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@drnextgis
Created June 1, 2020 19:26
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Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import rasterio\n",
"from rasterio.windows import Window\n",
"from rasterio.plot import show\n",
"with rasterio.open(\n",
" \"/vsicurl/https://raw.githubusercontent.com/OSGeo/gdal/master/gdal/frmts/wms/frmt_wms_virtualearth.xml\",\n",
" OVERVIEW_LEVEL=1,\n",
") as src:\n",
" bounds = (10816494.68930465, 3650628.7941839, 10819454.39626612, 3653956.75283452)\n",
" bounds_window = src.window(*bounds)\n",
" \n",
" out_window = bounds_window.round_lengths(op='floor')\n",
" out_window = out_window.round_offsets(op='floor')\n",
"\n",
" height = int(out_window.height)\n",
" width = int(out_window.width)\n",
"\n",
" out_kwargs = src.profile\n",
" out_kwargs.update({\n",
" 'driver': 'GTiff',\n",
" 'height': height,\n",
" 'width': width,\n",
" 'transform': src.window_transform(out_window)})\n",
"\n",
" with rasterio.open(\"aligned.tif\", \"w\", **out_kwargs) as out:\n",
" out.write(src.read(window=out_window, out_shape=(src.count, height, width),))\n",
" show(src.read(window=out_window, out_shape=(src.count, height, width),))"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Driver: GTiff/GeoTIFF\r\n",
"Files: aligned.tif\r\n",
"Size is 2478, 2786\r\n",
"Coordinate System is:\r\n",
"PROJCRS[\"Google_Maps_Global_Mercator\",\r\n",
" BASEGEOGCRS[\"WGS 84\",\r\n",
" DATUM[\"World Geodetic System 1984\",\r\n",
" ELLIPSOID[\"WGS 84\",6378137,298.257223563,\r\n",
" LENGTHUNIT[\"metre\",1]],\r\n",
" ID[\"EPSG\",6326]],\r\n",
" PRIMEM[\"Greenwich\",0,\r\n",
" ANGLEUNIT[\"Degree\",0.0174532925199433]]],\r\n",
" CONVERSION[\"unnamed\",\r\n",
" METHOD[\"Popular Visualisation Pseudo Mercator\",\r\n",
" ID[\"EPSG\",1024]],\r\n",
" PARAMETER[\"Latitude of natural origin\",0,\r\n",
" ANGLEUNIT[\"Degree\",0.0174532925199433],\r\n",
" ID[\"EPSG\",8801]],\r\n",
" PARAMETER[\"Longitude of natural origin\",0,\r\n",
" ANGLEUNIT[\"Degree\",0.0174532925199433],\r\n",
" ID[\"EPSG\",8802]],\r\n",
" PARAMETER[\"False easting\",0,\r\n",
" LENGTHUNIT[\"metre\",1],\r\n",
" ID[\"EPSG\",8806]],\r\n",
" PARAMETER[\"False northing\",0,\r\n",
" LENGTHUNIT[\"metre\",1],\r\n",
" ID[\"EPSG\",8807]]],\r\n",
" CS[Cartesian,2],\r\n",
" AXIS[\"(E)\",east,\r\n",
" ORDER[1],\r\n",
" LENGTHUNIT[\"metre\",1,\r\n",
" ID[\"EPSG\",9001]]],\r\n",
" AXIS[\"(N)\",north,\r\n",
" ORDER[2],\r\n",
" LENGTHUNIT[\"metre\",1,\r\n",
" ID[\"EPSG\",9001]]]]\r\n",
"Data axis to CRS axis mapping: 1,2\r\n",
"Origin = (10816493.994407128542662,3653957.481630422174931)\r\n",
"Pixel Size = (1.194328566955879,-1.194328566955879)\r\n",
"Metadata:\r\n",
" AREA_OR_POINT=Area\r\n",
"Image Structure Metadata:\r\n",
" INTERLEAVE=PIXEL\r\n",
"Corner Coordinates:\r\n",
"Upper Left (10816493.994, 3653957.482) ( 97d 9'58.39\"E, 31d 9'47.40\"N)\r\n",
"Lower Left (10816493.994, 3650630.082) ( 97d 9'58.39\"E, 31d 8'15.31\"N)\r\n",
"Upper Right (10819453.541, 3653957.482) ( 97d11'34.10\"E, 31d 9'47.40\"N)\r\n",
"Lower Right (10819453.541, 3650630.082) ( 97d11'34.10\"E, 31d 8'15.31\"N)\r\n",
"Center (10817973.768, 3652293.782) ( 97d10'46.24\"E, 31d 9' 1.35\"N)\r\n",
"Band 1 Block=256x256 Type=Byte, ColorInterp=Red\r\n",
"Band 2 Block=256x256 Type=Byte, ColorInterp=Green\r\n",
"Band 3 Block=256x256 Type=Byte, ColorInterp=Blue\r\n"
]
}
],
"source": [
"! gdalinfo aligned.tif"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Confidence in this match: 90 %\r\n",
"\r\n",
"EPSG:900913\r\n",
"\r\n"
]
}
],
"source": [
"!gdalsrsinfo -o epsg aligned.tif"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"GDAL 3.0.4, released 2020/01/28\r\n"
]
}
],
"source": [
"!gdalinfo --version"
]
}
],
"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": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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