Urbanization_GeoTemporalTrends.ipynb

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    "# Geotemporal Trends in Urbanization: Cameroon\n",
    "*Using yearly estimates (2000-2015) of population, built-area, and economic indicators to track city-by-city growth and change over time.*"
   ]
  },
  {
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   "metadata": {},
   "source": [
    "---"
   ]
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    "### Research questions \n",
    "\n",
    "#### 1. How has the size of Settlement X changed over time? \n",
    "\n",
    "- Population size \n",
    "\n",
    "- Geographical extents \n",
    "\n",
    "- Population density \n",
    "\n",
    "#### 2. In what year did Settlement X become a new urban class?  \n",
    "\n",
    "- From semi-dense to high-density city \n",
    "\n",
    "- Small settlement area to built-up area \n",
    "\n",
    "- When a hamlet area or small settlement area first appeared\n",
    "\n",
    "#### 3. Is there a discernable pattern between the spatio-temporal distribution of economic density and population density? \n",
    "\n",
    "#### 4. How much of urban space attributable to City X is outside of the administrative limits of the city? \n",
    "\n",
    "- When did this fragment(s) appear? \n",
    "\n",
    "- Which district/municipality/authority has purview over the fragment(s)? \n",
    "\n",
    "#### 5. For the questions above, how does the answer change based on different understandings of urban limits? \n",
    "\n",
    "- Scenario A: where \"city\" is delimited by an official administrative boundary \n",
    "\n",
    "- Scenario B: where \"city\" includes all contiguous (and near-contiguous) built up area \n",
    "\n",
    "#### 6. Subnational and inter-national comparisons. Examples: \n",
    "\n",
    "- Compare the rates (pop, build-up, economic…) of the fastest growing settlement of each ADM1 region. \n",
    "\n",
    "- Which African metropoles experience the most vs. the least fragmentation? Is there a confluence between amount of urban fragmentation and rate of densification? "
   ]
  },
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   "metadata": {},
   "source": [
    "---"
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    "### Datasets\n",
    "1. Most up-to-date administrative boundaries: **ADM3.**\n",
    "2. Built-up area, yearly: **World Settlement Footprint Evolution.** Resolution: 30m. \n",
    "3. Settlement types: **GRID3 settlement extents.** Captured between 2009-2019.\n",
    "4. Population, yearly: **WorldPop.** UN-adjusted, unconstrained. Resolution: 100m.\n",
    "5. Nighttime lights, yearly: **Harmonization of DMSP and VIIRS.** Resolution: 1km.\n",
    "6. City names: **UCDB, Africapolis, and GeoNames.**"
   ]
  },
  {
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   "id": "1d8644be",
   "metadata": {},
   "source": [
    "---"
   ]
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  {
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   "source": [
    "### Previous steps (ArcGIS Pro and Python)\n",
    "\n",
    "##### DATA PREP \n",
    "\n",
    "Projection for all datasets --> Africa Albers Equal Area Conic \n",
    "\n",
    "Remove unnecessary fields (e.g. extra fields in gazetteer data) \n",
    "\n",
    "##### WSFE AND ADM3 \n",
    "\n",
    "RASTER MATH: \"Join\" ADM ID onto WSFE by creating unique string. \n",
    "\n",
    "VECTOR MATH: Split unique ID from raster math into separate columns, and remove non-buildup years (0000). \n",
    "\n",
    "##### GRID3 AND ADM3 \n",
    "\n",
    "RASTER MATH: \"Join\" ADM3 ID onto GRID3 by creating unique string. \n",
    "\n",
    "VECTOR MATH: Split unique ID from raster math into separate columns. \n",
    "\n",
    "##### ADD NAMES \n",
    "\n",
    "Join features: UCDB, Africapolis, and GeoNames\n",
    "\n",
    "##### WSFE AND GRID3 \n",
    "\n",
    "NEAR JOIN: Join GRID3 ID onto WSFE by spatial (within a distance) and attribute matching. \n",
    " \n",
    "##### WSFE CUMULATIVE \n",
    "\n",
    "DISSOLVE BY YEAR SETS: Create separate feature layers of each cumulative year. "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e0ff5cec",
   "metadata": {},
   "source": [
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3543e19",
   "metadata": {},
   "source": [
    "### Associating yearly datasets. (current notebook)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a676eff",
   "metadata": {},
   "source": [
    "#### Prepare workspace"
   ]
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   "source": [
    "# Installs\n",
    "\n",
    "#import sys\n",
    "#!{sys.executable} -m pip install voronoi-diagram-for-polygons xarray-spatial rioxarray pygeos"
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    "# import sys\n",
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     "text": [
      "  WARNING: The script gitlab.exe is installed in 'C:\\Users\\wb527163\\AppData\\Roaming\\Python\\Python38\\Scripts' which is not on PATH.\n",
      "  Consider adding this directory to PATH or, if you prefer to suppress this warning, use --no-warn-script-location.\n"
     ]
    }
   ],
   "source": [
    "# !{sys.executable} -m pip install --user ogr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "id": "afde6895",
   "metadata": {},
   "outputs": [],
   "source": [
    "import os, sys\n",
    "import glob\n",
    "import re\n",
    "import time\n",
    "\n",
    "import geopandas as gpd \n",
    "import pandas as pd\n",
    "from shapely.geometry import Point, LineString, Polygon, shape\n",
    "from shapely.ops import voronoi_diagram\n",
    "from shapely.validation import make_valid\n",
    "from longsgis import voronoiDiagram4plg \n",
    "import fiona\n",
    "import numpy\n",
    "\n",
    "from xrspatial import zonal_stats \n",
    "import xarray as xr \n",
    "import rasterio \n",
    "import rioxarray \n",
    "from osgeo import gdal, osr, ogr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "a20dfb25",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\GEO_Cdrive_Grace\\urban_growth\n",
      "C:\\Users\\wb527163\\GEO_Cdrive_Grace\\urban_growth\\WorldPop_tifs_albers\n"
     ]
    }
   ],
   "source": [
    "ProjectFolder = os.getcwd()\n",
    "WorldPopFolder = os.path.join(ProjectFolder, \"WorldPop_tifs_albers\")\n",
    "print(ProjectFolder)\n",
    "print(WorldPopFolder)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bcb93aaf",
   "metadata": {},
   "source": [
    "#### Input datasets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5632212c",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['cu_sel_1999', 'cu_sel_2000', 'cu_sel_2001', 'cu_sel_2002', 'cu_sel_2003', 'cu_sel_2004', 'cu_sel_2005', 'cu_sel_2006', 'cu_sel_2007', 'cu_sel_2008', 'cu_sel_2009', 'cu_sel_2010', 'cu_sel_2011', 'cu_sel_2012', 'cu_sel_2013', 'cu_sel_2014', 'cu_sel_2015']\n"
     ]
    }
   ],
   "source": [
    "BuiltAreaList = fiona.listlayers(\"WSFE_cumulativelayers.gdb\")\n",
    "print(BuiltAreaList)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "c37cff2a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "RangeIndex: 360 entries, 0 to 359\n",
      "Data columns (total 9 columns):\n",
      " #   Column        Non-Null Count  Dtype   \n",
      "---  ------        --------------  -----   \n",
      " 0   ID_COM        360 non-null    int64   \n",
      " 1   COMMUNES      360 non-null    object  \n",
      " 2   ID_DEP        360 non-null    int64   \n",
      " 3   DEPARTEMEN    360 non-null    object  \n",
      " 4   ID_REG        360 non-null    int64   \n",
      " 5   REGIONS       360 non-null    object  \n",
      " 6   Shape_Length  360 non-null    float64 \n",
      " 7   Shape_Area    360 non-null    float64 \n",
      " 8   geometry      360 non-null    geometry\n",
      "dtypes: float64(2), geometry(1), int64(3), object(3)\n",
      "memory usage: 25.4+ KB\n",
      "None\n",
      "PROJCS[\"Africa_Albers_Equal_Area_Conic\",GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0],UNIT[\"Degree\",0.0174532925199433]],PROJECTION[\"Albers_Conic_Equal_Area\"],PARAMETER[\"latitude_of_center\",0],PARAMETER[\"longitude_of_center\",25],PARAMETER[\"standard_parallel_1\",20],PARAMETER[\"standard_parallel_2\",-23],PARAMETER[\"false_easting\",0],PARAMETER[\"false_northing\",0],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"Easting\",EAST],AXIS[\"Northing\",NORTH],AUTHORITY[\"ESRI\",\"102022\"]]\n"
     ]
    }
   ],
   "source": [
    "Boundary = gpd.read_file('WSFE.gdb', layer=1)#; Boundary.crs = \"ESRI:102022\"\n",
    "print(Boundary.info())\n",
    "print(Boundary.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "84bd0525",
   "metadata": {},
   "outputs": [],
   "source": [
    "PopRasterList = [rioxarray.open_rasterio(item, masked=True) \n",
    "                 for item in glob.glob(r'C:\\Users\\wb527163\\GEO_Cdrive_Grace\\urban_growth\\WorldPop_tifs_albers' \n",
    "                                       + '**/*.tif', recursive=True)] \n",
    "\n",
    "print(PopRasterList)\n",
    "\n",
    "for item in PopRasterList:\n",
    "    print(item.rio.crs) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "36fa6f31",
   "metadata": {},
   "source": [
    "#### Settlement extents by year (cumulative built areas)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "560bc7ab",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "Index: 0 entries\n",
      "Data columns (total 6 columns):\n",
      " #   Column         Non-Null Count  Dtype   \n",
      "---  ------         --------------  -----   \n",
      " 0   GRID3_splitID  0 non-null      object  \n",
      " 1   MAX_year       0 non-null      object  \n",
      " 2   Shape_Length   0 non-null      object  \n",
      " 3   Shape_Area     0 non-null      object  \n",
      " 4   CuYear         0 non-null      object  \n",
      " 5   geometry       0 non-null      geometry\n",
      "dtypes: geometry(1), object(5)\n",
      "memory usage: 108.0+ bytes\n",
      "None\n",
      "ESRI:102022\n",
      "Empty GeoDataFrame\n",
      "Columns: [GRID3_splitID, MAX_year, Shape_Length, Shape_Area, CuYear, geometry]\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "BuiltAllYears = gpd.GeoDataFrame(\n",
    "    columns=['GRID3_splitID', 'MAX_year', 'Shape_Length', 'Shape_Area', 'CuYear', 'geometry'], \n",
    "    geometry='geometry', crs = \"ESRI:102022\")\n",
    "print(BuiltAllYears.info())\n",
    "print(BuiltAllYears.crs)\n",
    "print(BuiltAllYears.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "2542c3e3",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>GRID3_splitID</th>\n",
       "      <th>MAX_year</th>\n",
       "      <th>Shape_Length</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>CuYear</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5580</th>\n",
       "      <td>44453.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>395.4604</td>\n",
       "      <td>7181.121822</td>\n",
       "      <td>2014</td>\n",
       "      <td>MULTIPOLYGON (((-1590070.161 681154.342, -1590...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10125</th>\n",
       "      <td>192661.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>1864.3124</td>\n",
       "      <td>73406.949158</td>\n",
       "      <td>2006</td>\n",
       "      <td>MULTIPOLYGON (((-1609193.487 672425.970, -1609...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6597</th>\n",
       "      <td>57144.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>677.9319</td>\n",
       "      <td>21543.358405</td>\n",
       "      <td>2015</td>\n",
       "      <td>MULTIPOLYGON (((-1427253.542 538364.958, -1427...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1374</th>\n",
       "      <td>4827.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>1016.8976</td>\n",
       "      <td>32713.977756</td>\n",
       "      <td>2012</td>\n",
       "      <td>MULTIPOLYGON (((-1648993.733 470826.003, -1648...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1820</th>\n",
       "      <td>9985.0</td>\n",
       "      <td>1985</td>\n",
       "      <td>112.9887</td>\n",
       "      <td>797.902895</td>\n",
       "      <td>2006</td>\n",
       "      <td>MULTIPOLYGON (((-1457223.777 366170.282, -1457...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>360.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>8813.1140</td>\n",
       "      <td>382992.963299</td>\n",
       "      <td>2006</td>\n",
       "      <td>MULTIPOLYGON (((-1317937.040 901510.422, -1317...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7533</th>\n",
       "      <td>100766.0</td>\n",
       "      <td>2000</td>\n",
       "      <td>564.9430</td>\n",
       "      <td>10372.727755</td>\n",
       "      <td>2014</td>\n",
       "      <td>MULTIPOLYGON (((-1427564.260 704712.472, -1427...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2973</th>\n",
       "      <td>16173.0</td>\n",
       "      <td>2006</td>\n",
       "      <td>903.9097</td>\n",
       "      <td>20745.459747</td>\n",
       "      <td>2011</td>\n",
       "      <td>MULTIPOLYGON (((-1498831.840 468763.960, -1498...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3699</th>\n",
       "      <td>23191.0</td>\n",
       "      <td>1985</td>\n",
       "      <td>1581.8411</td>\n",
       "      <td>62236.349580</td>\n",
       "      <td>2006</td>\n",
       "      <td>MULTIPOLYGON (((-1344771.840 395519.079, -1344...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10072</th>\n",
       "      <td>191702.0</td>\n",
       "      <td>2011</td>\n",
       "      <td>2655.2319</td>\n",
       "      <td>41490.864411</td>\n",
       "      <td>2013</td>\n",
       "      <td>MULTIPOLYGON (((-1191474.513 513140.246, -1191...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2673</th>\n",
       "      <td>15519.0</td>\n",
       "      <td>1985</td>\n",
       "      <td>225.9776</td>\n",
       "      <td>3191.617231</td>\n",
       "      <td>2002</td>\n",
       "      <td>MULTIPOLYGON (((-1498295.144 462380.102, -1498...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1937</th>\n",
       "      <td>10101.0</td>\n",
       "      <td>2009</td>\n",
       "      <td>1016.8978</td>\n",
       "      <td>27926.566033</td>\n",
       "      <td>2011</td>\n",
       "      <td>MULTIPOLYGON (((-1451856.817 373260.319, -1451...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11827</th>\n",
       "      <td>193707.0</td>\n",
       "      <td>2015</td>\n",
       "      <td>5027.9935</td>\n",
       "      <td>202667.055805</td>\n",
       "      <td>2015</td>\n",
       "      <td>MULTIPOLYGON (((-1499594.514 668104.155, -1499...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12274</th>\n",
       "      <td>197395.0</td>\n",
       "      <td>2007</td>\n",
       "      <td>564.9430</td>\n",
       "      <td>8776.916314</td>\n",
       "      <td>2007</td>\n",
       "      <td>MULTIPOLYGON (((-1055859.907 928599.447, -1055...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3433</th>\n",
       "      <td>21756.0</td>\n",
       "      <td>1985</td>\n",
       "      <td>112.9888</td>\n",
       "      <td>797.904308</td>\n",
       "      <td>2004</td>\n",
       "      <td>MULTIPOLYGON (((-1406237.656 435262.831, -1406...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8528</th>\n",
       "      <td>190622.0</td>\n",
       "      <td>2003</td>\n",
       "      <td>4745.5229</td>\n",
       "      <td>126068.521899</td>\n",
       "      <td>2003</td>\n",
       "      <td>MULTIPOLYGON (((-1399006.384 431308.228, -1399...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7984</th>\n",
       "      <td>188735.0</td>\n",
       "      <td>2013</td>\n",
       "      <td>282.4716</td>\n",
       "      <td>4787.408899</td>\n",
       "      <td>2014</td>\n",
       "      <td>MULTIPOLYGON (((-1519537.007 277700.183, -1519...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>913</th>\n",
       "      <td>2768.0</td>\n",
       "      <td>1985</td>\n",
       "      <td>225.9776</td>\n",
       "      <td>1595.808616</td>\n",
       "      <td>2013</td>\n",
       "      <td>MULTIPOLYGON (((-1366578.646 310975.335, -1366...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12453</th>\n",
       "      <td>203601.0</td>\n",
       "      <td>1985</td>\n",
       "      <td>169.4830</td>\n",
       "      <td>1595.805791</td>\n",
       "      <td>2002</td>\n",
       "      <td>MULTIPOLYGON (((-1026708.840 1246153.999, -102...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10830</th>\n",
       "      <td>193822.0</td>\n",
       "      <td>2002</td>\n",
       "      <td>1016.8977</td>\n",
       "      <td>16755.942444</td>\n",
       "      <td>2003</td>\n",
       "      <td>MULTIPOLYGON (((-1456432.856 632230.264, -1456...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       GRID3_splitID MAX_year  Shape_Length     Shape_Area CuYear  \\\n",
       "5580         44453.0     2011      395.4604    7181.121822   2014   \n",
       "10125       192661.0     2006     1864.3124   73406.949158   2006   \n",
       "6597         57144.0     2015      677.9319   21543.358405   2015   \n",
       "1374          4827.0     2011     1016.8976   32713.977756   2012   \n",
       "1820          9985.0     1985      112.9887     797.902895   2006   \n",
       "330            360.0     2006     8813.1140  382992.963299   2006   \n",
       "7533        100766.0     2000      564.9430   10372.727755   2014   \n",
       "2973         16173.0     2006      903.9097   20745.459747   2011   \n",
       "3699         23191.0     1985     1581.8411   62236.349580   2006   \n",
       "10072       191702.0     2011     2655.2319   41490.864411   2013   \n",
       "2673         15519.0     1985      225.9776    3191.617231   2002   \n",
       "1937         10101.0     2009     1016.8978   27926.566033   2011   \n",
       "11827       193707.0     2015     5027.9935  202667.055805   2015   \n",
       "12274       197395.0     2007      564.9430    8776.916314   2007   \n",
       "3433         21756.0     1985      112.9888     797.904308   2004   \n",
       "8528        190622.0     2003     4745.5229  126068.521899   2003   \n",
       "7984        188735.0     2013      282.4716    4787.408899   2014   \n",
       "913           2768.0     1985      225.9776    1595.808616   2013   \n",
       "12453       203601.0     1985      169.4830    1595.805791   2002   \n",
       "10830       193822.0     2002     1016.8977   16755.942444   2003   \n",
       "\n",
       "                                                geometry  \n",
       "5580   MULTIPOLYGON (((-1590070.161 681154.342, -1590...  \n",
       "10125  MULTIPOLYGON (((-1609193.487 672425.970, -1609...  \n",
       "6597   MULTIPOLYGON (((-1427253.542 538364.958, -1427...  \n",
       "1374   MULTIPOLYGON (((-1648993.733 470826.003, -1648...  \n",
       "1820   MULTIPOLYGON (((-1457223.777 366170.282, -1457...  \n",
       "330    MULTIPOLYGON (((-1317937.040 901510.422, -1317...  \n",
       "7533   MULTIPOLYGON (((-1427564.260 704712.472, -1427...  \n",
       "2973   MULTIPOLYGON (((-1498831.840 468763.960, -1498...  \n",
       "3699   MULTIPOLYGON (((-1344771.840 395519.079, -1344...  \n",
       "10072  MULTIPOLYGON (((-1191474.513 513140.246, -1191...  \n",
       "2673   MULTIPOLYGON (((-1498295.144 462380.102, -1498...  \n",
       "1937   MULTIPOLYGON (((-1451856.817 373260.319, -1451...  \n",
       "11827  MULTIPOLYGON (((-1499594.514 668104.155, -1499...  \n",
       "12274  MULTIPOLYGON (((-1055859.907 928599.447, -1055...  \n",
       "3433   MULTIPOLYGON (((-1406237.656 435262.831, -1406...  \n",
       "8528   MULTIPOLYGON (((-1399006.384 431308.228, -1399...  \n",
       "7984   MULTIPOLYGON (((-1519537.007 277700.183, -1519...  \n",
       "913    MULTIPOLYGON (((-1366578.646 310975.335, -1366...  \n",
       "12453  MULTIPOLYGON (((-1026708.840 1246153.999, -102...  \n",
       "10830  MULTIPOLYGON (((-1456432.856 632230.264, -1456...  "
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "for item in BuiltAreaList:\n",
    "    CuYear = re.sub(r'[^0-9]', '', item)\n",
    "    TempItem = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer=item)\n",
    "    TempItem[\"CuYear\"] = CuYear\n",
    "    BuiltAllYears = pd.concat([BuiltAllYears, TempItem])\n",
    "    \n",
    "BuiltAllYears.sample(20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "e067720c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ESRI:102022\n"
     ]
    }
   ],
   "source": [
    "print(BuiltAllYears.crs)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d0043501",
   "metadata": {},
   "source": [
    "#### Thiessen polygons (Voronoi polygons): For each year, demarcate the surrounding space which is closest to a particular feature than to any other feature in the year set.\n",
    "#### Then, buffer area of each built-up polygon and use that buffer to clip the Thiessen areas."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "393374c1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#If CRSs do not match:\n",
    "#PopRasterList = [item.rio.reproject_match(BuiltArea) for item in PopRasterList]\n",
    "#Boundary = Boundary.to_crs(BuiltArea.crs)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "8485f24e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'geopandas.geodataframe.GeoDataFrame'>\n",
      "Int64Index: 1 entries, 0 to 0\n",
      "Data columns (total 9 columns):\n",
      " #   Column        Non-Null Count  Dtype   \n",
      "---  ------        --------------  -----   \n",
      " 0   geometry      1 non-null      geometry\n",
      " 1   ID_COM        1 non-null      int64   \n",
      " 2   COMMUNES      1 non-null      object  \n",
      " 3   ID_DEP        1 non-null      int64   \n",
      " 4   DEPARTEMEN    1 non-null      object  \n",
      " 5   ID_REG        1 non-null      int64   \n",
      " 6   REGIONS       1 non-null      object  \n",
      " 7   Shape_Length  1 non-null      float64 \n",
      " 8   Shape_Area    1 non-null      float64 \n",
      "dtypes: float64(2), geometry(1), int64(3), object(3)\n",
      "memory usage: 188.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "Boundary = Boundary.dissolve()\n",
    "Boundary.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "b0e22fdd",
   "metadata": {},
   "outputs": [],
   "source": [
    "# BuiltThiessenBuffer = gpd.GeoDataFrame(\n",
    "#     columns=['GRID3_splitID', 'MAX_year', 'Shape_Length', 'Shape_Area', 'CuYear', 'geometry'], \n",
    "#     geometry='geometry', crs = \"ESRI:102022\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "0108399f",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading layer cu_sel_1999. Fri Oct  7 08:24:09 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 08:24:13 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 10:02:13 2022\n",
      "\n",
      "Loading layer cu_sel_2000. Fri Oct  7 10:02:13 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 10:02:17 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 11:31:10 2022\n",
      "\n",
      "Loading layer cu_sel_2001. Fri Oct  7 11:31:10 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 11:31:14 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 12:49:25 2022\n",
      "\n",
      "Loading layer cu_sel_2002. Fri Oct  7 12:49:26 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 12:49:29 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 14:01:34 2022\n",
      "\n",
      "Loading layer cu_sel_2003. Fri Oct  7 14:01:34 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 14:01:38 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 15:09:37 2022\n",
      "\n",
      "Loading layer cu_sel_2004. Fri Oct  7 15:09:37 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 15:09:41 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 16:16:02 2022\n",
      "\n",
      "Loading layer cu_sel_2005. Fri Oct  7 16:16:02 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 16:16:06 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 17:21:20 2022\n",
      "\n",
      "Loading layer cu_sel_2006. Fri Oct  7 17:21:20 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 17:21:24 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 18:24:05 2022\n",
      "\n",
      "Loading layer cu_sel_2007. Fri Oct  7 18:24:05 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 18:24:08 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 19:25:54 2022\n",
      "\n",
      "Loading layer cu_sel_2008. Fri Oct  7 19:25:54 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 19:25:58 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 20:26:52 2022\n",
      "\n",
      "Loading layer cu_sel_2009. Fri Oct  7 20:26:52 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 20:26:56 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 21:26:27 2022\n",
      "\n",
      "Loading layer cu_sel_2010. Fri Oct  7 21:26:27 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 21:26:30 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 22:21:40 2022\n",
      "\n",
      "Loading layer cu_sel_2011. Fri Oct  7 22:21:40 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 22:21:43 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Fri Oct  7 23:14:53 2022\n",
      "\n",
      "Loading layer cu_sel_2012. Fri Oct  7 23:14:53 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Fri Oct  7 23:14:57 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Sat Oct  8 00:05:53 2022\n",
      "\n",
      "Loading layer cu_sel_2013. Sat Oct  8 00:05:53 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Sat Oct  8 00:05:56 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Sat Oct  8 00:56:05 2022\n",
      "\n",
      "Loading layer cu_sel_2014. Sat Oct  8 00:56:05 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Sat Oct  8 00:56:09 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Sat Oct  8 01:44:28 2022\n",
      "\n",
      "Loading layer cu_sel_2015. Sat Oct  8 01:44:29 2022\n",
      "\n",
      "Create a buffer around the features in the original layer. Sat Oct  8 01:44:32 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_1816\\49490589.py:9: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Buffered version finished and saved to file. Sat Oct  8 02:30:12 2022\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for item in BuiltAreaList:\n",
    "    print('Loading layer %s. %s\\n' % (item, time.ctime()))\n",
    "    CuYear = re.sub(r'[^0-9]', '', item) # Pull the year of feature layer (e.g. \"2005\") from the numeric portion of the layer name.\n",
    "    Layer = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer=item) # Read in the layer as a geodataframe.\n",
    "    print('Create a buffer around the features in the original layer. %s\\n' % time.ctime())\n",
    "    BufferLayer = Layer\n",
    "    BufferLayer['geometry'] = BufferLayer['geometry'].apply(make_valid) # This is a workaround for any null geometries.\n",
    "    BufferLayer['geometry'] = BufferLayer['geometry'].buffer(2000) # Create a 2km buffer around the original feature.\n",
    "    BufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['Buff_', CuYear, '.shp']))\n",
    "    print('Buffered version finished and saved to file. %s\\n' % time.ctime())\n",
    "    del CuYear, Layer, BufferLayer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0ed1c15d",
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading layer cu_sel_2011. Mon Oct 10 10:14:46 2022\n",
      "\n",
      "Loaded. Assigning year field. Mon Oct 10 10:14:51 2022\n",
      "\n",
      "Assigned. Drawing Thiessen (Voronoi) polygons using buffer as the bounding area. Mon Oct 10 10:14:51 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:32: FutureWarning: Currently, index_parts defaults to True, but in the future, it will default to False to be consistent with Pandas. Use `index_parts=True` to keep the current behavior and True/False to silence the warning.\n",
      "  gs = gpd.GeoSeries([smp_vd]).explode()\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3398: FutureWarning: The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polygons drawn and written to file. Mon Oct 10 12:11:29 2022\n",
      "\n",
      "Loading layer cu_sel_2012. Mon Oct 10 12:11:29 2022\n",
      "\n",
      "Loaded. Assigning year field. Mon Oct 10 12:11:34 2022\n",
      "\n",
      "Assigned. Drawing Thiessen (Voronoi) polygons using buffer as the bounding area. Mon Oct 10 12:11:34 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:32: FutureWarning: Currently, index_parts defaults to True, but in the future, it will default to False to be consistent with Pandas. Use `index_parts=True` to keep the current behavior and True/False to silence the warning.\n",
      "  gs = gpd.GeoSeries([smp_vd]).explode()\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3398: FutureWarning: The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polygons drawn and written to file. Mon Oct 10 13:39:24 2022\n",
      "\n",
      "Loading layer cu_sel_2013. Mon Oct 10 13:39:24 2022\n",
      "\n",
      "Loaded. Assigning year field. Mon Oct 10 13:39:29 2022\n",
      "\n",
      "Assigned. Drawing Thiessen (Voronoi) polygons using buffer as the bounding area. Mon Oct 10 13:39:29 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:32: FutureWarning: Currently, index_parts defaults to True, but in the future, it will default to False to be consistent with Pandas. Use `index_parts=True` to keep the current behavior and True/False to silence the warning.\n",
      "  gs = gpd.GeoSeries([smp_vd]).explode()\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3398: FutureWarning: The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polygons drawn and written to file. Mon Oct 10 15:12:38 2022\n",
      "\n",
      "Loading layer cu_sel_2014. Mon Oct 10 15:12:38 2022\n",
      "\n",
      "Loaded. Assigning year field. Mon Oct 10 15:12:43 2022\n",
      "\n",
      "Assigned. Drawing Thiessen (Voronoi) polygons using buffer as the bounding area. Mon Oct 10 15:12:43 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:32: FutureWarning: Currently, index_parts defaults to True, but in the future, it will default to False to be consistent with Pandas. Use `index_parts=True` to keep the current behavior and True/False to silence the warning.\n",
      "  gs = gpd.GeoSeries([smp_vd]).explode()\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3398: FutureWarning: The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polygons drawn and written to file. Mon Oct 10 16:45:45 2022\n",
      "\n",
      "Loading layer cu_sel_2015. Mon Oct 10 16:45:46 2022\n",
      "\n",
      "Loaded. Assigning year field. Mon Oct 10 16:45:51 2022\n",
      "\n",
      "Assigned. Drawing Thiessen (Voronoi) polygons using buffer as the bounding area. Mon Oct 10 16:45:51 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:32: FutureWarning: Currently, index_parts defaults to True, but in the future, it will default to False to be consistent with Pandas. Use `index_parts=True` to keep the current behavior and True/False to silence the warning.\n",
      "  gs = gpd.GeoSeries([smp_vd]).explode()\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3398: FutureWarning: The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:56: 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",
      "  return MultiPolygon(Polygon(p.exterior) for p in plg)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Polygons drawn and written to file. Mon Oct 10 18:19:00 2022\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for item in ['cu_sel_2011', 'cu_sel_2012', 'cu_sel_2013', 'cu_sel_2014', 'cu_sel_2015']:\n",
    "# Error happened in cu_sel_2010. See OneNote page for details.\n",
    "# ValueError: No Shapely geometry can be created from null value\n",
    "# for item in BuiltAreaList:\n",
    "    print('Loading layer %s. %s\\n' % (item, time.ctime()))\n",
    "    CuYear = re.sub(r'[^0-9]', '', item) # Pull the year of feature layer (e.g. \"2005\") from the numeric portion of the layer name.\n",
    "    Layer = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer=item) # Read in the layer as a geodataframe.\n",
    "    Buffer = gpd.read_file(filename=''.join(['Buff_', CuYear, '.shp']))\n",
    "    print('Loaded. Assigning year field. %s\\n' % time.ctime())\n",
    "    Layer[\"CuYear\"] = CuYear # Give geodataframe a field where every value is the year of cumulative buildup represented by the layer. This will be useful if concatenating all the layers together into a single dataset.\n",
    "    print('Assigned. Drawing Thiessen (Voronoi) polygons using buffer as the bounding area. %s\\n' % time.ctime())\n",
    "    ThiessenLayer = voronoiDiagram4plg(Layer, Buffer) # Demarcate the area around each feature which is closer to that feature than any other feature.\n",
    "    ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThBuf_', CuYear, '.shp']))\n",
    "    print('Polygons drawn and written to file. %s\\n' % time.ctime())\n",
    "    del CuYear, Layer, ThiessenLayer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "eb3df28e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Loading layer cu_sel_2010. Thu Oct 13 17:28:00 2022\n",
      "\n",
      "Loaded. Assigning year field. Thu Oct 13 17:28:06 2022\n",
      "\n",
      "Assigned. Drawing Thiessen (Voronoi) polygons. Thu Oct 13 17:28:06 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:32: FutureWarning: Currently, index_parts defaults to True, but in the future, it will default to False to be consistent with Pandas. Use `index_parts=True` to keep the current behavior and True/False to silence the warning.\n",
      "  gs = gpd.GeoSeries([smp_vd]).explode()\n",
      "C:\\Users\\wb527163\\.conda\\envs\\geo\\lib\\site-packages\\IPython\\core\\interactiveshell.py:3398: FutureWarning: The `op` parameter is deprecated and will be removed in a future release. Please use the `predicate` parameter instead.\n",
      "  exec(code_obj, self.user_global_ns, self.user_ns)\n",
      "TopologyException: side location conflict at -1492504.3774815281 714118.76582411525. This can occur if the input geometry is invalid.\n"
     ]
    },
    {
     "ename": "ValueError",
     "evalue": "No Shapely geometry can be created from null value",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "Input \u001b[1;32mIn [42]\u001b[0m, in \u001b[0;36m<cell line: 12>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     10\u001b[0m Layer[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgeometry\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m Layer[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgeometry\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mapply(make_valid)\u001b[38;5;241m.\u001b[39mbuffer(\u001b[38;5;241m0.1\u001b[39m)\u001b[38;5;241m.\u001b[39msimplify(\u001b[38;5;241m10\u001b[39m) \u001b[38;5;66;03m# This is a workaround for any null geometries.\u001b[39;00m\n\u001b[0;32m     11\u001b[0m Buffer[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgeometry\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m Buffer[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mgeometry\u001b[39m\u001b[38;5;124m'\u001b[39m]\u001b[38;5;241m.\u001b[39mapply(make_valid)\n\u001b[1;32m---> 12\u001b[0m ThiessenLayer \u001b[38;5;241m=\u001b[39m \u001b[43mvoronoiDiagram4plg\u001b[49m\u001b[43m(\u001b[49m\u001b[43mLayer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mBuffer\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m# Demarcate the area around each feature which is closer to that feature than any other feature.\u001b[39;00m\n\u001b[0;32m     13\u001b[0m ThiessenLayer\u001b[38;5;241m.\u001b[39mto_file(driver\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mESRI Shapefile\u001b[39m\u001b[38;5;124m'\u001b[39m, filename\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mThBuf_\u001b[39m\u001b[38;5;124m'\u001b[39m, CuYear, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m.shp\u001b[39m\u001b[38;5;124m'\u001b[39m]))\n\u001b[0;32m     14\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPolygons drawn and written to file. \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;130;01m\\n\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m%\u001b[39m time\u001b[38;5;241m.\u001b[39mctime())\n",
      "File \u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\longsgis\\longsgis.py:40\u001b[0m, in \u001b[0;36mvoronoiDiagram4plg\u001b[1;34m(gdf, mask)\u001b[0m\n\u001b[0;32m     38\u001b[0m gdf_vd_primary\u001b[38;5;241m.\u001b[39mreset_index(drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\t\u001b[38;5;66;03m#append(gdf)\u001b[39;00m\n\u001b[0;32m     39\u001b[0m \u001b[38;5;66;03m#spatial join by intersecting and dissolve by `index_right`\u001b[39;00m\n\u001b[1;32m---> 40\u001b[0m gdf_temp \u001b[38;5;241m=\u001b[39m ( \u001b[43mgpd\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msjoin\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgdf_vd_primary\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgdf\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mhow\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43minner\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mop\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mintersects\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[0;32m     41\u001b[0m \u001b[43m\t\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdissolve\u001b[49m\u001b[43m(\u001b[49m\u001b[43mby\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43mindex_right\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m)\u001b[49m\u001b[38;5;241m.\u001b[39mreset_index(drop\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m) )\n\u001b[0;32m     42\u001b[0m gdf_vd \u001b[38;5;241m=\u001b[39m gpd\u001b[38;5;241m.\u001b[39mclip(gdf_temp, mask)\n\u001b[0;32m     43\u001b[0m gdf_vd \u001b[38;5;241m=\u001b[39m dropHoles(gdf_vd)\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\geopandas\\geodataframe.py:1713\u001b[0m, in \u001b[0;36mGeoDataFrame.dissolve\u001b[1;34m(self, by, aggfunc, as_index, level, sort, observed, dropna)\u001b[0m\n\u001b[0;32m   1710\u001b[0m     merged_geom \u001b[38;5;241m=\u001b[39m block\u001b[38;5;241m.\u001b[39munary_union\n\u001b[0;32m   1711\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m merged_geom\n\u001b[1;32m-> 1713\u001b[0m g \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgroupby\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgroup_keys\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mgroupby_kwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeometry\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mname\u001b[49m\u001b[43m]\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43magg\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m   1714\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmerge_geometries\u001b[49m\n\u001b[0;32m   1715\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1717\u001b[0m \u001b[38;5;66;03m# Aggregate\u001b[39;00m\n\u001b[0;32m   1718\u001b[0m aggregated_geometry \u001b[38;5;241m=\u001b[39m GeoDataFrame(g, geometry\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mgeometry\u001b[38;5;241m.\u001b[39mname, crs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mcrs)\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\pandas\\core\\groupby\\generic.py:287\u001b[0m, in \u001b[0;36mSeriesGroupBy.aggregate\u001b[1;34m(self, func, engine, engine_kwargs, *args, **kwargs)\u001b[0m\n\u001b[0;32m    284\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_python_agg_general(func, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    286\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 287\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_python_agg_general\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    288\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mKeyError\u001b[39;00m:\n\u001b[0;32m    289\u001b[0m     \u001b[38;5;66;03m# TODO: KeyError is raised in _python_agg_general,\u001b[39;00m\n\u001b[0;32m    290\u001b[0m     \u001b[38;5;66;03m#  see test_groupby.test_basic\u001b[39;00m\n\u001b[0;32m    291\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_aggregate_named(func, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\pandas\\core\\groupby\\groupby.py:1490\u001b[0m, in \u001b[0;36mGroupBy._python_agg_general\u001b[1;34m(self, func, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1486\u001b[0m name \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39mname\n\u001b[0;32m   1488\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m   1489\u001b[0m     \u001b[38;5;66;03m# if this function is invalid for this dtype, we will ignore it.\u001b[39;00m\n\u001b[1;32m-> 1490\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgrouper\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43magg_series\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1491\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[0;32m   1492\u001b[0m     warn_dropping_nuisance_columns_deprecated(\u001b[38;5;28mtype\u001b[39m(\u001b[38;5;28mself\u001b[39m), \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124magg\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\pandas\\core\\groupby\\ops.py:972\u001b[0m, in \u001b[0;36mBaseGrouper.agg_series\u001b[1;34m(self, obj, func, preserve_dtype)\u001b[0m\n\u001b[0;32m    969\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_aggregate_series_pure_python(obj, func)\n\u001b[0;32m    971\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(obj\u001b[38;5;241m.\u001b[39m_values, np\u001b[38;5;241m.\u001b[39mndarray):\n\u001b[1;32m--> 972\u001b[0m     result \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_aggregate_series_pure_python\u001b[49m\u001b[43m(\u001b[49m\u001b[43mobj\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    974\u001b[0m     \u001b[38;5;66;03m# we can preserve a little bit more aggressively with EA dtype\u001b[39;00m\n\u001b[0;32m    975\u001b[0m     \u001b[38;5;66;03m#  because maybe_cast_pointwise_result will do a try/except\u001b[39;00m\n\u001b[0;32m    976\u001b[0m     \u001b[38;5;66;03m#  with _from_sequence.  NB we are assuming here that _from_sequence\u001b[39;00m\n\u001b[0;32m    977\u001b[0m     \u001b[38;5;66;03m#  is sufficiently strict that it casts appropriately.\u001b[39;00m\n\u001b[0;32m    978\u001b[0m     preserve_dtype \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mTrue\u001b[39;00m\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\pandas\\core\\groupby\\ops.py:1005\u001b[0m, in \u001b[0;36mBaseGrouper._aggregate_series_pure_python\u001b[1;34m(self, obj, func)\u001b[0m\n\u001b[0;32m   1003\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m i, group \u001b[38;5;129;01min\u001b[39;00m \u001b[38;5;28menumerate\u001b[39m(splitter):\n\u001b[0;32m   1004\u001b[0m     group \u001b[38;5;241m=\u001b[39m group\u001b[38;5;241m.\u001b[39m__finalize__(obj, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mgroupby\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m-> 1005\u001b[0m     res \u001b[38;5;241m=\u001b[39m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgroup\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1006\u001b[0m     res \u001b[38;5;241m=\u001b[39m libreduction\u001b[38;5;241m.\u001b[39mextract_result(res)\n\u001b[0;32m   1008\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m initialized:\n\u001b[0;32m   1009\u001b[0m         \u001b[38;5;66;03m# We only do this validation on the first iteration\u001b[39;00m\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\pandas\\core\\groupby\\groupby.py:1476\u001b[0m, in \u001b[0;36mGroupBy._python_agg_general.<locals>.<lambda>\u001b[1;34m(x)\u001b[0m\n\u001b[0;32m   1473\u001b[0m \u001b[38;5;129m@final\u001b[39m\n\u001b[0;32m   1474\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21m_python_agg_general\u001b[39m(\u001b[38;5;28mself\u001b[39m, func, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m   1475\u001b[0m     func \u001b[38;5;241m=\u001b[39m com\u001b[38;5;241m.\u001b[39mis_builtin_func(func)\n\u001b[1;32m-> 1476\u001b[0m     f \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mlambda\u001b[39;00m x: \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43mx\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1478\u001b[0m     \u001b[38;5;66;03m# iterate through \"columns\" ex exclusions to populate output dict\u001b[39;00m\n\u001b[0;32m   1479\u001b[0m     output: \u001b[38;5;28mdict\u001b[39m[base\u001b[38;5;241m.\u001b[39mOutputKey, ArrayLike] \u001b[38;5;241m=\u001b[39m {}\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\geopandas\\geodataframe.py:1710\u001b[0m, in \u001b[0;36mGeoDataFrame.dissolve.<locals>.merge_geometries\u001b[1;34m(block)\u001b[0m\n\u001b[0;32m   1709\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mmerge_geometries\u001b[39m(block):\n\u001b[1;32m-> 1710\u001b[0m     merged_geom \u001b[38;5;241m=\u001b[39m \u001b[43mblock\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munary_union\u001b[49m\n\u001b[0;32m   1711\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m merged_geom\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\geopandas\\base.py:728\u001b[0m, in \u001b[0;36mGeoPandasBase.unary_union\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    709\u001b[0m \u001b[38;5;129m@property\u001b[39m\n\u001b[0;32m    710\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21munary_union\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[0;32m    711\u001b[0m     \u001b[38;5;124;03m\"\"\"Returns a geometry containing the union of all geometries in the\u001b[39;00m\n\u001b[0;32m    712\u001b[0m \u001b[38;5;124;03m    ``GeoSeries``.\u001b[39;00m\n\u001b[0;32m    713\u001b[0m \n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    726\u001b[0m \u001b[38;5;124;03m    POLYGON ((0 1, 0 2, 2 2, 2 0, 1 0, 0 0, 0 1))\u001b[39;00m\n\u001b[0;32m    727\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m--> 728\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mgeometry\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mvalues\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munary_union\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\geopandas\\array.py:638\u001b[0m, in \u001b[0;36mGeometryArray.unary_union\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    637\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21munary_union\u001b[39m(\u001b[38;5;28mself\u001b[39m):\n\u001b[1;32m--> 638\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mvectorized\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munary_union\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\AppData\\Roaming\\Python\\Python38\\site-packages\\geopandas\\_vectorized.py:911\u001b[0m, in \u001b[0;36munary_union\u001b[1;34m(data)\u001b[0m\n\u001b[0;32m    909\u001b[0m data \u001b[38;5;241m=\u001b[39m [g \u001b[38;5;28;01mfor\u001b[39;00m g \u001b[38;5;129;01min\u001b[39;00m data \u001b[38;5;28;01mif\u001b[39;00m g \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m]\n\u001b[0;32m    910\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m data:\n\u001b[1;32m--> 911\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mshapely\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mops\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43munary_union\u001b[49m\u001b[43m(\u001b[49m\u001b[43mdata\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    912\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    913\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",
      "File \u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\shapely\\ops.py:161\u001b[0m, in \u001b[0;36mCollectionOperator.unary_union\u001b[1;34m(self, geoms)\u001b[0m\n\u001b[0;32m    159\u001b[0m     subs[i] \u001b[38;5;241m=\u001b[39m g\u001b[38;5;241m.\u001b[39m_geom\n\u001b[0;32m    160\u001b[0m collection \u001b[38;5;241m=\u001b[39m lgeos\u001b[38;5;241m.\u001b[39mGEOSGeom_createCollection(\u001b[38;5;241m6\u001b[39m, subs, L)\n\u001b[1;32m--> 161\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mgeom_factory\u001b[49m\u001b[43m(\u001b[49m\u001b[43mlgeos\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethods\u001b[49m\u001b[43m[\u001b[49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[38;5;124;43munary_union\u001b[39;49m\u001b[38;5;124;43m'\u001b[39;49m\u001b[43m]\u001b[49m\u001b[43m(\u001b[49m\u001b[43mcollection\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32m~\\.conda\\envs\\geo\\lib\\site-packages\\shapely\\geometry\\base.py:73\u001b[0m, in \u001b[0;36mgeom_factory\u001b[1;34m(g, parent)\u001b[0m\n\u001b[0;32m     70\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mgeom_factory\u001b[39m(g, parent\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m     71\u001b[0m     \u001b[38;5;66;03m# Abstract geometry factory for use with topological methods below\u001b[39;00m\n\u001b[0;32m     72\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m g:\n\u001b[1;32m---> 73\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mNo Shapely geometry can be created from null value\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m     74\u001b[0m     ob \u001b[38;5;241m=\u001b[39m BaseGeometry()\n\u001b[0;32m     75\u001b[0m     geom_type \u001b[38;5;241m=\u001b[39m geometry_type_name(g)\n",
      "\u001b[1;31mValueError\u001b[0m: No Shapely geometry can be created from null value"
     ]
    }
   ],
   "source": [
    "# This was the only year that gave me trouble. Running it outside of the list now that the issues are resolved.\n",
    "item = 'cu_sel_2010'\n",
    "print('Loading layer %s. %s\\n' % (item, time.ctime()))\n",
    "CuYear = re.sub(r'[^0-9]', '', item) # Pull the year of feature layer (e.g. \"2005\") from the numeric portion of the layer name.\n",
    "Layer = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer=item) # Read in the layer as a geodataframe.\n",
    "Buffer = gpd.read_file(filename=''.join(['Buff_', CuYear, '.shp']))\n",
    "print('Loaded. Assigning year field. %s\\n' % time.ctime())\n",
    "Layer[\"CuYear\"] = CuYear # Give geodataframe a field where every value is the year of cumulative buildup represented by the layer. This will be useful if concatenating all the layers together into a single dataset.\n",
    "print('Assigned. Drawing Thiessen (Voronoi) polygons. %s\\n' % time.ctime())\n",
    "Layer['geometry'] = Layer['geometry'].apply(make_valid).buffer(0.1).simplify(10) # Using several workarounds for any null geometries. Our inputs don't need a high level of precision.\n",
    "Buffer['geometry'] = Buffer['geometry'].apply(make_valid)\n",
    "ThiessenLayer = voronoiDiagram4plg(Layer, Buffer) # Demarcate the area around each feature which is closer to that feature than any other feature.\n",
    "ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThBuf_', CuYear, '.shp']))\n",
    "print('Polygons drawn and written to file. %s\\n' % time.ctime())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "30e1b2ef",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['cu_sel_1999',\n",
       " 'cu_sel_2000',\n",
       " 'cu_sel_2001',\n",
       " 'cu_sel_2002',\n",
       " 'cu_sel_2003',\n",
       " 'cu_sel_2004',\n",
       " 'cu_sel_2005',\n",
       " 'cu_sel_2006',\n",
       " 'cu_sel_2007',\n",
       " 'cu_sel_2008',\n",
       " 'cu_sel_2009',\n",
       " 'cu_sel_2011',\n",
       " 'cu_sel_2012',\n",
       " 'cu_sel_2013',\n",
       " 'cu_sel_2014',\n",
       " 'cu_sel_2015']"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "BuiltListless2010 = BuiltAreaList.remove('cu_sel_2010')\n",
    "BuiltAreaList"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "id": "ad69cc84",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Thiessen polygons did not retain feature attributes. Need to join back on spatially.\n",
      "Year: cu_sel_1999 Fri Oct 14 10:37:53 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:38:00 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:38:04 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2000 Fri Oct 14 10:38:12 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:38:18 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:38:22 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2001 Fri Oct 14 10:38:29 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:38:35 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:38:39 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2002 Fri Oct 14 10:38:47 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:38:52 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:38:57 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2003 Fri Oct 14 10:39:04 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:39:09 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:39:14 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2004 Fri Oct 14 10:39:22 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:39:27 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:39:32 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2005 Fri Oct 14 10:39:39 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:39:45 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:39:50 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2006 Fri Oct 14 10:39:58 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:40:04 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:40:08 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2007 Fri Oct 14 10:40:17 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:40:22 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:40:27 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2008 Fri Oct 14 10:40:36 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:40:42 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:40:47 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2009 Fri Oct 14 10:40:55 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:41:01 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:41:06 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2011 Fri Oct 14 10:41:14 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:41:20 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:41:25 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2012 Fri Oct 14 10:41:34 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:41:41 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:41:47 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2013 Fri Oct 14 10:41:55 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:42:01 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:42:06 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2014 Fri Oct 14 10:42:14 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:42:20 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:42:25 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: cu_sel_2015 Fri Oct 14 10:42:33 2022\n",
      "\n",
      "Loaded original features and Thiessen layers. Joining together. Fri Oct 14 10:42:39 2022\n",
      "\n",
      "Finished! Writing to file. Fri Oct 14 10:42:44 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1955055301.py:10: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "All years finished (except 2010).\n"
     ]
    }
   ],
   "source": [
    "print('Thiessen polygons did not retain feature attributes. Need to join back on spatially. \\n\\n')\n",
    "for item in BuiltAreaList:\n",
    "    print('Year: %s %s\\n' % (item, time.ctime()))\n",
    "    CuYear = re.sub(r'[^0-9]', '', str(item))\n",
    "    ThiessenLayer = gpd.read_file(filename=''.join(['ThBuf_', CuYear, '.shp']))\n",
    "    Layer = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer=item)\n",
    "    print('Loaded original features and Thiessen layers. Joining together. %s\\n' % time.ctime())\n",
    "    ThiessenLayer = gpd.sjoin(ThiessenLayer, Layer, how='left', predicate='contains')\n",
    "    print('Finished! Writing to file. %s\\n' % time.ctime())\n",
    "    ThiessenLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThB2_', CuYear, '.shp']))\n",
    "    del CuYear, ThiessenLayer, Layer\n",
    "print('All years finished (except 2010).')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "df7d11cf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# for item in BuiltAreaList:\n",
    "#     print('Loading Thiessen areas and buffered polygons from layer %s. %s\\n' % (item, time.ctime()))\n",
    "#     CuYear = re.sub(r'[^0-9]', '', item) # Pull the year of feature layer (e.g. \"2005\") from the numeric portion of the layer name.\n",
    "#     ThiessenLayer = gpd.read_file(filename=''.join(['Thies_', CuYear, '.shp'])) # Read in the layer as a geodataframe.\n",
    "#     BufferLayer = gpd.read_file(filename=''.join(['Buff_', CuYear, '.shp']))\n",
    "#     print('Now clipping the Thiessen polygons with the buffer. %s\\n' % time.ctime())\n",
    "#     ThiessenBufferLayer = gpd.clip(ThiessenLayer, BufferLayer) # Clip the demarcated area so that coverage ends at the 2km mark. This will be both the mask used to reduce the file size of the population rasters, and the zones used to summarize the pop data during zonal statistics.\n",
    "#     print('Clipped. Polygons did not retain feature attributes. Joining back on. %s\\n' % time.ctime())\n",
    "#     ThiessenBufferLayer = ThiessenBufferLayer.merge(Layer, how='left', left_index=True, right_index=True) # Voronoi function does not retain the attributes (leaves them all Null for whatever reason). Just joining it all back together.\n",
    "#     print('Finished! Writing to file. %s\\n' % time.ctime())\n",
    "#     ThiessenBufferLayer.to_file(driver='ESRI Shapefile', filename=''.join(['ThBuf_', CuYear, '.shp']))\n",
    "#     print(ThiessenBufferLayer.sample(5))\n",
    "#     print('\\nNext layer. %s\\n' % time.ctime())\n",
    "#     del CuYear, ThiessenLayer, BufferLayer, ThiessenBufferLayer"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d80d705d",
   "metadata": {},
   "source": [
    "#### Zonal statistics\n",
    "https://gis.stackexchange.com/questions/77993/issue-trying-to-create-zonal-statistics-using-gdal-and-python"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "c20bddcd",
   "metadata": {},
   "outputs": [],
   "source": [
    "def zonal_stats(feat, input_zone_polygon, input_value_raster, statistic='sum'):\n",
    "\n",
    "    # Open data\n",
    "    raster = gdal.Open(input_value_raster)\n",
    "    shp = ogr.Open(input_zone_polygon)\n",
    "    lyr = shp.GetLayer()\n",
    "\n",
    "    # Get raster georeference info\n",
    "    transform = raster.GetGeoTransform()\n",
    "    xOrigin = transform[0]\n",
    "    yOrigin = transform[3]\n",
    "    pixelWidth = transform[1]\n",
    "    pixelHeight = transform[5]\n",
    "\n",
    "    # Get extent of feat\n",
    "    geom = feat.GetGeometryRef()\n",
    "    if (geom.GetGeometryName() == 'MULTIPOLYGON'):\n",
    "        count = 0\n",
    "        pointsX = []; pointsY = []\n",
    "        for polygon in geom:\n",
    "            geomInner = geom.GetGeometryRef(count)    \n",
    "            ring = geomInner.GetGeometryRef(0)\n",
    "            numpoints = ring.GetPointCount()\n",
    "            for p in range(numpoints):\n",
    "                    lon, lat, z = ring.GetPoint(p)\n",
    "                    pointsX.append(lon)\n",
    "                    pointsY.append(lat)    \n",
    "            count += 1\n",
    "    elif (geom.GetGeometryName() == 'POLYGON'):\n",
    "        ring = geom.GetGeometryRef(0)\n",
    "        numpoints = ring.GetPointCount()\n",
    "        pointsX = []; pointsY = []\n",
    "        for p in range(numpoints):\n",
    "                lon, lat, z = ring.GetPoint(p)\n",
    "                pointsX.append(lon)\n",
    "                pointsY.append(lat)\n",
    "\n",
    "    else:\n",
    "        sys.exit()\n",
    "\n",
    "    xmin = min(pointsX)\n",
    "    xmax = max(pointsX)\n",
    "    ymin = min(pointsY)\n",
    "    ymax = max(pointsY)\n",
    "\n",
    "    # Specify offset and rows and columns to read\n",
    "    xoff = int((xmin - xOrigin)/pixelWidth)\n",
    "    yoff = int((yOrigin - ymax)/pixelWidth)\n",
    "    xcount = int((xmax - xmin)/pixelWidth)+1\n",
    "    ycount = int((ymax - ymin)/pixelWidth)+1\n",
    "\n",
    "    # Create memory target raster\n",
    "    target_ds = gdal.GetDriverByName('MEM').Create('', xcount, ycount, gdal.GDT_Byte)\n",
    "    target_ds.SetGeoTransform((\n",
    "        xmin, pixelWidth, 0,\n",
    "        ymax, 0, pixelHeight,\n",
    "    ))\n",
    "\n",
    "    # Create for target raster the same projection as for the value raster\n",
    "    raster_srs = osr.SpatialReference()\n",
    "    raster_srs.ImportFromWkt(raster.GetProjectionRef())\n",
    "    target_ds.SetProjection(raster_srs.ExportToWkt())\n",
    "\n",
    "    # Rasterize zone polygon to raster\n",
    "    gdal.RasterizeLayer(target_ds, [1], lyr, burn_values=[1])\n",
    "\n",
    "    # Read raster as arrays\n",
    "    banddataraster = raster.GetRasterBand(1)\n",
    "    dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
    "\n",
    "    bandmask = target_ds.GetRasterBand(1)\n",
    "    datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n",
    "\n",
    "    # Mask zone of raster\n",
    "    zoneraster = numpy.ma.masked_array(dataraster,  numpy.logical_not(datamask))\n",
    "\n",
    "    # Calculate statistics of zonal raster\n",
    "    if (statistic == 'sum'):\n",
    "        return numpy.sum(zoneraster)\n",
    "    elif (statistic == 'mean'):\n",
    "        return numpy.mean(zoneraster)\n",
    "    elif (statistic == 'count'):\n",
    "        return numpy.ma.count(zoneraster)\n",
    "    elif (statistic == 'median'):\n",
    "        return numpy.median(zoneraster)\n",
    "    elif (statistic == 'min'):\n",
    "        return numpy.min(zoneraster)\n",
    "    elif (statistic == 'max'):\n",
    "        return numpy.max(zoneraster)\n",
    "    elif (statistic == 'std'):\n",
    "        return numpy.std(zoneraster)\n",
    "    else:\n",
    "        return numpy.sum(zoneraster)\n",
    "    \n",
    "    \n",
    "def loop_zonal_stats(input_zone_polygon, input_value_raster, statistic):\n",
    "#         Parameters\n",
    "#         ----------\n",
    "#         input_zone_polygon: string\n",
    "#             File path to read from using ogr.Open().\n",
    "#         input_value_raster : string, default None\n",
    "#             The OGR format driver used to write the vector file.\n",
    "#             If not specified, it attempts to infer it from the file extension.\n",
    "#             If no extension is specified, it saves ESRI Shapefile to a folder.\n",
    "#         statistic : string, default = 'sum'\n",
    "#             The statistic used to aggregate values in the input raster. \n",
    "#             Output will be a single value associated with the input zone.\n",
    "#             Options: 'sum', 'mean', 'count', 'median', 'min', 'max', 'std'\n",
    "\n",
    "    shp = ogr.Open(input_zone_polygon)\n",
    "    lyr = shp.GetLayer()\n",
    "    featList = range(lyr.GetFeatureCount())\n",
    "    statDict = {}\n",
    "\n",
    "    for FID in featList:\n",
    "        feat = lyr.GetFeature(FID)\n",
    "        statValue = zonal_stats(feat, input_zone_polygon, input_value_raster, statistic)\n",
    "        statDict[FID] = statValue\n",
    "    return statDict"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "id": "ac1b567f",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Running zonal statistics. \n",
      "\n",
      "Year: 2000 Sat Oct 15 14:02:13 2022\n",
      "Zonal statistics (sum) for year 2000. Sat Oct 15 14:02:13 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2000! Joining back onto Thiessen polygons. Sat Oct 15 16:25:14 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sat Oct 15 16:25:15 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sat Oct 15 16:25:25 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2001 Sat Oct 15 16:25:59 2022\n",
      "Zonal statistics (sum) for year 2001. Sat Oct 15 16:25:59 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2001! Joining back onto Thiessen polygons. Sat Oct 15 18:52:02 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sat Oct 15 18:52:04 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sat Oct 15 18:52:14 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2002 Sat Oct 15 18:52:46 2022\n",
      "Zonal statistics (sum) for year 2002. Sat Oct 15 18:52:46 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2002! Joining back onto Thiessen polygons. Sat Oct 15 21:20:59 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sat Oct 15 21:21:01 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sat Oct 15 21:21:12 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2003 Sat Oct 15 21:21:42 2022\n",
      "Zonal statistics (sum) for year 2003. Sat Oct 15 21:21:42 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2003! Joining back onto Thiessen polygons. Sat Oct 15 23:52:59 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sat Oct 15 23:53:01 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sat Oct 15 23:53:12 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2004 Sat Oct 15 23:53:46 2022\n",
      "Zonal statistics (sum) for year 2004. Sat Oct 15 23:53:46 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2004! Joining back onto Thiessen polygons. Sun Oct 16 02:24:30 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sun Oct 16 02:24:33 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sun Oct 16 02:24:43 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2005 Sun Oct 16 02:25:14 2022\n",
      "Zonal statistics (sum) for year 2005. Sun Oct 16 02:25:14 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2005! Joining back onto Thiessen polygons. Sun Oct 16 04:57:16 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sun Oct 16 04:57:18 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sun Oct 16 04:57:27 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2006 Sun Oct 16 04:57:59 2022\n",
      "Zonal statistics (sum) for year 2006. Sun Oct 16 04:57:59 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2006! Joining back onto Thiessen polygons. Sun Oct 16 07:32:45 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sun Oct 16 07:32:46 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sun Oct 16 07:32:57 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2007 Sun Oct 16 07:33:28 2022\n",
      "Zonal statistics (sum) for year 2007. Sun Oct 16 07:33:28 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2007! Joining back onto Thiessen polygons. Sun Oct 16 10:10:23 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sun Oct 16 10:10:25 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sun Oct 16 10:10:35 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2008 Sun Oct 16 10:11:06 2022\n",
      "Zonal statistics (sum) for year 2008. Sun Oct 16 10:11:06 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2008! Joining back onto Thiessen polygons. Sun Oct 16 12:50:01 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sun Oct 16 12:50:03 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sun Oct 16 12:50:14 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2009 Sun Oct 16 12:50:45 2022\n",
      "Zonal statistics (sum) for year 2009. Sun Oct 16 12:50:45 2022\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stats finished for year 2009! Joining back onto Thiessen polygons. Sun Oct 16 15:31:23 2022\n",
      "And now joining the Thiessen polygon attributes back onto the settlements via spatial join. Sun Oct 16 15:31:25 2022\n",
      "Joined. Writing the settlements to file with zonal info in attributes. Sun Oct 16 15:31:36 2022\n",
      "\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\383848562.py:21: UserWarning: Column names longer than 10 characters will be truncated when saved to ESRI Shapefile.\n",
      "  SettlementLayer.to_file(''.join([StatType, '_', Year]))\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Year: 2010 Sun Oct 16 15:32:08 2022\n",
      "Zonal statistics (sum) for year 2010. Sun Oct 16 15:32:08 2022\n"
     ]
    },
    {
     "ename": "AttributeError",
     "evalue": "'NoneType' object has no attribute 'GetLayer'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "Input \u001b[1;32mIn [113]\u001b[0m, in \u001b[0;36m<cell line: 5>\u001b[1;34m()\u001b[0m\n\u001b[0;32m     10\u001b[0m ColumnName \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;241m.\u001b[39mjoin([\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mPop\u001b[39m\u001b[38;5;124m'\u001b[39m, Year]) \u001b[38;5;66;03m# Zonal stats outputs will be named after the year and dataset, as a column in the settlements polygon.\u001b[39;00m\n\u001b[0;32m     11\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mZonal statistics (\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m) for year \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m. \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m%\u001b[39m (StatType, Year, time\u001b[38;5;241m.\u001b[39mctime()))\n\u001b[1;32m---> 12\u001b[0m zStats \u001b[38;5;241m=\u001b[39m \u001b[43mloop_zonal_stats\u001b[49m\u001b[43m(\u001b[49m\u001b[43mZoneLayerName\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mRasterLayer\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mStatType\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m     13\u001b[0m \u001b[38;5;28mprint\u001b[39m(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mStats finished for year \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m! Joining back onto Thiessen polygons. \u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m \u001b[38;5;241m%\u001b[39m (Year, time\u001b[38;5;241m.\u001b[39mctime()))\n\u001b[0;32m     14\u001b[0m zStats \u001b[38;5;241m=\u001b[39m pd\u001b[38;5;241m.\u001b[39mDataFrame\u001b[38;5;241m.\u001b[39mfrom_dict(zStats, orient \u001b[38;5;241m=\u001b[39m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mindex\u001b[39m\u001b[38;5;124m'\u001b[39m, columns \u001b[38;5;241m=\u001b[39m [ColumnName])\n",
      "Input \u001b[1;32mIn [105]\u001b[0m, in \u001b[0;36mloop_zonal_stats\u001b[1;34m(input_zone_polygon, input_value_raster, statistic)\u001b[0m\n\u001b[0;32m     96\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mloop_zonal_stats\u001b[39m(input_zone_polygon, input_value_raster, statistic):\n\u001b[0;32m     97\u001b[0m \u001b[38;5;66;03m#         Parameters\u001b[39;00m\n\u001b[0;32m     98\u001b[0m \u001b[38;5;66;03m#         ----------\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    107\u001b[0m \u001b[38;5;66;03m#             Output will be a single value associated with the input zone.\u001b[39;00m\n\u001b[0;32m    108\u001b[0m \u001b[38;5;66;03m#             Options: 'sum', 'mean', 'count', 'median', 'min', 'max', 'std'\u001b[39;00m\n\u001b[0;32m    110\u001b[0m     shp \u001b[38;5;241m=\u001b[39m ogr\u001b[38;5;241m.\u001b[39mOpen(input_zone_polygon)\n\u001b[1;32m--> 111\u001b[0m     lyr \u001b[38;5;241m=\u001b[39m \u001b[43mshp\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mGetLayer\u001b[49m()\n\u001b[0;32m    112\u001b[0m     featList \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mrange\u001b[39m(lyr\u001b[38;5;241m.\u001b[39mGetFeatureCount())\n\u001b[0;32m    113\u001b[0m     statDict \u001b[38;5;241m=\u001b[39m {}\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'NoneType' object has no attribute 'GetLayer'"
     ]
    }
   ],
   "source": [
    "PopRasterList = glob.glob(r'WorldPop_tifs_albers/*.tif') # List all files in the WorldPop folder that have a .tif extension\n",
    "StatType = 'sum'\n",
    "\n",
    "print('Running zonal statistics. \\n')\n",
    "for item in PopRasterList:\n",
    "    Year = re.sub(r'[^0-9]', '', str(item)) # Get year of raster dataset. This will be used to choose the right polygon zones.\n",
    "    print('Year: %s %s' % (Year, time.ctime()))\n",
    "    RasterLayer = item\n",
    "    ZoneLayerName = ''.join(['ThB2_', Year, '.shp'])\n",
    "    ColumnName = ''.join(['Pop', Year]) # Zonal stats outputs will be named after the year and dataset, as a column in the settlements polygon.\n",
    "    print('Zonal statistics (%s) for year %s. %s' % (StatType, Year, time.ctime()))\n",
    "    zStats = loop_zonal_stats(ZoneLayerName, RasterLayer, StatType)\n",
    "    print('Stats finished for year %s! Joining back onto Thiessen polygons. %s' % (Year, time.ctime()))\n",
    "    zStats = pd.DataFrame.from_dict(zStats, orient = 'index', columns = [ColumnName])\n",
    "    ZoneLayer = gpd.read_file(ZoneLayerName)\n",
    "    ZoneWithStats = ZoneLayer.merge(zStats, how='left', left_index=True, right_index=True)\n",
    "    print('And now joining the Thiessen polygon attributes back onto the settlements via spatial join. %s' % time.ctime())\n",
    "    SettlementLayer = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer=''.join(['cu_sel_', Year]))\n",
    "    SettlementLayer = gpd.sjoin(SettlementLayer, ZoneWithStats, how='left', predicate='within')\n",
    "    print('Joined. Writing the settlements to file with zonal info in attributes. %s\\n' % time.ctime())\n",
    "    SettlementLayer.to_file(''.join([StatType, '_', Year]))\n",
    "    del Year, RasterLayer, ZoneLayer, ColumnName, zStats, ZoneWithStats, SettlementLayer\n",
    "print('All years finished (except 2010). Outputs stored as shapefiles in project workspace.')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "6673d782",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "140bd62e",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "b44560af",
   "metadata": {},
   "source": [
    "### Scratch and notes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 106,
   "id": "ce908717",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:69: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  dataraster = banddataraster.ReadAsArray(xoff, yoff, xcount, ycount).astype(numpy.float)\n",
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\1924271392.py:72: DeprecationWarning: `np.float` is a deprecated alias for the builtin `float`. To silence this warning, use `float` by itself. Doing this will not modify any behavior and is safe. If you specifically wanted the numpy scalar type, use `np.float64` here.\n",
      "Deprecated in NumPy 1.20; for more details and guidance: https://numpy.org/devdocs/release/1.20.0-notes.html#deprecations\n",
      "  datamask = bandmask.ReadAsArray(0, 0, xcount, ycount).astype(numpy.float)\n"
     ]
    },
    {
     "data": {
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       " 989: 2691.674883544445,\n",
       " 990: 3.3999999521443642e+38,\n",
       " 991: 2571.6212441325188,\n",
       " 992: 983.2707572281361,\n",
       " 993: 1188.9655308425426,\n",
       " 994: 1504.0781125426292,\n",
       " 995: 3.3999999521443642e+38,\n",
       " 996: 3.3999999521443642e+38,\n",
       " 997: 1229.2500525712967,\n",
       " 998: 3.3999999521443642e+38,\n",
       " 999: 372.52666014432907,\n",
       " ...}"
      ]
     },
     "execution_count": 106,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Raster dataset\n",
    "input_value_raster = r'WorldPop_tifs_albers/cmr_ppp_2000_UNadj.tif'\n",
    "# Vector dataset(zones)\n",
    "input_zone_polygon = 'ThB2_2000.shp'\n",
    "\n",
    "Year2000 = loop_zonal_stats(input_zone_polygon, input_value_raster, statistic='sum')\n",
    "Year2000"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "id": "567e8101",
   "metadata": {},
   "outputs": [],
   "source": [
    "poly = gpd.read_file('ThB2_2000.shp')\n",
    "zstats = pd.DataFrame.from_dict(Year2000, orient = 'index', columns = ['Pop2000'])\n",
    "poly = poly.merge(zstats, how='left', left_index=True, right_index=True)\n",
    "poly.to_file(driver='ESRI Shapefile', filename='test2000_zonal.shp')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be9b85e8",
   "metadata": {},
   "source": [
    "##### EARLIER VERSION CODE BLOCKS"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "id": "8e8cca8d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Opened ThB2_2000.shp\n",
      "Number of features in ThB2_2000.shp: 13422\n"
     ]
    }
   ],
   "source": [
    "daShapefile = r'ThB2_2000.shp'\n",
    "driver = ogr.GetDriverByName('ESRI Shapefile')\n",
    "dataSource = driver.Open(daShapefile, 0) # 0 means read-only. 1 means writeable.\n",
    "\n",
    "# Check to see if shapefile is found.\n",
    "if dataSource is None:\n",
    "    print('Could not open %s' % (daShapefile))\n",
    "else:\n",
    "    print('Opened %s' % (daShapefile))\n",
    "    layer = dataSource.GetLayer()\n",
    "    featureCount = layer.GetFeatureCount()\n",
    "    print(\"Number of features in %s: %d\" % (os.path.basename(daShapefile),featureCount))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d52544b4",
   "metadata": {},
   "source": [
    "##### VALIDATION"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "5edebce2",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\3910002172.py:14: 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 part in row.geometry:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       GRID3_splitID  MAX_year  Shape_Length     Shape_Area  \\\n",
      "1372          5075.0      2001      112.9885     797.900071   \n",
      "11618       194201.0      2010    13163.1764  710132.680130   \n",
      "939           2915.0      1985      508.4489    9574.813560   \n",
      "12328       196431.0      2010     1920.8071   34309.784960   \n",
      "9330        190982.0      2005      395.4604    3191.611582   \n",
      "9062        190637.0      2008     3163.6815   79790.197745   \n",
      "1287          4569.0      1994      112.9888     797.904308   \n",
      "1606          6866.0      2010     1299.3698   43884.618293   \n",
      "9546        191291.0      2010     8926.1007  539381.711896   \n",
      "11627       194217.0      2010     3954.6030  136441.222819   \n",
      "\n",
      "                                                geometry  ext_vertices  \n",
      "1372   MULTIPOLYGON (((-1663060.818 480910.238, -1663...             5  \n",
      "11618  MULTIPOLYGON (((-1415474.477 582543.513, -1415...            79  \n",
      "939    MULTIPOLYGON (((-1413666.659 325409.633, -1413...            13  \n",
      "12328  MULTIPOLYGON (((-1106111.601 738778.544, -1106...            27  \n",
      "9330   MULTIPOLYGON (((-1394402.097 476221.210, -1394...            15  \n",
      "9062   MULTIPOLYGON (((-1395899.196 434274.180, -1395...            57  \n",
      "1287   MULTIPOLYGON (((-1002020.823 277445.958, -1002...             5  \n",
      "1606   MULTIPOLYGON (((-1569901.690 423370.777, -1569...            32  \n",
      "9546   MULTIPOLYGON (((-1273843.226 397778.852, -1273...            22  \n",
      "11627  MULTIPOLYGON (((-1383781.165 633699.116, -1383...            81  \n"
     ]
    }
   ],
   "source": [
    "layer2010 = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer='cu_sel_2010')\n",
    "\n",
    "ext_vertices = []\n",
    "int_vertices = []\n",
    "\n",
    "for i, row in layer2010.iterrows():\n",
    "    # It's better to check if multigeometry\n",
    "    multi = row.geometry.type.startswith(\"Multi\")\n",
    "\n",
    "    if multi:\n",
    "        n = 0\n",
    "        allparts = []\n",
    "        # iterate over all parts of multigeometry\n",
    "        for part in row.geometry:\n",
    "            part_length = len(part.exterior.coords)\n",
    "            allparts.append(part_length)\n",
    "            n += min(allparts)\n",
    "    else:\n",
    "        n = len(row.geometry.exterior.coords)\n",
    "    ext_vertices.append(n) ###\n",
    "\n",
    "\n",
    "layer2010[\"ext_vertices\"] = ext_vertices\n",
    "print(layer2010.sample(10))\n",
    "\n",
    "invalid2010 = layer2010[layer2010['ext_vertices']<4]\n",
    "print(invalid2010)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "09fe30e9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wb527163\\AppData\\Local\\Temp\\ipykernel_11452\\3860069944.py:14: 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 part in row.geometry:\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       GRID3_splitID  MAX_year  Shape_Length    Shape_Area  \\\n",
      "7055         73057.0      2011      903.9094  2.313916e+04   \n",
      "3958         24195.0      2011      564.9430  1.436221e+04   \n",
      "13552       205431.0      2005     1355.8640  3.191609e+04   \n",
      "11700       194166.0      2011    10620.9316  6.598650e+05   \n",
      "12265       195920.0      2011      112.9886  7.979015e+02   \n",
      "7575        187383.0      1985     1977.3014  8.537550e+04   \n",
      "58              59.0      2011    30337.4462  4.875979e+06   \n",
      "12646       197415.0      1985      282.4714  4.787406e+03   \n",
      "2502         13019.0      1985      225.9772  3.191606e+03   \n",
      "4263         27362.0      2008     1186.3810  2.872449e+04   \n",
      "\n",
      "                                                geometry  ext_vertices  \n",
      "7055   MULTIPOLYGON (((-1134132.782 659742.996, -1134...            15  \n",
      "3958   MULTIPOLYGON (((-1366296.174 441703.183, -1366...            14  \n",
      "13552  MULTIPOLYGON (((-1101733.292 1460069.727, -110...            31  \n",
      "11700  MULTIPOLYGON (((-1399175.867 562826.997, -1399...            55  \n",
      "12265  MULTIPOLYGON (((-1375391.759 810441.585, -1375...             5  \n",
      "7575   MULTIPOLYGON (((-1074164.065 1486735.044, -107...            42  \n",
      "58     MULTIPOLYGON (((-1583884.034 552686.267, -1583...            46  \n",
      "12646  MULTIPOLYGON (((-1026398.121 949445.850, -1026...             5  \n",
      "2502   MULTIPOLYGON (((-1427564.260 430573.802, -1427...             5  \n",
      "4263   MULTIPOLYGON (((-1390729.966 499440.374, -1390...            19  \n",
      "Empty GeoDataFrame\n",
      "Columns: [GRID3_splitID, MAX_year, Shape_Length, Shape_Area, geometry, ext_vertices]\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "layer2011 = gpd.read_file(\"WSFE_cumulativelayers.gdb\", layer='cu_sel_2011')\n",
    "\n",
    "ext_vertices = []\n",
    "int_vertices = []\n",
    "\n",
    "for i, row in layer2011.iterrows():\n",
    "    # It's better to check if multigeometry\n",
    "    multi = row.geometry.type.startswith(\"Multi\")\n",
    "\n",
    "    if multi:\n",
    "        n = 0\n",
    "        allparts = []\n",
    "        # iterate over all parts of multigeometry\n",
    "        for part in row.geometry:\n",
    "            part_length = len(part.exterior.coords)\n",
    "            allparts.append(part_length)\n",
    "            n += min(allparts)\n",
    "    else:\n",
    "        n = len(row.geometry.exterior.coords)\n",
    "    ext_vertices.append(n) ###\n",
    "\n",
    "\n",
    "layer2011[\"ext_vertices\"] = ext_vertices\n",
    "print(layer2011.sample(10))\n",
    "\n",
    "invalid2011 = layer2011[layer2011['ext_vertices']<4]\n",
    "print(invalid2011)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "fdb93377",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "5\n",
      "5\n",
      "0\n",
      "0\n"
     ]
    }
   ],
   "source": [
    "print(min(layer2010['ext_vertices']))\n",
    "print(min(layer2011['ext_vertices']))\n",
    "print(layer2010['ext_vertices'].isna().sum())\n",
    "print(layer2011['ext_vertices'].isna().sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "31726176",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "13723\n"
     ]
    }
   ],
   "source": [
    "non_multi = []\n",
    "\n",
    "for i, row in layer2010.iterrows():\n",
    "    multi = row.geometry.type.startswith(\"Multi\")\n",
    "    \n",
    "    if multi:\n",
    "        pass\n",
    "    else:\n",
    "        n = row\n",
    "    non_multi.append(n) ###\n",
    "print(len(non_multi))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "67c1db0d",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "       GRID3_splitID  MAX_year  Shape_Length     Shape_Area  \\\n",
      "13142       203768.0      2010     2485.7500   73406.985880   \n",
      "6648         63868.0      2005      621.4370   15958.019776   \n",
      "2278         11588.0      2010      338.9658    3989.510240   \n",
      "12022       195442.0      2009     2994.1983   94152.397607   \n",
      "11748       194505.0      2010     1186.3804   23937.055793   \n",
      "5135         41701.0      2002      225.9775    2393.711511   \n",
      "10451       192657.0      2010     1581.8410   45480.412785   \n",
      "7985        189282.0      2010    19264.5613  797104.035005   \n",
      "13392       205224.0      2005      903.9094   25532.868645   \n",
      "3956         24537.0      1985      564.9432    9574.827684   \n",
      "\n",
      "                                                geometry  ext_vertices  \\\n",
      "13142  MULTIPOLYGON (((-1037499.254 1254119.697, -103...            62   \n",
      "6648   MULTIPOLYGON (((-1493606.116 669883.726, -1493...            11   \n",
      "2278   MULTIPOLYGON (((-1421067.414 413597.260, -1421...            12   \n",
      "12022  MULTIPOLYGON (((-1464765.768 702339.711, -1464...            34   \n",
      "11748  MULTIPOLYGON (((-1084982.727 585622.453, -1084...            20   \n",
      "5135   MULTIPOLYGON (((-1526683.538 602853.220, -1526...             6   \n",
      "10451  MULTIPOLYGON (((-1596199.794 671437.320, -1596...            56   \n",
      "7985   MULTIPOLYGON (((-1410418.236 359842.918, -1410...           112   \n",
      "13392  MULTIPOLYGON (((-1053995.594 1436765.822, -105...            27   \n",
      "3956   MULTIPOLYGON (((-1377058.342 449301.668, -1377...            16   \n",
      "\n",
      "       int_vertices  \n",
      "13142            18  \n",
      "6648             18  \n",
      "2278             18  \n",
      "12022            18  \n",
      "11748            18  \n",
      "5135             18  \n",
      "10451            18  \n",
      "7985             18  \n",
      "13392            18  \n",
      "3956             18  \n",
      "Empty GeoDataFrame\n",
      "Columns: [GRID3_splitID, MAX_year, Shape_Length, Shape_Area, geometry, ext_vertices, int_vertices]\n",
      "Index: []\n"
     ]
    }
   ],
   "source": [
    "ext_vertices = []\n",
    "int_vertices = []\n",
    "\n",
    "for i, row in layer2010.iterrows():\n",
    "    # It's better to check if multigeometry\n",
    "    try:\n",
    "        n = len(row.geometry.interior.coords)\n",
    "    except:\n",
    "        pass\n",
    "    int_vertices.append(n) ###\n",
    "\n",
    "layer2010[\"int_vertices\"] = int_vertices\n",
    "print(layer2010.sample(10))\n",
    "\n",
    "invalid2010 = layer2010[layer2010['int_vertices']<4]\n",
    "print(invalid2010)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "ef6aeedd",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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