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@martin-rdz
Created February 7, 2021 09:22
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Jupyter notebook to calcute the fraction of water, that coveres the Earth.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import pprint\n",
"import re\n",
"import numpy as np\n",
"import netCDF4\n",
"\n",
"\n",
"from pyhdf.SD import SD, SDC\n",
"from rasterio.plot import plotting_extent\n",
"\n",
"import matplotlib\n",
"#matplotlib.use('Agg')\n",
"import matplotlib.pyplot as plt\n",
"import cartopy.crs as ccrs\n",
"\n",
"from scipy import stats"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Data source https://lpdaac.usgs.gov/products/mcd12c1v006/\n",
"\n",
"- resolution 0.05 degree (5,600 meter)\n",
"- yearly average (here 2019)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"def get_proj(gridmeta):\n",
"\n",
" #print(gridmeta) \n",
" xd_regex = re.compile(r'XDim=(\\w+)')\n",
" match = xd_regex.search(gridmeta)\n",
" xdim = int(match.groups()[0])\n",
" yd_regex = re.compile(r'YDim=(\\w+)')\n",
" match = yd_regex.search(gridmeta)\n",
" ydim = int(match.groups()[0])\n",
" \n",
" proj_regex = re.compile(r'Projection=(\\w+)')\n",
" match = proj_regex.search(gridmeta)\n",
" proj = match.groups()[0]\n",
"\n",
" go_regex = re.compile(r'GridOrigin=(\\w+)')\n",
" match = go_regex.search(gridmeta)\n",
" grid_origin = match.groups()[0]\n",
"\n",
" print(xdim, ydim, proj, grid_origin)\n",
" assert proj == 'GCTP_GEO'\n",
"\n",
" ul_regex = re.compile(r'''UpperLeftPointMtrs=\\(\n",
" (?P<upper_left_x>[+-]?\\d+\\.\\d+),\n",
" (?P<upper_left_y>[+-]?\\d+\\.\\d+)\n",
" \\)''', re.VERBOSE)\n",
" match = ul_regex.search(gridmeta)\n",
" upper_left = (np.float(match.group('upper_left_x'))/1e6, \n",
" np.float(match.group('upper_left_y'))/1e6)\n",
"\n",
" lr_regex = re.compile(r'''LowerRightMtrs=\\(\n",
" (?P<lower_right_x>[+-]?\\d+\\.\\d+),\n",
" (?P<lower_right_y>[+-]?\\d+\\.\\d+)\n",
" \\)''', re.VERBOSE)\n",
" match = lr_regex.search(gridmeta)\n",
"\n",
" lower_right = (np.float(match.group('lower_right_x'))/1e6, \n",
" np.float(match.group('lower_right_y'))/1e6)\n",
" print(upper_left, lower_right)\n",
"\n",
" lons = np.linspace(upper_left[0], lower_right[0], xdim)\n",
" lats = np.linspace(upper_left[1], lower_right[1], ydim)\n",
" print(lons.shape, lons[:4], lons[-4:])\n",
" print(lats.shape, lats[:4], lats[-4:])\n",
" \n",
" return lons, lats"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"datasets, attributes (9, 6)\n",
"0 Majority_Land_Cover_Type_1\n",
"1 Majority_Land_Cover_Type_1_Assessment\n",
"2 Land_Cover_Type_1_Percent\n",
"3 Majority_Land_Cover_Type_2\n",
"4 Majority_Land_Cover_Type_2_Assessment\n",
"5 Land_Cover_Type_2_Percent\n",
"6 Majority_Land_Cover_Type_3\n",
"7 Majority_Land_Cover_Type_3_Assessment\n",
"8 Land_Cover_Type_3_Percent\n",
"name Majority_Land_Cover_Type_1 rank 2 shape [3600, 7200] type 21 attr 21\n",
"attributes:\n",
"{'_FillValue': 255,\n",
" 'barren or sparsely vegetated': 16,\n",
" 'closed shrubland': 6,\n",
" 'cropland/natural vegetation mosaic': 14,\n",
" 'croplands': 12,\n",
" 'deciduous broadleaf forest': 4,\n",
" 'deciduous needleleaf forest': 3,\n",
" 'evergreen broadleaf forest': 2,\n",
" 'evergreen needleleaf forest': 1,\n",
" 'grasslands': 10,\n",
" 'long_name': 'Majority_Land_Cover_Type_1',\n",
" 'mixed forests': 5,\n",
" 'open shrublands': 7,\n",
" 'permanent wetlands': 11,\n",
" 'savannas': 9,\n",
" 'snow and ice': 15,\n",
" 'units': 'class number',\n",
" 'urban and built-up': 13,\n",
" 'valid_range': [0, 16],\n",
" 'water': 0,\n",
" 'woody savannas': 8}\n",
"7200 3600 GCTP_GEO HDFE_GD_UL\n",
"(-180.0, 90.0) (180.0, -90.0)\n",
"(7200,) [-180. -179.94999305 -179.89998611 -179.84997916] [179.84997916 179.89998611 179.94999305 180. ]\n",
"(3600,) [90. 89.94998611 89.89997221 89.84995832] [-89.84995832 -89.89997221 -89.94998611 -90. ]\n"
]
}
],
"source": [
"fpath = 'MCD12C1.A2019001.006.2020220162300.hdf' \n",
"\n",
"ds = SD(fpath, SDC.READ)\n",
"\n",
"print('datasets, attributes ', ds.info())\n",
"\n",
"for idx,sds in enumerate(ds.datasets().keys()):\n",
" print(idx,sds)\n",
" \n",
" \n",
"maj_type1 = ds.select('Majority_Land_Cover_Type_1')\n",
"\n",
"print('name {} rank {} shape {} type {} attr {}'.format(*maj_type1.info()))\n",
"\n",
"print('attributes:')\n",
"pprint.pprint(maj_type1.attributes())\n",
"\n",
"lons, lats = get_proj(ds.attributes()[\"StructMetadata.0\"])"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(3600, 7200)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"maj_type1[:].shape"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'_FillValue': 255,\n",
" 'long_name': 'Majority_Land_Cover_Type_1_Assessment',\n",
" 'units': 'confidences',\n",
" 'valid_range': [0, 100]}\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 576x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(8, 10))\n",
"ax = plt.axes(projection=ccrs.Miller())\n",
"\n",
"pcm = ax.pcolormesh(\n",
" lons, lats, maj_type1[:], \n",
" cmap='jet',\n",
" transform=ccrs.PlateCarree())\n",
"\n",
"\n",
"ax.coastlines(resolution='50m')\n",
"\n",
"cbar = fig.colorbar(pcm, fraction=0.025, pad=0.01)\n",
"\n",
"asess_type1 = ds.select('Majority_Land_Cover_Type_1_Assessment')\n",
"pprint.pprint(asess_type1.attributes())\n",
"\n",
"asess_type1 = asess_type1[:].astype(float)\n",
"asess_type1[asess_type1 > 100] = np.nan\n",
"\n",
"fig = plt.figure(figsize=(8, 10))\n",
"ax = plt.axes(projection=ccrs.Miller())\n",
"\n",
"pcm = ax.pcolormesh(\n",
" lons, lats, asess_type1[:], \n",
" cmap='jet',\n",
" transform=ccrs.PlateCarree())\n",
"\n",
"\n",
"ax.coastlines(resolution='50m')\n",
"\n",
"cbar = fig.colorbar(pcm, fraction=0.025, pad=0.01)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# Formulas from https://en.wikipedia.org/wiki/Geographic_coordinate_system#Length_of_a_degree\n",
"lats_rad = lats/180*np.pi\n",
"len_long = 111412.48*np.cos(lats_rad) - 93.5*np.cos(3*lats_rad) + 0.118*np.cos(5*lats_rad)\n",
"len_longs = np.ones_like(maj_type1[:]).astype(float)*len_long[:,np.newaxis]\n",
"len_longs *= np.diff(lons)[0]\n",
"\n",
"\n",
"len_lat = 111132.92 - 559.82*np.cos(2*lats_rad) + 1.175*np.cos(4*lats_rad) - 0.0023*np.cos(6*lats_rad)\n",
"len_lats = np.ones_like(maj_type1[:]).astype(float)*len_lat[:,np.newaxis]\n",
"len_lats *= np.abs(np.diff(lats))[0]\n",
"\n",
"area_per_pixel = len_longs*len_lats\n"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Total area 510134511.9 km2 acc. 1.00012\n",
"Water area 365151479.8 km2 acc. 1.01113\n",
"Land area 144983032.1 km2 acc. 1.04349\n",
"Fraction water 0.7158\n",
"Fraction land 0.2842\n",
"Fraction perm_ice 0.0290 0.1019\n",
"Fraction barren 0.0395 0.1390\n"
]
}
],
"source": [
"total_area = np.sum(area_per_pixel)\n",
"water_area = np.sum(area_per_pixel[maj_type1[:] == 0])\n",
"land_area = np.sum(area_per_pixel[maj_type1[:] != 0])\n",
"\n",
"# compare to the values given in https://en.wikipedia.org/wiki/Earth\n",
"print(f'Total area {total_area/1e6:12.1f} km2 acc. {total_area/510072000e6:.5f}')\n",
"print(f'Water area {water_area/1e6:12.1f} km2 acc. {water_area/361132000e6:.5f}')\n",
"print(f'Land area {land_area/1e6:12.1f} km2 acc. {land_area/138940000e6:.5f}')\n",
"\n",
"print(f'Fraction water {water_area/total_area:.4f}')\n",
"print(f'Fraction land {land_area/total_area:.4f}')\n",
"\n",
"perm_ice_area = np.sum(area_per_pixel[maj_type1[:] == 15])\n",
"print(f'Fraction perm_ice {perm_ice_area/total_area:.4f} {perm_ice_area/land_area:.4f}')\n",
"\n",
"barren_area = np.sum(area_per_pixel[maj_type1[:] == 16])\n",
"print(f'Fraction barren {barren_area/total_area:.4f} {barren_area/land_area:.4f}')"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"=====================\n",
"Area -30 -70 112451102.7 km2\n",
"Fraction of Earth 0.2204\n",
"Fraction water 0.9389\n",
"Fraction land 0.0611\n",
"Fraction perm ice 0.0144 0.2362\n",
"Fraction barren 0.0012 0.0202\n",
"Area 70 30 112451102.7 km2\n",
"Fraction of Earth 0.2204\n",
"Fraction water 0.4801\n",
"Fraction land 0.5199\n",
"Fraction perm ice 0.0073 0.0141\n",
"Fraction barren 0.0572 0.1101\n",
"=====================\n",
"Area -40 -70 76027755.7 km2\n",
"Fraction of Earth 0.1490\n",
"Fraction water 0.9637\n",
"Fraction land 0.0363\n",
"Fraction perm ice 0.0213 0.5875\n",
"Fraction barren 0.0005 0.0143\n",
"Area 70 40 76027755.7 km2\n",
"Fraction of Earth 0.1490\n",
"Fraction water 0.4331\n",
"Fraction land 0.5669\n",
"Fraction perm ice 0.0102 0.0180\n",
"Fraction barren 0.0258 0.0455\n",
"=====================\n",
"Area 90 0 255067256.0 km2\n",
"Fraction of Earth 0.5000\n",
"Fraction water 0.6138\n",
"Fraction land 0.3862\n",
"Fraction perm ice 0.0095 0.0246\n",
"Fraction barren 0.0749 0.1939\n",
"Area 0 -90 255067256.0 km2\n",
"Fraction of Earth 0.5000\n",
"Fraction water 0.8178\n",
"Fraction land 0.1822\n",
"Fraction perm ice 0.0484 0.2658\n",
"Fraction barren 0.0041 0.0226\n"
]
}
],
"source": [
"def fraction_between(lat_upper, lat_lower):\n",
"\n",
" valid_lats = np.where(np.logical_and(lats < lat_upper, lats > lat_lower))[0]\n",
" #print(valid_lats[0], valid_lats[-1])\n",
" t_area = np.sum(area_per_pixel[valid_lats,:])\n",
" print(f'Area {lat_upper} {lat_lower} {t_area/1e6:12.1f} km2')\n",
" print(f'Fraction of Earth {t_area/total_area:.4f}')\n",
"\n",
" w_area = np.sum(area_per_pixel[valid_lats,:][maj_type1[:][valid_lats,:] == 0])\n",
" l_area = np.sum(area_per_pixel[valid_lats,:][maj_type1[:][valid_lats,:] != 0])\n",
" i_area = np.sum(area_per_pixel[valid_lats,:][maj_type1[:][valid_lats,:] == 15])\n",
" b_area = np.sum(area_per_pixel[valid_lats,:][maj_type1[:][valid_lats,:] == 16])\n",
"\n",
" print(f'Fraction water {w_area/t_area:.4f}')\n",
" print(f'Fraction land {l_area/t_area:.4f}')\n",
" print(f'Fraction perm ice {i_area/t_area:.4f} {i_area/l_area:.4f}')\n",
" print(f'Fraction barren {b_area/t_area:.4f} {b_area/l_area:.4f}')\n",
" \n",
" \n",
"print('=====================') \n",
"fraction_between(-30, -70)\n",
"fraction_between(70, 30)\n",
"print('=====================') \n",
"fraction_between(-40, -70)\n",
"fraction_between(70, 40)\n",
"print('=====================') \n",
"fraction_between(90, 0)\n",
"fraction_between(0, -90)"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.6.9"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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