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@thareUSGS
Last active June 30, 2023 03:32
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Rasterio, numpy processing, and plotting in Jupyter notebook\n",
"\n",
"from: https://rasterio.readthedocs.io/en/latest/topics/plotting.html"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Requirements:\n",
"> conda install -c conda-forge gdal=3 jupyter matplotlib rasterio\n",
"\n",
"**Data for lesson**\n",
"\n",
"CTX Image:\n",
"\n",
"https://astrogeology.usgs.gov/search/map/Mars/Mars2020/landing_site/J03_045994_1986_J03_046060_1986_20m_DTM\n",
"\n",
"This file is in GeoTIFF format with optional ISIS3 and PDS3 labels available for download. Copy into a \"ctx/\" directory below this notebook.\n",
"\n",
"files:\n",
"\n",
"* J03_045994_1986_J03_046060_1986_20m_DTM.tif\n",
"\n",
"---\n",
"\n",
"Note: \n",
"* Using **!** allows one to run a routine outside of the notebook in the terminal\n",
"* $variable, sends the variable's value to the terminal (command-line)\n",
"* \"//\" for path works in Linux (Mac) and Windows"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import rasterio\n",
"from matplotlib import pyplot\n",
"\n",
"ctx = \"ctx//J03_045994_1986_J03_046060_1986_20m_DTM.tif\"\n",
"src = rasterio.open(ctx)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"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": [
"from rasterio.plot import show_hist\n",
"show_hist(\n",
" src, bins=100, lw=0.0, stacked=False, alpha=0.3,\n",
" histtype='stepfilled', title=\"Histogram\")"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"pyplot.imshow(src.read(1), cmap='viridis', vmin=-3000, vmax=-1500)\n",
"pyplot.colorbar()\n",
"\n",
"pyplot.xlabel('Column #')\n",
"pyplot.ylabel('Row #')\n",
"\n",
"pyplot.show()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2d7800a9cd0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 216x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# in this case, coordinates are Easting [m] and Northing [m], and colorbar is default instead of RdYlGn\n",
"fig, ax = pyplot.subplots()\n",
"fig.set_size_inches(3, 6)\n",
"pyplot.xlabel('X (meters)')\n",
"pyplot.ylabel('Y (meters)')\n",
"rasterio.plot.show(src, ax=ax, title='CTX DEM')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 216x432 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# create a virtual file which will define the image in degrees so we\n",
"# can more easily plot the image using Lon/Lat axis\n",
"\n",
"import rasterio.warp\n",
"import rasterio.shutil\n",
"\n",
"vrtname = 'ctx//ctx_degrees.vrt'\n",
"\n",
"# Mars proj4 string (degrees), no map projection\n",
"Mars2000 = '+proj=longlat +a=3396190 +b=3396190 +no_defs'\n",
"\n",
"with rasterio.open(ctx) as src:\n",
" with rasterio.vrt.WarpedVRT(src, crs=Mars2000, resampling=rasterio.enums.Resampling.bilinear) as vrt:\n",
" rasterio.shutil.copy(vrt, vrtname, driver='VRT')\n",
"\n",
"# Open the local warped file and plot\n",
"# NOTE our coordinates have changed to lat, lon.\n",
"with rasterio.open(vrtname) as src:\n",
" fig, ax = pyplot.subplots()\n",
" fig.set_size_inches(3, 6)\n",
" pyplot.xlabel('longtiude')\n",
" #pyplot.colorbar()\n",
" pyplot.ylabel('latitude')\n",
" rasterio.plot.show(src, title='CTX degrees', cmap='magma')\n",
" \n",
" # cmaps['Perceptually Uniform Sequential'] = [\n",
" # 'viridis', 'plasma', 'inferno', 'magma', 'cividis'] \n",
" "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"so much more for Rasterio:\n",
"https://rasterio.readthedocs.io/en/latest/#\n",
"\n",
"And if you are use to GDAL's python here is a post for moving to Rasterio: https://rasterio.readthedocs.io/en/latest/topics/switch.html"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"numpy.ndarray"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# BTW, to get into numpy from rasterio, just:\n",
"src = rasterio.open(ctx)\n",
"array = src.read()\n",
"\n",
"src = None\n",
"type(array)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"# hillshade function using numpy\n",
"# from: https://www.neonscience.org/create-hillshade-py\n",
"import numpy as np\n",
"\n",
"def hillshade(infile,azimuth,angle_altitude):\n",
" azimuth = 360.0 - azimuth \n",
"\n",
" #GDAL python\n",
" #indataset = gdal.Open( infile )\n",
" #iBand = indataset.GetRasterBand(1)\n",
" #array = iBand.ReadAsArray()\n",
"\n",
" src = rasterio.open(infile)\n",
" array = src.read(1)\n",
" \n",
" x, y = np.gradient(array)\n",
" slope = np.pi/2. - np.arctan(np.sqrt(x*x + y*y))\n",
" aspect = np.arctan2(-x, y)\n",
" azimuthrad = azimuth*np.pi/180.\n",
" altituderad = angle_altitude*np.pi/180.\n",
"\n",
" shaded = np.sin(altituderad)*np.sin(slope) + np.cos(altituderad)*np.cos(slope)*np.cos((azimuthrad - np.pi/2.) - aspect)\n",
"\n",
" return ( 255*(shaded + 1)/2 )"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"<ipython-input-7-b72e769596e5>:17: RuntimeWarning: overflow encountered in multiply\n",
" slope = np.pi/2. - np.arctan(np.sqrt(x*x + y*y))\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x2d7800f0880>"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2160x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# Now run the hillshade function just defined\n",
"hillshade_array = hillshade(ctx,270,45)\n",
"\n",
"#plot the returneed (hillshade) numpy array\n",
"fig, ax = pyplot.subplots()\n",
"fig.set_size_inches(30, 10)\n",
"pyplot.xlabel('cols')\n",
"pyplot.ylabel('rows')\n",
"rasterio.plot.show(hillshade_array, ax=ax, title='CTX Hillshade', cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### bonus - write out new hillshade to a file using Rasterio"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"file created: ctx//J03_045994_1986_J03_046060_1986_20m_DTM_outshade.tif\n"
]
}
],
"source": [
"# write out this hillshade to a new GeoTiff based on setting of original file.\n",
"# Note the hillshade function did not maintain NoData which can be\n",
"# done using a numpy mask or extraction from the original DEM\n",
"\n",
"import rasterio\n",
"import pprint\n",
"\n",
"outShade = ctx.replace(\".tif\", \"_outshade.tif\")\n",
"\n",
"with rasterio.open(ctx) as src_dataset:\n",
"\n",
" # Register GDAL format drivers and configuration options with a\n",
" # context manager.\n",
" with rasterio.Env():\n",
"\n",
" # Write an array as a raster band to a new 8-bit file. For\n",
" # the new file's profile, we start with the profile of the source\n",
" profile = src_dataset.profile\n",
" #pprint.pprint(profile)\n",
" \n",
" # get nodata mapping\n",
" msk = src_dataset.read_masks(1)\n",
"\n",
" # Change the format driver for the destination dataset to\n",
" # 'GTiff', short for GeoTIFF.\n",
" profile['driver'] = 'GTiff'\n",
" #profile['driver'] = 'ISIS3'\n",
" profile['nodata'] = 0\n",
" \n",
" # And then change the band count to 1, set the\n",
" # dtype to uint8, and optionally specify LZW compression.\n",
" profile.update(\n",
" dtype=rasterio.uint8,\n",
" count=1, #)\n",
" compress='lzw')\n",
"\n",
" with rasterio.open(outShade, 'w', **profile) as dst:\n",
" dst.write(hillshade_array.astype(rasterio.uint8), 1)\n",
"\n",
"print(\"\\nfile created: \" + outShade)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"!tuiview $outShade"
]
}
],
"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": "3.8.3"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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