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@yiyuezhuo
Created November 21, 2024 12:02
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Generate Hex map from CMO builtin GIS Data
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import rasterio\n",
"import rasterio.features\n",
"import rasterio.warp\n",
"\n",
"from shapely.geometry import Point\n",
"\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import matplotlib.patches as mpatches\n",
"\n",
"from pathlib import Path\n",
"\n",
"from tqdm import tqdm"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"195"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"tif_paths = list(Path(r\"D:\\SteamLibrary\\steamapps\\common\\Command - Modern Operations\\GIS\\LandCover\").glob(\"*.tif\"))\n",
"len(tif_paths)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"\n",
"point = Point(121, 31) # Replace with your coordinates"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"100%|██████████| 195/195 [00:00<00:00, 475.88it/s]\n"
]
}
],
"source": [
"row_col_map = {}\n",
"\n",
"for tif_path in tqdm(tif_paths):\n",
" with rasterio.open(tif_path) as dataset:\n",
" row, col = rasterio.transform.rowcol(dataset.transform, point.x, point.y)\n",
" row_col_map[tif_path] = row, col"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE1718.tif'): (np.int32(-18960),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE1920.tif'): (np.int32(-18960),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE2122.tif'): (np.int32(-18960),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE2324.tif'): (np.int32(-18960),\n",
" np.int32(40560)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE2526.tif'): (np.int32(-18960),\n",
" np.int32(37680)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE4142.tif'): (np.int32(-18960),\n",
" np.int32(14640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE4344.tif'): (np.int32(-18960),\n",
" np.int32(11760)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE5758.tif'): (np.int32(-18960),\n",
" np.int32(-8400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.FE5960.tif'): (np.int32(-18960),\n",
" np.int32(-11280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG0102.tif'): (np.int32(-15120),\n",
" np.int32(72240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG1718.tif'): (np.int32(-15120),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG1920.tif'): (np.int32(-15120),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG2122.tif'): (np.int32(-15120),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG3334.tif'): (np.int32(-15120),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG3536.tif'): (np.int32(-15120),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG3738.tif'): (np.int32(-15120),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG3940.tif'): (np.int32(-15120),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG4950.tif'): (np.int32(-15120),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG5152.tif'): (np.int32(-15120),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG5354.tif'): (np.int32(-15120),\n",
" np.int32(-2640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG5556.tif'): (np.int32(-15120),\n",
" np.int32(-5520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG5758.tif'): (np.int32(-15120),\n",
" np.int32(-8400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.HG5960.tif'): (np.int32(-15120),\n",
" np.int32(-11280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ0102.tif'): (np.int32(-11280),\n",
" np.int32(72240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ0304.tif'): (np.int32(-11280),\n",
" np.int32(69360)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ0506.tif'): (np.int32(-11280),\n",
" np.int32(66480)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ0910.tif'): (np.int32(-11280),\n",
" np.int32(60720)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ1112.tif'): (np.int32(-11280),\n",
" np.int32(57840)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ1718.tif'): (np.int32(-11280),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ1920.tif'): (np.int32(-11280),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ2122.tif'): (np.int32(-11280),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ2324.tif'): (np.int32(-11280),\n",
" np.int32(40560)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ3132.tif'): (np.int32(-11280),\n",
" np.int32(29040)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ3334.tif'): (np.int32(-11280),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ3536.tif'): (np.int32(-11280),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ3738.tif'): (np.int32(-11280),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ3940.tif'): (np.int32(-11280),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ4142.tif'): (np.int32(-11280),\n",
" np.int32(14640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ4950.tif'): (np.int32(-11280),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ5152.tif'): (np.int32(-11280),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ5354.tif'): (np.int32(-11280),\n",
" np.int32(-2640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ5556.tif'): (np.int32(-11280),\n",
" np.int32(-5520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ5758.tif'): (np.int32(-11280),\n",
" np.int32(-8400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.KJ5960.tif'): (np.int32(-11280),\n",
" np.int32(-11280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML0102.tif'): (np.int32(-7440),\n",
" np.int32(72240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML0304.tif'): (np.int32(-7440),\n",
" np.int32(69360)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML0506.tif'): (np.int32(-7440),\n",
" np.int32(66480)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML0708.tif'): (np.int32(-7440),\n",
" np.int32(63600)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML1516.tif'): (np.int32(-7440),\n",
" np.int32(52080)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML1718.tif'): (np.int32(-7440),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML1920.tif'): (np.int32(-7440),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML2122.tif'): (np.int32(-7440),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML2324.tif'): (np.int32(-7440),\n",
" np.int32(40560)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML2526.tif'): (np.int32(-7440),\n",
" np.int32(37680)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML2930.tif'): (np.int32(-7440),\n",
" np.int32(31920)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML3132.tif'): (np.int32(-7440),\n",
" np.int32(29040)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML3334.tif'): (np.int32(-7440),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML3536.tif'): (np.int32(-7440),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML3738.tif'): (np.int32(-7440),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML3940.tif'): (np.int32(-7440),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML4344.tif'): (np.int32(-7440),\n",
" np.int32(11760)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML4748.tif'): (np.int32(-7440),\n",
" np.int32(6000)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML4950.tif'): (np.int32(-7440),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML5152.tif'): (np.int32(-7440),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML5354.tif'): (np.int32(-7440),\n",
" np.int32(-2640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML5556.tif'): (np.int32(-7440),\n",
" np.int32(-5520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML5758.tif'): (np.int32(-7440),\n",
" np.int32(-8400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.ML5960.tif'): (np.int32(-7440),\n",
" np.int32(-11280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN0102.tif'): (np.int32(-3600),\n",
" np.int32(72240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN0304.tif'): (np.int32(-3600),\n",
" np.int32(69360)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN1314.tif'): (np.int32(-3600),\n",
" np.int32(54960)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN1516.tif'): (np.int32(-3600),\n",
" np.int32(52080)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN1718.tif'): (np.int32(-3600),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN1920.tif'): (np.int32(-3600),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN2122.tif'): (np.int32(-3600),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN2526.tif'): (np.int32(-3600),\n",
" np.int32(37680)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN2728.tif'): (np.int32(-3600),\n",
" np.int32(34800)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN2930.tif'): (np.int32(-3600),\n",
" np.int32(31920)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN3132.tif'): (np.int32(-3600),\n",
" np.int32(29040)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN3334.tif'): (np.int32(-3600),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN3536.tif'): (np.int32(-3600),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN3738.tif'): (np.int32(-3600),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN3940.tif'): (np.int32(-3600),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN4344.tif'): (np.int32(-3600),\n",
" np.int32(11760)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN4546.tif'): (np.int32(-3600),\n",
" np.int32(8880)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN4748.tif'): (np.int32(-3600),\n",
" np.int32(6000)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN4950.tif'): (np.int32(-3600),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN5152.tif'): (np.int32(-3600),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN5354.tif'): (np.int32(-3600),\n",
" np.int32(-2640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.PN5960.tif'): (np.int32(-3600),\n",
" np.int32(-11280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ0102.tif'): (np.int32(240),\n",
" np.int32(72240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ0304.tif'): (np.int32(240),\n",
" np.int32(69360)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ0506.tif'): (np.int32(240),\n",
" np.int32(66480)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ1112.tif'): (np.int32(240),\n",
" np.int32(57840)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ1314.tif'): (np.int32(240),\n",
" np.int32(54960)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ1516.tif'): (np.int32(240),\n",
" np.int32(52080)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ1718.tif'): (np.int32(240),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ1920.tif'): (np.int32(240),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ2526.tif'): (np.int32(240),\n",
" np.int32(37680)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ2728.tif'): (np.int32(240),\n",
" np.int32(34800)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ2930.tif'): (np.int32(240),\n",
" np.int32(31920)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ3132.tif'): (np.int32(240),\n",
" np.int32(29040)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ3334.tif'): (np.int32(240),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ3536.tif'): (np.int32(240),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ3738.tif'): (np.int32(240),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ3940.tif'): (np.int32(240),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ4142.tif'): (np.int32(240),\n",
" np.int32(14640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ4344.tif'): (np.int32(240),\n",
" np.int32(11760)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ4546.tif'): (np.int32(240),\n",
" np.int32(8880)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ4748.tif'): (np.int32(240),\n",
" np.int32(6000)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ4950.tif'): (np.int32(240),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ5152.tif'): (np.int32(240),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ5758.tif'): (np.int32(240),\n",
" np.int32(-8400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS0910.tif'): (np.int32(4080),\n",
" np.int32(60720)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS1112.tif'): (np.int32(4080),\n",
" np.int32(57840)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS1314.tif'): (np.int32(4080),\n",
" np.int32(54960)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS1516.tif'): (np.int32(4080),\n",
" np.int32(52080)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS1718.tif'): (np.int32(4080),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS1920.tif'): (np.int32(4080),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS2122.tif'): (np.int32(4080),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS2526.tif'): (np.int32(4080),\n",
" np.int32(37680)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS2728.tif'): (np.int32(4080),\n",
" np.int32(34800)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS2930.tif'): (np.int32(4080),\n",
" np.int32(31920)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS3132.tif'): (np.int32(4080),\n",
" np.int32(29040)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS3334.tif'): (np.int32(4080),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS3536.tif'): (np.int32(4080),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS3738.tif'): (np.int32(4080),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS3940.tif'): (np.int32(4080),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS4142.tif'): (np.int32(4080),\n",
" np.int32(14640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS4344.tif'): (np.int32(4080),\n",
" np.int32(11760)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS4546.tif'): (np.int32(4080),\n",
" np.int32(8880)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS4748.tif'): (np.int32(4080),\n",
" np.int32(6000)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS4950.tif'): (np.int32(4080),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS5152.tif'): (np.int32(4080),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS5354.tif'): (np.int32(4080),\n",
" np.int32(-2640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.TS5556.tif'): (np.int32(4080),\n",
" np.int32(-5520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU0102.tif'): (np.int32(7920),\n",
" np.int32(72240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU0304.tif'): (np.int32(7920),\n",
" np.int32(69360)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU0506.tif'): (np.int32(7920),\n",
" np.int32(66480)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU0708.tif'): (np.int32(7920),\n",
" np.int32(63600)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU0910.tif'): (np.int32(7920),\n",
" np.int32(60720)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU1112.tif'): (np.int32(7920),\n",
" np.int32(57840)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU1314.tif'): (np.int32(7920),\n",
" np.int32(54960)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU1516.tif'): (np.int32(7920),\n",
" np.int32(52080)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU1718.tif'): (np.int32(7920),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU1920.tif'): (np.int32(7920),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU2122.tif'): (np.int32(7920),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU2324.tif'): (np.int32(7920),\n",
" np.int32(40560)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU2728.tif'): (np.int32(7920),\n",
" np.int32(34800)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU2930.tif'): (np.int32(7920),\n",
" np.int32(31920)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU3132.tif'): (np.int32(7920),\n",
" np.int32(29040)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU3334.tif'): (np.int32(7920),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU3536.tif'): (np.int32(7920),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU3738.tif'): (np.int32(7920),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU3940.tif'): (np.int32(7920),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU4142.tif'): (np.int32(7920),\n",
" np.int32(14640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU4344.tif'): (np.int32(7920),\n",
" np.int32(11760)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU4546.tif'): (np.int32(7920),\n",
" np.int32(8880)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU4748.tif'): (np.int32(7920),\n",
" np.int32(6000)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU4950.tif'): (np.int32(7920),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU5152.tif'): (np.int32(7920),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU5354.tif'): (np.int32(7920),\n",
" np.int32(-2640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU5556.tif'): (np.int32(7920),\n",
" np.int32(-5520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU5758.tif'): (np.int32(7920),\n",
" np.int32(-8400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.VU5960.tif'): (np.int32(7920),\n",
" np.int32(-11280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW0102.tif'): (np.int32(12720),\n",
" np.int32(72240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW0304.tif'): (np.int32(12720),\n",
" np.int32(69360)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW0506.tif'): (np.int32(12720),\n",
" np.int32(66480)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW0708.tif'): (np.int32(12720),\n",
" np.int32(63600)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW0910.tif'): (np.int32(12720),\n",
" np.int32(60720)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW1112.tif'): (np.int32(12720),\n",
" np.int32(57840)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW1314.tif'): (np.int32(12720),\n",
" np.int32(54960)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW1516.tif'): (np.int32(12720),\n",
" np.int32(52080)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW1718.tif'): (np.int32(12720),\n",
" np.int32(49200)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW1920.tif'): (np.int32(12720),\n",
" np.int32(46320)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW2122.tif'): (np.int32(12720),\n",
" np.int32(43440)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW2324.tif'): (np.int32(12720),\n",
" np.int32(40560)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW2526.tif'): (np.int32(12720),\n",
" np.int32(37680)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW2728.tif'): (np.int32(12720),\n",
" np.int32(34800)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW2930.tif'): (np.int32(12720),\n",
" np.int32(31920)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW3132.tif'): (np.int32(12720),\n",
" np.int32(29040)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW3334.tif'): (np.int32(12720),\n",
" np.int32(26160)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW3536.tif'): (np.int32(12720),\n",
" np.int32(23280)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW3738.tif'): (np.int32(12720),\n",
" np.int32(20400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW3940.tif'): (np.int32(12720),\n",
" np.int32(17520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW4142.tif'): (np.int32(12720),\n",
" np.int32(14640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW4344.tif'): (np.int32(12720),\n",
" np.int32(11760)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW4546.tif'): (np.int32(12720),\n",
" np.int32(8880)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW4748.tif'): (np.int32(12720),\n",
" np.int32(6000)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW4950.tif'): (np.int32(12720),\n",
" np.int32(3120)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW5152.tif'): (np.int32(12720),\n",
" np.int32(240)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW5354.tif'): (np.int32(12720),\n",
" np.int32(-2640)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW5556.tif'): (np.int32(12720),\n",
" np.int32(-5520)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW5758.tif'): (np.int32(12720),\n",
" np.int32(-8400)),\n",
" WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.XW5960.tif'): (np.int32(12720),\n",
" np.int32(-11280))}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"row_col_map"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(WindowsPath('D:/SteamLibrary/steamapps/common/Command - Modern Operations/GIS/LandCover/MCD12Q1_V51_LC1.2012.RQ5152.tif'),\n",
" 240,\n",
" 240)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"l = [(k, int(v[0]), int(v[1])) for k, v in row_col_map.items() if v[0] >= 0 and v[1] >= 0]\n",
"l.sort(key=lambda x: abs(x[1]+abs(x[2])))\n",
"l[0]"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1717d113650>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"shanghai_path = l[0][0]\n",
"\n",
"with rasterio.open(shanghai_path) as dataset:\n",
" landcover_data = dataset.read(1) # Read the first band\n",
"\n",
"plt.imshow(landcover_data)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1717d172b70>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(landcover_data[1500:2500, 0:500])"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'type': 'Polygon',\n",
" 'coordinates': [[[120.0, 32.0],\n",
" [120.0, 16.0],\n",
" [132.0, 16.0],\n",
" [132.0, 32.0],\n",
" [120.0, 32.0]]]}"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"with rasterio.open(shanghai_path) as dataset:\n",
" mask = dataset.dataset_mask()\n",
"\n",
" # Extract feature shapes and values from the array.\n",
" for geom, val in rasterio.features.shapes(\n",
" mask, transform=dataset.transform):\n",
"\n",
" # Transform shapes from the dataset's own coordinate\n",
" # reference system to CRS84 (EPSG:4326).\n",
" geom = rasterio.warp.transform_geom(\n",
" dataset.crs, 'EPSG:4326', geom, precision=6)\n",
"\n",
"geom"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"CRS.from_wkt('GEOGCS[\"WGS 84\",DATUM[\"WGS_1984\",SPHEROID[\"WGS 84\",6378137,298.257223563,AUTHORITY[\"EPSG\",\"7030\"]],AUTHORITY[\"EPSG\",\"6326\"]],PRIMEM[\"Greenwich\",0,AUTHORITY[\"EPSG\",\"8901\"]],UNIT[\"degree\",0.0174532925199433,AUTHORITY[\"EPSG\",\"9122\"]],AXIS[\"Latitude\",NORTH],AXIS[\"Longitude\",EAST],AUTHORITY[\"EPSG\",\"4326\"]]')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"dataset.crs"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"cmo_terrain_cmap = {\n",
" 0: \"blue\", # Water\n",
" 1: \"green\", # Evergreen_Needleleaf_forest\n",
" 2: \"green\", # Evergreen_Broadleaf_forest\n",
" 3: \"green\", # Deciduous_Needleleaf_forest\n",
" 4: \"green\", # Deciduous_Broadleaf_forest\n",
" 5: \"green\", # Mixed_forest\n",
" 6: \"green\", # Closed_shrublands\n",
" 7: \"green\", # Open_shrublands\n",
" 8: \"green\", # Woody_savannas\n",
" 9: \"green\", # Savannas\n",
" 10: \"green\", # Grasslands\n",
" 11: \"darkgreen\", # Permanent_wetlands\n",
" 12: \"yellow\", # Croplands\n",
" 13: \"grey\", # UrbanAndBuiltUp\n",
" 14: \"yellow\", # CroplandNaturalVegetationMosaic\n",
" 15: \"white\", # SnowAndIce\n",
" 16: \"green\", # BarrenOrSparselyVegetated\n",
" 254: \"black\", # Unclassified\n",
" # Use_Underlying_Values = byte.MaxValue is handled as default value black\n",
" 201: \"grey\", # Urban_CloseInnerCity\n",
" 202: \"grey\", # Urban_SpacedHighRise\n",
" 203: \"grey\", # Urban_AttachedHouses\n",
" 204: \"grey\", # Urban_CloseIndustrial\n",
" 205: \"grey\", # Urban_SpacedApartments\n",
" 206: \"grey\", # Urban_DetachedHouses\n",
" 207: \"grey\", # Urban_SpacedIndustrial\n",
" 208: \"grey\", # Urban_ShantyTown\n",
"}"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x171021c8140>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAOgAAAGeCAYAAACepU0QAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjkuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8hTgPZAAAACXBIWXMAAA9hAAAPYQGoP6dpAAAb8ElEQVR4nO3dfUxUd7oH8O+gMmplxkWEYZaB4kuxvoB7qVJuraFKhTEhmHJ3fUvE3ka3Fk2UdO3Oxpfqtnda9+ZKu1L8pys1Kdp2UzVtLGxlF4ypsCu7hHabJULYiBcHt+Yyg+MyUjj3D7bTTkXOGTzDPAzfT3IS58wz5zxM/OY3nPnxOwZFURQQkUhR4W6AiO6PASUSjAElEowBJRKMASUSjAElEowBJRKMASUSjAElEmxyuBv4vsHBQXR1dSEmJgYGgyHc7RDpTlEU9Pb2wmq1IipKZYxUQuTYsWNKSkqKYjQaleXLlyuNjY2aXtfZ2akA4MYt4rfOzk7VPIRkBH3vvfdQWlqK48ePIysrC2VlZcjLy0Nrayvi4+NHfG1MTAwAYAXWYjKmhKI9orD6Gv24hPP+/+sjMSiK/pPls7KysGzZMhw7dgzA0MdWm82GXbt24ec///mIr/V4PDCbzchBISYbGFCKPF8r/ajDObjdbphMphFrdb9IdPfuXTQ1NSE3N/fbk0RFITc3F5cvX76n3ufzwePxBGxENET3gH711VcYGBhAQkJCwP6EhAS4XK576p1OJ8xms3+z2Wx6t0Q0boX9axaHwwG32+3fOjs7w90SkRi6XySKi4vDpEmT0N3dHbC/u7sbFovlnnqj0Qij0ah3G0QRQfcRNDo6GpmZmaitrfXvGxwcRG1tLbKzs/U+HVFEC8nXLKWlpSguLsZjjz2G5cuXo6ysDF6vF88++2woTkcUsUIS0PXr1+Mf//gHDhw4AJfLhaVLl6K6uvqeC0dENLKQfA/6IPg9KEW6sH4PSkT6YUCJBGNAiQRjQIkEY0CJBGNAiQQTt6ICUTCili5UrRls/nIMOgkNjqBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCcSYRiXS1MlNTXVrZP1Vr0v+sfo+fln8TtW6BH0dQIsEYUCLBGFAiwRhQIsEYUCLBGFAiwRhQIsEYUCLBOFGBdLX5b9dVa5ZOVa8BGrSdMEe9pPi/S1VrLEt7tJ1PAz2XWOEISiQYA0okGANKJBgDSiQYA0okGANKJBgDSiQYA0okGCcqEGq6mjXVnfTEqdZomYSgZeLAOy/+j6ae1tWVqNakXepRrXGtmKlaY9FwHL3pPoK+/PLLMBgMAduCBQv0Pg3RhBCSEXTRokW4cOHCtyeZzIGaaDRCkpzJkyfDYrGE4tBEE0pILhJdvXoVVqsVc+bMwebNm3Ht2rX71vp8Png8noCNiIboHtCsrCxUVlaiuroaFRUV6OjowJNPPone3t5h651OJ8xms3+z2Wx6t0Q0bukeULvdjh//+MdIT09HXl4ezp8/j56eHrz//vvD1jscDrjdbv/W2dmpd0tE41bIr97MnDkTjzzyCNra2oZ93mg0wmg0hroNonEp5BMVbt++jfb2diQmJob6VEQRR/cR9MUXX0RBQQFSUlLQ1dWFgwcPYtKkSdi4caPepyINbu78d9Wakx4tKxwAR4/9RLVGywQDLV/4v3TpP7W0hDSo3/pBCy096blSgla6B/T69evYuHEjbt26hdmzZ2PFihVoaGjA7Nmz9T4VUcTTPaCnT5/W+5BEExYnyxMJxoASCcaAEgnGgBIJxoASCcaAEgnGgBIJxr+kjnCalunYqd+xtM4AkiYcs4S04AhKJBgDSiQYA0okGANKJBgDSiQYA0okGANKJBgDSiQYJypEuNfP/ka15qV18iYXaLlXCqBt8oSWY+05rb7sy7sLkjR0pC+OoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgnGiglA1Xc2qNS13+1Rr9JyEoHXygB40rQQBbT1pOdapS2s0nG3sV13gCEokGANKJBgDSiQYA0okGANKJBgDSiQYA0okGANKJBgnKghlX7tpzM41lhMQtNJzRQUtNp7+nWrNuFhR4eLFiygoKIDVaoXBYMDZs2cDnlcUBQcOHEBiYiKmTZuG3NxcXL16Va9+iSaUoAPq9XqRkZGB8vLyYZ8/cuQI3nzzTRw/fhyNjY146KGHkJeXh74+9WlpRBQo6I+4drsddrt92OcURUFZWRn27duHwsJCAMDJkyeRkJCAs2fPYsOGDQ/WLdEEo+tFoo6ODrhcLuTm5vr3mc1mZGVl4fLly3qeimhC0PUikcvlAgAkJCQE7E9ISPA/930+nw8+n8//2OPx6NkS0bgW9q9ZnE4nzGazf7PZbOFuiUgMXQNqsVgAAN3d3QH7u7u7/c99n8PhgNvt9m+dnZ16tkQ0ruka0NTUVFgsFtTW1vr3eTweNDY2Ijs7e9jXGI1GmEymgI2IhgT9O+jt27fR1tbmf9zR0YHm5mbExsYiOTkZu3fvxiuvvIL58+cjNTUV+/fvh9Vqxbp16/Tsm2hCCDqgV65cwVNPPeV/XFpaCgAoLi5GZWUl9u7dC6/Xi+3bt6OnpwcrVqxAdXU1pk6dql/X49jmv6nfAwQATm1YGOJOIoNeS56EY5aQFkEHNCcnB4qi3Pd5g8GAw4cP4/Dhww/UGBEJuIpLRPfHgBIJxoASCcaAEgnGgBIJxoASCcaAEgnGJU901Hb0cdWapVPLNB1r6dnfqNboed8VvWiZFDDWS6xoOV98c8jbGBWOoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgnGigo7a1x9XrWm5OwaNhIjESQhaxB/7LNwtjBpHUCLBGFAiwRhQIsEYUCLBGFAiwRhQIsEYUCLBGFAiwThRQSOtt2xQ09yn7RYDpzas0eV8rbunqdaYr+hyqrDQMnliMPRthAxHUCLBGFAiwRhQIsEYUCLBGFAiwRhQIsEYUCLBGFAiwRhQIsE4k2iMHT32E22FK9RLtMyi0UKv4+hJa08bT/9OtebdBdpmb0kU9Ah68eJFFBQUwGq1wmAw4OzZswHPb926FQaDIWDLz8/Xq1+iCSXogHq9XmRkZKC8vPy+Nfn5+bhx44Z/O3Xq1AM1STRRBf0R1263w263j1hjNBphsVhG3RQRDQnJRaK6ujrEx8cjLS0NO3bswK1bt+5b6/P54PF4AjYiGqJ7QPPz83Hy5EnU1tbi9ddfR319Pex2OwYGBoatdzqdMJvN/s1ms+ndEtG4pftV3A0bNvj/vWTJEqSnp2Pu3Lmoq6vD6tWr76l3OBwoLS31P/Z4PAwp0b+E/HvQOXPmIC4uDm1tbcM+bzQaYTKZAjYiGhLygF6/fh23bt1CYmJiqE9FFHGC/oh7+/btgNGwo6MDzc3NiI2NRWxsLA4dOoSioiJYLBa0t7dj7969mDdvHvLy8nRtXE9aljPZYvpKteakJ0615i+/eEtTT/a1mzTVqUkr+6cuxwFk3ndF29IwX4a8j1AJOqBXrlzBU0895X/8ze+PxcXFqKioQEtLC9555x309PTAarVizZo1+OUvfwmj0ahf10QTRNABzcnJgaIo932+pqbmgRoiom9xsjyRYAwokWAMKJFgDCiRYAwokWAMKJFgXFFBIy2TELTQawKCVhInF2hZLUHLSgnA+F4tQQuOoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgkX0RAUtKyUA+q2WoOU4XMJbG20rJQDjebUELTiCEgnGgBIJxoASCcaAEgnGgBIJxoASCcaAEgnGgBIJxoASCRbRM4nG2o/+6wXVGgt6Qt/Id8+nYXkRicui0BCOoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgkX0RAUtS5DoeazXfqDb6cZ08sAP/6NDU93//jZVtUav+65oX/IksgU1gjqdTixbtgwxMTGIj4/HunXr0NraGlDT19eHkpISzJo1CzNmzEBRURG6u7t1bZpooggqoPX19SgpKUFDQwM+/fRT9Pf3Y82aNfB6vf6aPXv24KOPPsIHH3yA+vp6dHV14ZlnntG9caKJIKiPuNXV1QGPKysrER8fj6amJqxcuRJutxtvv/02qqqqsGrVKgDAiRMn8Oijj6KhoQGPP/64fp0TTQAPdJHI7XYDAGJjYwEATU1N6O/vR25urr9mwYIFSE5OxuXLl4c9hs/ng8fjCdiIaMioAzo4OIjdu3fjiSeewOLFiwEALpcL0dHRmDlzZkBtQkICXC7XsMdxOp0wm83+zWazjbYloogz6oCWlJTgiy++wOnTpx+oAYfDAbfb7d86Ozsf6HhEkWRUX7Ps3LkTH3/8MS5evIikpG9vQW6xWHD37l309PQEjKLd3d2wWCzDHstoNMJoNI6mDaKIF9QIqigKdu7ciTNnzuD3v/89UlMDvxfLzMzElClTUFtb69/X2tqKa9euITs7W5+OiSYQg6IoitbiF154AVVVVTh37hzS0tL8+81mM6ZNmwYA2LFjB86fP4/KykqYTCbs2rULAPDZZ59pOofH44HZbEYOCjHZMCWYn2XUarqadTmOfe0mXY6jlcSVELRMVNBisDly77nytdKPOpyD2+2GyWQasTaoj7gVFRUAgJycnID9J06cwNatWwEAR48eRVRUFIqKiuDz+ZCXl4e33normNMQ0b8EFVAtg+3UqVNRXl6O8vLyUTdFREM4WZ5IMAaUSDAGlEgwBpRIMAaUSDAGlEiwiF5RYfPfrut2LC2TED45X6XLcQBtkxB4W4fIxxGUSDAGlEgwBpRIMAaUSDAGlEgwBpRIMAaUSDAGlEgwBpRIsIieSaTnvVn0nCWkhfsxn2qN5ZI+59JrmRLSH0dQIsEYUCLBGFAiwRhQIsEYUCLBGFAiwRhQIsEYUCLBInqiQsvdPt2O1dyXpFqj1zIlAJBW9k9NdWNp4+nfqdac2rBGtSaS77uiN46gRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCRfREhfToqboda11doWqNWbez6YerJYxvQY2gTqcTy5YtQ0xMDOLj47Fu3Tq0trYG1OTk5MBgMARszz//vK5NE00UQQW0vr4eJSUlaGhowKeffor+/n6sWbMGXq83oG7btm24ceOGfzty5IiuTRNNFEF9xK2urg54XFlZifj4eDQ1NWHlypX+/dOnT4fFYtGnQ6IJ7IEuErndbgBAbGxswP53330XcXFxWLx4MRwOB+7cuXPfY/h8Png8noCNiIaM+iLR4OAgdu/ejSeeeAKLFy/279+0aRNSUlJgtVrR0tKCl156Ca2trfjwww+HPY7T6cShQ4dG2wZRRBt1QEtKSvDFF1/g0qXAxVm3b9/u//eSJUuQmJiI1atXo729HXPnzr3nOA6HA6Wlpf7HHo8HNptttG0RRZRRBXTnzp34+OOPcfHiRSQljfx3kllZWQCAtra2YQNqNBphNBpH0wZRxAsqoIqiYNeuXThz5gzq6uqQmpqq+prm5mYAQGJi4qgaJJrIggpoSUkJqqqqcO7cOcTExMDlcgEAzGYzpk2bhvb2dlRVVWHt2rWYNWsWWlpasGfPHqxcuRLp6ekh+QFGkmddqqnuV39vUK0xX1Ef5ffsfF+15tQl9RUHAG2rM2ih50QFrpYw9oIKaEVFBYChyQjfdeLECWzduhXR0dG4cOECysrK4PV6YbPZUFRUhH379unWMNFEEvRH3JHYbDbU19c/UENE9C1OlicSjAElEowBJRKMASUSjAElEowBJRKMASUSLKKXPNGTlhk5W37xlfqBNNzfBNA2a0ev2UafnK/SVKd1ZhbphyMokWAMKJFgDCiRYAwokWAMKJFgDCiRYAwokWAMKJFgnKigkZYv83/0Xy+o1rgf82k6n3mF+hIrei1nwgkIcnEEJRKMASUSjAElEowBJRKMASUSjAElEowBJRKMASUSjBMVAPzs4cdVa6bUqd/8SdO9WTSslDDknxrrRqZl1YX4Zl1ORSHAEZRIMAaUSDAGlEgwBpRIMAaUSDAGlEgwBpRIMAaUSDBOVNCoP+eGas2WLvVbP5zSeD4tEwy0rKgQf+wzjWckiYIaQSsqKpCeng6TyQSTyYTs7Gx88skn/uf7+vpQUlKCWbNmYcaMGSgqKkJ3d7fuTRNNFEEFNCkpCa+99hqamppw5coVrFq1CoWFhfjrX/8KANizZw8++ugjfPDBB6ivr0dXVxeeeeaZkDRONBEE9RG3oKAg4PGrr76KiooKNDQ0ICkpCW+//TaqqqqwatUqAMCJEyfw6KOPoqGhAY8/rj7flYgCjfoi0cDAAE6fPg2v14vs7Gw0NTWhv78fubm5/poFCxYgOTkZly9fvu9xfD4fPB5PwEZEQ4IO6Oeff44ZM2bAaDTi+eefx5kzZ7Bw4UK4XC5ER0dj5syZAfUJCQlwuVz3PZ7T6YTZbPZvNpst6B+CKFIFHdC0tDQ0NzejsbERO3bsQHFxMb788stRN+BwOOB2u/1bZ2fnqI9FFGmC/polOjoa8+bNAwBkZmbiT3/6E9544w2sX78ed+/eRU9PT8Ao2t3dDYvFct/jGY1GGI3qizQTTUQPPFFhcHAQPp8PmZmZmDJlCmpra/3Ptba24tq1a8jOzn7Q0xBNSEGNoA6HA3a7HcnJyejt7UVVVRXq6upQU1MDs9mM5557DqWlpYiNjYXJZMKuXbuQnZ3NK7hEoxRUQG/evIktW7bgxo0bMJvNSE9PR01NDZ5++mkAwNGjRxEVFYWioiL4fD7k5eXhrbfeCknjEmm5x8mUuv/TdCzL7gfrhSKDQVEUJdxNfJfH44HZbEYOCjHZMCXc7ehOy9pGADCw+we6nG+wefQX8Cg0vlb6UYdzcLvdMJlMI9ZysjyRYAwokWAMKJFgDCiRYAwokWAMKJFgDCiRYFzyZIxpWToFAKKW6vM9KI1vHEGJBGNAiQRjQIkEY0CJBGNAiQRjQIkEY0CJBGNAiQRjQIkEY0CJBGNAiQRjQIkEY0CJBGNAiQRjQIkEY0CJBGNAiQTjigpCvX72N6o16dFTVWu03I5iPItaulC1Zjyvrs8RlEgwBpRIMAaUSDAGlEgwBpRIMAaUSDAGlEgwBpRIMAaUSLCgZhJVVFSgoqICf//73wEAixYtwoEDB2C32wEAOTk5qK+vD3jNT3/6Uxw/flyfbieQnz38uGrNzZ3/rloTj8/0aEes8TxLSIugApqUlITXXnsN8+fPh6IoeOedd1BYWIi//OUvWLRoEQBg27ZtOHz4sP8106dP17djogkkqIAWFBQEPH711VdRUVGBhoYGf0CnT58Oi8WiX4dEE9iofwcdGBjA6dOn4fV6kZ2d7d//7rvvIi4uDosXL4bD4cCdO3d0aZRoIgr6r1k+//xzZGdno6+vDzNmzMCZM2ewcOHQXxRs2rQJKSkpsFqtaGlpwUsvvYTW1lZ8+OGH9z2ez+eDz+fzP/Z4PKP4MYgiU9ABTUtLQ3NzM9xuN37729+iuLgY9fX1WLhwIbZv3+6vW7JkCRITE7F69Wq0t7dj7ty5wx7P6XTi0KFDo/8JiCJY0B9xo6OjMW/ePGRmZsLpdCIjIwNvvPHGsLVZWVkAgLa2tvsez+FwwO12+7fOzs5gWyKKWA/8B9uDg4MBH1G/q7m5GQCQmJh439cbjUYYjcYHbYMoIgUVUIfDAbvdjuTkZPT29qKqqgp1dXWoqalBe3s7qqqqsHbtWsyaNQstLS3Ys2cPVq5cifT09FD1TxTRggrozZs3sWXLFty4cQNmsxnp6emoqanB008/jc7OTly4cAFlZWXwer2w2WwoKirCvn37QtX7hBd/LLInIRBgUBRFCXcT3+XxeGA2m5GDQkw2TAl3O0S6+1rpRx3Owe12w2QyjVjLubhEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgjGgRIIxoESCMaBEgk0OdwPfpygKAOBr9ANKmJshCoGv0Q/g2//rIxEX0N7eXgDAJZwPcydEodXb2wuz2TxijUHREuMxNDg4iK6uLsTExMBgMAAAPB4PbDYbOjs7YTKZwtyhdux77I2H3hVFQW9vL6xWK6KiRv4tU9wIGhUVhaSkpGGfM5lMYt/0kbDvsSe9d7WR8xu8SEQkGANKJNi4CKjRaMTBgwdhNBrD3UpQ2PfYG8+9D0fcRSIi+ta4GEGJJioGlEgwBpRIMAaUSDDxAS0vL8fDDz+MqVOnIisrC3/84x/D3ZKql19+GQaDIWBbsGBBuNu6x8WLF1FQUACr1QqDwYCzZ88GPK8oCg4cOIDExERMmzYNubm5uHr1ania/Q61vrdu3XrP+5+fnx+eZh+Q6IC+9957KC0txcGDB/HnP/8ZGRkZyMvLw82bN8PdmqpFixbhxo0b/u3SpUvhbukeXq8XGRkZKC8vH/b5I0eO4M0338Tx48fR2NiIhx56CHl5eejr6xvjTgOp9Q0A+fn5Ae//qVOnxrBDHSmCLV++XCkpKfE/HhgYUKxWq+J0OsPYlbqDBw8qGRkZ4W4jKACUM2fO+B8PDg4qFotF+dWvfuXf19PToxiNRuXUqVNh6HB43+9bURSluLhYKSwsDEs/ehM7gt69exdNTU3Izc3174uKikJubi4uX74cxs60uXr1KqxWK+bMmYPNmzfj2rVr4W4pKB0dHXC5XAHvv9lsRlZW1rh4/+vq6hAfH4+0tDTs2LEDt27dCndLoyI2oF999RUGBgaQkJAQsD8hIQEulytMXWmTlZWFyspKVFdXo6KiAh0dHXjyySf9f0o3HnzzHo/H9z8/Px8nT55EbW0tXn/9ddTX18Nut2NgYCDcrQVN3F+zRAK73e7/d3p6OrKyspCSkoL3338fzz33XBg7mxg2bNjg//eSJUuQnp6OuXPnoq6uDqtXrw5jZ8ETO4LGxcVh0qRJ6O7uDtjf3d0Ni8USpq5GZ+bMmXjkkUfQ1tYW7lY0++Y9joT3f86cOYiLixtX7/83xAY0OjoamZmZqK2t9e8bHBxEbW0tsrOzw9hZ8G7fvo329nYkJiaGuxXNUlNTYbFYAt5/j8eDxsbGcff+X79+Hbdu3RpX7/83RH/ELS0tRXFxMR577DEsX74cZWVl8Hq9ePbZZ8Pd2ohefPFFFBQUICUlBV1dXTh48CAmTZqEjRs3hru1ALdv3w4YVTo6OtDc3IzY2FgkJydj9+7deOWVVzB//nykpqZi//79sFqtWLduXfiaxsh9x8bG4tChQygqKoLFYkF7ezv27t2LefPmIS8vL4xdj1K4LyOr+fWvf60kJycr0dHRyvLly5WGhoZwt6Rq/fr1SmJiohIdHa388Ic/VNavX6+0tbWFu617/OEPf1AwtDRbwFZcXKwoytBXLfv371cSEhIUo9GorF69WmltbQ1v08rIfd+5c0dZs2aNMnv2bGXKlClKSkqKsm3bNsXlcoW77VHhn5sRCSb2d1AiYkCJRGNAiQRjQIkEY0CJBGNAiQRjQIkEY0CJBGNAiQRjQIkEY0CJBGNAiQT7f8zRsEs+S62ZAAAAAElFTkSuQmCC",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"terrain_mat = np.empty((40, 20))\n",
"\n",
"with rasterio.open(shanghai_path) as dataset:\n",
" landcover_data = dataset.read(1) # Read the first band\n",
" transform = dataset.transform\n",
"\n",
" for i, lat in enumerate(np.linspace(25.5, 21.5, terrain_mat.shape[0])):\n",
" for j, lon in enumerate(np.linspace(120, 122, terrain_mat.shape[1])):\n",
" row, col = rasterio.transform.rowcol(transform, lon, lat)\n",
" landcover_value = landcover_data[row, col]\n",
" terrain_mat[i, j] = landcover_value\n",
"\n",
"plt.imshow(terrain_mat)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patches = []\n",
"\n",
"fig, ax = plt.subplots(1,1, figsize=(16,9))\n",
"radius = 0.5\n",
"boundary_width = 0.05\n",
"dx = 2 * radius * np.cos(np.deg2rad(30))\n",
"x_offset = dx / 2\n",
"dy = radius * (1 + np.sin(np.deg2rad(30)))\n",
"\n",
"for i in range(terrain_mat.shape[0]):\n",
" for j in range(terrain_mat.shape[1]):\n",
" x = j * dx if i % 2 == 0 else j * dx + x_offset\n",
" y = i * dy\n",
" patch = mpatches.RegularPolygon([x, y], 6, radius=radius-boundary_width, color = cmo_terrain_cmap[terrain_mat[i, j]])\n",
" ax.add_patch(patch)\n",
"\n",
"plt.xlim(0, terrain_mat.shape[1] * dx)\n",
"plt.ylim(terrain_mat.shape[0] * dy, 0)\n",
"ax.set_aspect('equal', 'box')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x17104cd1e80>"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 640x480 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"terrain_mat = np.empty((80, 40))\n",
"\n",
"with rasterio.open(shanghai_path) as dataset:\n",
" landcover_data = dataset.read(1) # Read the first band\n",
" transform = dataset.transform\n",
"\n",
" for i, lat in enumerate(np.linspace(25.5, 21.5, terrain_mat.shape[0])):\n",
" for j, lon in enumerate(np.linspace(120, 122, terrain_mat.shape[1])):\n",
" row, col = rasterio.transform.rowcol(transform, lon, lat)\n",
" landcover_value = landcover_data[row, col]\n",
" terrain_mat[i, j] = landcover_value\n",
"\n",
"plt.imshow(terrain_mat)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"<Figure size 1600x900 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"patches = []\n",
"\n",
"fig, ax = plt.subplots(1,1, figsize=(16,9))\n",
"radius = 0.5\n",
"boundary_width = 0.1\n",
"dx = 2 * radius * np.cos(np.deg2rad(30))\n",
"x_offset = dx / 2\n",
"dy = radius * (1 + np.sin(np.deg2rad(30)))\n",
"\n",
"for i in range(terrain_mat.shape[0]):\n",
" for j in range(terrain_mat.shape[1]):\n",
" x = j * dx if i % 2 == 0 else j * dx + x_offset\n",
" y = i * dy\n",
" patch = mpatches.RegularPolygon([x, y], 6, radius=radius-boundary_width, color = cmo_terrain_cmap[terrain_mat[i, j]])\n",
" ax.add_patch(patch)\n",
"\n",
"plt.xlim(0, terrain_mat.shape[1] * dx)\n",
"plt.ylim(terrain_mat.shape[0] * dy, 0)\n",
"ax.set_aspect('equal', 'box')\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "base",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.12.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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