBA8299_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.013923</td>\n",
       "      <td>1.655101e+01</td>\n",
       "      <td>4.715519</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004799</td>\n",
       "      <td>1.167113e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.01521 14.46151, -17.01557 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>28PBB7801_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.017578</td>\n",
       "      <td>3.044826e+01</td>\n",
       "      <td>11.659853</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004813</td>\n",
       "      <td>1.473665e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.05656 14.47839, -17.05598 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>28PBB8202_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.033487</td>\n",
       "      <td>3.486522e+01</td>\n",
       "      <td>7.892879</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008101</td>\n",
       "      <td>2.807464e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.01924 14.48183, -17.01983 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>28PBB7902_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.188962</td>\n",
       "      <td>2.698936e+02</td>\n",
       "      <td>9.563365</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.030043</td>\n",
       "      <td>1.584495e-05</td>\n",
       "      <td>MULTIPOLYGON (((-17.03869 14.48539, -17.03905 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>28PBB8103_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.152780</td>\n",
       "      <td>2.366904e+02</td>\n",
       "      <td>9.538024</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.029995</td>\n",
       "      <td>1.281388e-05</td>\n",
       "      <td>MULTIPOLYGON (((-17.02529 14.49003, -17.02503 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>28PCA7866_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.009282</td>\n",
       "      <td>1.921189e+01</td>\n",
       "      <td>8.378629</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003274</td>\n",
       "      <td>7.770706e-07</td>\n",
       "      <td>MULTIPOLYGON (((-16.12869 14.16388, -16.12826 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>28PCA8268_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.026723</td>\n",
       "      <td>3.108315e+01</td>\n",
       "      <td>5.292360</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006861</td>\n",
       "      <td>2.237697e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.08925 14.18509, -16.08984 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>28PBB3031_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036793</td>\n",
       "      <td>2.190752e+02</td>\n",
       "      <td>15.925017</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007562</td>\n",
       "      <td>3.088678e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.50536 14.74600, -17.50505 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>28PBB9431_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.017802</td>\n",
       "      <td>3.757302e+01</td>\n",
       "      <td>6.049956</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004718</td>\n",
       "      <td>1.494350e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.90940 14.74756, -16.90928 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>28PBB5833_07</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.044133</td>\n",
       "      <td>6.815012e+01</td>\n",
       "      <td>15.771149</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008892</td>\n",
       "      <td>3.704665e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.23801 14.76755, -17.23846 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>28PBB5934_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.067703</td>\n",
       "      <td>6.689919e+01</td>\n",
       "      <td>16.463440</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.012549</td>\n",
       "      <td>5.684528e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.23606 14.77644, -17.23552 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>28PBB7434_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.024692</td>\n",
       "      <td>6.194532e+01</td>\n",
       "      <td>8.691752</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005714</td>\n",
       "      <td>2.072792e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.09946 14.77825, -17.09858 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>28PBB7034_07</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.112259</td>\n",
       "      <td>1.692285e+02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.016761</td>\n",
       "      <td>9.425205e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.12781 14.77953, -17.12796 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>28PBB5835_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.022898</td>\n",
       "      <td>9.636268e+00</td>\n",
       "      <td>18.883526</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005762</td>\n",
       "      <td>1.922510e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.24216 14.78222, -17.24303 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>28PBB7435_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.045895</td>\n",
       "      <td>7.314733e+01</td>\n",
       "      <td>9.383175</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.010610</td>\n",
       "      <td>3.853366e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.09403 14.78384, -17.09331 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>28PBB5736_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.024862</td>\n",
       "      <td>2.599556e+01</td>\n",
       "      <td>18.950196</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005707</td>\n",
       "      <td>2.087379e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.24999 14.78965, -17.24963 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>28PBB6036_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.127726</td>\n",
       "      <td>2.177392e+02</td>\n",
       "      <td>18.371827</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.020240</td>\n",
       "      <td>1.072401e-05</td>\n",
       "      <td>MULTIPOLYGON (((-17.22165 14.78756, -17.22211 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>28PBB4937_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.064379</td>\n",
       "      <td>5.965873e+02</td>\n",
       "      <td>7.559833</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.010636</td>\n",
       "      <td>5.405016e-06</td>\n",
       "      <td>MULTIPOLYGON (((-17.33356 14.80117, -17.33356 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>28PBB9439_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.031203</td>\n",
       "      <td>6.360090e+01</td>\n",
       "      <td>6.593517</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006431</td>\n",
       "      <td>2.620111e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.90709 14.82055, -16.90772 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>28PBB9140_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.016236</td>\n",
       "      <td>3.369405e+01</td>\n",
       "      <td>7.070007</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005212</td>\n",
       "      <td>1.363254e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.93356 14.82747, -16.93393 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>28PCB0753_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.038454</td>\n",
       "      <td>2.791577e+01</td>\n",
       "      <td>4.990843</td>\n",
       "      <td>4449.367491</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007613</td>\n",
       "      <td>3.230593e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.79466 14.94778, -16.79455 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>28PCB6420_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036734</td>\n",
       "      <td>5.628131e+01</td>\n",
       "      <td>5.323107</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008031</td>\n",
       "      <td>3.082793e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.25607 14.65729, -16.25604 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>28PCB6622_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.042953</td>\n",
       "      <td>7.583911e+01</td>\n",
       "      <td>7.330625</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008189</td>\n",
       "      <td>3.604109e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.24042 14.67347, -16.24104 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>28PDB0035_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.007997</td>\n",
       "      <td>1.721998e+01</td>\n",
       "      <td>12.119414</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003240</td>\n",
       "      <td>6.713225e-07</td>\n",
       "      <td>MULTIPOLYGON (((-15.92515 14.79010, -15.92461 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>28PCB9937_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.066384</td>\n",
       "      <td>1.701381e+02</td>\n",
       "      <td>10.443704</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.011110</td>\n",
       "      <td>5.573913e-06</td>\n",
       "      <td>MULTIPOLYGON (((-15.93276 14.80969, -15.93295 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>28PDB1139_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020778</td>\n",
       "      <td>2.617514e+01</td>\n",
       "      <td>10.677935</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005601</td>\n",
       "      <td>1.744649e-06</td>\n",
       "      <td>MULTIPOLYGON (((-15.82248 14.82660, -15.82221 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>28PDB1139_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.056959</td>\n",
       "      <td>8.547818e+01</td>\n",
       "      <td>10.874058</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.011433</td>\n",
       "      <td>4.783164e-06</td>\n",
       "      <td>MULTIPOLYGON (((-15.82335 14.82743, -15.82282 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>28PDB1139_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020389</td>\n",
       "      <td>1.425154e+01</td>\n",
       "      <td>10.553416</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005011</td>\n",
       "      <td>1.712171e-06</td>\n",
       "      <td>MULTIPOLYGON (((-15.82069 14.82739, -15.82027 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>28PCB9741_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.028295</td>\n",
       "      <td>2.806345e+01</td>\n",
       "      <td>9.374555</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006360</td>\n",
       "      <td>2.376282e-06</td>\n",
       "      <td>MULTIPOLYGON (((-15.95595 14.84902, -15.95532 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>28PDB0149_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.040534</td>\n",
       "      <td>4.546143e+01</td>\n",
       "      <td>6.408090</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007648</td>\n",
       "      <td>3.404769e-06</td>\n",
       "      <td>MULTIPOLYGON (((-15.92014 14.91339, -15.92080 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>28PCC6924_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.013923</td>\n",
       "      <td>9.612921e+00</td>\n",
       "      <td>5.051494</td>\n",
       "      <td>4601.126349</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004811</td>\n",
       "      <td>1.173189e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.21831 15.59644, -16.21795 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>28QCC4877_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020283</td>\n",
       "      <td>1.279428e+01</td>\n",
       "      <td>4.109954</td>\n",
       "      <td>5487.706734</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005630</td>\n",
       "      <td>1.713057e-06</td>\n",
       "      <td>MULTIPOLYGON (((-16.41576 16.07112, -16.41642 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>28PFA3822_04</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.295219</td>\n",
       "      <td>5.353027e+02</td>\n",
       "      <td>4.677464</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.026402</td>\n",
       "      <td>2.467579e-05</td>\n",
       "      <td>MULTIPOLYGON (((-13.71333 13.77252, -13.71345 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>28PFA4124_01</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.101893</td>\n",
       "      <td>1.886798e+02</td>\n",
       "      <td>4.089369</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.013817</td>\n",
       "      <td>8.517618e-06</td>\n",
       "      <td>MULTIPOLYGON (((-13.69363 13.78272, -13.69451 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>28PBA8299_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.343841</td>\n",
       "      <td>6.259307e+02</td>\n",
       "      <td>5.307602</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.051295</td>\n",
       "      <td>2.883058e-05</td>\n",
       "      <td>MULTIPOLYGON (((-17.01521 14.46151, -17.01573 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>28PBB5835_05</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.308017</td>\n",
       "      <td>3.190239e+02</td>\n",
       "      <td>17.747726</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.043032</td>\n",
       "      <td>2.586476e-05</td>\n",
       "      <td>MULTIPOLYGON (((-17.24303 14.78304, -17.24393 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>28PBB5936_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.154444</td>\n",
       "      <td>2.000646e+02</td>\n",
       "      <td>20.407153</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.026399</td>\n",
       "      <td>1.296732e-05</td>\n",
       "      <td>MULTIPOLYGON (((-17.23217 14.79423, -17.23290 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>28PBB6040_03</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.160911</td>\n",
       "      <td>2.663758e+02</td>\n",
       "      <td>21.657425</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.027111</td>\n",
       "      <td>1.351374e-05</td>\n",
       "      <td>MULTIPOLYGON (((-17.22792 14.82986, -17.22739 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>28PCB9642_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>2.337009</td>\n",
       "      <td>3.504073e+03</td>\n",
       "      <td>11.801961</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.172410</td>\n",
       "      <td>1.963038e-04</td>\n",
       "      <td>MULTIPOLYGON (((-15.97009 14.85168, -15.97072 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>28PDB0750_04</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.454997</td>\n",
       "      <td>5.968164e+02</td>\n",
       "      <td>11.240426</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.038288</td>\n",
       "      <td>3.822519e-05</td>\n",
       "      <td>MULTIPOLYGON (((-15.85791 14.92214, -15.85843 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mgrs_code    type    AREA_GEO           SUM  Total_DriveTime  \\\n",
       "1    28PCU6189_01     bua   27.151434  1.860466e+05         0.000000   \n",
       "8    28PEV0625_01     bua   25.799549  1.064198e+05         0.000000   \n",
       "37   28PBA8597_01     bua   81.242354  3.382677e+05         0.000000   \n",
       "47   28PCA8365_01     bua   42.134069  2.755403e+05         0.000000   \n",
       "56   28PDA4058_01     bua   11.123881  5.186398e+04         0.000000   \n",
       "75   28PBB9234_01     bua   53.453391  2.911360e+05         0.000000   \n",
       "76   28PBB4632_01     bua  226.850348  3.637718e+06         0.000000   \n",
       "80   28PCB0453_01     bua   19.580942  8.712281e+04         0.000000   \n",
       "84   28PCB6720_01     bua   23.634834  1.342721e+05         0.000000   \n",
       "98   28PDB0443_01     bua  196.802191  9.490037e+05         0.000000   \n",
       "123  28QCC4070_01     bua    9.174147  1.077744e+05         0.000000   \n",
       "125  28QCC4573_01     bua   13.701781  7.519136e+04         0.000000   \n",
       "151  28PFA4322_01     bua   26.974183  1.207991e+05         0.000000   \n",
       "157  28PCC6827_01     bua   20.814212  9.576882e+04         0.000000   \n",
       "160  28PCU6286_04  hamlet    0.105280  2.093665e+02         5.479664   \n",
       "168  28PEV0425_03  hamlet    0.164601  2.503226e+02         5.371455   \n",
       "173  28PFA4321_01  hamlet    0.036757  5.002239e+01         3.131679   \n",
       "174  28PBA9292_06  hamlet    0.023177  1.846325e+01        13.239334   \n",
       "175  28PBA8299_01  hamlet    0.013923  1.655101e+01         4.715519   \n",
       "176  28PBB7801_01  hamlet    0.017578  3.044826e+01        11.659853   \n",
       "177  28PBB8202_01  hamlet    0.033487  3.486522e+01         7.892879   \n",
       "178  28PBB7902_04  hamlet    0.188962  2.698936e+02         9.563365   \n",
       "179  28PBB8103_02  hamlet    0.152780  2.366904e+02         9.538024   \n",
       "182  28PCA7866_01  hamlet    0.009282  1.921189e+01         8.378629   \n",
       "184  28PCA8268_03  hamlet    0.026723  3.108315e+01         5.292360   \n",
       "197  28PBB3031_01  hamlet    0.036793  2.190752e+02        15.925017   \n",
       "199  28PBB9431_01  hamlet    0.017802  3.757302e+01         6.049956   \n",
       "201  28PBB5833_07  hamlet    0.044133  6.815012e+01        15.771149   \n",
       "202  28PBB5934_01  hamlet    0.067703  6.689919e+01        16.463440   \n",
       "203  28PBB7434_03  hamlet    0.024692  6.194532e+01         8.691752   \n",
       "204  28PBB7034_07  hamlet    0.112259  1.692285e+02              NaN   \n",
       "206  28PBB5835_03  hamlet    0.022898  9.636268e+00        18.883526   \n",
       "208  28PBB7435_01  hamlet    0.045895  7.314733e+01         9.383175   \n",
       "209  28PBB5736_02  hamlet    0.024862  2.599556e+01        18.950196   \n",
       "210  28PBB6036_01  hamlet    0.127726  2.177392e+02        18.371827   \n",
       "211  28PBB4937_01  hamlet    0.064379  5.965873e+02         7.559833   \n",
       "213  28PBB9439_02  hamlet    0.031203  6.360090e+01         6.593517   \n",
       "214  28PBB9140_02  hamlet    0.016236  3.369405e+01         7.070007   \n",
       "216  28PCB0753_03  hamlet    0.038454  2.791577e+01         4.990843   \n",
       "218  28PCB6420_04  hamlet    0.036734  5.628131e+01         5.323107   \n",
       "219  28PCB6622_01  hamlet    0.042953  7.583911e+01         7.330625   \n",
       "223  28PDB0035_01  hamlet    0.007997  1.721998e+01        12.119414   \n",
       "224  28PCB9937_03  hamlet    0.066384  1.701381e+02        10.443704   \n",
       "226  28PDB1139_01  hamlet    0.020778  2.617514e+01        10.677935   \n",
       "227  28PDB1139_02  hamlet    0.056959  8.547818e+01        10.874058   \n",
       "228  28PDB1139_03  hamlet    0.020389  1.425154e+01        10.553416   \n",
       "229  28PCB9741_04  hamlet    0.028295  2.806345e+01         9.374555   \n",
       "230  28PDB0149_01  hamlet    0.040534  4.546143e+01         6.408090   \n",
       "237  28PCC6924_02  hamlet    0.013923  9.612921e+00         5.051494   \n",
       "244  28QCC4877_02  hamlet    0.020283  1.279428e+01         4.109954   \n",
       "274  28PFA3822_04     ssa    0.295219  5.353027e+02         4.677464   \n",
       "275  28PFA4124_01     ssa    0.101893  1.886798e+02         4.089369   \n",
       "278  28PBA8299_02     ssa    0.343841  6.259307e+02         5.307602   \n",
       "287  28PBB5835_05     ssa    0.308017  3.190239e+02        17.747726   \n",
       "288  28PBB5936_02     ssa    0.154444  2.000646e+02        20.407153   \n",
       "289  28PBB6040_03     ssa    0.160911  2.663758e+02        21.657425   \n",
       "297  28PCB9642_02     ssa    2.337009  3.504073e+03        11.801961   \n",
       "298  28PDB0750_04     ssa    0.454997  5.968164e+02        11.240426   \n",
       "\n",
       "          WP_dens urb hd_urb  Urb_class  Shape_Length    Shape_Area  \\\n",
       "1     6852.183502   1      1          2      0.671746  2.258828e-03   \n",
       "8     4124.872441   1      1          2      0.718941  2.149259e-03   \n",
       "37    4163.686114   1      1          2      2.303639  6.813610e-03   \n",
       "47    6539.609258   1      1          2      1.070058  3.528274e-03   \n",
       "56    4662.399756   1      1          2      0.298223  9.311211e-04   \n",
       "75    5446.539082   1      1          2      1.468618  4.489114e-03   \n",
       "76   16035.762110   1      1          2      4.771359  1.905124e-02   \n",
       "80    4449.367491   1      1          2      0.611345  1.645460e-03   \n",
       "84    5681.109779   1      1          2      0.689064  1.983306e-03   \n",
       "98    2575.818720   1      1          2      3.094788  1.653195e-02   \n",
       "123  11747.618988   1      1          2      0.212800  7.746230e-04   \n",
       "125   5487.706734   1      1          2      0.612294  1.157396e-03   \n",
       "151   4478.321578   1      1          2      0.686130  2.255116e-03   \n",
       "157   4601.126349   1      1          2      0.494002  1.754369e-03   \n",
       "160   6852.183502   1      1          2      0.021230  8.758142e-06   \n",
       "168   4124.872441   1      1          2      0.019495  1.371013e-05   \n",
       "173   4478.321578   1      1          2      0.006776  3.072012e-06   \n",
       "174   4163.686114   1      1          2      0.005371  1.942589e-06   \n",
       "175   4163.686114   1      1          2      0.004799  1.167113e-06   \n",
       "176   4163.686114   1      1          2      0.004813  1.473665e-06   \n",
       "177   4163.686114   1      1          2      0.008101  2.807464e-06   \n",
       "178   4163.686114   1      1          2      0.030043  1.584495e-05   \n",
       "179   4163.686114   1      1          2      0.029995  1.281388e-05   \n",
       "182   6539.609258   1      1          2      0.003274  7.770706e-07   \n",
       "184   6539.609258   1      1          2      0.006861  2.237697e-06   \n",
       "197  16035.762110   1      1          2      0.007562  3.088678e-06   \n",
       "199   5446.539082   1      1          2      0.004718  1.494350e-06   \n",
       "201  16035.762110   1      1          2      0.008892  3.704665e-06   \n",
       "202  16035.762110   1      1          2      0.012549  5.684528e-06   \n",
       "203   2999.449116   1      1          2      0.005714  2.072792e-06   \n",
       "204   2999.449116   1      1          2      0.016761  9.425205e-06   \n",
       "206  16035.762110   1      1          2      0.005762  1.922510e-06   \n",
       "208   2999.449116   1      1          2      0.010610  3.853366e-06   \n",
       "209  16035.762110   1      1          2      0.005707  2.087379e-06   \n",
       "210  16035.762110   1      1          2      0.020240  1.072401e-05   \n",
       "211  16035.762110   1      1          2      0.010636  5.405016e-06   \n",
       "213   5446.539082   1      1          2      0.006431  2.620111e-06   \n",
       "214   5446.539082   1      1          2      0.005212  1.363254e-06   \n",
       "216   4449.367491   1      1          2      0.007613  3.230593e-06   \n",
       "218   5681.109779   1      1          2      0.008031  3.082793e-06   \n",
       "219   5681.109779   1      1          2      0.008189  3.604109e-06   \n",
       "223   4822.119467   1      1          2      0.003240  6.713225e-07   \n",
       "224   4822.119467   1      1          2      0.011110  5.573913e-06   \n",
       "226   4822.119467   1      1          2      0.005601  1.744649e-06   \n",
       "227   4822.119467   1      1          2      0.011433  4.783164e-06   \n",
       "228   4822.119467   1      1          2      0.005011  1.712171e-06   \n",
       "229   4822.119467   1      1          2      0.006360  2.376282e-06   \n",
       "230   4822.119467   1      1          2      0.007648  3.404769e-06   \n",
       "237   4601.126349   1      1          2      0.004811  1.173189e-06   \n",
       "244   5487.706734   1      1          2      0.005630  1.713057e-06   \n",
       "274   4478.321578   1      1          2      0.026402  2.467579e-05   \n",
       "275   4478.321578   1      1          2      0.013817  8.517618e-06   \n",
       "278   4163.686114   1      1          2      0.051295  2.883058e-05   \n",
       "287  16035.762110   1      1          2      0.043032  2.586476e-05   \n",
       "288  16035.762110   1      1          2      0.026399  1.296732e-05   \n",
       "289  16035.762110   1      1          2      0.027111  1.351374e-05   \n",
       "297   4822.119467   1      1          2      0.172410  1.963038e-04   \n",
       "298   4822.119467   1      1          2      0.038288  3.822519e-05   \n",
       "\n",
       "                                              geometry  \n",
       "1    MULTIPOLYGON (((-16.26476 12.53975, -16.26457 ...  \n",
       "8    MULTIPOLYGON (((-14.93056 12.91749, -14.93087 ...  \n",
       "37   MULTIPOLYGON (((-17.03153 14.48851, -17.03169 ...  \n",
       "47   MULTIPOLYGON (((-16.05918 14.18057, -16.05899 ...  \n",
       "56   MULTIPOLYGON (((-15.56851 14.09515, -15.56830 ...  \n",
       "75   MULTIPOLYGON (((-16.90709 14.82055, -16.90657 ...  \n",
       "76   MULTIPOLYGON (((-17.24205 14.83253, -17.24242 ...  \n",
       "80   MULTIPOLYGON (((-16.79483 14.96199, -16.79527 ...  \n",
       "84   MULTIPOLYGON (((-16.20153 14.66636, -16.20230 ...  \n",
       "98   MULTIPOLYGON (((-15.88585 14.92136, -15.88630 ...  \n",
       "123  MULTIPOLYGON (((-16.48644 16.03632, -16.48640 ...  \n",
       "125  MULTIPOLYGON (((-16.41576 16.07112, -16.41524 ...  \n",
       "151  MULTIPOLYGON (((-13.64220 13.78114, -13.64228 ...  \n",
       "157  MULTIPOLYGON (((-16.20550 15.61742, -16.20551 ...  \n",
       "160  MULTIPOLYGON (((-16.26476 12.53975, -16.26417 ...  \n",
       "168  MULTIPOLYGON (((-14.95932 12.89863, -14.95968 ...  \n",
       "173  MULTIPOLYGON (((-13.66837 13.75650, -13.66794 ...  \n",
       "174  MULTIPOLYGON (((-16.92773 14.39934, -16.92721 ...  \n",
       "175  MULTIPOLYGON (((-17.01521 14.46151, -17.01557 ...  \n",
       "176  MULTIPOLYGON (((-17.05656 14.47839, -17.05598 ...  \n",
       "177  MULTIPOLYGON (((-17.01924 14.48183, -17.01983 ...  \n",
       "178  MULTIPOLYGON (((-17.03869 14.48539, -17.03905 ...  \n",
       "179  MULTIPOLYGON (((-17.02529 14.49003, -17.02503 ...  \n",
       "182  MULTIPOLYGON (((-16.12869 14.16388, -16.12826 ...  \n",
       "184  MULTIPOLYGON (((-16.08925 14.18509, -16.08984 ...  \n",
       "197  MULTIPOLYGON (((-17.50536 14.74600, -17.50505 ...  \n",
       "199  MULTIPOLYGON (((-16.90940 14.74756, -16.90928 ...  \n",
       "201  MULTIPOLYGON (((-17.23801 14.76755, -17.23846 ...  \n",
       "202  MULTIPOLYGON (((-17.23606 14.77644, -17.23552 ...  \n",
       "203  MULTIPOLYGON (((-17.09946 14.77825, -17.09858 ...  \n",
       "204  MULTIPOLYGON (((-17.12781 14.77953, -17.12796 ...  \n",
       "206  MULTIPOLYGON (((-17.24216 14.78222, -17.24303 ...  \n",
       "208  MULTIPOLYGON (((-17.09403 14.78384, -17.09331 ...  \n",
       "209  MULTIPOLYGON (((-17.24999 14.78965, -17.24963 ...  \n",
       "210  MULTIPOLYGON (((-17.22165 14.78756, -17.22211 ...  \n",
       "211  MULTIPOLYGON (((-17.33356 14.80117, -17.33356 ...  \n",
       "213  MULTIPOLYGON (((-16.90709 14.82055, -16.90772 ...  \n",
       "214  MULTIPOLYGON (((-16.93356 14.82747, -16.93393 ...  \n",
       "216  MULTIPOLYGON (((-16.79466 14.94778, -16.79455 ...  \n",
       "218  MULTIPOLYGON (((-16.25607 14.65729, -16.25604 ...  \n",
       "219  MULTIPOLYGON (((-16.24042 14.67347, -16.24104 ...  \n",
       "223  MULTIPOLYGON (((-15.92515 14.79010, -15.92461 ...  \n",
       "224  MULTIPOLYGON (((-15.93276 14.80969, -15.93295 ...  \n",
       "226  MULTIPOLYGON (((-15.82248 14.82660, -15.82221 ...  \n",
       "227  MULTIPOLYGON (((-15.82335 14.82743, -15.82282 ...  \n",
       "228  MULTIPOLYGON (((-15.82069 14.82739, -15.82027 ...  \n",
       "229  MULTIPOLYGON (((-15.95595 14.84902, -15.95532 ...  \n",
       "230  MULTIPOLYGON (((-15.92014 14.91339, -15.92080 ...  \n",
       "237  MULTIPOLYGON (((-16.21831 15.59644, -16.21795 ...  \n",
       "244  MULTIPOLYGON (((-16.41576 16.07112, -16.41642 ...  \n",
       "274  MULTIPOLYGON (((-13.71333 13.77252, -13.71345 ...  \n",
       "275  MULTIPOLYGON (((-13.69363 13.78272, -13.69451 ...  \n",
       "278  MULTIPOLYGON (((-17.01521 14.46151, -17.01573 ...  \n",
       "287  MULTIPOLYGON (((-17.24303 14.78304, -17.24393 ...  \n",
       "288  MULTIPOLYGON (((-17.23217 14.79423, -17.23290 ...  \n",
       "289  MULTIPOLYGON (((-17.22792 14.82986, -17.22739 ...  \n",
       "297  MULTIPOLYGON (((-15.97009 14.85168, -15.97072 ...  \n",
       "298  MULTIPOLYGON (((-15.85791 14.92214, -15.85843 ...  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HDurban_extents = HDurban_extents[HDurban_extents['hd_urb']==\"1\"] # We only want high density urban areas.\n",
    "HDurban_extents"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Settlement areas. Probably won't use for this analysis.\n",
    "# ssa_extents = gpd.read_file(\"R:\\SEN\\GEO\\Settlement_Extents\\GRID3_SEN_settlement_extents_20200625.gdb\", layer=\"ssa_extents\")\n",
    "# ssa_extents.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 125886 entries, 0 to 125885\n",
      "Data columns (total 6 columns):\n",
      " #   Column        Non-Null Count   Dtype   \n",
      "---  ------        --------------   -----   \n",
      " 0   mgrs_code     125886 non-null  object  \n",
      " 1   type          125886 non-null  object  \n",
      " 2   GlobalID      125886 non-null  object  \n",
      " 3   Shape_Length  125886 non-null  float64 \n",
      " 4   Shape_Area    125886 non-null  float64 \n",
      " 5   geometry      125886 non-null  geometry\n",
      "dtypes: float64(2), geometry(1), object(3)\n",
      "memory usage: 5.8+ MB\n"
     ]
    }
   ],
   "source": [
    "# Hamlets are the most dispersed populated areas\n",
    "hamlet_extents = gpd.read_file(\"R:\\SEN\\GEO\\Settlement_Extents\\GRID3_SEN_settlement_extents_20200625.gdb\", layer=\"hamlet_extents\")\n",
    "hamlet_extents.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Projected CRS: EPSG:31028>\n",
       "Name: Yoff / UTM zone 28N\n",
       "Axis Info [cartesian]:\n",
       "- E[east]: Easting (metre)\n",
       "- N[north]: Northing (metre)\n",
       "Area of Use:\n",
       "- name: Senegal - onshore and offshore.\n",
       "- bounds: (-20.22, 10.64, -11.36, 16.7)\n",
       "Coordinate Operation:\n",
       "- name: UTM zone 28N\n",
       "- method: Transverse Mercator\n",
       "Datum: Yoff\n",
       "- Ellipsoid: Clarke 1880 (IGN)\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Reproject to projected CRS (UTM 28N) to allow for accurate centroid measure.\n",
    "HDurban_extents = HDurban_extents.to_crs(\"EPSG:31028\")\n",
    "hamlet_extents = hamlet_extents.to_crs(\"EPSG:31028\")\n",
    "HDurban_extents.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>mgrs_code</th>\n",
       "      <th>type</th>\n",
       "      <th>AREA_GEO</th>\n",
       "      <th>SUM</th>\n",
       "      <th>Total_DriveTime</th>\n",
       "      <th>WP_dens</th>\n",
       "      <th>urb</th>\n",
       "      <th>hd_urb</th>\n",
       "      <th>Urb_class</th>\n",
       "      <th>Shape_Length</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
       "      <th>centroid</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28PCU6189_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>27.151434</td>\n",
       "      <td>1.860466e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6852.183502</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.671746</td>\n",
       "      <td>2.258828e-03</td>\n",
       "      <td>MULTIPOLYGON (((362412.970 1386488.242, 362433...</td>\n",
       "      <td>POINT (361509.129 1388994.206)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>28PEV0625_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>25.799549</td>\n",
       "      <td>1.064198e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4124.872441</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.718941</td>\n",
       "      <td>2.149259e-03</td>\n",
       "      <td>MULTIPOLYGON (((507356.934 1427932.037, 507323...</td>\n",
       "      <td>POINT (506747.230 1425130.889)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>28PBA8597_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>81.242354</td>\n",
       "      <td>3.382677e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2.303639</td>\n",
       "      <td>6.813610e-03</td>\n",
       "      <td>MULTIPOLYGON (((280867.529 1602646.968, 280849...</td>\n",
       "      <td>POINT (285624.016 1597820.527)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>28PCA8365_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>42.134069</td>\n",
       "      <td>2.755403e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.070058</td>\n",
       "      <td>3.528274e-03</td>\n",
       "      <td>MULTIPOLYGON (((385525.737 1567875.561, 385546...</td>\n",
       "      <td>POINT (383686.673 1565651.339)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>28PDA4058_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>11.123881</td>\n",
       "      <td>5.186398e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4662.399756</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.298223</td>\n",
       "      <td>9.311211e-04</td>\n",
       "      <td>MULTIPOLYGON (((438454.842 1558243.973, 438477...</td>\n",
       "      <td>POINT (440713.609 1558821.669)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>28PBB9234_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>53.453391</td>\n",
       "      <td>2.911360e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.468618</td>\n",
       "      <td>4.489114e-03</td>\n",
       "      <td>MULTIPOLYGON (((294593.085 1639272.644, 294649...</td>\n",
       "      <td>POINT (292503.897 1634872.377)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>28PBB4632_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>226.850348</td>\n",
       "      <td>3.637718e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.771359</td>\n",
       "      <td>1.905124e-02</td>\n",
       "      <td>MULTIPOLYGON (((258544.937 1640932.927, 258505...</td>\n",
       "      <td>POINT (246141.315 1632142.196)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>28PCB0453_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>19.580942</td>\n",
       "      <td>8.712281e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4449.367491</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.611345</td>\n",
       "      <td>1.645460e-03</td>\n",
       "      <td>MULTIPOLYGON (((306803.863 1654824.280, 306756...</td>\n",
       "      <td>POINT (304382.356 1653053.029)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>28PCB6720_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>23.634834</td>\n",
       "      <td>1.342721e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.689064</td>\n",
       "      <td>1.983306e-03</td>\n",
       "      <td>MULTIPOLYGON (((370443.395 1621689.059, 370360...</td>\n",
       "      <td>POINT (367608.395 1620305.700)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>28PDB0443_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>196.802191</td>\n",
       "      <td>9.490037e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2575.818720</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.094788</td>\n",
       "      <td>1.653195e-02</td>\n",
       "      <td>MULTIPOLYGON (((404549.862 1649739.323, 404502...</td>\n",
       "      <td>POINT (404318.064 1642985.675)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>28QCC4070_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>9.174147</td>\n",
       "      <td>1.077744e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11747.618988</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.212800</td>\n",
       "      <td>7.746230e-04</td>\n",
       "      <td>MULTIPOLYGON (((340800.341 1773444.146, 340804...</td>\n",
       "      <td>POINT (340351.838 1770505.011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>28QCC4573_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>13.701781</td>\n",
       "      <td>7.519136e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5487.706734</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.612294</td>\n",
       "      <td>1.157396e-03</td>\n",
       "      <td>MULTIPOLYGON (((348389.572 1777242.396, 348445...</td>\n",
       "      <td>POINT (345514.274 1774729.449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>28PFA4322_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>26.974183</td>\n",
       "      <td>1.207991e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.686130</td>\n",
       "      <td>2.255116e-03</td>\n",
       "      <td>MULTIPOLYGON (((646605.188 1523856.624, 646596...</td>\n",
       "      <td>POINT (643577.589 1522683.794)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>28PCC6827_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>20.814212</td>\n",
       "      <td>9.576882e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4601.126349</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.494002</td>\n",
       "      <td>1.754369e-03</td>\n",
       "      <td>MULTIPOLYGON (((370594.020 1726904.297, 370593...</td>\n",
       "      <td>POINT (368491.537 1727302.347)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>28PCU6286_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.105280</td>\n",
       "      <td>2.093665e+02</td>\n",
       "      <td>5.479664</td>\n",
       "      <td>6852.183502</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.021230</td>\n",
       "      <td>8.758142e-06</td>\n",
       "      <td>MULTIPOLYGON (((362412.970 1386488.242, 362476...</td>\n",
       "      <td>POINT (362441.343 1386224.384)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>28PEV0425_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.164601</td>\n",
       "      <td>2.503226e+02</td>\n",
       "      <td>5.371455</td>\n",
       "      <td>4124.872441</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.019495</td>\n",
       "      <td>1.371013e-05</td>\n",
       "      <td>MULTIPOLYGON (((504237.980 1425845.758, 504198...</td>\n",
       "      <td>POINT (504050.679 1425528.629)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>28PFA4321_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036757</td>\n",
       "      <td>5.002239e+01</td>\n",
       "      <td>3.131679</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006776</td>\n",
       "      <td>3.072012e-06</td>\n",
       "      <td>MULTIPOLYGON (((643790.415 1521115.424, 643837...</td>\n",
       "      <td>POINT (643767.869 1520973.447)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>28PBA9292_06</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.023177</td>\n",
       "      <td>1.846325e+01</td>\n",
       "      <td>13.239334</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005371</td>\n",
       "      <td>1.942589e-06</td>\n",
       "      <td>MULTIPOLYGON (((291975.783 1592682.662, 292032...</td>\n",
       "      <td>POINT (292002.060 1592589.290)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>28PBA8299_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.013923</td>\n",
       "      <td>1.655101e+01</td>\n",
       "      <td>4.715519</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004799</td>\n",
       "      <td>1.167113e-06</td>\n",
       "      <td>MULTIPOLYGON (((282601.107 1599643.504, 282561...</td>\n",
       "      <td>POINT (282507.733 1599560.539)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>28PBB7801_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.017578</td>\n",
       "      <td>3.044826e+01</td>\n",
       "      <td>11.659853</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004813</td>\n",
       "      <td>1.473665e-06</td>\n",
       "      <td>MULTIPOLYGON (((278158.582 1601550.846, 278221...</td>\n",
       "      <td>POINT (278233.102 1601466.544)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>28PBB8202_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.033487</td>\n",
       "      <td>3.486522e+01</td>\n",
       "      <td>7.892879</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008101</td>\n",
       "      <td>2.807464e-06</td>\n",
       "      <td>MULTIPOLYGON (((282185.638 1601895.808, 282122...</td>\n",
       "      <td>POINT (282229.623 1602030.615)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>28PBB7902_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.188962</td>\n",
       "      <td>2.698936e+02</td>\n",
       "      <td>9.563365</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.030043</td>\n",
       "      <td>1.584495e-05</td>\n",
       "      <td>MULTIPOLYGON (((280092.858 1602308.152, 280053...</td>\n",
       "      <td>POINT (279681.806 1602238.613)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>28PBB8103_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.152780</td>\n",
       "      <td>2.366904e+02</td>\n",
       "      <td>9.538024</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.029995</td>\n",
       "      <td>1.281388e-05</td>\n",
       "      <td>MULTIPOLYGON (((281541.591 1602809.038, 281570...</td>\n",
       "      <td>POINT (281423.196 1603015.197)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>28PCA7866_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.009282</td>\n",
       "      <td>1.921189e+01</td>\n",
       "      <td>8.378629</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003274</td>\n",
       "      <td>7.770706e-07</td>\n",
       "      <td>MULTIPOLYGON (((378015.291 1566064.703, 378062...</td>\n",
       "      <td>POINT (378013.625 1565993.990)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>28PCA8268_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.026723</td>\n",
       "      <td>3.108315e+01</td>\n",
       "      <td>5.292360</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006861</td>\n",
       "      <td>2.237697e-06</td>\n",
       "      <td>MULTIPOLYGON (((382282.619 1568390.933, 382219...</td>\n",
       "      <td>POINT (382172.594 1568443.698)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>28PBB3031_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036793</td>\n",
       "      <td>2.190752e+02</td>\n",
       "      <td>15.925017</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007562</td>\n",
       "      <td>3.088678e-06</td>\n",
       "      <td>MULTIPOLYGON (((230087.435 1631655.422, 230121...</td>\n",
       "      <td>POINT (230243.564 1631689.099)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>28PBB9431_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.017802</td>\n",
       "      <td>3.757302e+01</td>\n",
       "      <td>6.049956</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004718</td>\n",
       "      <td>1.494350e-06</td>\n",
       "      <td>MULTIPOLYGON (((294275.744 1631198.600, 294288...</td>\n",
       "      <td>POINT (294309.860 1631131.581)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>28PBB5833_07</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.044133</td>\n",
       "      <td>6.815012e+01</td>\n",
       "      <td>15.771149</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008892</td>\n",
       "      <td>3.704665e-06</td>\n",
       "      <td>MULTIPOLYGON (((258908.512 1633736.783, 258859...</td>\n",
       "      <td>POINT (258698.669 1633738.919)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>28PBB5934_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.067703</td>\n",
       "      <td>6.689919e+01</td>\n",
       "      <td>16.463440</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.012549</td>\n",
       "      <td>5.684528e-06</td>\n",
       "      <td>MULTIPOLYGON (((259128.133 1634718.865, 259186...</td>\n",
       "      <td>POINT (259358.326 1634670.710)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>28PBB7434_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.024692</td>\n",
       "      <td>6.194532e+01</td>\n",
       "      <td>8.691752</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005714</td>\n",
       "      <td>2.072792e-06</td>\n",
       "      <td>MULTIPOLYGON (((273839.907 1634777.543, 273935...</td>\n",
       "      <td>POINT (273928.366 1634690.506)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>28PBB7034_07</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.112259</td>\n",
       "      <td>1.692285e+02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.016761</td>\n",
       "      <td>9.425205e-06</td>\n",
       "      <td>MULTIPOLYGON (((270788.256 1634947.534, 270771...</td>\n",
       "      <td>POINT (270613.068 1634836.016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>28PBB5835_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.022898</td>\n",
       "      <td>9.636268e+00</td>\n",
       "      <td>18.883526</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005762</td>\n",
       "      <td>1.922510e-06</td>\n",
       "      <td>MULTIPOLYGON (((258478.267 1635365.076, 258385...</td>\n",
       "      <td>POINT (258463.390 1635493.208)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>28PBB7435_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.045895</td>\n",
       "      <td>7.314733e+01</td>\n",
       "      <td>9.383175</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.010610</td>\n",
       "      <td>3.853366e-06</td>\n",
       "      <td>MULTIPOLYGON (((274430.401 1635390.754, 274508...</td>\n",
       "      <td>POINT (274414.159 1635283.489)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>28PBB5736_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.024862</td>\n",
       "      <td>2.599556e+01</td>\n",
       "      <td>18.950196</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005707</td>\n",
       "      <td>2.087379e-06</td>\n",
       "      <td>MULTIPOLYGON (((257642.783 1636195.983, 257682...</td>\n",
       "      <td>POINT (257743.949 1636227.513)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>28PBB6036_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.127726</td>\n",
       "      <td>2.177392e+02</td>\n",
       "      <td>18.371827</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.020240</td>\n",
       "      <td>1.072401e-05</td>\n",
       "      <td>MULTIPOLYGON (((260691.802 1635934.388, 260642...</td>\n",
       "      <td>POINT (260385.646 1636058.505)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>28PBB4937_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.064379</td>\n",
       "      <td>5.965873e+02</td>\n",
       "      <td>7.559833</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.010636</td>\n",
       "      <td>5.405016e-06</td>\n",
       "      <td>MULTIPOLYGON (((248656.228 1637562.895, 248657...</td>\n",
       "      <td>POINT (248827.461 1637616.885)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>28PBB9439_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.031203</td>\n",
       "      <td>6.360090e+01</td>\n",
       "      <td>6.593517</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006431</td>\n",
       "      <td>2.620111e-06</td>\n",
       "      <td>MULTIPOLYGON (((294593.085 1639272.644, 294525...</td>\n",
       "      <td>POINT (294634.544 1639365.587)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>28PBB9140_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.016236</td>\n",
       "      <td>3.369405e+01</td>\n",
       "      <td>7.070007</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005212</td>\n",
       "      <td>1.363254e-06</td>\n",
       "      <td>MULTIPOLYGON (((291750.454 1640063.312, 291710...</td>\n",
       "      <td>POINT (291660.131 1640061.906)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>28PCB0753_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.038454</td>\n",
       "      <td>2.791577e+01</td>\n",
       "      <td>4.990843</td>\n",
       "      <td>4449.367491</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007613</td>\n",
       "      <td>3.230593e-06</td>\n",
       "      <td>MULTIPOLYGON (((306809.138 1653251.388, 306821...</td>\n",
       "      <td>POINT (306905.043 1653295.680)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>28PCB6420_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036734</td>\n",
       "      <td>5.628131e+01</td>\n",
       "      <td>5.323107</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008031</td>\n",
       "      <td>3.082793e-06</td>\n",
       "      <td>MULTIPOLYGON (((364564.651 1620717.232, 364567...</td>\n",
       "      <td>POINT (364558.891 1620625.841)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>28PCB6622_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.042953</td>\n",
       "      <td>7.583911e+01</td>\n",
       "      <td>7.330625</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008189</td>\n",
       "      <td>3.604109e-06</td>\n",
       "      <td>MULTIPOLYGON (((366260.179 1622498.301, 366192...</td>\n",
       "      <td>POINT (366170.947 1622666.958)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>28PDB0035_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.007997</td>\n",
       "      <td>1.721998e+01</td>\n",
       "      <td>12.119414</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003240</td>\n",
       "      <td>6.713225e-07</td>\n",
       "      <td>MULTIPOLYGON (((400263.055 1635236.561, 400321...</td>\n",
       "      <td>POINT (400343.276 1635234.916)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>28PCB9937_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.066384</td>\n",
       "      <td>1.701381e+02</td>\n",
       "      <td>10.443704</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.011110</td>\n",
       "      <td>5.573913e-06</td>\n",
       "      <td>MULTIPOLYGON (((399453.286 1637407.479, 399432...</td>\n",
       "      <td>POINT (399342.588 1637378.292)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>28PDB1139_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020778</td>\n",
       "      <td>2.617514e+01</td>\n",
       "      <td>10.677935</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005601</td>\n",
       "      <td>1.744649e-06</td>\n",
       "      <td>MULTIPOLYGON (((411327.646 1639231.282, 411356...</td>\n",
       "      <td>POINT (411420.192 1639233.713)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>28PDB1139_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.056959</td>\n",
       "      <td>8.547818e+01</td>\n",
       "      <td>10.874058</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.011433</td>\n",
       "      <td>4.783164e-06</td>\n",
       "      <td>MULTIPOLYGON (((411234.251 1639322.923, 411290...</td>\n",
       "      <td>POINT (411148.491 1639264.341)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>28PDB1139_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020389</td>\n",
       "      <td>1.425154e+01</td>\n",
       "      <td>10.553416</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005011</td>\n",
       "      <td>1.712171e-06</td>\n",
       "      <td>MULTIPOLYGON (((411520.399 1639317.195, 411565...</td>\n",
       "      <td>POINT (411619.156 1639344.461)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>28PCB9741_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.028295</td>\n",
       "      <td>2.806345e+01</td>\n",
       "      <td>9.374555</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006360</td>\n",
       "      <td>2.376282e-06</td>\n",
       "      <td>MULTIPOLYGON (((396975.900 1641767.809, 397043...</td>\n",
       "      <td>POINT (396943.542 1641670.392)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>28PDB0149_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.040534</td>\n",
       "      <td>4.546143e+01</td>\n",
       "      <td>6.408090</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007648</td>\n",
       "      <td>3.404769e-06</td>\n",
       "      <td>MULTIPOLYGON (((400858.009 1648871.773, 400787...</td>\n",
       "      <td>POINT (400826.262 1648995.043)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>28PCC6924_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.013923</td>\n",
       "      <td>9.612921e+00</td>\n",
       "      <td>5.051494</td>\n",
       "      <td>4601.126349</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004811</td>\n",
       "      <td>1.173189e-06</td>\n",
       "      <td>MULTIPOLYGON (((369207.292 1724591.385, 369246...</td>\n",
       "      <td>POINT (369299.811 1724675.128)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>28QCC4877_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020283</td>\n",
       "      <td>1.279428e+01</td>\n",
       "      <td>4.109954</td>\n",
       "      <td>5487.706734</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005630</td>\n",
       "      <td>1.713057e-06</td>\n",
       "      <td>MULTIPOLYGON (((348389.572 1777242.396, 348319...</td>\n",
       "      <td>POINT (348301.646 1777330.407)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>28PFA3822_04</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.295219</td>\n",
       "      <td>5.353027e+02</td>\n",
       "      <td>4.677464</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.026402</td>\n",
       "      <td>2.467579e-05</td>\n",
       "      <td>MULTIPOLYGON (((638919.876 1522860.436, 638907...</td>\n",
       "      <td>POINT (638763.292 1522716.058)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>28PFA4124_01</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.101893</td>\n",
       "      <td>1.886798e+02</td>\n",
       "      <td>4.089369</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.013817</td>\n",
       "      <td>8.517618e-06</td>\n",
       "      <td>MULTIPOLYGON (((641043.995 1524000.355, 640948...</td>\n",
       "      <td>POINT (640859.728 1524059.778)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>28PBA8299_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.343841</td>\n",
       "      <td>6.259307e+02</td>\n",
       "      <td>5.307602</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.051295</td>\n",
       "      <td>2.883058e-05</td>\n",
       "      <td>MULTIPOLYGON (((282601.107 1599643.504, 282544...</td>\n",
       "      <td>POINT (282004.094 1599634.700)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>28PBB5835_05</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.308017</td>\n",
       "      <td>3.190239e+02</td>\n",
       "      <td>17.747726</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.043032</td>\n",
       "      <td>2.586476e-05</td>\n",
       "      <td>MULTIPOLYGON (((258385.432 1635457.396, 258287...</td>\n",
       "      <td>POINT (258115.054 1635368.722)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>28PBB5936_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.154444</td>\n",
       "      <td>2.000646e+02</td>\n",
       "      <td>20.407153</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.026399</td>\n",
       "      <td>1.296732e-05</td>\n",
       "      <td>MULTIPOLYGON (((259567.336 1636683.158, 259488...</td>\n",
       "      <td>POINT (259312.682 1636872.114)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>28PBB6040_03</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.160911</td>\n",
       "      <td>2.663758e+02</td>\n",
       "      <td>21.657425</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.027111</td>\n",
       "      <td>1.351374e-05</td>\n",
       "      <td>MULTIPOLYGON (((260063.888 1640622.525, 260120...</td>\n",
       "      <td>POINT (260337.172 1640676.762)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>28PCB9642_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>2.337009</td>\n",
       "      <td>3.504073e+03</td>\n",
       "      <td>11.801961</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.172410</td>\n",
       "      <td>1.963038e-04</td>\n",
       "      <td>MULTIPOLYGON (((395456.071 1642068.653, 395388...</td>\n",
       "      <td>POINT (395990.900 1642509.878)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>28PDB0750_04</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.454997</td>\n",
       "      <td>5.968164e+02</td>\n",
       "      <td>11.240426</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.038288</td>\n",
       "      <td>3.822519e-05</td>\n",
       "      <td>MULTIPOLYGON (((407556.014 1649813.016, 407499...</td>\n",
       "      <td>POINT (407568.992 1650342.795)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        mgrs_code    type    AREA_GEO           SUM  Total_DriveTime  \\\n",
       "1    28PCU6189_01     bua   27.151434  1.860466e+05         0.000000   \n",
       "8    28PEV0625_01     bua   25.799549  1.064198e+05         0.000000   \n",
       "37   28PBA8597_01     bua   81.242354  3.382677e+05         0.000000   \n",
       "47   28PCA8365_01     bua   42.134069  2.755403e+05         0.000000   \n",
       "56   28PDA4058_01     bua   11.123881  5.186398e+04         0.000000   \n",
       "75   28PBB9234_01     bua   53.453391  2.911360e+05         0.000000   \n",
       "76   28PBB4632_01     bua  226.850348  3.637718e+06         0.000000   \n",
       "80   28PCB0453_01     bua   19.580942  8.712281e+04         0.000000   \n",
       "84   28PCB6720_01     bua   23.634834  1.342721e+05         0.000000   \n",
       "98   28PDB0443_01     bua  196.802191  9.490037e+05         0.000000   \n",
       "123  28QCC4070_01     bua    9.174147  1.077744e+05         0.000000   \n",
       "125  28QCC4573_01     bua   13.701781  7.519136e+04         0.000000   \n",
       "151  28PFA4322_01     bua   26.974183  1.207991e+05         0.000000   \n",
       "157  28PCC6827_01     bua   20.814212  9.576882e+04         0.000000   \n",
       "160  28PCU6286_04  hamlet    0.105280  2.093665e+02         5.479664   \n",
       "168  28PEV0425_03  hamlet    0.164601  2.503226e+02         5.371455   \n",
       "173  28PFA4321_01  hamlet    0.036757  5.002239e+01         3.131679   \n",
       "174  28PBA9292_06  hamlet    0.023177  1.846325e+01        13.239334   \n",
       "175  28PBA8299_01  hamlet    0.013923  1.655101e+01         4.715519   \n",
       "176  28PBB7801_01  hamlet    0.017578  3.044826e+01        11.659853   \n",
       "177  28PBB8202_01  hamlet    0.033487  3.486522e+01         7.892879   \n",
       "178  28PBB7902_04  hamlet    0.188962  2.698936e+02         9.563365   \n",
       "179  28PBB8103_02  hamlet    0.152780  2.366904e+02         9.538024   \n",
       "182  28PCA7866_01  hamlet    0.009282  1.921189e+01         8.378629   \n",
       "184  28PCA8268_03  hamlet    0.026723  3.108315e+01         5.292360   \n",
       "197  28PBB3031_01  hamlet    0.036793  2.190752e+02        15.925017   \n",
       "199  28PBB9431_01  hamlet    0.017802  3.757302e+01         6.049956   \n",
       "201  28PBB5833_07  hamlet    0.044133  6.815012e+01        15.771149   \n",
       "202  28PBB5934_01  hamlet    0.067703  6.689919e+01        16.463440   \n",
       "203  28PBB7434_03  hamlet    0.024692  6.194532e+01         8.691752   \n",
       "204  28PBB7034_07  hamlet    0.112259  1.692285e+02              NaN   \n",
       "206  28PBB5835_03  hamlet    0.022898  9.636268e+00        18.883526   \n",
       "208  28PBB7435_01  hamlet    0.045895  7.314733e+01         9.383175   \n",
       "209  28PBB5736_02  hamlet    0.024862  2.599556e+01        18.950196   \n",
       "210  28PBB6036_01  hamlet    0.127726  2.177392e+02        18.371827   \n",
       "211  28PBB4937_01  hamlet    0.064379  5.965873e+02         7.559833   \n",
       "213  28PBB9439_02  hamlet    0.031203  6.360090e+01         6.593517   \n",
       "214  28PBB9140_02  hamlet    0.016236  3.369405e+01         7.070007   \n",
       "216  28PCB0753_03  hamlet    0.038454  2.791577e+01         4.990843   \n",
       "218  28PCB6420_04  hamlet    0.036734  5.628131e+01         5.323107   \n",
       "219  28PCB6622_01  hamlet    0.042953  7.583911e+01         7.330625   \n",
       "223  28PDB0035_01  hamlet    0.007997  1.721998e+01        12.119414   \n",
       "224  28PCB9937_03  hamlet    0.066384  1.701381e+02        10.443704   \n",
       "226  28PDB1139_01  hamlet    0.020778  2.617514e+01        10.677935   \n",
       "227  28PDB1139_02  hamlet    0.056959  8.547818e+01        10.874058   \n",
       "228  28PDB1139_03  hamlet    0.020389  1.425154e+01        10.553416   \n",
       "229  28PCB9741_04  hamlet    0.028295  2.806345e+01         9.374555   \n",
       "230  28PDB0149_01  hamlet    0.040534  4.546143e+01         6.408090   \n",
       "237  28PCC6924_02  hamlet    0.013923  9.612921e+00         5.051494   \n",
       "244  28QCC4877_02  hamlet    0.020283  1.279428e+01         4.109954   \n",
       "274  28PFA3822_04     ssa    0.295219  5.353027e+02         4.677464   \n",
       "275  28PFA4124_01     ssa    0.101893  1.886798e+02         4.089369   \n",
       "278  28PBA8299_02     ssa    0.343841  6.259307e+02         5.307602   \n",
       "287  28PBB5835_05     ssa    0.308017  3.190239e+02        17.747726   \n",
       "288  28PBB5936_02     ssa    0.154444  2.000646e+02        20.407153   \n",
       "289  28PBB6040_03     ssa    0.160911  2.663758e+02        21.657425   \n",
       "297  28PCB9642_02     ssa    2.337009  3.504073e+03        11.801961   \n",
       "298  28PDB0750_04     ssa    0.454997  5.968164e+02        11.240426   \n",
       "\n",
       "          WP_dens urb hd_urb  Urb_class  Shape_Length    Shape_Area  \\\n",
       "1     6852.183502   1      1          2      0.671746  2.258828e-03   \n",
       "8     4124.872441   1      1          2      0.718941  2.149259e-03   \n",
       "37    4163.686114   1      1          2      2.303639  6.813610e-03   \n",
       "47    6539.609258   1      1          2      1.070058  3.528274e-03   \n",
       "56    4662.399756   1      1          2      0.298223  9.311211e-04   \n",
       "75    5446.539082   1      1          2      1.468618  4.489114e-03   \n",
       "76   16035.762110   1      1          2      4.771359  1.905124e-02   \n",
       "80    4449.367491   1      1          2      0.611345  1.645460e-03   \n",
       "84    5681.109779   1      1          2      0.689064  1.983306e-03   \n",
       "98    2575.818720   1      1          2      3.094788  1.653195e-02   \n",
       "123  11747.618988   1      1          2      0.212800  7.746230e-04   \n",
       "125   5487.706734   1      1          2      0.612294  1.157396e-03   \n",
       "151   4478.321578   1      1          2      0.686130  2.255116e-03   \n",
       "157   4601.126349   1      1          2      0.494002  1.754369e-03   \n",
       "160   6852.183502   1      1          2      0.021230  8.758142e-06   \n",
       "168   4124.872441   1      1          2      0.019495  1.371013e-05   \n",
       "173   4478.321578   1      1          2      0.006776  3.072012e-06   \n",
       "174   4163.686114   1      1          2      0.005371  1.942589e-06   \n",
       "175   4163.686114   1      1          2      0.004799  1.167113e-06   \n",
       "176   4163.686114   1      1          2      0.004813  1.473665e-06   \n",
       "177   4163.686114   1      1          2      0.008101  2.807464e-06   \n",
       "178   4163.686114   1      1          2      0.030043  1.584495e-05   \n",
       "179   4163.686114   1      1          2      0.029995  1.281388e-05   \n",
       "182   6539.609258   1      1          2      0.003274  7.770706e-07   \n",
       "184   6539.609258   1      1          2      0.006861  2.237697e-06   \n",
       "197  16035.762110   1      1          2      0.007562  3.088678e-06   \n",
       "199   5446.539082   1      1          2      0.004718  1.494350e-06   \n",
       "201  16035.762110   1      1          2      0.008892  3.704665e-06   \n",
       "202  16035.762110   1      1          2      0.012549  5.684528e-06   \n",
       "203   2999.449116   1      1          2      0.005714  2.072792e-06   \n",
       "204   2999.449116   1      1          2      0.016761  9.425205e-06   \n",
       "206  16035.762110   1      1          2      0.005762  1.922510e-06   \n",
       "208   2999.449116   1      1          2      0.010610  3.853366e-06   \n",
       "209  16035.762110   1      1          2      0.005707  2.087379e-06   \n",
       "210  16035.762110   1      1          2      0.020240  1.072401e-05   \n",
       "211  16035.762110   1      1          2      0.010636  5.405016e-06   \n",
       "213   5446.539082   1      1          2      0.006431  2.620111e-06   \n",
       "214   5446.539082   1      1          2      0.005212  1.363254e-06   \n",
       "216   4449.367491   1      1          2      0.007613  3.230593e-06   \n",
       "218   5681.109779   1      1          2      0.008031  3.082793e-06   \n",
       "219   5681.109779   1      1          2      0.008189  3.604109e-06   \n",
       "223   4822.119467   1      1          2      0.003240  6.713225e-07   \n",
       "224   4822.119467   1      1          2      0.011110  5.573913e-06   \n",
       "226   4822.119467   1      1          2      0.005601  1.744649e-06   \n",
       "227   4822.119467   1      1          2      0.011433  4.783164e-06   \n",
       "228   4822.119467   1      1          2      0.005011  1.712171e-06   \n",
       "229   4822.119467   1      1          2      0.006360  2.376282e-06   \n",
       "230   4822.119467   1      1          2      0.007648  3.404769e-06   \n",
       "237   4601.126349   1      1          2      0.004811  1.173189e-06   \n",
       "244   5487.706734   1      1          2      0.005630  1.713057e-06   \n",
       "274   4478.321578   1      1          2      0.026402  2.467579e-05   \n",
       "275   4478.321578   1      1          2      0.013817  8.517618e-06   \n",
       "278   4163.686114   1      1          2      0.051295  2.883058e-05   \n",
       "287  16035.762110   1      1          2      0.043032  2.586476e-05   \n",
       "288  16035.762110   1      1          2      0.026399  1.296732e-05   \n",
       "289  16035.762110   1      1          2      0.027111  1.351374e-05   \n",
       "297   4822.119467   1      1          2      0.172410  1.963038e-04   \n",
       "298   4822.119467   1      1          2      0.038288  3.822519e-05   \n",
       "\n",
       "                                              geometry  \\\n",
       "1    MULTIPOLYGON (((362412.970 1386488.242, 362433...   \n",
       "8    MULTIPOLYGON (((507356.934 1427932.037, 507323...   \n",
       "37   MULTIPOLYGON (((280867.529 1602646.968, 280849...   \n",
       "47   MULTIPOLYGON (((385525.737 1567875.561, 385546...   \n",
       "56   MULTIPOLYGON (((438454.842 1558243.973, 438477...   \n",
       "75   MULTIPOLYGON (((294593.085 1639272.644, 294649...   \n",
       "76   MULTIPOLYGON (((258544.937 1640932.927, 258505...   \n",
       "80   MULTIPOLYGON (((306803.863 1654824.280, 306756...   \n",
       "84   MULTIPOLYGON (((370443.395 1621689.059, 370360...   \n",
       "98   MULTIPOLYGON (((404549.862 1649739.323, 404502...   \n",
       "123  MULTIPOLYGON (((340800.341 1773444.146, 340804...   \n",
       "125  MULTIPOLYGON (((348389.572 1777242.396, 348445...   \n",
       "151  MULTIPOLYGON (((646605.188 1523856.624, 646596...   \n",
       "157  MULTIPOLYGON (((370594.020 1726904.297, 370593...   \n",
       "160  MULTIPOLYGON (((362412.970 1386488.242, 362476...   \n",
       "168  MULTIPOLYGON (((504237.980 1425845.758, 504198...   \n",
       "173  MULTIPOLYGON (((643790.415 1521115.424, 643837...   \n",
       "174  MULTIPOLYGON (((291975.783 1592682.662, 292032...   \n",
       "175  MULTIPOLYGON (((282601.107 1599643.504, 282561...   \n",
       "176  MULTIPOLYGON (((278158.582 1601550.846, 278221...   \n",
       "177  MULTIPOLYGON (((282185.638 1601895.808, 282122...   \n",
       "178  MULTIPOLYGON (((280092.858 1602308.152, 280053...   \n",
       "179  MULTIPOLYGON (((281541.591 1602809.038, 281570...   \n",
       "182  MULTIPOLYGON (((378015.291 1566064.703, 378062...   \n",
       "184  MULTIPOLYGON (((382282.619 1568390.933, 382219...   \n",
       "197  MULTIPOLYGON (((230087.435 1631655.422, 230121...   \n",
       "199  MULTIPOLYGON (((294275.744 1631198.600, 294288...   \n",
       "201  MULTIPOLYGON (((258908.512 1633736.783, 258859...   \n",
       "202  MULTIPOLYGON (((259128.133 1634718.865, 259186...   \n",
       "203  MULTIPOLYGON (((273839.907 1634777.543, 273935...   \n",
       "204  MULTIPOLYGON (((270788.256 1634947.534, 270771...   \n",
       "206  MULTIPOLYGON (((258478.267 1635365.076, 258385...   \n",
       "208  MULTIPOLYGON (((274430.401 1635390.754, 274508...   \n",
       "209  MULTIPOLYGON (((257642.783 1636195.983, 257682...   \n",
       "210  MULTIPOLYGON (((260691.802 1635934.388, 260642...   \n",
       "211  MULTIPOLYGON (((248656.228 1637562.895, 248657...   \n",
       "213  MULTIPOLYGON (((294593.085 1639272.644, 294525...   \n",
       "214  MULTIPOLYGON (((291750.454 1640063.312, 291710...   \n",
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     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HDurban_extents['centroid'] = HDurban_extents['geometry'].centroid\n",
    "hamlet_extents['centroid'] = hamlet_extents['geometry'].centroid\n",
    "HDurban_extents"
   ]
  },
  {
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   "execution_count": 17,
   "metadata": {},
   "outputs": [
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       "           mgrs_code    type                                GlobalID  \\\n",
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       "...              ...     ...                                     ...   \n",
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       "\n",
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       "2           0.003754    0.000001   \n",
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       "...              ...         ...   \n",
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       "125885      0.007869    0.000004   \n",
       "\n",
       "                                                 geometry  \\\n",
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       "...                                                   ...   \n",
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       "\n",
       "[125886 rows x 7 columns]"
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     "execution_count": 17,
     "metadata": {},
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   ],
   "source": [
    "hamlet_extents"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Prefer it in X,Y columns, so here we're extracting the coordinates from the centroid geometry column:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\pyproj\\crs\\crs.py:131: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp/ipykernel_3792/1924782670.py:8: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  HDurban_pt.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/outputs/HDurban_pt.shp')\n"
     ]
    },
    {
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       "      <td>bua</td>\n",
       "      <td>11.123881</td>\n",
       "      <td>5.186398e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4662.399756</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.298223</td>\n",
       "      <td>9.311211e-04</td>\n",
       "      <td>POINT (440713.609 1558821.669)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>75</td>\n",
       "      <td>28PBB9234_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>53.453391</td>\n",
       "      <td>2.911360e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.468618</td>\n",
       "      <td>4.489114e-03</td>\n",
       "      <td>POINT (292503.897 1634872.377)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>76</td>\n",
       "      <td>28PBB4632_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>226.850348</td>\n",
       "      <td>3.637718e+06</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4.771359</td>\n",
       "      <td>1.905124e-02</td>\n",
       "      <td>POINT (246141.315 1632142.196)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>80</td>\n",
       "      <td>28PCB0453_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>19.580942</td>\n",
       "      <td>8.712281e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4449.367491</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.611345</td>\n",
       "      <td>1.645460e-03</td>\n",
       "      <td>POINT (304382.356 1653053.029)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>84</td>\n",
       "      <td>28PCB6720_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>23.634834</td>\n",
       "      <td>1.342721e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.689064</td>\n",
       "      <td>1.983306e-03</td>\n",
       "      <td>POINT (367608.395 1620305.700)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>98</td>\n",
       "      <td>28PDB0443_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>196.802191</td>\n",
       "      <td>9.490037e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>2575.818720</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.094788</td>\n",
       "      <td>1.653195e-02</td>\n",
       "      <td>POINT (404318.064 1642985.675)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>123</td>\n",
       "      <td>28QCC4070_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>9.174147</td>\n",
       "      <td>1.077744e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>11747.618988</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.212800</td>\n",
       "      <td>7.746230e-04</td>\n",
       "      <td>POINT (340351.838 1770505.011)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>125</td>\n",
       "      <td>28QCC4573_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>13.701781</td>\n",
       "      <td>7.519136e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>5487.706734</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.612294</td>\n",
       "      <td>1.157396e-03</td>\n",
       "      <td>POINT (345514.274 1774729.449)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>151</td>\n",
       "      <td>28PFA4322_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>26.974183</td>\n",
       "      <td>1.207991e+05</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.686130</td>\n",
       "      <td>2.255116e-03</td>\n",
       "      <td>POINT (643577.589 1522683.794)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>157</td>\n",
       "      <td>28PCC6827_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>20.814212</td>\n",
       "      <td>9.576882e+04</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>4601.126349</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.494002</td>\n",
       "      <td>1.754369e-03</td>\n",
       "      <td>POINT (368491.537 1727302.347)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>160</td>\n",
       "      <td>28PCU6286_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.105280</td>\n",
       "      <td>2.093665e+02</td>\n",
       "      <td>5.479664</td>\n",
       "      <td>6852.183502</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.021230</td>\n",
       "      <td>8.758142e-06</td>\n",
       "      <td>POINT (362441.343 1386224.384)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>168</td>\n",
       "      <td>28PEV0425_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.164601</td>\n",
       "      <td>2.503226e+02</td>\n",
       "      <td>5.371455</td>\n",
       "      <td>4124.872441</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.019495</td>\n",
       "      <td>1.371013e-05</td>\n",
       "      <td>POINT (504050.679 1425528.629)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>173</td>\n",
       "      <td>28PFA4321_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036757</td>\n",
       "      <td>5.002239e+01</td>\n",
       "      <td>3.131679</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006776</td>\n",
       "      <td>3.072012e-06</td>\n",
       "      <td>POINT (643767.869 1520973.447)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>174</td>\n",
       "      <td>28PBA9292_06</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.023177</td>\n",
       "      <td>1.846325e+01</td>\n",
       "      <td>13.239334</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005371</td>\n",
       "      <td>1.942589e-06</td>\n",
       "      <td>POINT (292002.060 1592589.290)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>175</td>\n",
       "      <td>28PBA8299_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.013923</td>\n",
       "      <td>1.655101e+01</td>\n",
       "      <td>4.715519</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004799</td>\n",
       "      <td>1.167113e-06</td>\n",
       "      <td>POINT (282507.733 1599560.539)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>176</td>\n",
       "      <td>28PBB7801_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.017578</td>\n",
       "      <td>3.044826e+01</td>\n",
       "      <td>11.659853</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004813</td>\n",
       "      <td>1.473665e-06</td>\n",
       "      <td>POINT (278233.102 1601466.544)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>177</td>\n",
       "      <td>28PBB8202_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.033487</td>\n",
       "      <td>3.486522e+01</td>\n",
       "      <td>7.892879</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008101</td>\n",
       "      <td>2.807464e-06</td>\n",
       "      <td>POINT (282229.623 1602030.615)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>178</td>\n",
       "      <td>28PBB7902_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.188962</td>\n",
       "      <td>2.698936e+02</td>\n",
       "      <td>9.563365</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.030043</td>\n",
       "      <td>1.584495e-05</td>\n",
       "      <td>POINT (279681.806 1602238.613)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>179</td>\n",
       "      <td>28PBB8103_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.152780</td>\n",
       "      <td>2.366904e+02</td>\n",
       "      <td>9.538024</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.029995</td>\n",
       "      <td>1.281388e-05</td>\n",
       "      <td>POINT (281423.196 1603015.197)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>182</td>\n",
       "      <td>28PCA7866_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.009282</td>\n",
       "      <td>1.921189e+01</td>\n",
       "      <td>8.378629</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003274</td>\n",
       "      <td>7.770706e-07</td>\n",
       "      <td>POINT (378013.625 1565993.990)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>184</td>\n",
       "      <td>28PCA8268_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.026723</td>\n",
       "      <td>3.108315e+01</td>\n",
       "      <td>5.292360</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006861</td>\n",
       "      <td>2.237697e-06</td>\n",
       "      <td>POINT (382172.594 1568443.698)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>197</td>\n",
       "      <td>28PBB3031_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036793</td>\n",
       "      <td>2.190752e+02</td>\n",
       "      <td>15.925017</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007562</td>\n",
       "      <td>3.088678e-06</td>\n",
       "      <td>POINT (230243.564 1631689.099)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>199</td>\n",
       "      <td>28PBB9431_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.017802</td>\n",
       "      <td>3.757302e+01</td>\n",
       "      <td>6.049956</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004718</td>\n",
       "      <td>1.494350e-06</td>\n",
       "      <td>POINT (294309.860 1631131.581)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>201</td>\n",
       "      <td>28PBB5833_07</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.044133</td>\n",
       "      <td>6.815012e+01</td>\n",
       "      <td>15.771149</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008892</td>\n",
       "      <td>3.704665e-06</td>\n",
       "      <td>POINT (258698.669 1633738.919)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>202</td>\n",
       "      <td>28PBB5934_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.067703</td>\n",
       "      <td>6.689919e+01</td>\n",
       "      <td>16.463440</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.012549</td>\n",
       "      <td>5.684528e-06</td>\n",
       "      <td>POINT (259358.326 1634670.710)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>203</td>\n",
       "      <td>28PBB7434_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.024692</td>\n",
       "      <td>6.194532e+01</td>\n",
       "      <td>8.691752</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005714</td>\n",
       "      <td>2.072792e-06</td>\n",
       "      <td>POINT (273928.366 1634690.506)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>204</td>\n",
       "      <td>28PBB7034_07</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.112259</td>\n",
       "      <td>1.692285e+02</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.016761</td>\n",
       "      <td>9.425205e-06</td>\n",
       "      <td>POINT (270613.068 1634836.016)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>206</td>\n",
       "      <td>28PBB5835_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.022898</td>\n",
       "      <td>9.636268e+00</td>\n",
       "      <td>18.883526</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005762</td>\n",
       "      <td>1.922510e-06</td>\n",
       "      <td>POINT (258463.390 1635493.208)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>208</td>\n",
       "      <td>28PBB7435_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.045895</td>\n",
       "      <td>7.314733e+01</td>\n",
       "      <td>9.383175</td>\n",
       "      <td>2999.449116</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.010610</td>\n",
       "      <td>3.853366e-06</td>\n",
       "      <td>POINT (274414.159 1635283.489)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>209</td>\n",
       "      <td>28PBB5736_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.024862</td>\n",
       "      <td>2.599556e+01</td>\n",
       "      <td>18.950196</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005707</td>\n",
       "      <td>2.087379e-06</td>\n",
       "      <td>POINT (257743.949 1636227.513)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>210</td>\n",
       "      <td>28PBB6036_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.127726</td>\n",
       "      <td>2.177392e+02</td>\n",
       "      <td>18.371827</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.020240</td>\n",
       "      <td>1.072401e-05</td>\n",
       "      <td>POINT (260385.646 1636058.505)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>211</td>\n",
       "      <td>28PBB4937_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.064379</td>\n",
       "      <td>5.965873e+02</td>\n",
       "      <td>7.559833</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.010636</td>\n",
       "      <td>5.405016e-06</td>\n",
       "      <td>POINT (248827.461 1637616.885)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>213</td>\n",
       "      <td>28PBB9439_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.031203</td>\n",
       "      <td>6.360090e+01</td>\n",
       "      <td>6.593517</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006431</td>\n",
       "      <td>2.620111e-06</td>\n",
       "      <td>POINT (294634.544 1639365.587)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>214</td>\n",
       "      <td>28PBB9140_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.016236</td>\n",
       "      <td>3.369405e+01</td>\n",
       "      <td>7.070007</td>\n",
       "      <td>5446.539082</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005212</td>\n",
       "      <td>1.363254e-06</td>\n",
       "      <td>POINT (291660.131 1640061.906)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>216</td>\n",
       "      <td>28PCB0753_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.038454</td>\n",
       "      <td>2.791577e+01</td>\n",
       "      <td>4.990843</td>\n",
       "      <td>4449.367491</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007613</td>\n",
       "      <td>3.230593e-06</td>\n",
       "      <td>POINT (306905.043 1653295.680)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>218</td>\n",
       "      <td>28PCB6420_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.036734</td>\n",
       "      <td>5.628131e+01</td>\n",
       "      <td>5.323107</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008031</td>\n",
       "      <td>3.082793e-06</td>\n",
       "      <td>POINT (364558.891 1620625.841)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>219</td>\n",
       "      <td>28PCB6622_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.042953</td>\n",
       "      <td>7.583911e+01</td>\n",
       "      <td>7.330625</td>\n",
       "      <td>5681.109779</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.008189</td>\n",
       "      <td>3.604109e-06</td>\n",
       "      <td>POINT (366170.947 1622666.958)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>223</td>\n",
       "      <td>28PDB0035_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.007997</td>\n",
       "      <td>1.721998e+01</td>\n",
       "      <td>12.119414</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.003240</td>\n",
       "      <td>6.713225e-07</td>\n",
       "      <td>POINT (400343.276 1635234.916)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>224</td>\n",
       "      <td>28PCB9937_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.066384</td>\n",
       "      <td>1.701381e+02</td>\n",
       "      <td>10.443704</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.011110</td>\n",
       "      <td>5.573913e-06</td>\n",
       "      <td>POINT (399342.588 1637378.292)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>226</td>\n",
       "      <td>28PDB1139_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020778</td>\n",
       "      <td>2.617514e+01</td>\n",
       "      <td>10.677935</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005601</td>\n",
       "      <td>1.744649e-06</td>\n",
       "      <td>POINT (411420.192 1639233.713)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>227</td>\n",
       "      <td>28PDB1139_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.056959</td>\n",
       "      <td>8.547818e+01</td>\n",
       "      <td>10.874058</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.011433</td>\n",
       "      <td>4.783164e-06</td>\n",
       "      <td>POINT (411148.491 1639264.341)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>228</td>\n",
       "      <td>28PDB1139_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020389</td>\n",
       "      <td>1.425154e+01</td>\n",
       "      <td>10.553416</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005011</td>\n",
       "      <td>1.712171e-06</td>\n",
       "      <td>POINT (411619.156 1639344.461)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>229</td>\n",
       "      <td>28PCB9741_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.028295</td>\n",
       "      <td>2.806345e+01</td>\n",
       "      <td>9.374555</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.006360</td>\n",
       "      <td>2.376282e-06</td>\n",
       "      <td>POINT (396943.542 1641670.392)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>230</td>\n",
       "      <td>28PDB0149_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.040534</td>\n",
       "      <td>4.546143e+01</td>\n",
       "      <td>6.408090</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.007648</td>\n",
       "      <td>3.404769e-06</td>\n",
       "      <td>POINT (400826.262 1648995.043)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>237</td>\n",
       "      <td>28PCC6924_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.013923</td>\n",
       "      <td>9.612921e+00</td>\n",
       "      <td>5.051494</td>\n",
       "      <td>4601.126349</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.004811</td>\n",
       "      <td>1.173189e-06</td>\n",
       "      <td>POINT (369299.811 1724675.128)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>244</td>\n",
       "      <td>28QCC4877_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>0.020283</td>\n",
       "      <td>1.279428e+01</td>\n",
       "      <td>4.109954</td>\n",
       "      <td>5487.706734</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.005630</td>\n",
       "      <td>1.713057e-06</td>\n",
       "      <td>POINT (348301.646 1777330.407)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>274</td>\n",
       "      <td>28PFA3822_04</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.295219</td>\n",
       "      <td>5.353027e+02</td>\n",
       "      <td>4.677464</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.026402</td>\n",
       "      <td>2.467579e-05</td>\n",
       "      <td>POINT (638763.292 1522716.058)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>275</td>\n",
       "      <td>28PFA4124_01</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.101893</td>\n",
       "      <td>1.886798e+02</td>\n",
       "      <td>4.089369</td>\n",
       "      <td>4478.321578</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.013817</td>\n",
       "      <td>8.517618e-06</td>\n",
       "      <td>POINT (640859.728 1524059.778)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>278</td>\n",
       "      <td>28PBA8299_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.343841</td>\n",
       "      <td>6.259307e+02</td>\n",
       "      <td>5.307602</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.051295</td>\n",
       "      <td>2.883058e-05</td>\n",
       "      <td>POINT (282004.094 1599634.700)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>287</td>\n",
       "      <td>28PBB5835_05</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.308017</td>\n",
       "      <td>3.190239e+02</td>\n",
       "      <td>17.747726</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.043032</td>\n",
       "      <td>2.586476e-05</td>\n",
       "      <td>POINT (258115.054 1635368.722)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>288</td>\n",
       "      <td>28PBB5936_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.154444</td>\n",
       "      <td>2.000646e+02</td>\n",
       "      <td>20.407153</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.026399</td>\n",
       "      <td>1.296732e-05</td>\n",
       "      <td>POINT (259312.682 1636872.114)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>289</td>\n",
       "      <td>28PBB6040_03</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.160911</td>\n",
       "      <td>2.663758e+02</td>\n",
       "      <td>21.657425</td>\n",
       "      <td>16035.762110</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.027111</td>\n",
       "      <td>1.351374e-05</td>\n",
       "      <td>POINT (260337.172 1640676.762)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>297</td>\n",
       "      <td>28PCB9642_02</td>\n",
       "      <td>ssa</td>\n",
       "      <td>2.337009</td>\n",
       "      <td>3.504073e+03</td>\n",
       "      <td>11.801961</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.172410</td>\n",
       "      <td>1.963038e-04</td>\n",
       "      <td>POINT (395990.900 1642509.878)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>298</td>\n",
       "      <td>28PDB0750_04</td>\n",
       "      <td>ssa</td>\n",
       "      <td>0.454997</td>\n",
       "      <td>5.968164e+02</td>\n",
       "      <td>11.240426</td>\n",
       "      <td>4822.119467</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.038288</td>\n",
       "      <td>3.822519e-05</td>\n",
       "      <td>POINT (407568.992 1650342.795)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    Unnamed: 0     mgrs_code    type    AREA_GEO           SUM  \\\n",
       "0            1  28PCU6189_01     bua   27.151434  1.860466e+05   \n",
       "1            8  28PEV0625_01     bua   25.799549  1.064198e+05   \n",
       "2           37  28PBA8597_01     bua   81.242354  3.382677e+05   \n",
       "3           47  28PCA8365_01     bua   42.134069  2.755403e+05   \n",
       "4           56  28PDA4058_01     bua   11.123881  5.186398e+04   \n",
       "5           75  28PBB9234_01     bua   53.453391  2.911360e+05   \n",
       "6           76  28PBB4632_01     bua  226.850348  3.637718e+06   \n",
       "7           80  28PCB0453_01     bua   19.580942  8.712281e+04   \n",
       "8           84  28PCB6720_01     bua   23.634834  1.342721e+05   \n",
       "9           98  28PDB0443_01     bua  196.802191  9.490037e+05   \n",
       "10         123  28QCC4070_01     bua    9.174147  1.077744e+05   \n",
       "11         125  28QCC4573_01     bua   13.701781  7.519136e+04   \n",
       "12         151  28PFA4322_01     bua   26.974183  1.207991e+05   \n",
       "13         157  28PCC6827_01     bua   20.814212  9.576882e+04   \n",
       "14         160  28PCU6286_04  hamlet    0.105280  2.093665e+02   \n",
       "15         168  28PEV0425_03  hamlet    0.164601  2.503226e+02   \n",
       "16         173  28PFA4321_01  hamlet    0.036757  5.002239e+01   \n",
       "17         174  28PBA9292_06  hamlet    0.023177  1.846325e+01   \n",
       "18         175  28PBA8299_01  hamlet    0.013923  1.655101e+01   \n",
       "19         176  28PBB7801_01  hamlet    0.017578  3.044826e+01   \n",
       "20         177  28PBB8202_01  hamlet    0.033487  3.486522e+01   \n",
       "21         178  28PBB7902_04  hamlet    0.188962  2.698936e+02   \n",
       "22         179  28PBB8103_02  hamlet    0.152780  2.366904e+02   \n",
       "23         182  28PCA7866_01  hamlet    0.009282  1.921189e+01   \n",
       "24         184  28PCA8268_03  hamlet    0.026723  3.108315e+01   \n",
       "25         197  28PBB3031_01  hamlet    0.036793  2.190752e+02   \n",
       "26         199  28PBB9431_01  hamlet    0.017802  3.757302e+01   \n",
       "27         201  28PBB5833_07  hamlet    0.044133  6.815012e+01   \n",
       "28         202  28PBB5934_01  hamlet    0.067703  6.689919e+01   \n",
       "29         203  28PBB7434_03  hamlet    0.024692  6.194532e+01   \n",
       "30         204  28PBB7034_07  hamlet    0.112259  1.692285e+02   \n",
       "31         206  28PBB5835_03  hamlet    0.022898  9.636268e+00   \n",
       "32         208  28PBB7435_01  hamlet    0.045895  7.314733e+01   \n",
       "33         209  28PBB5736_02  hamlet    0.024862  2.599556e+01   \n",
       "34         210  28PBB6036_01  hamlet    0.127726  2.177392e+02   \n",
       "35         211  28PBB4937_01  hamlet    0.064379  5.965873e+02   \n",
       "36         213  28PBB9439_02  hamlet    0.031203  6.360090e+01   \n",
       "37         214  28PBB9140_02  hamlet    0.016236  3.369405e+01   \n",
       "38         216  28PCB0753_03  hamlet    0.038454  2.791577e+01   \n",
       "39         218  28PCB6420_04  hamlet    0.036734  5.628131e+01   \n",
       "40         219  28PCB6622_01  hamlet    0.042953  7.583911e+01   \n",
       "41         223  28PDB0035_01  hamlet    0.007997  1.721998e+01   \n",
       "42         224  28PCB9937_03  hamlet    0.066384  1.701381e+02   \n",
       "43         226  28PDB1139_01  hamlet    0.020778  2.617514e+01   \n",
       "44         227  28PDB1139_02  hamlet    0.056959  8.547818e+01   \n",
       "45         228  28PDB1139_03  hamlet    0.020389  1.425154e+01   \n",
       "46         229  28PCB9741_04  hamlet    0.028295  2.806345e+01   \n",
       "47         230  28PDB0149_01  hamlet    0.040534  4.546143e+01   \n",
       "48         237  28PCC6924_02  hamlet    0.013923  9.612921e+00   \n",
       "49         244  28QCC4877_02  hamlet    0.020283  1.279428e+01   \n",
       "50         274  28PFA3822_04     ssa    0.295219  5.353027e+02   \n",
       "51         275  28PFA4124_01     ssa    0.101893  1.886798e+02   \n",
       "52         278  28PBA8299_02     ssa    0.343841  6.259307e+02   \n",
       "53         287  28PBB5835_05     ssa    0.308017  3.190239e+02   \n",
       "54         288  28PBB5936_02     ssa    0.154444  2.000646e+02   \n",
       "55         289  28PBB6040_03     ssa    0.160911  2.663758e+02   \n",
       "56         297  28PCB9642_02     ssa    2.337009  3.504073e+03   \n",
       "57         298  28PDB0750_04     ssa    0.454997  5.968164e+02   \n",
       "\n",
       "    Total_DriveTime       WP_dens  urb  hd_urb  Urb_class  Shape_Length  \\\n",
       "0          0.000000   6852.183502    1       1          2      0.671746   \n",
       "1          0.000000   4124.872441    1       1          2      0.718941   \n",
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       "4          0.000000   4662.399756    1       1          2      0.298223   \n",
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       "6          0.000000  16035.762110    1       1          2      4.771359   \n",
       "7          0.000000   4449.367491    1       1          2      0.611345   \n",
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       "9          0.000000   2575.818720    1       1          2      3.094788   \n",
       "10         0.000000  11747.618988    1       1          2      0.212800   \n",
       "11         0.000000   5487.706734    1       1          2      0.612294   \n",
       "12         0.000000   4478.321578    1       1          2      0.686130   \n",
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       "14         5.479664   6852.183502    1       1          2      0.021230   \n",
       "15         5.371455   4124.872441    1       1          2      0.019495   \n",
       "16         3.131679   4478.321578    1       1          2      0.006776   \n",
       "17        13.239334   4163.686114    1       1          2      0.005371   \n",
       "18         4.715519   4163.686114    1       1          2      0.004799   \n",
       "19        11.659853   4163.686114    1       1          2      0.004813   \n",
       "20         7.892879   4163.686114    1       1          2      0.008101   \n",
       "21         9.563365   4163.686114    1       1          2      0.030043   \n",
       "22         9.538024   4163.686114    1       1          2      0.029995   \n",
       "23         8.378629   6539.609258    1       1          2      0.003274   \n",
       "24         5.292360   6539.609258    1       1          2      0.006861   \n",
       "25        15.925017  16035.762110    1       1          2      0.007562   \n",
       "26         6.049956   5446.539082    1       1          2      0.004718   \n",
       "27        15.771149  16035.762110    1       1          2      0.008892   \n",
       "28        16.463440  16035.762110    1       1          2      0.012549   \n",
       "29         8.691752   2999.449116    1       1          2      0.005714   \n",
       "30              NaN   2999.449116    1       1          2      0.016761   \n",
       "31        18.883526  16035.762110    1       1          2      0.005762   \n",
       "32         9.383175   2999.449116    1       1          2      0.010610   \n",
       "33        18.950196  16035.762110    1       1          2      0.005707   \n",
       "34        18.371827  16035.762110    1       1          2      0.020240   \n",
       "35         7.559833  16035.762110    1       1          2      0.010636   \n",
       "36         6.593517   5446.539082    1       1          2      0.006431   \n",
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       "39         5.323107   5681.109779    1       1          2      0.008031   \n",
       "40         7.330625   5681.109779    1       1          2      0.008189   \n",
       "41        12.119414   4822.119467    1       1          2      0.003240   \n",
       "42        10.443704   4822.119467    1       1          2      0.011110   \n",
       "43        10.677935   4822.119467    1       1          2      0.005601   \n",
       "44        10.874058   4822.119467    1       1          2      0.011433   \n",
       "45        10.553416   4822.119467    1       1          2      0.005011   \n",
       "46         9.374555   4822.119467    1       1          2      0.006360   \n",
       "47         6.408090   4822.119467    1       1          2      0.007648   \n",
       "48         5.051494   4601.126349    1       1          2      0.004811   \n",
       "49         4.109954   5487.706734    1       1          2      0.005630   \n",
       "50         4.677464   4478.321578    1       1          2      0.026402   \n",
       "51         4.089369   4478.321578    1       1          2      0.013817   \n",
       "52         5.307602   4163.686114    1       1          2      0.051295   \n",
       "53        17.747726  16035.762110    1       1          2      0.043032   \n",
       "54        20.407153  16035.762110    1       1          2      0.026399   \n",
       "55        21.657425  16035.762110    1       1          2      0.027111   \n",
       "56        11.801961   4822.119467    1       1          2      0.172410   \n",
       "57        11.240426   4822.119467    1       1          2      0.038288   \n",
       "\n",
       "      Shape_Area                        centroid  \n",
       "0   2.258828e-03  POINT (361509.129 1388994.206)  \n",
       "1   2.149259e-03  POINT (506747.230 1425130.889)  \n",
       "2   6.813610e-03  POINT (285624.016 1597820.527)  \n",
       "3   3.528274e-03  POINT (383686.673 1565651.339)  \n",
       "4   9.311211e-04  POINT (440713.609 1558821.669)  \n",
       "5   4.489114e-03  POINT (292503.897 1634872.377)  \n",
       "6   1.905124e-02  POINT (246141.315 1632142.196)  \n",
       "7   1.645460e-03  POINT (304382.356 1653053.029)  \n",
       "8   1.983306e-03  POINT (367608.395 1620305.700)  \n",
       "9   1.653195e-02  POINT (404318.064 1642985.675)  \n",
       "10  7.746230e-04  POINT (340351.838 1770505.011)  \n",
       "11  1.157396e-03  POINT (345514.274 1774729.449)  \n",
       "12  2.255116e-03  POINT (643577.589 1522683.794)  \n",
       "13  1.754369e-03  POINT (368491.537 1727302.347)  \n",
       "14  8.758142e-06  POINT (362441.343 1386224.384)  \n",
       "15  1.371013e-05  POINT (504050.679 1425528.629)  \n",
       "16  3.072012e-06  POINT (643767.869 1520973.447)  \n",
       "17  1.942589e-06  POINT (292002.060 1592589.290)  \n",
       "18  1.167113e-06  POINT (282507.733 1599560.539)  \n",
       "19  1.473665e-06  POINT (278233.102 1601466.544)  \n",
       "20  2.807464e-06  POINT (282229.623 1602030.615)  \n",
       "21  1.584495e-05  POINT (279681.806 1602238.613)  \n",
       "22  1.281388e-05  POINT (281423.196 1603015.197)  \n",
       "23  7.770706e-07  POINT (378013.625 1565993.990)  \n",
       "24  2.237697e-06  POINT (382172.594 1568443.698)  \n",
       "25  3.088678e-06  POINT (230243.564 1631689.099)  \n",
       "26  1.494350e-06  POINT (294309.860 1631131.581)  \n",
       "27  3.704665e-06  POINT (258698.669 1633738.919)  \n",
       "28  5.684528e-06  POINT (259358.326 1634670.710)  \n",
       "29  2.072792e-06  POINT (273928.366 1634690.506)  \n",
       "30  9.425205e-06  POINT (270613.068 1634836.016)  \n",
       "31  1.922510e-06  POINT (258463.390 1635493.208)  \n",
       "32  3.853366e-06  POINT (274414.159 1635283.489)  \n",
       "33  2.087379e-06  POINT (257743.949 1636227.513)  \n",
       "34  1.072401e-05  POINT (260385.646 1636058.505)  \n",
       "35  5.405016e-06  POINT (248827.461 1637616.885)  \n",
       "36  2.620111e-06  POINT (294634.544 1639365.587)  \n",
       "37  1.363254e-06  POINT (291660.131 1640061.906)  \n",
       "38  3.230593e-06  POINT (306905.043 1653295.680)  \n",
       "39  3.082793e-06  POINT (364558.891 1620625.841)  \n",
       "40  3.604109e-06  POINT (366170.947 1622666.958)  \n",
       "41  6.713225e-07  POINT (400343.276 1635234.916)  \n",
       "42  5.573913e-06  POINT (399342.588 1637378.292)  \n",
       "43  1.744649e-06  POINT (411420.192 1639233.713)  \n",
       "44  4.783164e-06  POINT (411148.491 1639264.341)  \n",
       "45  1.712171e-06  POINT (411619.156 1639344.461)  \n",
       "46  2.376282e-06  POINT (396943.542 1641670.392)  \n",
       "47  3.404769e-06  POINT (400826.262 1648995.043)  \n",
       "48  1.173189e-06  POINT (369299.811 1724675.128)  \n",
       "49  1.713057e-06  POINT (348301.646 1777330.407)  \n",
       "50  2.467579e-05  POINT (638763.292 1522716.058)  \n",
       "51  8.517618e-06  POINT (640859.728 1524059.778)  \n",
       "52  2.883058e-05  POINT (282004.094 1599634.700)  \n",
       "53  2.586476e-05  POINT (258115.054 1635368.722)  \n",
       "54  1.296732e-05  POINT (259312.682 1636872.114)  \n",
       "55  1.351374e-05  POINT (260337.172 1640676.762)  \n",
       "56  1.963038e-04  POINT (395990.900 1642509.878)  \n",
       "57  3.822519e-05  POINT (407568.992 1650342.795)  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HDurban_extents.to_csv(os.path.join(out_pth, 'HDurban_extents.csv'))\n",
    "HDurban_pt = os.path.join(out_pth, \"HDurban_extents.csv\")\n",
    "HDurban_pt = pd.read_csv(HDurban_pt)\n",
    "crs = {'init': 'epsg:31028'} \n",
    "HDurban_pt['centroid'] = HDurban_pt['centroid'].apply(wkt.loads) # It wasn't reading the centroid column as geometry at first.\n",
    "HDurban_pt = HDurban_pt.drop(columns=['geometry']) # We need to get rid of the old geometry variables as soon as possible to avoid any interference with georeferencing later on.\n",
    "HDurban_pt = GeoDataFrame(HDurban_pt, crs=crs, geometry='centroid') \n",
    "HDurban_pt.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/outputs/HDurban_pt.shp') \n",
    "HDurban_pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\pyproj\\crs\\crs.py:131: FutureWarning: '+init=<authority>:<code>' syntax is deprecated. '<authority>:<code>' is the preferred initialization method. When making the change, be mindful of axis order changes: https://pyproj4.github.io/pyproj/stable/gotchas.html#axis-order-changes-in-proj-6\n",
      "  in_crs_string = _prepare_from_proj_string(in_crs_string)\n"
     ]
    },
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>mgrs_code</th>\n",
       "      <th>type</th>\n",
       "      <th>GlobalID</th>\n",
       "      <th>Shape_Length</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>centroid</th>\n",
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       "      <td>28PCU1265_01</td>\n",
       "      <td>hamlet</td>\n",
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       "      <td>28PCU1365_01</td>\n",
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       "      <td>2</td>\n",
       "      <td>28PCU1365_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{D03C2B85-5F35-4EE8-8346-B83494628F26}</td>\n",
       "      <td>0.003754</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>28PCU1566_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{5EAFF1C3-6EE5-4F96-99FC-78F924454480}</td>\n",
       "      <td>0.004401</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>28PCU1566_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{1D6A9E17-0D49-446D-A23B-7A47B155DC64}</td>\n",
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       "    <tr>\n",
       "      <th>125881</th>\n",
       "      <td>125881</td>\n",
       "      <td>28QED6412_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{5555A010-36B2-47D2-96C4-BDD1E59111ED}</td>\n",
       "      <td>0.005397</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>POINT (564125.180 1812551.470)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125882</th>\n",
       "      <td>125882</td>\n",
       "      <td>28QED6413_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{20205A44-8B9D-4FCE-B14C-53826594DB5A}</td>\n",
       "      <td>0.003610</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>POINT (564159.267 1813827.524)</td>\n",
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       "    <tr>\n",
       "      <th>125883</th>\n",
       "      <td>125883</td>\n",
       "      <td>28QED6413_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{AC6A169C-FD0E-4DF6-BDAB-B69FBD04BFAF}</td>\n",
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       "      <th>125884</th>\n",
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       "      <td>28QED6424_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{51593C65-B268-4BA1-8212-E43232C021FF}</td>\n",
       "      <td>0.003883</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>POINT (564260.335 1823947.187)</td>\n",
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       "    <tr>\n",
       "      <th>125885</th>\n",
       "      <td>125885</td>\n",
       "      <td>28QED6438_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{05114E26-63E9-4384-9F9E-8533D8AE2F1F}</td>\n",
       "      <td>0.007869</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>POINT (564336.661 1838815.411)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>125886 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0     mgrs_code    type  \\\n",
       "0                0  28PCU1265_01  hamlet   \n",
       "1                1  28PCU1365_01  hamlet   \n",
       "2                2  28PCU1365_02  hamlet   \n",
       "3                3  28PCU1566_01  hamlet   \n",
       "4                4  28PCU1566_02  hamlet   \n",
       "...            ...           ...     ...   \n",
       "125881      125881  28QED6412_03  hamlet   \n",
       "125882      125882  28QED6413_03  hamlet   \n",
       "125883      125883  28QED6413_04  hamlet   \n",
       "125884      125884  28QED6424_03  hamlet   \n",
       "125885      125885  28QED6438_03  hamlet   \n",
       "\n",
       "                                      GlobalID  Shape_Length  Shape_Area  \\\n",
       "0       {ED2CCDD5-C78F-40B6-A18A-3A01B61A4998}      0.004314    0.000001   \n",
       "1       {372B104B-B208-4D14-84E2-8ABFD4D8C37A}      0.009910    0.000006   \n",
       "2       {D03C2B85-5F35-4EE8-8346-B83494628F26}      0.003754    0.000001   \n",
       "3       {5EAFF1C3-6EE5-4F96-99FC-78F924454480}      0.004401    0.000002   \n",
       "4       {1D6A9E17-0D49-446D-A23B-7A47B155DC64}      0.005357    0.000002   \n",
       "...                                        ...           ...         ...   \n",
       "125881  {5555A010-36B2-47D2-96C4-BDD1E59111ED}      0.005397    0.000002   \n",
       "125882  {20205A44-8B9D-4FCE-B14C-53826594DB5A}      0.003610    0.000001   \n",
       "125883  {AC6A169C-FD0E-4DF6-BDAB-B69FBD04BFAF}      0.015471    0.000008   \n",
       "125884  {51593C65-B268-4BA1-8212-E43232C021FF}      0.003883    0.000001   \n",
       "125885  {05114E26-63E9-4384-9F9E-8533D8AE2F1F}      0.007869    0.000004   \n",
       "\n",
       "                              centroid  \n",
       "0       POINT (312643.659 1365626.539)  \n",
       "1       POINT (313188.766 1365540.193)  \n",
       "2       POINT (313473.832 1365869.571)  \n",
       "3       POINT (314845.335 1366381.262)  \n",
       "4       POINT (315118.245 1366514.411)  \n",
       "...                                ...  \n",
       "125881  POINT (564125.180 1812551.470)  \n",
       "125882  POINT (564159.267 1813827.524)  \n",
       "125883  POINT (563851.024 1813674.633)  \n",
       "125884  POINT (564260.335 1823947.187)  \n",
       "125885  POINT (564336.661 1838815.411)  \n",
       "\n",
       "[125886 rows x 7 columns]"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hamlet_extents.to_csv(os.path.join(out_pth, 'hamlet_extents.csv'))\n",
    "hamlet_pt = os.path.join(out_pth, \"hamlet_extents.csv\")\n",
    "hamlet_pt = pd.read_csv(hamlet_pt)\n",
    "crs = {'init': 'epsg:31028'} \n",
    "hamlet_pt['centroid'] = hamlet_pt['centroid'].apply(wkt.loads)\n",
    "hamlet_pt = hamlet_pt.drop(columns=['geometry']) # We need to get rid of the old geometry variables as soon as possible to avoid any interference with georeferencing later on.\n",
    "hamlet_pt = GeoDataFrame(hamlet_pt, crs=crs, geometry='centroid') \n",
    "hamlet_pt.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/outputs/hamlet_pt.shp') \n",
    "hamlet_pt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "# The road graph will be in WGS84, so we'll start with that.\n",
    "HDurban_pt = HDurban_pt.to_crs(\"EPSG:4326\")\n",
    "hamlet_pt = hamlet_pt.to_crs(\"EPSG:4326\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 319 entries, 0 to 318\n",
      "Data columns (total 13 columns):\n",
      " #   Column           Non-Null Count  Dtype   \n",
      "---  ------           --------------  -----   \n",
      " 0   Unnamed: 0       319 non-null    int64   \n",
      " 1   mgrs_code        319 non-null    object  \n",
      " 2   type             319 non-null    object  \n",
      " 3   AREA_GEO         319 non-null    float64 \n",
      " 4   SUM              318 non-null    float64 \n",
      " 5   Total_DriveTime  312 non-null    float64 \n",
      " 6   WP_dens          319 non-null    float64 \n",
      " 7   urb              319 non-null    int64   \n",
      " 8   hd_urb           319 non-null    int64   \n",
      " 9   Urb_class        319 non-null    int64   \n",
      " 10  Shape_Length     319 non-null    float64 \n",
      " 11  Shape_Area       319 non-null    float64 \n",
      " 12  centroid         319 non-null    geometry\n",
      "dtypes: float64(6), geometry(1), int64(4), object(2)\n",
      "memory usage: 32.5+ KB\n"
     ]
    }
   ],
   "source": [
    "HDurban_pt.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>Unnamed: 0</th>\n",
       "      <th>mgrs_code</th>\n",
       "      <th>type</th>\n",
       "      <th>GlobalID</th>\n",
       "      <th>Shape_Length</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>centroid</th>\n",
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       "   Unnamed: 0     mgrs_code    type                                GlobalID  \\\n",
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       "4           4  28PCU1566_02  hamlet  {1D6A9E17-0D49-446D-A23B-7A47B155DC64}   \n",
       "\n",
       "   Shape_Length  Shape_Area                    centroid  \n",
       "0      0.004314    0.000001  POINT (-16.72147 12.34864)  \n",
       "1      0.009910    0.000006  POINT (-16.71646 12.34789)  \n",
       "2      0.003754    0.000001  POINT (-16.71386 12.35088)  \n",
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       "4      0.005357    0.000002  POINT (-16.69877 12.35680)  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hamlet_pt.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   id       bound                                           geometry\n",
      "0   0  senegambia  POLYGON ((-16.79591 16.13764, -16.44946 16.908...\n"
     ]
    }
   ],
   "source": [
    "# Earlier, created an approximate bounding area which includes parts of neighboring countries and all of The Gambia.\n",
    "aoi = gpd.read_file(\"R:/SEN/GEO/Roads/bounding_senegam_buffered.shp\") # AOI = Area of Interest\n",
    "print(aoi)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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      ],
      "text/plain": [
       "<shapely.geometry.polygon.Polygon at 0x1f5af10f250>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bound = aoi.geometry.iloc[0]\n",
    "bound # Check that it's shaped like Senegal & Gambia."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Geographic 2D CRS: EPSG:4326>\n",
       "Name: WGS 84\n",
       "Axis Info [ellipsoidal]:\n",
       "- Lat[north]: Geodetic latitude (degree)\n",
       "- Lon[east]: Geodetic longitude (degree)\n",
       "Area of Use:\n",
       "- name: World.\n",
       "- bounds: (-180.0, -90.0, 180.0, 90.0)\n",
       "Datum: World Geodetic System 1984 ensemble\n",
       "- Ellipsoid: WGS 84\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Check to confirm each file so far is the same coordinate system.\n",
    "HDurban_pt.crs"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Get driving network from OSM.\n",
    "Travel measured in length (meters)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "networkType = 'drive'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "?ox.graph_from_polygon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\osmnx-1.1.1-py3.8.egg\\osmnx\\utils_geo.py:335: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n",
      "  for polygon in geometry:\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\osmnx-1.1.1-py3.8.egg\\osmnx\\utils_geo.py:426: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n",
      "  for poly in multipoly:\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\osmnx-1.1.1-py3.8.egg\\osmnx\\utils_geo.py:426: ShapelyDeprecationWarning: Iteration over multi-part geometries is deprecated and will be removed in Shapely 2.0. Use the `geoms` property to access the constituent parts of a multi-part geometry.\n",
      "  for poly in multipoly:\n"
     ]
    }
   ],
   "source": [
    "gDrive = ox.graph_from_polygon(bound, network_type= 'drive')\n",
    "# Note: length is measured in meters.\n",
    "# Took approximately 30 min."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save all road nodes (points on the road) to file.\n",
    "gDrive_node_gdf = gn.node_gdf_from_graph(gDrive)\n",
    "gDrive_node_gdf.to_csv(os.path.join(out_pth, 'drive_dist_node.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "?gn.convert_network_to_time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "speed_dict = {\n",
    "                'residential': 40,  # kmph\n",
    "                'primary': 80, \n",
    "                'primary_link':60,\n",
    "                'motorway':80,\n",
    "                'motorway_link': 60,\n",
    "                'trunk': 80,\n",
    "                'trunk_link':60,\n",
    "                'secondary': 70, \n",
    "                'secondary_link':50,\n",
    "                'tertiary':60,\n",
    "                'tertiary_link': 40,\n",
    "                'unclassified':50, \n",
    "                'road':50,\n",
    "                'crossing':40,\n",
    "                'living_street':40,\n",
    "                'construction':30,\n",
    "                'track':25,\n",
    "                'footway':4.5,\n",
    "                'path':4.5,\n",
    "                'pedestrian':4.5\n",
    "                }\n",
    "gTime = gn.convert_network_to_time(gDrive, distance_tag = 'length', graph_type = 'drive', speed_dict = speed_dict)\n",
    "# Note: time is in seconds."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Save road nodes and road edges to file. Edges contains time measure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "edges = gn.edge_gdf_from_graph(gTime)\n",
    "nodes = gn.node_gdf_from_graph(gTime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 1111798 entries, 0 to 1111797\n",
      "Data columns (total 19 columns):\n",
      " #   Column    Non-Null Count    Dtype   \n",
      "---  ------    --------------    -----   \n",
      " 0   stnode    1111798 non-null  int64   \n",
      " 1   endnode   1111798 non-null  int64   \n",
      " 2   length    1111798 non-null  float64 \n",
      " 3   time      1111798 non-null  float64 \n",
      " 4   area      8 non-null        object  \n",
      " 5   width     226 non-null      object  \n",
      " 6   highway   1111798 non-null  object  \n",
      " 7   mode      1111798 non-null  object  \n",
      " 8   ref       26857 non-null    object  \n",
      " 9   bridge    1623 non-null     object  \n",
      " 10  lanes     61592 non-null    object  \n",
      " 11  tunnel    80 non-null       object  \n",
      " 12  junction  1945 non-null     object  \n",
      " 13  oneway    1111798 non-null  bool    \n",
      " 14  maxspeed  19114 non-null    object  \n",
      " 15  access    9343 non-null     object  \n",
      " 16  name      39209 non-null    object  \n",
      " 17  osmid     1111798 non-null  object  \n",
      " 18  geometry  1111798 non-null  geometry\n",
      "dtypes: bool(1), float64(2), geometry(1), int64(2), object(13)\n",
      "memory usage: 153.7+ MB\n"
     ]
    }
   ],
   "source": [
    "edges.info() # 1,111,798 edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "Int64Index: 368843 entries, 0 to 368842\n",
      "Data columns (total 7 columns):\n",
      " #   Column        Non-Null Count   Dtype   \n",
      "---  ------        --------------   -----   \n",
      " 0   node_ID       368843 non-null  int64   \n",
      " 1   y             368843 non-null  float64 \n",
      " 2   x             368843 non-null  float64 \n",
      " 3   street_count  368843 non-null  int64   \n",
      " 4   highway       192 non-null     object  \n",
      " 5   ref           42 non-null      object  \n",
      " 6   geometry      368843 non-null  geometry\n",
      "dtypes: float64(2), geometry(1), int64(2), object(2)\n",
      "memory usage: 22.5+ MB\n"
     ]
    }
   ],
   "source": [
    "nodes.info() # 368,843 nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "edges.to_csv(os.path.join(out_pth, 'drive_time_edge.csv'))\n",
    "nodes.to_csv(os.path.join(out_pth, 'drive_time_node.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Geographic 2D CRS: EPSG:4326>\n",
       "Name: WGS 84\n",
       "Axis Info [ellipsoidal]:\n",
       "- Lat[north]: Geodetic latitude (degree)\n",
       "- Lon[east]: Geodetic longitude (degree)\n",
       "Area of Use:\n",
       "- name: World.\n",
       "- bounds: (-180.0, -90.0, 180.0, 90.0)\n",
       "Datum: World Geodetic System 1984 ensemble\n",
       "- Ellipsoid: WGS 84\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "edges.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Save a pickle of the graph with the time measure for easy recall.\n",
    "gn.save(gTime, 'SEN-Cdrive/gTime', '', edges = False, nodes = False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp/ipykernel_20828/3077283279.py:3: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  nodes.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/drive_time_nodes.shp')\n"
     ]
    },
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       "    </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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368838</th>\n",
       "      <td>9051042249</td>\n",
       "      <td>14.744381</td>\n",
       "      <td>-17.503115</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-17.50312 14.74438)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368839</th>\n",
       "      <td>9165563646</td>\n",
       "      <td>14.723645</td>\n",
       "      <td>-17.480974</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-17.48097 14.72365)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368840</th>\n",
       "      <td>9165563649</td>\n",
       "      <td>14.723713</td>\n",
       "      <td>-17.481007</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-17.48101 14.72371)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368841</th>\n",
       "      <td>9165665131</td>\n",
       "      <td>14.751656</td>\n",
       "      <td>-17.506953</td>\n",
       "      <td>3</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-17.50695 14.75166)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368842</th>\n",
       "      <td>9165665132</td>\n",
       "      <td>14.751738</td>\n",
       "      <td>-17.506852</td>\n",
       "      <td>4</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>POINT (-17.50685 14.75174)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>368843 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "           node_ID          y          x  street_count highway  ref  \\\n",
       "0        358284990  12.381189 -12.323471             3     NaN  NaN   \n",
       "1        358285037  12.534741 -12.267195             3     NaN  NaN   \n",
       "2        496429117  12.067253 -12.293792             4     NaN  NaN   \n",
       "3        670104023  12.411030 -12.282907             3     NaN  NaN   \n",
       "4        670104201  12.512258 -12.360983             3     NaN  NaN   \n",
       "...            ...        ...        ...           ...     ...  ...   \n",
       "368838  9051042249  14.744381 -17.503115             3     NaN  NaN   \n",
       "368839  9165563646  14.723645 -17.480974             3     NaN  NaN   \n",
       "368840  9165563649  14.723713 -17.481007             3     NaN  NaN   \n",
       "368841  9165665131  14.751656 -17.506953             3     NaN  NaN   \n",
       "368842  9165665132  14.751738 -17.506852             4     NaN  NaN   \n",
       "\n",
       "                          geometry  \n",
       "0       POINT (-12.32347 12.38119)  \n",
       "1       POINT (-12.26720 12.53474)  \n",
       "2       POINT (-12.29379 12.06725)  \n",
       "3       POINT (-12.28291 12.41103)  \n",
       "4       POINT (-12.36098 12.51226)  \n",
       "...                            ...  \n",
       "368838  POINT (-17.50312 14.74438)  \n",
       "368839  POINT (-17.48097 14.72365)  \n",
       "368840  POINT (-17.48101 14.72371)  \n",
       "368841  POINT (-17.50695 14.75166)  \n",
       "368842  POINT (-17.50685 14.75174)  \n",
       "\n",
       "[368843 rows x 7 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "crs = 'epsg:4326'\n",
    "nodes = GeoDataFrame(nodes, crs=crs, geometry='geometry') \n",
    "nodes.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/drive_time_nodes.shp') \n",
    "nodes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3444: DtypeWarning: Columns (5,6,9,10,11,12,15,16) have mixed types.Specify dtype option on import or set low_memory=False.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n"
     ]
    },
    {
     "ename": "TypeError",
     "evalue": "Input must be valid geometry objects: LINESTRING (-12.3234708 12.3811895, -12.3236829 12.3814036, -12.3237757 12.3815281, -12.3238117 12.3816787, -12.3238136 12.3817306)",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_20828/435109584.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      2\u001b[0m \u001b[0medges\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0medges\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mcrs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;34m'epsg:4326'\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 4\u001b[1;33m \u001b[0medges\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mGeoDataFrame\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0medges\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcrs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mgeometry\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'geometry'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      5\u001b[0m \u001b[0medges\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_file\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdriver\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ESRI Shapefile'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'SEN-Cdrive/drive_time_edge.shp'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[0medges\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\geopandas\\geodataframe.py\u001b[0m in \u001b[0;36m__init__\u001b[1;34m(self, data, geometry, crs, *args, **kwargs)\u001b[0m\n\u001b[0;32m    182\u001b[0m                 \u001b[0m_crs_mismatch_warning\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    183\u001b[0m                 \u001b[1;31m# TODO: raise error in 0.9 or 0.10.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 184\u001b[1;33m             \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mset_geometry\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgeometry\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mTrue\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    185\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    186\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mgeometry\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m \u001b[1;32mand\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\geopandas\\geodataframe.py\u001b[0m in \u001b[0;36mset_geometry\u001b[1;34m(self, col, drop, inplace, crs)\u001b[0m\n\u001b[0;32m    316\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    317\u001b[0m         \u001b[1;31m# Check that we are using a listlike of geometries\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 318\u001b[1;33m         \u001b[0mlevel\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_ensure_geometry\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mlevel\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcrs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    319\u001b[0m         \u001b[0mindex\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mframe\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    320\u001b[0m         \u001b[0mframe\u001b[0m\u001b[1;33m[\u001b[0m\u001b[0mgeo_column_name\u001b[0m\u001b[1;33m]\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mlevel\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\geopandas\\geodataframe.py\u001b[0m in \u001b[0;36m_ensure_geometry\u001b[1;34m(data, crs)\u001b[0m\n\u001b[0;32m     41\u001b[0m     \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     42\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m---> 43\u001b[1;33m             \u001b[0mout\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mfrom_shapely\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0masarray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcrs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m     44\u001b[0m             \u001b[1;32mreturn\u001b[0m \u001b[0mGeoSeries\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mout\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mname\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mname\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     45\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\geopandas\\array.py\u001b[0m in \u001b[0;36mfrom_shapely\u001b[1;34m(data, crs)\u001b[0m\n\u001b[0;32m    149\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    150\u001b[0m     \"\"\"\n\u001b[1;32m--> 151\u001b[1;33m     \u001b[1;32mreturn\u001b[0m \u001b[0mGeometryArray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mvectorized\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfrom_shapely\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcrs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    152\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    153\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\geopandas\\_vectorized.py\u001b[0m in \u001b[0;36mfrom_shapely\u001b[1;34m(data)\u001b[0m\n\u001b[0;32m    134\u001b[0m             \u001b[0mout\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    135\u001b[0m         \u001b[1;32melse\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 136\u001b[1;33m             \u001b[1;32mraise\u001b[0m \u001b[0mTypeError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"Input must be valid geometry objects: {0}\"\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mformat\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mgeom\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    137\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    138\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mcompat\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mUSE_PYGEOS\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mTypeError\u001b[0m: Input must be valid geometry objects: LINESTRING (-12.3234708 12.3811895, -12.3236829 12.3814036, -12.3237757 12.3815281, -12.3238117 12.3816787, -12.3238136 12.3817306)"
     ]
    }
   ],
   "source": [
    "edges = os.path.join(pth, \"drive_time_edge.csv\")\n",
    "edges = pd.read_csv(edges)\n",
    "crs = 'epsg:4326'\n",
    "edges = GeoDataFrame(edges, crs=crs, geometry='geometry') \n",
    "edges.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/drive_time_edge.shp') \n",
    "edges"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "Invalid field type <class 'list'>",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m~\\AppData\\Local\\Temp/ipykernel_20828/754145649.py\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0medges\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_file\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdriver\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ESRI Shapefile'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'SEN-Cdrive/drive_time_edge.shp'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      2\u001b[0m \u001b[0mnodes\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mto_file\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdriver\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'ESRI Shapefile'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'SEN-Cdrive/drive_time_node.shp'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\geopandas\\geodataframe.py\u001b[0m in \u001b[0;36mto_file\u001b[1;34m(self, filename, driver, schema, index, **kwargs)\u001b[0m\n\u001b[0;32m   1112\u001b[0m         \u001b[1;32mfrom\u001b[0m \u001b[0mgeopandas\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mio\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfile\u001b[0m \u001b[1;32mimport\u001b[0m \u001b[0m_to_file\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1113\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1114\u001b[1;33m         \u001b[0m_to_file\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdriver\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mschema\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mindex\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1115\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1116\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0mset_crs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mself\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcrs\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mepsg\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0minplace\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mallow_override\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\geopandas\\io\\file.py\u001b[0m in \u001b[0;36m_to_file\u001b[1;34m(df, filename, driver, schema, index, mode, crs, **kwargs)\u001b[0m\n\u001b[0;32m    394\u001b[0m             \u001b[0mfilename\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mmode\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mmode\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdriver\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mdriver\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcrs_wkt\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mcrs_wkt\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mschema\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mschema\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    395\u001b[0m         ) as colxn:\n\u001b[1;32m--> 396\u001b[1;33m             \u001b[0mcolxn\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwriterecords\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0miterfeatures\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    397\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    398\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\fiona\\collection.py\u001b[0m in \u001b[0;36mwriterecords\u001b[1;34m(self, records)\u001b[0m\n\u001b[0;32m    359\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mmode\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32min\u001b[0m \u001b[1;33m(\u001b[0m\u001b[1;34m'a'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;34m'w'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    360\u001b[0m             \u001b[1;32mraise\u001b[0m \u001b[0mIOError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m\"collection not open for writing\"\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 361\u001b[1;33m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mwriterecs\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mrecords\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    362\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_len\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0msession\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_length\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    363\u001b[0m         \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_bounds\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mfiona/ogrext.pyx\u001b[0m in \u001b[0;36mfiona.ogrext.WritingSession.writerecs\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mfiona/ogrext.pyx\u001b[0m in \u001b[0;36mfiona.ogrext.OGRFeatureBuilder.build\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: Invalid field type <class 'list'>"
     ]
    }
   ],
   "source": [
    "edges.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/drive_time_edge.shp') \n",
    "nodes.to_file(driver='ESRI Shapefile', filename='SEN-Cdrive/drive_time_node.shp') "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Origins and destinations\n",
    "\n",
    "Measure distance from origin/destination to nearest node and save to file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 58 entries, 0 to 57\n",
      "Data columns (total 13 columns):\n",
      " #   Column      Non-Null Count  Dtype   \n",
      "---  ------      --------------  -----   \n",
      " 0   Unnamed_ 0  58 non-null     int64   \n",
      " 1   mgrs_code   58 non-null     object  \n",
      " 2   type        58 non-null     object  \n",
      " 3   AREA_GEO    58 non-null     float64 \n",
      " 4   SUM         58 non-null     float64 \n",
      " 5   Total_Driv  57 non-null     float64 \n",
      " 6   WP_dens     58 non-null     float64 \n",
      " 7   urb         58 non-null     int64   \n",
      " 8   hd_urb      58 non-null     int64   \n",
      " 9   Urb_class   58 non-null     int64   \n",
      " 10  Shape_Leng  58 non-null     float64 \n",
      " 11  Shape_Area  58 non-null     float64 \n",
      " 12  geometry    58 non-null     geometry\n",
      "dtypes: float64(6), geometry(1), int64(4), object(2)\n",
      "memory usage: 6.0+ KB\n"
     ]
    }
   ],
   "source": [
    "#%% If starting new session, reload graph from file\n",
    "gTime = nx.read_gpickle(\"SEN-Cdrive/outputs/gTime.pickle\")\n",
    "HDurban_pt = gpd.read_file(\"SEN-Cdrive/outputs/HDurban_pt.shp\")\n",
    "hamlet_pt = gpd.read_file(\"SEN-Cdrive/outputs/hamlet_pt.shp\")\n",
    "HDurban_pt = HDurban_pt.to_crs(\"EPSG:4326\")\n",
    "hamlet_pt = hamlet_pt.to_crs(\"EPSG:4326\")\n",
    "HDurban_pt.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Unnamed_ 0       int64\n",
       "mgrs_code       object\n",
       "type            object\n",
       "AREA_GEO       float64\n",
       "SUM            float64\n",
       "Total_Driv     float64\n",
       "WP_dens        float64\n",
       "urb              int64\n",
       "hd_urb           int64\n",
       "Urb_class        int64\n",
       "Shape_Leng     float64\n",
       "Shape_Area     float64\n",
       "geometry      geometry\n",
       "dtype: object"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HDurban_pt.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "?gn.pandana_snap_c"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed_ 0</th>\n",
       "      <th>mgrs_code</th>\n",
       "      <th>type</th>\n",
       "      <th>AREA_GEO</th>\n",
       "      <th>SUM</th>\n",
       "      <th>Total_Driv</th>\n",
       "      <th>WP_dens</th>\n",
       "      <th>urb</th>\n",
       "      <th>hd_urb</th>\n",
       "      <th>Urb_class</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
       "      <th>NN</th>\n",
       "      <th>NN_dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>28PCU6189_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>27.151434</td>\n",
       "      <td>186046.609754</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6852.183502</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.671746</td>\n",
       "      <td>0.002259</td>\n",
       "      <td>POINT (-16.27319 12.56237)</td>\n",
       "      <td>2119246531</td>\n",
       "      <td>39.014876</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>8</td>\n",
       "      <td>28PEV0625_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>25.799549</td>\n",
       "      <td>106419.847629</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4124.872441</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.718941</td>\n",
       "      <td>0.002149</td>\n",
       "      <td>POINT (-14.93619 12.89216)</td>\n",
       "      <td>6029312286</td>\n",
       "      <td>126.148648</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37</td>\n",
       "      <td>28PBA8597_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>81.242354</td>\n",
       "      <td>338267.661530</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4163.686114</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2.303639</td>\n",
       "      <td>0.006814</td>\n",
       "      <td>POINT (-16.98703 14.44528)</td>\n",
       "      <td>4998093094</td>\n",
       "      <td>55.383696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>47</td>\n",
       "      <td>28PCA8365_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>42.134069</td>\n",
       "      <td>275540.348418</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6539.609258</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1.070058</td>\n",
       "      <td>0.003528</td>\n",
       "      <td>POINT (-16.07613 14.16038)</td>\n",
       "      <td>2201506815</td>\n",
       "      <td>55.754910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>56</td>\n",
       "      <td>28PDA4058_01</td>\n",
       "      <td>bua</td>\n",
       "      <td>11.123881</td>\n",
       "      <td>51863.978671</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4662.399756</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>0.298223</td>\n",
       "      <td>0.000931</td>\n",
       "      <td>POINT (-15.54760 14.10042)</td>\n",
       "      <td>3474499811</td>\n",
       "      <td>66.927870</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed_ 0     mgrs_code type   AREA_GEO            SUM  Total_Driv  \\\n",
       "0           1  28PCU6189_01  bua  27.151434  186046.609754         0.0   \n",
       "1           8  28PEV0625_01  bua  25.799549  106419.847629         0.0   \n",
       "2          37  28PBA8597_01  bua  81.242354  338267.661530         0.0   \n",
       "3          47  28PCA8365_01  bua  42.134069  275540.348418         0.0   \n",
       "4          56  28PDA4058_01  bua  11.123881   51863.978671         0.0   \n",
       "\n",
       "       WP_dens  urb  hd_urb  Urb_class  Shape_Leng  Shape_Area  \\\n",
       "0  6852.183502    1       1          2    0.671746    0.002259   \n",
       "1  4124.872441    1       1          2    0.718941    0.002149   \n",
       "2  4163.686114    1       1          2    2.303639    0.006814   \n",
       "3  6539.609258    1       1          2    1.070058    0.003528   \n",
       "4  4662.399756    1       1          2    0.298223    0.000931   \n",
       "\n",
       "                     geometry          NN     NN_dist  \n",
       "0  POINT (-16.27319 12.56237)  2119246531   39.014876  \n",
       "1  POINT (-14.93619 12.89216)  6029312286  126.148648  \n",
       "2  POINT (-16.98703 14.44528)  4998093094   55.383696  \n",
       "3  POINT (-16.07613 14.16038)  2201506815   55.754910  \n",
       "4  POINT (-15.54760 14.10042)  3474499811   66.927870  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HDurban_snap = gn.pandana_snap_c(gTime, HDurban_pt, source_crs = 'epsg:4326', target_crs = 'epsg:31028', add_dist_to_node_col = True)\n",
    "HDurban_snap.to_csv('SEN-Cdrive/outputs/HDurban_snap.csv', index=True)\n",
    "# Finished within a minute.\n",
    "HDurban_snap.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed_ 0</th>\n",
       "      <th>mgrs_code</th>\n",
       "      <th>type</th>\n",
       "      <th>GlobalID</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
       "      <th>NN</th>\n",
       "      <th>NN_dist</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>28PCU1265_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{ED2CCDD5-C78F-40B6-A18A-3A01B61A4998}</td>\n",
       "      <td>0.004314</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>POINT (-16.72147 12.34864)</td>\n",
       "      <td>7761872879</td>\n",
       "      <td>396.520984</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>28PCU1365_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{372B104B-B208-4D14-84E2-8ABFD4D8C37A}</td>\n",
       "      <td>0.009910</td>\n",
       "      <td>0.000006</td>\n",
       "      <td>POINT (-16.71646 12.34789)</td>\n",
       "      <td>7761872860</td>\n",
       "      <td>918.665696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>28PCU1365_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{D03C2B85-5F35-4EE8-8346-B83494628F26}</td>\n",
       "      <td>0.003754</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>POINT (-16.71386 12.35088)</td>\n",
       "      <td>7761872847</td>\n",
       "      <td>952.759215</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>28PCU1566_01</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{5EAFF1C3-6EE5-4F96-99FC-78F924454480}</td>\n",
       "      <td>0.004401</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>POINT (-16.70128 12.35559)</td>\n",
       "      <td>7761872847</td>\n",
       "      <td>1923.779554</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>28PCU1566_02</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{1D6A9E17-0D49-446D-A23B-7A47B155DC64}</td>\n",
       "      <td>0.005357</td>\n",
       "      <td>0.000002</td>\n",
       "      <td>POINT (-16.69877 12.35680)</td>\n",
       "      <td>7761872847</td>\n",
       "      <td>2181.254121</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Unnamed_ 0     mgrs_code    type                                GlobalID  \\\n",
       "0           0  28PCU1265_01  hamlet  {ED2CCDD5-C78F-40B6-A18A-3A01B61A4998}   \n",
       "1           1  28PCU1365_01  hamlet  {372B104B-B208-4D14-84E2-8ABFD4D8C37A}   \n",
       "2           2  28PCU1365_02  hamlet  {D03C2B85-5F35-4EE8-8346-B83494628F26}   \n",
       "3           3  28PCU1566_01  hamlet  {5EAFF1C3-6EE5-4F96-99FC-78F924454480}   \n",
       "4           4  28PCU1566_02  hamlet  {1D6A9E17-0D49-446D-A23B-7A47B155DC64}   \n",
       "\n",
       "   Shape_Leng  Shape_Area                    geometry          NN      NN_dist  \n",
       "0    0.004314    0.000001  POINT (-16.72147 12.34864)  7761872879   396.520984  \n",
       "1    0.009910    0.000006  POINT (-16.71646 12.34789)  7761872860   918.665696  \n",
       "2    0.003754    0.000001  POINT (-16.71386 12.35088)  7761872847   952.759215  \n",
       "3    0.004401    0.000002  POINT (-16.70128 12.35559)  7761872847  1923.779554  \n",
       "4    0.005357    0.000002  POINT (-16.69877 12.35680)  7761872847  2181.254121  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hamlet_snap = gn.pandana_snap_c(gTime, hamlet_pt, source_crs = 'epsg:4326', target_crs = 'epsg:31028', add_dist_to_node_col = True)\n",
    "hamlet_snap.to_csv('SEN-Cdrive/outputs/hamlet_snap.csv', index=True)\n",
    "hamlet_snap.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Create travel time values for the road nodes nearest to each service.\n",
    "\n",
    "Using calculate_OD."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If starting a new session, load from file.\n",
    "HDurban_snap = os.path.join(out_pth, \"HDurban_snap.csv\")\n",
    "HDurban_snap = pd.read_csv(HDurban_snap)\n",
    "hamlet_snap = os.path.join(out_pth, \"hamlet_snap.csv\")\n",
    "hamlet_snap = pd.read_csv(hamlet_snap)\n",
    "gTime = nx.read_gpickle(\"SEN-Cdrive/outputs/gTime.pickle\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We only need to find the origin-destination pairs for nodes closest to the origins and services,\n",
    "# and some nodes will be the nearest for more than one service (and definitely for multiple origins).\n",
    "origins = list(hamlet_snap.NN.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "nodes_list = list(nodes.NN.unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "list_HDurban = list(HDurban_snap.NN.unique()) \n",
    "dests = list_HDurban\n",
    "\n",
    "# If more than one set of destinations, you can combine the sets to go into a single OD matrix using this code:\n",
    "# list_ssa = list(ssa_snap.NN.unique()) \n",
    "# destslist = list_HDurban + list_ssa\n",
    "# dests = list(set(destslist))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "23108"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(origins) # 23108 unique nearest nodes (average of 5 origins per node)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "57"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(dests) # 314 unique nearest nodes. This is only 5 less than the original dataset."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "fail_value = 999999999 # If there is no shortest path, the OD pair will be assigned the fail value."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(358284990, 5329792501, {'osmid': 59618174, 'ref': 'D 523', 'name': 'D 523', 'highway': 'unclassified', 'oneway': False, 'length': 73.22200000000001, 'geometry': <shapely.geometry.linestring.LineString object at 0x0000027B31176EE0>, 'time': 5.271984000000001, 'mode': 'drive'})\n"
     ]
    }
   ],
   "source": [
    "gn.example_edge(gTime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "?gn.calculate_OD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "OD = gn.calculate_OD(gTime, nodes_list, dests, fail_value, weight = 'time')\n",
    "# Took a few minutes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "OD_df = pd.DataFrame(OD, index = origins, columns = dests)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 23108 entries, 7761872879 to 4072041221\n",
      "Data columns (total 57 columns):\n",
      " #   Column      Non-Null Count  Dtype  \n",
      "---  ------      --------------  -----  \n",
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      " 35  6029395186  23108 non-null  float64\n",
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      " 49  5427415265  23108 non-null  float64\n",
      " 50  6027616830  23108 non-null  float64\n",
      " 51  6027276894  23108 non-null  float64\n",
      " 52  6041227847  23108 non-null  float64\n",
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      " 54  299528744   23108 non-null  float64\n",
      " 55  8178289925  23108 non-null  float64\n",
      " 56  6026834850  23108 non-null  float64\n",
      "dtypes: float64(57)\n",
      "memory usage: 10.2 MB\n"
     ]
    }
   ],
   "source": [
    "OD_df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "\n",
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       "4072041221  11958.120542  10024.125563  ...  5385.999123  3887.226423   \n",
       "\n",
       "              5427415265    6027616830    6027276894    6041227847  \\\n",
       "8449983186  24819.525262  25109.714254  12524.656122  12330.726536   \n",
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       "\n",
       "              6048393788    299528744     8178289925    6026834850  \n",
       "8449983186  12285.977996  12258.055866   9743.866058   9811.957046  \n",
       "4072935008  12750.060277  12722.138147  10071.484034  10139.575022  \n",
       "4072935012  12784.096147  12756.174017  10105.519904  10173.610892  \n",
       "8558304561  13807.480417  13779.558287  11128.904174  11196.995162  \n",
       "4072041221  12684.587924  12656.665794  10142.475986  10210.566974  \n",
       "\n",
       "[5 rows x 57 columns]"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OD_df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Convert to minutes and save to file.\n",
    "OD_min = OD_df[OD_df <fail_value] / 60\n",
    "OD_min.to_csv(os.path.join(out_pth, 'fromhamlet\\OD.csv'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
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       "\n",
       "[20 rows x 57 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
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   ],
   "source": [
    "OD_min.tail(20)"
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  },
  {
   "cell_type": "code",
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       "8558304561  512.863943  513.573020  488.621181  503.644022  487.875571   \n",
       "4072041221  496.423473  497.132550  472.180711  487.203553  471.435101   \n",
       "\n",
       "            2688809396  3789990578  3794859116  6164016987  2142496597  ...  \\\n",
       "8449983186  490.642296  499.221759  456.339120  477.504670  469.352061  ...   \n",
       "4072935008  496.102596  504.682058  461.799419  482.964969  474.812360  ...   \n",
       "4072935012  496.669860  505.249323  462.366684  483.532234  475.379625  ...   \n",
       "8558304561  513.726265  522.305727  479.423088  500.588638  492.436029  ...   \n",
       "4072041221  497.285795  505.865258  462.982619  484.148169  475.995559  ...   \n",
       "\n",
       "            4076308493  9210412531  1504562865  8443693157  8449983204  \\\n",
       "8449983186   19.620164   50.206813   45.711652   41.943814    0.761651   \n",
       "4072935008   50.379873   99.103488   94.608327   90.840488   62.238097   \n",
       "4072935012   50.947137   99.670753   95.175591   91.407753   62.805361   \n",
       "8558304561   68.003542  115.061959  110.566797  108.464157   79.861766   \n",
       "4072041221   26.263663   54.767946   50.272785   46.504946    7.405150   \n",
       "\n",
       "            8449983165  1990545723  9207632325  8449983219  8450698140  \n",
       "8449983186    6.153029  245.093432  242.891155    5.352469   32.293983  \n",
       "4072935008   62.864937  230.502881  228.300604   66.828915   73.424882  \n",
       "4072935012   63.432201  230.489402  228.287124   67.396180   73.411403  \n",
       "8558304561   80.488606  237.431444  235.229167   84.452584   82.314649  \n",
       "4072041221    8.540064  247.480468  245.278191    7.724495   34.681019  \n",
       "\n",
       "[5 rows x 8416 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# OD_ssa = OD_df.loc[:, list_ssa]\n",
    "# OD_ssa = OD_ssa[OD_ssa < fail_value] / 60 \n",
    "# OD_ssa.to_csv(os.path.join(out_pth, 'fromhamlet\\OD_ssa.csv'))\n",
    "# OD_ssa.tail()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Filter 1st nearest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Check each file to make sure nearest neighbor column is named correctly. If not, rename."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Reload from file even if already loaded. Quickest way to ensure NN is a column rather than only the index.\n",
    "OD = os.path.join(out_pth, \"fromhamlet\\OD.csv\")\n",
    "OD = pd.read_csv(OD)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "# If more than one destination set, reload those instead of full OD file.\n",
    "# OD_bua = os.path.join(out_pth, \"fromhamlet\\OD_bua.csv\")\n",
    "# OD_bua = pd.read_csv(OD_bua)\n",
    "# OD_ssa = os.path.join(out_pth, \"fromhamlet\\OD_ssa.csv\")\n",
    "# OD_ssa = pd.read_csv(OD_ssa)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>NN</th>\n",
       "      <th>2119246531</th>\n",
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       "      <td>301.561548</td>\n",
       "      <td>...</td>\n",
       "      <td>422.022055</td>\n",
       "      <td>475.051750</td>\n",
       "      <td>360.934244</td>\n",
       "      <td>361.952450</td>\n",
       "      <td>339.439684</td>\n",
       "      <td>378.080803</td>\n",
       "      <td>378.663625</td>\n",
       "      <td>383.464177</td>\n",
       "      <td>332.984296</td>\n",
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       "      <th>1</th>\n",
       "      <td>7761872860</td>\n",
       "      <td>61.991537</td>\n",
       "      <td>198.927964</td>\n",
       "      <td>334.467515</td>\n",
       "      <td>252.587761</td>\n",
       "      <td>255.073614</td>\n",
       "      <td>358.383370</td>\n",
       "      <td>380.278034</td>\n",
       "      <td>363.456581</td>\n",
       "      <td>300.839103</td>\n",
       "      <td>...</td>\n",
       "      <td>421.299610</td>\n",
       "      <td>474.329305</td>\n",
       "      <td>360.211799</td>\n",
       "      <td>361.230005</td>\n",
       "      <td>338.717239</td>\n",
       "      <td>377.358358</td>\n",
       "      <td>377.941180</td>\n",
       "      <td>382.741732</td>\n",
       "      <td>332.261851</td>\n",
       "      <td>344.356840</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>7761872847</td>\n",
       "      <td>60.942482</td>\n",
       "      <td>197.878909</td>\n",
       "      <td>333.418460</td>\n",
       "      <td>251.538706</td>\n",
       "      <td>254.024559</td>\n",
       "      <td>357.334315</td>\n",
       "      <td>379.228979</td>\n",
       "      <td>362.407526</td>\n",
       "      <td>299.790048</td>\n",
       "      <td>...</td>\n",
       "      <td>420.250555</td>\n",
       "      <td>473.280250</td>\n",
       "      <td>359.162744</td>\n",
       "      <td>360.180950</td>\n",
       "      <td>337.668184</td>\n",
       "      <td>376.309303</td>\n",
       "      <td>376.892125</td>\n",
       "      <td>381.692677</td>\n",
       "      <td>331.212796</td>\n",
       "      <td>343.307785</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>8604836683</td>\n",
       "      <td>69.841801</td>\n",
       "      <td>195.450304</td>\n",
       "      <td>343.767509</td>\n",
       "      <td>261.887755</td>\n",
       "      <td>264.373607</td>\n",
       "      <td>367.683364</td>\n",
       "      <td>389.578028</td>\n",
       "      <td>372.756574</td>\n",
       "      <td>310.139096</td>\n",
       "      <td>...</td>\n",
       "      <td>430.599603</td>\n",
       "      <td>483.629299</td>\n",
       "      <td>356.734139</td>\n",
       "      <td>357.752345</td>\n",
       "      <td>348.017232</td>\n",
       "      <td>386.658352</td>\n",
       "      <td>387.241174</td>\n",
       "      <td>392.041725</td>\n",
       "      <td>341.561845</td>\n",
       "      <td>353.656834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>8604829828</td>\n",
       "      <td>75.434624</td>\n",
       "      <td>201.043127</td>\n",
       "      <td>349.360332</td>\n",
       "      <td>267.480578</td>\n",
       "      <td>269.966430</td>\n",
       "      <td>373.276186</td>\n",
       "      <td>395.170850</td>\n",
       "      <td>378.349397</td>\n",
       "      <td>315.731919</td>\n",
       "      <td>...</td>\n",
       "      <td>436.192426</td>\n",
       "      <td>489.222122</td>\n",
       "      <td>362.326962</td>\n",
       "      <td>363.345168</td>\n",
       "      <td>353.610055</td>\n",
       "      <td>392.251175</td>\n",
       "      <td>392.833997</td>\n",
       "      <td>397.634548</td>\n",
       "      <td>347.154668</td>\n",
       "      <td>359.249657</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",
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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",
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       "    <tr>\n",
       "      <th>23103</th>\n",
       "      <td>8449983186</td>\n",
       "      <td>433.607729</td>\n",
       "      <td>415.386754</td>\n",
       "      <td>207.290400</td>\n",
       "      <td>239.666530</td>\n",
       "      <td>258.047193</td>\n",
       "      <td>171.863471</td>\n",
       "      <td>210.187018</td>\n",
       "      <td>154.953020</td>\n",
       "      <td>192.658510</td>\n",
       "      <td>...</td>\n",
       "      <td>83.123153</td>\n",
       "      <td>60.225974</td>\n",
       "      <td>413.658754</td>\n",
       "      <td>418.495238</td>\n",
       "      <td>208.744269</td>\n",
       "      <td>205.512109</td>\n",
       "      <td>204.766300</td>\n",
       "      <td>204.300931</td>\n",
       "      <td>162.397768</td>\n",
       "      <td>163.532617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23104</th>\n",
       "      <td>4072935008</td>\n",
       "      <td>439.068029</td>\n",
       "      <td>420.847054</td>\n",
       "      <td>215.025105</td>\n",
       "      <td>245.126830</td>\n",
       "      <td>263.507493</td>\n",
       "      <td>179.598176</td>\n",
       "      <td>217.921723</td>\n",
       "      <td>162.687725</td>\n",
       "      <td>198.118810</td>\n",
       "      <td>...</td>\n",
       "      <td>88.583453</td>\n",
       "      <td>109.122649</td>\n",
       "      <td>419.119054</td>\n",
       "      <td>423.955537</td>\n",
       "      <td>216.478973</td>\n",
       "      <td>213.246814</td>\n",
       "      <td>212.501005</td>\n",
       "      <td>212.035636</td>\n",
       "      <td>167.858067</td>\n",
       "      <td>168.992917</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23105</th>\n",
       "      <td>4072935012</td>\n",
       "      <td>439.635293</td>\n",
       "      <td>421.414319</td>\n",
       "      <td>215.592369</td>\n",
       "      <td>245.694094</td>\n",
       "      <td>264.074757</td>\n",
       "      <td>180.165440</td>\n",
       "      <td>218.488987</td>\n",
       "      <td>163.254989</td>\n",
       "      <td>198.686074</td>\n",
       "      <td>...</td>\n",
       "      <td>89.150717</td>\n",
       "      <td>109.689914</td>\n",
       "      <td>419.686318</td>\n",
       "      <td>424.522802</td>\n",
       "      <td>217.046238</td>\n",
       "      <td>213.814078</td>\n",
       "      <td>213.068269</td>\n",
       "      <td>212.602900</td>\n",
       "      <td>168.425332</td>\n",
       "      <td>169.560182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23106</th>\n",
       "      <td>8558304561</td>\n",
       "      <td>456.691698</td>\n",
       "      <td>438.470723</td>\n",
       "      <td>232.648774</td>\n",
       "      <td>262.750499</td>\n",
       "      <td>281.131162</td>\n",
       "      <td>197.221845</td>\n",
       "      <td>235.545392</td>\n",
       "      <td>180.311394</td>\n",
       "      <td>215.742479</td>\n",
       "      <td>...</td>\n",
       "      <td>106.207122</td>\n",
       "      <td>125.081120</td>\n",
       "      <td>436.742723</td>\n",
       "      <td>441.579206</td>\n",
       "      <td>234.102642</td>\n",
       "      <td>230.870483</td>\n",
       "      <td>230.124674</td>\n",
       "      <td>229.659305</td>\n",
       "      <td>185.481736</td>\n",
       "      <td>186.616586</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23107</th>\n",
       "      <td>4072041221</td>\n",
       "      <td>440.251228</td>\n",
       "      <td>422.030253</td>\n",
       "      <td>213.933899</td>\n",
       "      <td>246.310029</td>\n",
       "      <td>264.690692</td>\n",
       "      <td>178.506970</td>\n",
       "      <td>216.830517</td>\n",
       "      <td>161.596519</td>\n",
       "      <td>199.302009</td>\n",
       "      <td>...</td>\n",
       "      <td>89.766652</td>\n",
       "      <td>64.787107</td>\n",
       "      <td>420.302253</td>\n",
       "      <td>425.138736</td>\n",
       "      <td>215.387767</td>\n",
       "      <td>212.155608</td>\n",
       "      <td>211.409799</td>\n",
       "      <td>210.944430</td>\n",
       "      <td>169.041266</td>\n",
       "      <td>170.176116</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23108 rows × 58 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               NN  2119246531  6029312286  4998093094  2201506815  3474499811  \\\n",
       "0      7761872879   62.713982  199.650409  335.189960  253.310206  255.796059   \n",
       "1      7761872860   61.991537  198.927964  334.467515  252.587761  255.073614   \n",
       "2      7761872847   60.942482  197.878909  333.418460  251.538706  254.024559   \n",
       "3      8604836683   69.841801  195.450304  343.767509  261.887755  264.373607   \n",
       "4      8604829828   75.434624  201.043127  349.360332  267.480578  269.966430   \n",
       "...           ...         ...         ...         ...         ...         ...   \n",
       "23103  8449983186  433.607729  415.386754  207.290400  239.666530  258.047193   \n",
       "23104  4072935008  439.068029  420.847054  215.025105  245.126830  263.507493   \n",
       "23105  4072935012  439.635293  421.414319  215.592369  245.694094  264.074757   \n",
       "23106  8558304561  456.691698  438.470723  232.648774  262.750499  281.131162   \n",
       "23107  4072041221  440.251228  422.030253  213.933899  246.310029  264.690692   \n",
       "\n",
       "       1697006012  1901689169  2846317227  6040927878  ...  3631507838  \\\n",
       "0      359.105815  381.000479  364.179026  301.561548  ...  422.022055   \n",
       "1      358.383370  380.278034  363.456581  300.839103  ...  421.299610   \n",
       "2      357.334315  379.228979  362.407526  299.790048  ...  420.250555   \n",
       "3      367.683364  389.578028  372.756574  310.139096  ...  430.599603   \n",
       "4      373.276186  395.170850  378.349397  315.731919  ...  436.192426   \n",
       "...           ...         ...         ...         ...  ...         ...   \n",
       "23103  171.863471  210.187018  154.953020  192.658510  ...   83.123153   \n",
       "23104  179.598176  217.921723  162.687725  198.118810  ...   88.583453   \n",
       "23105  180.165440  218.488987  163.254989  198.686074  ...   89.150717   \n",
       "23106  197.221845  235.545392  180.311394  215.742479  ...  106.207122   \n",
       "23107  178.506970  216.830517  161.596519  199.302009  ...   89.766652   \n",
       "\n",
       "       3628686112  5427415265  6027616830  6027276894  6041227847  6048393788  \\\n",
       "0      475.051750  360.934244  361.952450  339.439684  378.080803  378.663625   \n",
       "1      474.329305  360.211799  361.230005  338.717239  377.358358  377.941180   \n",
       "2      473.280250  359.162744  360.180950  337.668184  376.309303  376.892125   \n",
       "3      483.629299  356.734139  357.752345  348.017232  386.658352  387.241174   \n",
       "4      489.222122  362.326962  363.345168  353.610055  392.251175  392.833997   \n",
       "...           ...         ...         ...         ...         ...         ...   \n",
       "23103   60.225974  413.658754  418.495238  208.744269  205.512109  204.766300   \n",
       "23104  109.122649  419.119054  423.955537  216.478973  213.246814  212.501005   \n",
       "23105  109.689914  419.686318  424.522802  217.046238  213.814078  213.068269   \n",
       "23106  125.081120  436.742723  441.579206  234.102642  230.870483  230.124674   \n",
       "23107   64.787107  420.302253  425.138736  215.387767  212.155608  211.409799   \n",
       "\n",
       "        299528744  8178289925  6026834850  \n",
       "0      383.464177  332.984296  345.079285  \n",
       "1      382.741732  332.261851  344.356840  \n",
       "2      381.692677  331.212796  343.307785  \n",
       "3      392.041725  341.561845  353.656834  \n",
       "4      397.634548  347.154668  359.249657  \n",
       "...           ...         ...         ...  \n",
       "23103  204.300931  162.397768  163.532617  \n",
       "23104  212.035636  167.858067  168.992917  \n",
       "23105  212.602900  168.425332  169.560182  \n",
       "23106  229.659305  185.481736  186.616586  \n",
       "23107  210.944430  169.041266  170.176116  \n",
       "\n",
       "[23108 rows x 58 columns]"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "OD"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "OD.rename(columns={'Unnamed: 0': 'NN'}, inplace=True) # Repeat for each OD set, if needed."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Find first, second, and third nearest destination for each origin node. "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "fail_value = 999999999"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
       "      <th>NN</th>\n",
       "      <th>HDurban1</th>\n",
       "      <th>HDurban2</th>\n",
       "      <th>HDurban3</th>\n",
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       "      <th>1</th>\n",
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       "      <td>61.991537</td>\n",
       "      <td>65.421922</td>\n",
       "      <td>198.927964</td>\n",
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       "      <th>2</th>\n",
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       "    <tr>\n",
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      "text/plain": [
       "           NN   HDurban1   HDurban2    HDurban3\n",
       "0  7761872879  62.713982  66.144367  199.650409\n",
       "1  7761872860  61.991537  65.421922  198.927964\n",
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       "4  8604829828  73.671735  75.434624  201.043127"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Since we only have one destination set, renaming the OD object for quick find/replace on this section of code.\n",
    "OD_HDurban = OD\n",
    "\n",
    "# Nearest\n",
    "OD_HDurban[\"HDurban1\"] = 0\n",
    "sub = OD_HDurban.iloc[:,1:-1] # Filtering out the newly created field and the node ID column. (\"include everything between column 0 and the last column\")\n",
    "OD_HDurban[\"HDurban1\"] = sub.min(axis=1) # Default is axis=0, meaning min value of each column selected. We want min of each row.\n",
    "HDurban1 = OD_HDurban[['NN', 'HDurban1']] # Remove unnecessary OD values.\n",
    "HDurban1.to_csv(os.path.join(out_pth, 'fromhamlet\\HDurban1.csv'))\n",
    "\n",
    "\n",
    "# Second nearest\n",
    "dupes = OD_HDurban.apply(pd.Series.duplicated, axis = 1, keep=False) # If a number is repeated within a row, value is True. If not, False.\n",
    "# The first time this is done, there should be two True values per row, unless any POIs are equidistant.\n",
    "dupes = OD_HDurban.where(~dupes, fail_value) # For any value that appears more than once in its row, it is replaced with the fail_value.\n",
    "\n",
    "OD_HDurban[\"HDurban2\"] = 0\n",
    "Dsub = dupes.iloc[:,1:] # Filtering out the node ID column. No need to filter 1st nearest as its new \"dupes\" value is too high to be caught.\n",
    "OD_HDurban[\"HDurban2\"] = Dsub.min(axis=1) \n",
    "HDurban2 = OD_HDurban.loc[:,['NN', 'HDurban2']] \n",
    "HDurban2.to_csv(os.path.join(out_pth, 'fromhamlet\\HDurban2.csv'))\n",
    "\n",
    "\n",
    "# Third nearest\n",
    "dupes = OD_HDurban.apply(pd.Series.duplicated, axis = 1, keep=False)\n",
    "# Since this includes both first and second nearest columns, there should be four True values per row, unless POIs are equidistant.\n",
    "dupes = OD_HDurban.where(~dupes, fail_value)\n",
    " \n",
    "OD_HDurban[\"HDurban3\"] = 0\n",
    "Dsub = dupes.iloc[:,1:] # Filtering out the node ID column.\n",
    "OD_HDurban[\"HDurban3\"] = Dsub.min(axis=1)\n",
    "HDurban3 = OD_HDurban.loc[:,['NN', 'HDurban3']]\n",
    "HDurban3.to_csv(os.path.join(out_pth, 'fromhamlet\\HDurban3.csv'))\n",
    "\n",
    "\n",
    "# Combine and write to file\n",
    "HDurban_all = OD_HDurban.loc[:,['NN', 'HDurban1', 'HDurban2', 'HDurban3']]\n",
    "HDurban_all.to_csv(os.path.join(out_pth, 'fromhamlet\\HDurban_all.csv'))\n",
    "HDurban_all.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Run for each destination set if necessary.\n",
    "\n",
    "\n",
    "# Nearest\n",
    "OD_ssa[\"ssa1\"] = 0\n",
    "sub = OD_ssa.iloc[:,1:-1] # Filtering out the newly created field and the node ID column. (\"include everything between column 0 and the last column\")\n",
    "OD_ssa[\"ssa1\"] = sub.min(axis=1) # Default is axis=0, meaning min value of each column selected. We want min of each row.\n",
    "ssa1 = OD_ssa[['NN', 'ssa1']] # Remove unnecessary OD values.\n",
    "ssa1.to_csv(os.path.join(out_pth, 'fromhamlet_drive/ssa1.csv'))\n",
    "\n",
    "\n",
    "# Second nearest\n",
    "dupes = OD_ssa.apply(pd.Series.duplicated, axis = 1, keep=False) # If a number is repeated within a row, value is True. If not, False.\n",
    "# The first time this is done, there should be two True values per row, unless any POIs are equidistant.\n",
    "dupes = OD_ssa.where(~dupes, fail_value) # For any value that appears more than once in its row, it is replaced with the fail_value.\n",
    "\n",
    "OD_ssa[\"ssa2\"] = 0\n",
    "Dsub = dupes.iloc[:,1:] # Filtering out the node ID column. No need to filter 1st nearest as its new \"dupes\" value is too high to be caught.\n",
    "OD_ssa[\"ssa2\"] = Dsub.min(axis=1) \n",
    "ssa2 = OD_ssa.loc[:,['NN', 'ssa2']] \n",
    "ssa2.to_csv(os.path.join(out_pth, 'fromhamlet_drive/ssa2.csv'))\n",
    "\n",
    "\n",
    "# Third nearest\n",
    "dupes = OD_ssa.apply(pd.Series.duplicated, axis = 1, keep=False)\n",
    "# Since this includes both first and second nearest columns, there should be four True values per row, unless POIs are equidistant.\n",
    "dupes = OD_ssa.where(~dupes, fail_value)\n",
    " \n",
    "OD_ssa[\"ssa3\"] = 0\n",
    "Dsub = dupes.iloc[:,1:] # Filtering out the node ID column.\n",
    "OD_ssa[\"ssa3\"] = Dsub.min(axis=1)\n",
    "ssa3 = OD_ssa.loc[:,['NN', 'ssa3']]\n",
    "ssa3.to_csv(os.path.join(out_pth, 'fromhamlet_drive/ssa3.csv'))\n",
    "ssa3.head()\n",
    "\n",
    "\n",
    "# Combine and write to file\n",
    "ssa_all = OD_ssa.loc[:,['NN', 'ssa1', 'ssa2', 'ssa3']]\n",
    "ssa_all.to_csv(os.path.join(out_pth, 'fromhamlet_drive/ssa_all.csv'))\n",
    "ssa_all.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Join back to georeferenced _snap file."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
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       "      <td>88.583453</td>\n",
       "      <td>103.728980</td>\n",
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       "    <tr>\n",
       "      <th>23105</th>\n",
       "      <td>23105</td>\n",
       "      <td>4072935012</td>\n",
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       "      <td>89.150717</td>\n",
       "      <td>104.296245</td>\n",
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       "    <tr>\n",
       "      <th>23106</th>\n",
       "      <td>23106</td>\n",
       "      <td>8558304561</td>\n",
       "      <td>103.968632</td>\n",
       "      <td>106.207122</td>\n",
       "      <td>121.352649</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23107</th>\n",
       "      <td>23107</td>\n",
       "      <td>4072041221</td>\n",
       "      <td>64.787107</td>\n",
       "      <td>66.268874</td>\n",
       "      <td>72.266474</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23108 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       Unnamed: 0          NN    HDurban1    HDurban2    HDurban3\n",
       "0               0  7761872879   62.713982   66.144367  199.650409\n",
       "1               1  7761872860   61.991537   65.421922  198.927964\n",
       "2               2  7761872847   60.942482   64.372867  197.878909\n",
       "3               3  8604836683   68.078912   69.841801  195.450304\n",
       "4               4  8604829828   73.671735   75.434624  201.043127\n",
       "...           ...         ...         ...         ...         ...\n",
       "23103       23103  8449983186   60.225974   61.707741   67.705341\n",
       "23104       23104  4072935008   86.344963   88.583453  103.728980\n",
       "23105       23105  4072935012   86.912227   89.150717  104.296245\n",
       "23106       23106  8558304561  103.968632  106.207122  121.352649\n",
       "23107       23107  4072041221   64.787107   66.268874   72.266474\n",
       "\n",
       "[23108 rows x 5 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "HDurban_all = os.path.join(out_pth, \"fromhamlet/HDurban_all.csv\")\n",
    "HDurban_all = pd.read_csv(HDurban_all)\n",
    "HDurban_all"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "      <td>28QED6413_04</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{AC6A169C-FD0E-4DF6-BDAB-B69FBD04BFAF}</td>\n",
       "      <td>0.015471</td>\n",
       "      <td>0.000008</td>\n",
       "      <td>POINT (-14.400364192239715 16.404303134272737)</td>\n",
       "      <td>8592243457</td>\n",
       "      <td>4008.851333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125884</th>\n",
       "      <td>125884</td>\n",
       "      <td>125884</td>\n",
       "      <td>28QED6424_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{51593C65-B268-4BA1-8212-E43232C021FF}</td>\n",
       "      <td>0.003883</td>\n",
       "      <td>0.000001</td>\n",
       "      <td>POINT (-14.396243884215123 16.49715066208162)</td>\n",
       "      <td>3646207611</td>\n",
       "      <td>1826.174300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125885</th>\n",
       "      <td>125885</td>\n",
       "      <td>125885</td>\n",
       "      <td>28QED6438_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{05114E26-63E9-4384-9F9E-8533D8AE2F1F}</td>\n",
       "      <td>0.007869</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>POINT (-14.395109427617555 16.631548057253372)</td>\n",
       "      <td>8538238600</td>\n",
       "      <td>840.588582</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>125886 rows × 10 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0  Unnamed_ 0     mgrs_code    type  \\\n",
       "0                0           0  28PCU1265_01  hamlet   \n",
       "1                1           1  28PCU1365_01  hamlet   \n",
       "2                2           2  28PCU1365_02  hamlet   \n",
       "3                3           3  28PCU1566_01  hamlet   \n",
       "4                4           4  28PCU1566_02  hamlet   \n",
       "...            ...         ...           ...     ...   \n",
       "125881      125881      125881  28QED6412_03  hamlet   \n",
       "125882      125882      125882  28QED6413_03  hamlet   \n",
       "125883      125883      125883  28QED6413_04  hamlet   \n",
       "125884      125884      125884  28QED6424_03  hamlet   \n",
       "125885      125885      125885  28QED6438_03  hamlet   \n",
       "\n",
       "                                      GlobalID  Shape_Leng  Shape_Area  \\\n",
       "0       {ED2CCDD5-C78F-40B6-A18A-3A01B61A4998}    0.004314    0.000001   \n",
       "1       {372B104B-B208-4D14-84E2-8ABFD4D8C37A}    0.009910    0.000006   \n",
       "2       {D03C2B85-5F35-4EE8-8346-B83494628F26}    0.003754    0.000001   \n",
       "3       {5EAFF1C3-6EE5-4F96-99FC-78F924454480}    0.004401    0.000002   \n",
       "4       {1D6A9E17-0D49-446D-A23B-7A47B155DC64}    0.005357    0.000002   \n",
       "...                                        ...         ...         ...   \n",
       "125881  {5555A010-36B2-47D2-96C4-BDD1E59111ED}    0.005397    0.000002   \n",
       "125882  {20205A44-8B9D-4FCE-B14C-53826594DB5A}    0.003610    0.000001   \n",
       "125883  {AC6A169C-FD0E-4DF6-BDAB-B69FBD04BFAF}    0.015471    0.000008   \n",
       "125884  {51593C65-B268-4BA1-8212-E43232C021FF}    0.003883    0.000001   \n",
       "125885  {05114E26-63E9-4384-9F9E-8533D8AE2F1F}    0.007869    0.000004   \n",
       "\n",
       "                                              geometry          NN  \\\n",
       "0       POINT (-16.721473282454415 12.348636090165247)  7761872879   \n",
       "1        POINT (-16.716456507935607 12.34788723564788)  7761872860   \n",
       "2       POINT (-16.713855008830738 12.350880992129111)  7761872847   \n",
       "3       POINT (-16.701275174874546 12.355585269999269)  7761872847   \n",
       "4       POINT (-16.698773736706396 12.356804484409668)  7761872847   \n",
       "...                                                ...         ...   \n",
       "125881  POINT (-14.397827933065358 16.394142941310925)  8592243241   \n",
       "125882  POINT (-14.397473236932905 16.405676938062538)  8592243457   \n",
       "125883  POINT (-14.400364192239715 16.404303134272737)  8592243457   \n",
       "125884   POINT (-14.396243884215123 16.49715066208162)  3646207611   \n",
       "125885  POINT (-14.395109427617555 16.631548057253372)  8538238600   \n",
       "\n",
       "            NN_dist  \n",
       "0        396.520984  \n",
       "1        918.665696  \n",
       "2        952.759215  \n",
       "3       1923.779554  \n",
       "4       2181.254121  \n",
       "...             ...  \n",
       "125881  5089.086102  \n",
       "125882  4062.119008  \n",
       "125883  4008.851333  \n",
       "125884  1826.174300  \n",
       "125885   840.588582  \n",
       "\n",
       "[125886 rows x 10 columns]"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hamlet_snap = os.path.join(out_pth, \"hamlet_snap.csv\")\n",
    "hamlet_snap = pd.read_csv(hamlet_snap)\n",
    "hamlet_snap"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 125886 entries, 0 to 125885\n",
      "Data columns (total 10 columns):\n",
      " #   Column      Non-Null Count   Dtype  \n",
      "---  ------      --------------   -----  \n",
      " 0   Unnamed: 0  125886 non-null  int64  \n",
      " 1   Unnamed_ 0  125886 non-null  int64  \n",
      " 2   mgrs_code   125886 non-null  object \n",
      " 3   type        125886 non-null  object \n",
      " 4   GlobalID    125886 non-null  object \n",
      " 5   Shape_Leng  125886 non-null  float64\n",
      " 6   Shape_Area  125886 non-null  float64\n",
      " 7   geometry    125886 non-null  object \n",
      " 8   NN          125886 non-null  int64  \n",
      " 9   NN_dist     125886 non-null  float64\n",
      "dtypes: float64(3), int64(3), object(4)\n",
      "memory usage: 9.6+ MB\n"
     ]
    }
   ],
   "source": [
    "hamlet_snap.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>2</td>\n",
       "      <td>28PCU1365_02</td>\n",
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       "      <th>125881</th>\n",
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       "      <th>125882</th>\n",
       "      <td>125882</td>\n",
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       "    <tr>\n",
       "      <th>125884</th>\n",
       "      <td>125884</td>\n",
       "      <td>125884</td>\n",
       "      <td>28QED6424_03</td>\n",
       "      <td>hamlet</td>\n",
       "      <td>{51593C65-B268-4BA1-8212-E43232C021FF}</td>\n",
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       "    <tr>\n",
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       "      <td>hamlet</td>\n",
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       "      <td>203.706481</td>\n",
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       "  </tbody>\n",
       "</table>\n",
       "<p>125886 rows × 14 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        Unnamed: 0_x  Unnamed_ 0     mgrs_code    type  \\\n",
       "0                  0           0  28PCU1265_01  hamlet   \n",
       "1                  1           1  28PCU1365_01  hamlet   \n",
       "2                  2           2  28PCU1365_02  hamlet   \n",
       "3                  3           3  28PCU1566_01  hamlet   \n",
       "4                  4           4  28PCU1566_02  hamlet   \n",
       "...              ...         ...           ...     ...   \n",
       "125881        125881      125881  28QED6412_03  hamlet   \n",
       "125882        125882      125882  28QED6413_03  hamlet   \n",
       "125883        125883      125883  28QED6413_04  hamlet   \n",
       "125884        125884      125884  28QED6424_03  hamlet   \n",
       "125885        125885      125885  28QED6438_03  hamlet   \n",
       "\n",
       "                                      GlobalID  Shape_Leng  Shape_Area  \\\n",
       "0       {ED2CCDD5-C78F-40B6-A18A-3A01B61A4998}    0.004314    0.000001   \n",
       "1       {372B104B-B208-4D14-84E2-8ABFD4D8C37A}    0.009910    0.000006   \n",
       "2       {D03C2B85-5F35-4EE8-8346-B83494628F26}    0.003754    0.000001   \n",
       "3       {5EAFF1C3-6EE5-4F96-99FC-78F924454480}    0.004401    0.000002   \n",
       "4       {1D6A9E17-0D49-446D-A23B-7A47B155DC64}    0.005357    0.000002   \n",
       "...                                        ...         ...         ...   \n",
       "125881  {5555A010-36B2-47D2-96C4-BDD1E59111ED}    0.005397    0.000002   \n",
       "125882  {20205A44-8B9D-4FCE-B14C-53826594DB5A}    0.003610    0.000001   \n",
       "125883  {AC6A169C-FD0E-4DF6-BDAB-B69FBD04BFAF}    0.015471    0.000008   \n",
       "125884  {51593C65-B268-4BA1-8212-E43232C021FF}    0.003883    0.000001   \n",
       "125885  {05114E26-63E9-4384-9F9E-8533D8AE2F1F}    0.007869    0.000004   \n",
       "\n",
       "                                              geometry          NN  \\\n",
       "0       POINT (-16.721473282454415 12.348636090165247)  7761872879   \n",
       "1        POINT (-16.716456507935607 12.34788723564788)  7761872860   \n",
       "2       POINT (-16.713855008830738 12.350880992129111)  7761872847   \n",
       "3       POINT (-16.701275174874546 12.355585269999269)  7761872847   \n",
       "4       POINT (-16.698773736706396 12.356804484409668)  7761872847   \n",
       "...                                                ...         ...   \n",
       "125881  POINT (-14.397827933065358 16.394142941310925)  8592243241   \n",
       "125882  POINT (-14.397473236932905 16.405676938062538)  8592243457   \n",
       "125883  POINT (-14.400364192239715 16.404303134272737)  8592243457   \n",
       "125884   POINT (-14.396243884215123 16.49715066208162)  3646207611   \n",
       "125885  POINT (-14.395109427617555 16.631548057253372)  8538238600   \n",
       "\n",
       "            NN_dist  Unnamed: 0_y    HDurban1    HDurban2    HDurban3  \n",
       "0        396.520984             0   62.713982   66.144367  199.650409  \n",
       "1        918.665696             1   61.991537   65.421922  198.927964  \n",
       "2        952.759215             2   60.942482   64.372867  197.878909  \n",
       "3       1923.779554             2   60.942482   64.372867  197.878909  \n",
       "4       2181.254121             2   60.942482   64.372867  197.878909  \n",
       "...             ...           ...         ...         ...         ...  \n",
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       "125882  4062.119008         22774  184.681609  186.163376  192.160976  \n",
       "125883  4008.851333         22774  184.681609  186.163376  192.160976  \n",
       "125884  1826.174300         22809  180.888369  182.370136  188.367736  \n",
       "125885   840.588582         22935  196.227115  197.708882  203.706481  \n",
       "\n",
       "[125886 rows x 14 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hamlet_to_HDurban = pd.merge(hamlet_snap, HDurban_all, on='NN',how='left')\n",
    "hamlet_to_HDurban"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "hamlet_to_HDurban = hamlet_to_HDurban.drop(columns=['Unnamed: 0_x', 'type', 'Shape_Leng', 'Shape_Area', 'Unnamed: 0_y'])\n",
    "hamlet_to_HDurban.rename(columns={'Unnamed_ 0': 'ID_haml'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 125886 entries, 0 to 125885\n",
      "Data columns (total 9 columns):\n",
      " #   Column     Non-Null Count   Dtype  \n",
      "---  ------     --------------   -----  \n",
      " 0   ID_haml    125886 non-null  int64  \n",
      " 1   mgrs_code  125886 non-null  object \n",
      " 2   GlobalID   125886 non-null  object \n",
      " 3   geometry   125886 non-null  object \n",
      " 4   NN         125886 non-null  int64  \n",
      " 5   NN_dist    125886 non-null  float64\n",
      " 6   HDurban1   125883 non-null  float64\n",
      " 7   HDurban2   125886 non-null  float64\n",
      " 8   HDurban3   125886 non-null  float64\n",
      "dtypes: float64(4), int64(2), object(3)\n",
      "memory usage: 9.6+ MB\n"
     ]
    }
   ],
   "source": [
    "hamlet_to_HDurban.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "hamlet_to_HDurban.to_csv(os.path.join(out_pth, 'fromhamlet/hamlet_to_HDurban.csv'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### End of script. Load into QGIS or Arc and visualize at 10 min intervals. \n",
    "QML file for symbology in QGIS:\n",
    "R:\\GEOGlobal\\Design\\symb_traveltimes_10min.qml"
   ]
  }
 ],
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