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207 lines
72 KiB

{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<cartopy.mpl.gridliner.Gridliner at 0x7f9703eae4e0>"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1200x800 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import cartopy.crs as ccrs\n",
"import cartopy.feature as cf\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline\n",
"\n",
"proj = ccrs.PlateCarree()\n",
"\n",
"fig = plt.figure(dpi=200)\n",
"\n",
"ax = plt.axes(projection = proj)\n",
"\n",
"ax.coastlines('10m')\n",
"# ax.add_feature(cf.BORDERS)\n",
"ax.add_feature(cf.STATES.with_scale('10m'))\n",
"\n",
"# The extent bounds are specified as an array [[x0, y0], [x1, y1]], \n",
"# where x0 is the left side of the extent, y0 is the top, x1 is the right and y1 is the bottom.\n",
"# extent (x0, x1, y0, y1)\n",
"# extent = [-180,180, -90,90] # world\n",
"# extent = [-90, -30, 20, -60] # south america\n",
"# extent = [-74, -31, 5.5, -33] # brazil\n",
"# extent = [-53.5, -45, -11, -20] # brazil\n",
"# extent = [-48, -47, -16, -17] # brazil\n",
"extent = [-44.906616, -43.831329, -1.820677, -3.146001] # brazil\n",
"# extent = [-44, -43, -1, -3] # brazil\n",
"# extent = [-90, -30, 20, -60]\n",
"# extent = [-100, 30, 0, 80]\n",
"# extent = [-87.35, -79.5, 24.1, 30.8]\n",
"\n",
"\n",
"ax.set_extent(extent, crs=ccrs.PlateCarree())\n",
"\n",
"ax.gridlines()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"\n",
"## ds ##:\n",
"\n",
"<osgeo.gdal.Dataset; proxy of <Swig Object of type 'GDALDatasetShadow *' at 0x7f972efa9960> >\n",
"\n",
"\n",
"## data ##:\n",
"\n",
"[[[ 0 0 0 ... 19 18 19]\n",
" [ 0 0 0 ... 15 18 16]\n",
" [ 0 0 0 ... 17 17 17]\n",
" ...\n",
" [ 13 35 33 ... 255 222 255]\n",
" [ 20 37 34 ... 243 217 188]\n",
" [ 29 37 35 ... 102 139 72]]\n",
"\n",
" [[ 0 0 0 ... 28 26 27]\n",
" [ 0 0 0 ... 24 26 24]\n",
" [ 0 0 0 ... 25 25 25]\n",
" ...\n",
" [ 25 73 68 ... 255 238 255]\n",
" [ 43 70 70 ... 254 240 222]\n",
" [ 57 75 76 ... 129 168 102]]\n",
"\n",
" [[ 0 0 0 ... 46 44 45]\n",
" [ 0 0 0 ... 42 44 42]\n",
" [ 0 0 0 ... 44 44 44]\n",
" ...\n",
" [ 18 44 43 ... 248 225 248]\n",
" [ 26 45 44 ... 255 232 220]\n",
" [ 34 44 44 ... 122 150 90]]]\n",
"\n",
"\n",
"## gt ##:\n",
"\n",
"(499980.0, 60.0, 0.0, 9800020.0, 0.0, -60.0)\n",
"\n",
"\n",
"## proj ##:\n",
"\n",
"PROJCS[\"WGS 84 / UTM zone 23S\",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\"]],PROJECTION[\"Transverse_Mercator\"],PARAMETER[\"latitude_of_origin\",0],PARAMETER[\"central_meridian\",-45],PARAMETER[\"scale_factor\",0.9996],PARAMETER[\"false_easting\",500000],PARAMETER[\"false_northing\",10000000],UNIT[\"metre\",1,AUTHORITY[\"EPSG\",\"9001\"]],AXIS[\"Easting\",EAST],AXIS[\"Northing\",NORTH],AUTHORITY[\"EPSG\",\"32723\"]]\n",
"\n",
"\n",
"## inproj ##:\n",
"\n",
"PROJCS[\"WGS 84 / UTM zone 23S\",\n",
" GEOGCS[\"WGS 84\",\n",
" DATUM[\"WGS_1984\",\n",
" SPHEROID[\"WGS 84\",6378137,298.257223563,\n",
" AUTHORITY[\"EPSG\",\"7030\"]],\n",
" AUTHORITY[\"EPSG\",\"6326\"]],\n",
" PRIMEM[\"Greenwich\",0,\n",
" AUTHORITY[\"EPSG\",\"8901\"]],\n",
" UNIT[\"degree\",0.0174532925199433,\n",
" AUTHORITY[\"EPSG\",\"9122\"]],\n",
" AXIS[\"Latitude\",NORTH],\n",
" AXIS[\"Longitude\",EAST],\n",
" AUTHORITY[\"EPSG\",\"4326\"]],\n",
" PROJECTION[\"Transverse_Mercator\"],\n",
" PARAMETER[\"latitude_of_origin\",0],\n",
" PARAMETER[\"central_meridian\",-45],\n",
" PARAMETER[\"scale_factor\",0.9996],\n",
" PARAMETER[\"false_easting\",500000],\n",
" PARAMETER[\"false_northing\",10000000],\n",
" UNIT[\"metre\",1,\n",
" AUTHORITY[\"EPSG\",\"9001\"]],\n",
" AXIS[\"Easting\",EAST],\n",
" AXIS[\"Northing\",NORTH],\n",
" AUTHORITY[\"EPSG\",\"32723\"]]\n"
]
}
],
"source": [
"# First: read the geotiff image with GDAL.\n",
"from osgeo import gdal, osr\n",
"\n",
"gdal.UseExceptions()\n",
"\n",
"directory = r'resources/S2A_MSIL2A_20190525T132241_N0212_R038_T23MNT_20190525T160524.SAFE/GRANULE/L2A_T23MNT_A020484_20190525T132236/IMG_DATA/R60m/'\n",
"filename = r'T23MNT_20190525T132241_TCI_60m.jp2'\n",
"image = directory + filename\n",
"\n",
"\n",
"ds = gdal.Open(image)\n",
"data = ds.ReadAsArray()\n",
"gt = ds.GetGeoTransform()\n",
"proj = ds.GetProjection()\n",
"\n",
"inproj = osr.SpatialReference()\n",
"inproj.ImportFromWkt(proj)\n",
"\n",
"print('\\n\\n## ds ##:\\n\\n' + str(ds))\n",
"print('\\n\\n## data ##:\\n\\n' + str(data))\n",
"print('\\n\\n## gt ##:\\n\\n' + str(gt))\n",
"print('\\n\\n## proj ##:\\n\\n' + str(proj))\n",
"print('\\n\\n## inproj ##:\\n\\n' + str(inproj))"
]
},
{
"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": "3.5.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}