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chbrandt/Merging_Apollo_shapefiles.ipynb

Created May 7, 2019 13:38
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Apollo vector files merging\n"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"\n",
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"\n",
"pd.set_option('display.width',300)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Shapefiles"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"moon_dir = '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Dir: ../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/\n",
" Dir: APOLLO-BASIN-MAP-VIA-PMID\n",
" Dir: _IVANOV_et-al_SPA-DATA\n",
" Dir: _01-MANUSCRIPT\n",
" Dir: _02-MAP_SHAPE-FILES\n",
" -> Apl_Strat_01_Cc.dbf\n",
" -> Apl_Strat_01_Cc.prj\n",
" -> Apl_Strat_01_Cc.sbn\n",
" -> Apl_Strat_01_Cc.sbx\n",
" -> Apl_Strat_01_Cc.shp\n",
" -> Apl_Strat_01_Cc.shx\n",
" -> Apl_Strat_02_Ec.dbf\n",
" -> Apl_Strat_02_Ec.prj\n",
" -> Apl_Strat_02_Ec.sbn\n",
" -> Apl_Strat_02_Ec.sbx\n",
" -> Apl_Strat_02_Ec.shp\n",
" -> Apl_Strat_02_Ec.shx\n",
" -> Apl_Strat_03_UIdp.dbf\n",
" -> Apl_Strat_03_UIdp.prj\n",
" -> Apl_Strat_03_UIdp.sbn\n",
" -> Apl_Strat_03_UIdp.sbx\n",
" -> Apl_Strat_03_UIdp.shp\n",
" -> Apl_Strat_03_UIdp.shx\n",
" -> Apl_Strat_04_UIlp_SPA-f.dbf\n",
" -> Apl_Strat_04_UIlp_SPA-f.prj\n",
" -> Apl_Strat_04_UIlp_SPA-f.sbn\n",
" -> Apl_Strat_04_UIlp_SPA-f.sbx\n",
" -> Apl_Strat_04_UIlp_SPA-f.shp\n",
" -> Apl_Strat_04_UIlp_SPA-f.shx\n",
" -> Apl_Strat_05_Ilp.dbf\n",
" -> Apl_Strat_05_Ilp.prj\n",
" -> Apl_Strat_05_Ilp.sbn\n",
" -> Apl_Strat_05_Ilp.sbx\n",
" -> Apl_Strat_05_Ilp.shp\n",
" -> Apl_Strat_05_Ilp.shx\n",
" -> Apl_Strat_06_UIc.dbf\n",
" -> Apl_Strat_06_UIc.prj\n",
" -> Apl_Strat_06_UIc.sbn\n",
" -> Apl_Strat_06_UIc.sbx\n",
" -> Apl_Strat_06_UIc.shp\n",
" -> Apl_Strat_06_UIc.shx\n",
" -> Apl_Strat_07_LIo.dbf\n",
" -> Apl_Strat_07_LIo.prj\n",
" -> Apl_Strat_07_LIo.sbn\n",
" -> Apl_Strat_07_LIo.sbx\n",
" -> Apl_Strat_07_LIo.shp\n",
" -> Apl_Strat_07_LIo.shx\n",
" -> Apl_Strat_08a_LIrp.dbf\n",
" -> Apl_Strat_08a_LIrp.prj\n",
" -> Apl_Strat_08a_LIrp.sbn\n",
" -> Apl_Strat_08a_LIrp.sbx\n",
" -> Apl_Strat_08a_LIrp.shp\n",
" -> Apl_Strat_08a_LIrp.shx\n",
" -> Apl_Strat_08_LIc.dbf\n",
" -> Apl_Strat_08_LIc.prj\n",
" -> Apl_Strat_08_LIc.sbn\n",
" -> Apl_Strat_08_LIc.sbx\n",
" -> Apl_Strat_08_LIc.shp\n",
" -> Apl_Strat_08_LIc.shx\n",
" -> Apl_Strat_09_NpNc.dbf\n",
" -> Apl_Strat_09_NpNc.prj\n",
" -> Apl_Strat_09_NpNc.sbn\n",
" -> Apl_Strat_09_NpNc.sbx\n",
" -> Apl_Strat_09_NpNc.shp\n",
" -> Apl_Strat_09_NpNc.shx\n",
" -> Apl_Strat_10_pNlrr_APL.dbf\n",
" -> Apl_Strat_10_pNlrr_APL.prj\n",
" -> Apl_Strat_10_pNlrr_APL.sbn\n",
" -> Apl_Strat_10_pNlrr_APL.sbx\n",
" -> Apl_Strat_10_pNlrr_APL.shp\n",
" -> Apl_Strat_10_pNlrr_APL.shx\n",
" -> Apl_Strat_11_pNmAPL.dbf\n",
" -> Apl_Strat_11_pNmAPL.prj\n",
" -> Apl_Strat_11_pNmAPL.sbn\n",
" -> Apl_Strat_11_pNmAPL.sbx\n",
" -> Apl_Strat_11_pNmAPL.shp\n",
" -> Apl_Strat_11_pNmAPL.shx\n",
" -> Apl_Strat_12_pN_APLrm.dbf\n",
" -> Apl_Strat_12_pN_APLrm.prj\n",
" -> Apl_Strat_12_pN_APLrm.sbn\n",
" -> Apl_Strat_12_pN_APLrm.sbx\n",
" -> Apl_Strat_12_pN_APLrm.shp\n",
" -> Apl_Strat_12_pN_APLrm.shx\n",
" -> Apl_Strat_14_pNm_SPAf.dbf\n",
" -> Apl_Strat_14_pNm_SPAf.prj\n",
" -> Apl_Strat_14_pNm_SPAf.sbn\n",
" -> Apl_Strat_14_pNm_SPAf.sbx\n",
" -> Apl_Strat_14_pNm_SPAf.shp\n",
" -> Apl_Strat_14_pNm_SPAf.shx\n",
" -> Apl_Strat_15_pNm_SPAr_boundary.dbf\n",
" -> Apl_Strat_15_pNm_SPAr_boundary.prj\n",
" -> Apl_Strat_15_pNm_SPAr_boundary.sbn\n",
" -> Apl_Strat_15_pNm_SPAr_boundary.sbx\n",
" -> Apl_Strat_15_pNm_SPAr_boundary.shp\n",
" -> Apl_Strat_15_pNm_SPAr_boundary.shx\n",
" -> Apl_Strat_15_pNm_SPAr.dbf\n",
" -> Apl_Strat_15_pNm_SPAr.prj\n",
" -> Apl_Strat_15_pNm_SPAr.sbn\n",
" -> Apl_Strat_15_pNm_SPAr.sbx\n",
" -> Apl_Strat_15_pNm_SPAr.shp\n",
" -> Apl_Strat_15_pNm_SPAr.shx\n",
" -> Apl_Strat_16_pN_SPArm_boundary.dbf\n",
" -> Apl_Strat_16_pN_SPArm_boundary.prj\n",
" -> Apl_Strat_16_pN_SPArm_boundary.sbn\n",
" -> Apl_Strat_16_pN_SPArm_boundary.sbx\n",
" -> Apl_Strat_16_pN_SPArm_boundary.shp\n",
" -> Apl_Strat_16_pN_SPArm_boundary.shx\n",
" -> Apl_Strat_16_pN_SPArm.dbf\n",
" -> Apl_Strat_16_pN_SPArm.prj\n",
" -> Apl_Strat_16_pN_SPArm.sbn\n",
" -> Apl_Strat_16_pN_SPArm.sbx\n",
" -> Apl_Strat_16_pN_SPArm.shp\n",
" -> Apl_Strat_16_pN_SPArm.shx\n",
" Dir: _03-CRATER_COUNTS\n",
" Dir: _04-FEO_TIO2\n",
" Dir: Apollo Basin\n"
]
}
],
"source": [
"import os\n",
"import glob\n",
"\n",
"shapefiles = []\n",
"for i,(root, dirs, files) in enumerate(os.walk(moon_dir)):\n",
" _indent = ''.join([' ']*i)\n",
" print('{}Dir: {}'.format(_indent, os.path.basename(root) or root))\n",
" if any('.shp' in f for f in files):\n",
" shapefiles.extend(glob.glob(os.path.join(root,'*.shp')))\n",
" for f in files:\n",
" print('{}-> {}'.format(_indent,f))"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_01_Cc.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_02_Ec.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_03_UIdp.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_04_UIlp_SPA-f.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_05_Ilp.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_06_UIc.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_07_LIo.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_08a_LIrp.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_08_LIc.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_09_NpNc.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_10_pNlrr_APL.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_11_pNmAPL.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_12_pN_APLrm.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_14_pNm_SPAf.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_15_pNm_SPAr_boundary.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_15_pNm_SPAr.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_16_pN_SPArm_boundary.shp',\n",
" '../original/moon/2018-09-27-ivanov-paper-data-2018-JGR-Planets/_IVANOV_et-al_SPA-DATA/_02-MAP_SHAPE-FILES/Apl_Strat_16_pN_SPArm.shp']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"shapefiles"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Apl_Strat_01_Cc\n",
" Id Lon Lat Area geometry\n",
"0 0 -152.175 -34.4679 43.1625 POLYGON ((-152.4836316757959 -34.7813288719965...\n",
"size: 44\n",
"---------- \n",
"\n",
"Apl_Strat_02_Ec\n",
" Id Lon Lat Area geometry\n",
"0 0 -162.157 -11.0019 373.35 POLYGON ((-162.5546275196162 -11.0476903740870...\n",
"size: 641\n",
"---------- \n",
"\n",
"Apl_Strat_03_UIdp\n",
" Id Lon Lat Area geometry\n",
"0 0 -152.065 -35.8027 7025.13 POLYGON ((-151.8924847070833 -33.6784362248337...\n",
"size: 20\n",
"---------- \n",
"\n",
"Apl_Strat_04_UIlp_SPA-f\n",
" Id Lon Lat Area geometry\n",
"0 0 -148.66 -53.8595 987.792 POLYGON ((-148.2832221241401 -53.1693346393849...\n",
"size: 59\n",
"---------- \n",
"\n",
"Apl_Strat_05_Ilp\n",
" Id Lon Lat Area geometry\n",
"0 0 -146.204 -35.7483 24.2023 POLYGON ((-146.2325856684491 -35.6659226854494...\n",
"size: 558\n",
"---------- \n",
"\n",
"Apl_Strat_06_UIc\n",
" Id Lon Lat Area geometry\n",
"0 0 -174.376 -48.4336 1775.47 POLYGON ((-174.6292013360038 -47.1240638916838...\n",
"size: 26\n",
"---------- \n",
"\n",
"Apl_Strat_07_LIo\n",
" Id Lon Lat Area geometry\n",
"0 0 -127.205 -46.2418 857.368 POLYGON ((-125 -45.04454970794136, -125.087878...\n",
"size: 33\n",
"---------- \n",
"\n",
"Apl_Strat_08a_LIrp\n",
" Id Lon Lat Area geometry\n",
"0 0 -170.414 -58.7589 298.954 POLYGON ((-170.7026957567148 -58.3356637264720...\n",
"size: 95\n",
"---------- \n",
"\n",
"Apl_Strat_08_LIc\n",
" Id Lon Lat Area geometry\n",
"0 0 -167.719 -54.9285 18499.0 (POLYGON ((-168.7982718063652 -51.761745875366...\n",
"size: 10\n",
"---------- \n",
"\n",
"Apl_Strat_09_NpNc\n",
" Id Lon Lat Area geometry\n",
"0 0 -158.957 -44.8754 6037.46 POLYGON ((-159.2354161411783 -43.0543641339375...\n",
"size: 49\n",
"---------- \n",
"\n",
"Apl_Strat_10_pNlrr_APL\n",
" Id Lon Lat Area geometry\n",
"0 0 -152.4 -42.4168 264.194 POLYGON ((-152.0675938882066 -41.9554403362866...\n",
"size: 30\n",
"---------- \n",
"\n",
"Apl_Strat_11_pNmAPL\n",
"Empty GeoDataFrame\n",
"Columns: [Id, geometry]\n",
"Index: []\n",
"size: 0\n",
"---------- \n",
"\n",
"Apl_Strat_12_pN_APLrm\n",
" Id Lon Lat Area geometry\n",
"0 0 -154.447 -33.3884 242.727 POLYGON ((-154.3440026942008 -33.7770751253052...\n",
"size: 22\n",
"---------- \n",
"\n",
"Apl_Strat_14_pNm_SPAf\n",
" Id Lon Lat Area geometry\n",
"0 0 -173.72 -31.136 1412.7 POLYGON ((-174.0418706823691 -30.2401212537950...\n",
"size: 51\n",
"---------- \n",
"\n",
"Apl_Strat_15_pNm_SPAr_boundary\n",
" Id geometry\n",
"0 0 POLYGON ((-164.3461377483286 -12.7198475943020...\n",
"size: 36\n",
"---------- \n",
"\n",
"Apl_Strat_15_pNm_SPAr\n",
" Id Lon Lat Area geometry\n",
"0 0 -168.566 -16.8068 23422.4 POLYGON ((-164.3461377483286 -12.7198475943020...\n",
"size: 72\n",
"---------- \n",
"\n",
"Apl_Strat_16_pN_SPArm_boundary\n",
" Id geometry\n",
"0 0 POLYGON ((-160.2496820812182 -20.9564272835849...\n",
"size: 12\n",
"---------- \n",
"\n",
"Apl_Strat_16_pN_SPArm\n",
" Id Lon Lat Area geometry\n",
"0 0 -159.117 -22.1632 8048.49 POLYGON ((-160.2496820812182 -20.9564272835849...\n",
"size: 12\n",
"---------- \n",
"\n"
]
}
],
"source": [
"import geopandas as gpd\n",
"\n",
"shape_tabs = {}\n",
"for shapefile in shapefiles:\n",
" df = gpd.read_file(shapefile, driver='ESRI Shapefile')\n",
" label, _ = os.path.splitext(os.path.basename(shapefile))\n",
" shape_tabs[label] = df\n",
" print(label)\n",
" print(df.head(1))\n",
" print('size: ', len(df))\n",
" print('----------','\\n')"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"labels = list(shape_tabs.keys())\n",
"labels.sort()\n",
"df_master = None\n",
"for label in labels:\n",
" df = shape_tabs[label]\n",
" df['label'] = label\n",
" df_master = df if df_master is None else pd.concat([df_master, df], sort=False)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>index</th>\n",
" <th>Id</th>\n",
" <th>Lon</th>\n",
" <th>Lat</th>\n",
" <th>Area</th>\n",
" <th>geometry</th>\n",
" <th>label</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>-152.175</td>\n",
" <td>-34.4679</td>\n",
" <td>43.16250</td>\n",
" <td>POLYGON ((-152.4836316757959 -34.7813288719965...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>-151.395</td>\n",
" <td>-34.1652</td>\n",
" <td>677.14100</td>\n",
" <td>POLYGON ((-151.2123384899445 -33.5274865191699...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>-157.361</td>\n",
" <td>-39.7504</td>\n",
" <td>1306.33000</td>\n",
" <td>POLYGON ((-156.346541784123 -39.06186720219588...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>-174.095</td>\n",
" <td>-12.4291</td>\n",
" <td>1357.71000</td>\n",
" <td>POLYGON ((-174.3294872198452 -11.6277304268828...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>-169.815</td>\n",
" <td>-16.9236</td>\n",
" <td>1808.13000</td>\n",
" <td>POLYGON ((-169.6924514879193 -15.9945205845672...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>-144.668</td>\n",
" <td>-21.6802</td>\n",
" <td>29.89650</td>\n",
" <td>POLYGON ((-144.6614128680768 -21.5700617359675...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>-126.634</td>\n",
" <td>-23.6129</td>\n",
" <td>223.42500</td>\n",
" <td>POLYGON ((-126.8275340584569 -23.4056712347560...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>-135.228</td>\n",
" <td>-23.3199</td>\n",
" <td>35.74290</td>\n",
" <td>POLYGON ((-135.319109408289 -23.42399460943198...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>-133.587</td>\n",
" <td>-23.5836</td>\n",
" <td>70.66820</td>\n",
" <td>POLYGON ((-133.565300689304 -23.45147967144591...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>-149.199</td>\n",
" <td>-26.1944</td>\n",
" <td>71.02330</td>\n",
" <td>POLYGON ((-149.3194764732018 -26.1404349051435...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>-173.580</td>\n",
" <td>-28.4392</td>\n",
" <td>115.17700</td>\n",
" <td>POLYGON ((-173.66600616765 -28.56042917484753,...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>-125.582</td>\n",
" <td>-34.6384</td>\n",
" <td>96.17580</td>\n",
" <td>POLYGON ((-125.7804840769728 -34.4985113823365...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>12</td>\n",
" <td>0</td>\n",
" <td>-134.326</td>\n",
" <td>-41.4997</td>\n",
" <td>150.49200</td>\n",
" <td>POLYGON ((-134.443513861273 -41.73493556686522...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>13</td>\n",
" <td>0</td>\n",
" <td>-171.970</td>\n",
" <td>-11.3495</td>\n",
" <td>259.38700</td>\n",
" <td>POLYGON ((-172.166546349636 -11.12294709150617...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>14</td>\n",
" <td>0</td>\n",
" <td>-149.579</td>\n",
" <td>-12.4472</td>\n",
" <td>615.98900</td>\n",
" <td>POLYGON ((-149.4194868637134 -12.9274803595502...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>-144.301</td>\n",
" <td>-17.1447</td>\n",
" <td>673.16400</td>\n",
" <td>POLYGON ((-144.6181082923726 -17.2357638302361...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>16</td>\n",
" <td>0</td>\n",
" <td>-130.320</td>\n",
" <td>-20.1825</td>\n",
" <td>29.01390</td>\n",
" <td>POLYGON ((-130.3757246832097 -20.2337641970990...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>17</td>\n",
" <td>0</td>\n",
" <td>-142.043</td>\n",
" <td>-31.2649</td>\n",
" <td>53.34900</td>\n",
" <td>POLYGON ((-142.1117323991962 -31.1490948654381...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>18</td>\n",
" <td>0</td>\n",
" <td>-165.725</td>\n",
" <td>-58.0884</td>\n",
" <td>62.45710</td>\n",
" <td>POLYGON ((-165.9321194779484 -57.9810594534325...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>19</td>\n",
" <td>0</td>\n",
" <td>-136.432</td>\n",
" <td>-26.9625</td>\n",
" <td>16768.00000</td>\n",
" <td>POLYGON ((-139.2448319859065 -24.9915516555214...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>20</td>\n",
" <td>0</td>\n",
" <td>-165.514</td>\n",
" <td>-12.0257</td>\n",
" <td>15507.60000</td>\n",
" <td>POLYGON ((-163.0078769907449 -10.2865470644167...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>21</td>\n",
" <td>0</td>\n",
" <td>-167.135</td>\n",
" <td>-13.9710</td>\n",
" <td>79.87810</td>\n",
" <td>POLYGON ((-166.8313874135153 -13.6811945317268...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>22</td>\n",
" <td>0</td>\n",
" <td>-170.043</td>\n",
" <td>-13.6681</td>\n",
" <td>49.11560</td>\n",
" <td>POLYGON ((-170.3036669146104 -13.7256941559399...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>23</td>\n",
" <td>0</td>\n",
" <td>-169.801</td>\n",
" <td>-13.7320</td>\n",
" <td>17.38100</td>\n",
" <td>POLYGON ((-169.6008346145395 -13.5555485339488...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>24</td>\n",
" <td>0</td>\n",
" <td>-169.679</td>\n",
" <td>-13.8922</td>\n",
" <td>10.42880</td>\n",
" <td>POLYGON ((-169.6819809881045 -13.8238550917040...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>25</td>\n",
" <td>0</td>\n",
" <td>-165.828</td>\n",
" <td>-14.0042</td>\n",
" <td>12.26990</td>\n",
" <td>POLYGON ((-165.8301458687217 -14.0803823371674...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>26</td>\n",
" <td>0</td>\n",
" <td>-165.675</td>\n",
" <td>-14.0485</td>\n",
" <td>11.50140</td>\n",
" <td>POLYGON ((-165.6743971839759 -14.1327348362417...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>27</td>\n",
" <td>0</td>\n",
" <td>-165.937</td>\n",
" <td>-14.7017</td>\n",
" <td>17.50930</td>\n",
" <td>POLYGON ((-165.8995129299949 -14.5417387352587...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>28</td>\n",
" <td>0</td>\n",
" <td>-165.539</td>\n",
" <td>-14.9815</td>\n",
" <td>39.13880</td>\n",
" <td>POLYGON ((-165.7071174958973 -14.7262812944952...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>29</td>\n",
" <td>0</td>\n",
" <td>-165.886</td>\n",
" <td>-15.3546</td>\n",
" <td>2.77202</td>\n",
" <td>POLYGON ((-165.8602485556893 -15.2786001597278...</td>\n",
" <td>Apl_Strat_01_Cc</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1740</th>\n",
" <td>30</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-126.7446969897226 -26.6648536393632...</td>\n",
" <td>Apl_Strat_15_pNm_SPAr_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1741</th>\n",
" <td>31</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-126.235432976935 -9.999999999999989...</td>\n",
" <td>Apl_Strat_15_pNm_SPAr_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1742</th>\n",
" <td>32</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-128.9889864080419 -56.8819867948767...</td>\n",
" <td>Apl_Strat_15_pNm_SPAr_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1743</th>\n",
" <td>33</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-148.3505227308951 -19.8029003604356...</td>\n",
" <td>Apl_Strat_15_pNm_SPAr_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1744</th>\n",
" <td>34</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-128.7236933468051 -10.3823665609434...</td>\n",
" <td>Apl_Strat_15_pNm_SPAr_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1745</th>\n",
" <td>35</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-148.8240383768877 -25.1981373495824...</td>\n",
" <td>Apl_Strat_15_pNm_SPAr_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1746</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>-159.117</td>\n",
" <td>-22.1632</td>\n",
" <td>8048.49000</td>\n",
" <td>POLYGON ((-160.2496820812182 -20.9564272835849...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1747</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>-153.871</td>\n",
" <td>-23.5881</td>\n",
" <td>889.75400</td>\n",
" <td>POLYGON ((-153.6214921394056 -23.2168191429170...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1748</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>-146.808</td>\n",
" <td>-25.2012</td>\n",
" <td>6910.10000</td>\n",
" <td>POLYGON ((-146.3781603334713 -26.2068739580954...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1749</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>-138.558</td>\n",
" <td>-31.7827</td>\n",
" <td>1775.02000</td>\n",
" <td>POLYGON ((-138.2805375391721 -31.2311869213270...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1750</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>-165.018</td>\n",
" <td>-21.5345</td>\n",
" <td>5934.33000</td>\n",
" <td>POLYGON ((-165.3739908928897 -20.4270299634506...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1751</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>-127.140</td>\n",
" <td>-39.3683</td>\n",
" <td>7177.45000</td>\n",
" <td>POLYGON ((-129.8892562028427 -37.7629605818096...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1752</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>-136.122</td>\n",
" <td>-44.8271</td>\n",
" <td>969.81400</td>\n",
" <td>POLYGON ((-135.4845764599743 -45.6520398704282...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1753</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>-132.937</td>\n",
" <td>-47.9766</td>\n",
" <td>1704.63000</td>\n",
" <td>POLYGON ((-133.9649380930664 -46.9781536422168...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1754</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>-154.867</td>\n",
" <td>-18.7790</td>\n",
" <td>13344.50000</td>\n",
" <td>POLYGON ((-161.4724922630994 -15.9408601305497...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1755</th>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>-145.495</td>\n",
" <td>-20.1769</td>\n",
" <td>4888.11000</td>\n",
" <td>POLYGON ((-147.7553317993928 -17.9058758183856...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1756</th>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>-146.193</td>\n",
" <td>-22.3020</td>\n",
" <td>10871.50000</td>\n",
" <td>(POLYGON ((-146.1071932848083 -20.726232139462...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1757</th>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>-164.373</td>\n",
" <td>-16.5254</td>\n",
" <td>5115.97000</td>\n",
" <td>POLYGON ((-165.0813024014749 -15.6780592122826...</td>\n",
" <td>Apl_Strat_16_pN_SPArm</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1758</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-160.2496820812182 -20.9564272835849...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1759</th>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-153.6214921394056 -23.2168191429170...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1760</th>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-146.3781603334713 -26.2068739580954...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1761</th>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-138.2805375391721 -31.2311869213270...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1762</th>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-165.3739908928897 -20.4270299634506...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1763</th>\n",
" <td>5</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-129.8892562028427 -37.7629605818096...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1764</th>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-135.4845764599743 -45.6520398704282...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1765</th>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-133.9649380930664 -46.9781536422168...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1766</th>\n",
" <td>8</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-161.4724922630994 -15.9408601305497...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1767</th>\n",
" <td>9</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-147.7553317993928 -17.9058758183856...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1768</th>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>(POLYGON ((-146.1071932848083 -20.726232139462...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1769</th>\n",
" <td>11</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((-165.0813024014749 -15.6780592122826...</td>\n",
" <td>Apl_Strat_16_pN_SPArm_boundary</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1770 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" index Id Lon Lat Area geometry label\n",
"0 0 0 -152.175 -34.4679 43.16250 POLYGON ((-152.4836316757959 -34.7813288719965... Apl_Strat_01_Cc\n",
"1 1 0 -151.395 -34.1652 677.14100 POLYGON ((-151.2123384899445 -33.5274865191699... Apl_Strat_01_Cc\n",
"2 2 0 -157.361 -39.7504 1306.33000 POLYGON ((-156.346541784123 -39.06186720219588... Apl_Strat_01_Cc\n",
"3 3 0 -174.095 -12.4291 1357.71000 POLYGON ((-174.3294872198452 -11.6277304268828... Apl_Strat_01_Cc\n",
"4 4 0 -169.815 -16.9236 1808.13000 POLYGON ((-169.6924514879193 -15.9945205845672... Apl_Strat_01_Cc\n",
"5 5 0 -144.668 -21.6802 29.89650 POLYGON ((-144.6614128680768 -21.5700617359675... Apl_Strat_01_Cc\n",
"6 6 0 -126.634 -23.6129 223.42500 POLYGON ((-126.8275340584569 -23.4056712347560... Apl_Strat_01_Cc\n",
"7 7 0 -135.228 -23.3199 35.74290 POLYGON ((-135.319109408289 -23.42399460943198... Apl_Strat_01_Cc\n",
"8 8 0 -133.587 -23.5836 70.66820 POLYGON ((-133.565300689304 -23.45147967144591... Apl_Strat_01_Cc\n",
"9 9 0 -149.199 -26.1944 71.02330 POLYGON ((-149.3194764732018 -26.1404349051435... Apl_Strat_01_Cc\n",
"10 10 0 -173.580 -28.4392 115.17700 POLYGON ((-173.66600616765 -28.56042917484753,... Apl_Strat_01_Cc\n",
"11 11 0 -125.582 -34.6384 96.17580 POLYGON ((-125.7804840769728 -34.4985113823365... Apl_Strat_01_Cc\n",
"12 12 0 -134.326 -41.4997 150.49200 POLYGON ((-134.443513861273 -41.73493556686522... Apl_Strat_01_Cc\n",
"13 13 0 -171.970 -11.3495 259.38700 POLYGON ((-172.166546349636 -11.12294709150617... Apl_Strat_01_Cc\n",
"14 14 0 -149.579 -12.4472 615.98900 POLYGON ((-149.4194868637134 -12.9274803595502... Apl_Strat_01_Cc\n",
"15 15 0 -144.301 -17.1447 673.16400 POLYGON ((-144.6181082923726 -17.2357638302361... Apl_Strat_01_Cc\n",
"16 16 0 -130.320 -20.1825 29.01390 POLYGON ((-130.3757246832097 -20.2337641970990... Apl_Strat_01_Cc\n",
"17 17 0 -142.043 -31.2649 53.34900 POLYGON ((-142.1117323991962 -31.1490948654381... Apl_Strat_01_Cc\n",
"18 18 0 -165.725 -58.0884 62.45710 POLYGON ((-165.9321194779484 -57.9810594534325... Apl_Strat_01_Cc\n",
"19 19 0 -136.432 -26.9625 16768.00000 POLYGON ((-139.2448319859065 -24.9915516555214... Apl_Strat_01_Cc\n",
"20 20 0 -165.514 -12.0257 15507.60000 POLYGON ((-163.0078769907449 -10.2865470644167... Apl_Strat_01_Cc\n",
"21 21 0 -167.135 -13.9710 79.87810 POLYGON ((-166.8313874135153 -13.6811945317268... Apl_Strat_01_Cc\n",
"22 22 0 -170.043 -13.6681 49.11560 POLYGON ((-170.3036669146104 -13.7256941559399... Apl_Strat_01_Cc\n",
"23 23 0 -169.801 -13.7320 17.38100 POLYGON ((-169.6008346145395 -13.5555485339488... Apl_Strat_01_Cc\n",
"24 24 0 -169.679 -13.8922 10.42880 POLYGON ((-169.6819809881045 -13.8238550917040... Apl_Strat_01_Cc\n",
"25 25 0 -165.828 -14.0042 12.26990 POLYGON ((-165.8301458687217 -14.0803823371674... Apl_Strat_01_Cc\n",
"26 26 0 -165.675 -14.0485 11.50140 POLYGON ((-165.6743971839759 -14.1327348362417... Apl_Strat_01_Cc\n",
"27 27 0 -165.937 -14.7017 17.50930 POLYGON ((-165.8995129299949 -14.5417387352587... Apl_Strat_01_Cc\n",
"28 28 0 -165.539 -14.9815 39.13880 POLYGON ((-165.7071174958973 -14.7262812944952... Apl_Strat_01_Cc\n",
"29 29 0 -165.886 -15.3546 2.77202 POLYGON ((-165.8602485556893 -15.2786001597278... Apl_Strat_01_Cc\n",
"... ... .. ... ... ... ... ...\n",
"1740 30 0 NaN NaN NaN POLYGON ((-126.7446969897226 -26.6648536393632... Apl_Strat_15_pNm_SPAr_boundary\n",
"1741 31 0 NaN NaN NaN POLYGON ((-126.235432976935 -9.999999999999989... Apl_Strat_15_pNm_SPAr_boundary\n",
"1742 32 0 NaN NaN NaN POLYGON ((-128.9889864080419 -56.8819867948767... Apl_Strat_15_pNm_SPAr_boundary\n",
"1743 33 0 NaN NaN NaN POLYGON ((-148.3505227308951 -19.8029003604356... Apl_Strat_15_pNm_SPAr_boundary\n",
"1744 34 0 NaN NaN NaN POLYGON ((-128.7236933468051 -10.3823665609434... Apl_Strat_15_pNm_SPAr_boundary\n",
"1745 35 0 NaN NaN NaN POLYGON ((-148.8240383768877 -25.1981373495824... Apl_Strat_15_pNm_SPAr_boundary\n",
"1746 0 0 -159.117 -22.1632 8048.49000 POLYGON ((-160.2496820812182 -20.9564272835849... Apl_Strat_16_pN_SPArm\n",
"1747 1 0 -153.871 -23.5881 889.75400 POLYGON ((-153.6214921394056 -23.2168191429170... Apl_Strat_16_pN_SPArm\n",
"1748 2 0 -146.808 -25.2012 6910.10000 POLYGON ((-146.3781603334713 -26.2068739580954... Apl_Strat_16_pN_SPArm\n",
"1749 3 0 -138.558 -31.7827 1775.02000 POLYGON ((-138.2805375391721 -31.2311869213270... Apl_Strat_16_pN_SPArm\n",
"1750 4 0 -165.018 -21.5345 5934.33000 POLYGON ((-165.3739908928897 -20.4270299634506... Apl_Strat_16_pN_SPArm\n",
"1751 5 0 -127.140 -39.3683 7177.45000 POLYGON ((-129.8892562028427 -37.7629605818096... Apl_Strat_16_pN_SPArm\n",
"1752 6 0 -136.122 -44.8271 969.81400 POLYGON ((-135.4845764599743 -45.6520398704282... Apl_Strat_16_pN_SPArm\n",
"1753 7 0 -132.937 -47.9766 1704.63000 POLYGON ((-133.9649380930664 -46.9781536422168... Apl_Strat_16_pN_SPArm\n",
"1754 8 0 -154.867 -18.7790 13344.50000 POLYGON ((-161.4724922630994 -15.9408601305497... Apl_Strat_16_pN_SPArm\n",
"1755 9 0 -145.495 -20.1769 4888.11000 POLYGON ((-147.7553317993928 -17.9058758183856... Apl_Strat_16_pN_SPArm\n",
"1756 10 0 -146.193 -22.3020 10871.50000 (POLYGON ((-146.1071932848083 -20.726232139462... Apl_Strat_16_pN_SPArm\n",
"1757 11 0 -164.373 -16.5254 5115.97000 POLYGON ((-165.0813024014749 -15.6780592122826... Apl_Strat_16_pN_SPArm\n",
"1758 0 0 NaN NaN NaN POLYGON ((-160.2496820812182 -20.9564272835849... Apl_Strat_16_pN_SPArm_boundary\n",
"1759 1 0 NaN NaN NaN POLYGON ((-153.6214921394056 -23.2168191429170... Apl_Strat_16_pN_SPArm_boundary\n",
"1760 2 0 NaN NaN NaN POLYGON ((-146.3781603334713 -26.2068739580954... Apl_Strat_16_pN_SPArm_boundary\n",
"1761 3 0 NaN NaN NaN POLYGON ((-138.2805375391721 -31.2311869213270... Apl_Strat_16_pN_SPArm_boundary\n",
"1762 4 0 NaN NaN NaN POLYGON ((-165.3739908928897 -20.4270299634506... Apl_Strat_16_pN_SPArm_boundary\n",
"1763 5 0 NaN NaN NaN POLYGON ((-129.8892562028427 -37.7629605818096... Apl_Strat_16_pN_SPArm_boundary\n",
"1764 6 0 NaN NaN NaN POLYGON ((-135.4845764599743 -45.6520398704282... Apl_Strat_16_pN_SPArm_boundary\n",
"1765 7 0 NaN NaN NaN POLYGON ((-133.9649380930664 -46.9781536422168... Apl_Strat_16_pN_SPArm_boundary\n",
"1766 8 0 NaN NaN NaN POLYGON ((-161.4724922630994 -15.9408601305497... Apl_Strat_16_pN_SPArm_boundary\n",
"1767 9 0 NaN NaN NaN POLYGON ((-147.7553317993928 -17.9058758183856... Apl_Strat_16_pN_SPArm_boundary\n",
"1768 10 0 NaN NaN NaN (POLYGON ((-146.1071932848083 -20.726232139462... Apl_Strat_16_pN_SPArm_boundary\n",
"1769 11 0 NaN NaN NaN POLYGON ((-165.0813024014749 -15.6780592122826... Apl_Strat_16_pN_SPArm_boundary\n",
"\n",
"[1770 rows x 7 columns]"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_master.reset_index(inplace=True)\n",
"df_master"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Number of categories: 18\n"
]
}
],
"source": [
"print('Number of categories: ', len(labels))"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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