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@adamsteer
Last active June 19, 2019 06:49
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Extract data into numpy arrays from GA SRTM WCS\n",
"\n",
"Steps to get here using miniconda:\n",
"\n",
"`conda create -n wcs python=3.7 opencv numpy scipy imageio owslib jupyter cartopy -c conda-forge`\n",
"\n",
"`conda activate wcs`\n",
"\n",
"`jupyter notebook`\n",
"\n",
"*note - installing cartopy isntalls matplotlib. this example doesn't go to cartopy, but might soon*"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"#import OWSlib - a library for handling many types of OGC web service requests\n",
"\n",
"from owslib.wcs import WebCoverageService"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"#create WCS object - here, we add a URL to the data source\n",
"\n",
"wcs = WebCoverageService(\"http://gaservices.ga.gov.au/site_9/services/DEM_SRTM_1Second/MapServer/WCSServer?\", version='1.0.0')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'1.0.0'"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wcs.identification.version"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['GetCapabilities', 'DescribeCoverage', 'GetCoverage']"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"[op.name for op in wcs.operations]"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[{'type': 'Get',\n",
" 'url': 'http://services.ga.gov.au/gis/services/DEM_SRTM_1Second/MapServer/WCSServer?'},\n",
" {'type': 'Post',\n",
" 'url': 'http://services.ga.gov.au/gis/services/DEM_SRTM_1Second/MapServer/WCSServer?'}]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wcs.getOperationByName('GetCoverage').methods"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'1': <owslib.coverage.wcs100.ContentMetadata at 0x10ba633c8>}"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wcs.contents"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"srtm = wcs[\"1\"]"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(112.99986111400005, -44.0001389004617, 153.999861113351, -10.00013890099995)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"srtm.boundingBoxWGS84"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"[urn:ogc:def:crs:EPSG::4326,\n",
" urn:ogc:def:crs:EPSG::4283,\n",
" urn:ogc:def:crs:EPSG::4283]"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"srtm.supportedCRS"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"['GeoTIFF', 'NITF', 'HDF']"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# note no geotiff_float - that is THREDDS-only (ask NCAR...)\n",
"\n",
"srtm.supportedFormats"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"#ask the WCS service to get a coverage. Choosing an area with topography for plot prettiness\n",
"srtmchunk=wcs.getCoverage(identifier='1',\n",
" bbox=(148.2,-36.6,148.4,-36.4),\n",
" format='GeoTIFF',\n",
" resx = (1/3600), # arc seconds in epsg4326 - one degree / (60 * 60)\n",
" resy = (1/3600), # ..this number needs checking :D\n",
" crs=\"EPSG:4326\"\n",
" )"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"'http://gaservices.ga.gov.au/site_9/services/DEM_SRTM_1Second/MapServer/WCSServer?version=1.0.0&request=GetCoverage&service=WCS&Coverage=1&BBox=148.2%2C-36.6%2C148.4%2C-36.4&crs=EPSG%3A4326&format=GeoTIFF&resx=0.0002777777777777778&resy=0.0002777777777777778'"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# show us the request URL:\n",
"srtmchunk.geturl()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read WCS into numpy array using imageio"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"import imageio\n",
"import io"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 40.2 ms, sys: 19.1 ms, total: 59.3 ms\n",
"Wall time: 71.4 ms\n"
]
}
],
"source": [
"%%time\n",
"data = imageio.imread(io.BytesIO(srtmchunk.read()))"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"from matplotlib import pyplot as plt\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x11a841d68>"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.imshow(data, cmap='gray')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Read WCS into numpy array using openCV"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [],
"source": [
"## openCV way\n",
"import cv2\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"CPU times: user 2.2 ms, sys: 2.21 ms, total: 4.41 ms\n",
"Wall time: 2.38 ms\n"
]
}
],
"source": [
"%%time\n",
"data2 = cv2.imdecode(np.frombuffer(srtmchunk.read(), np.uint8),-1)"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"#...and yes, it's faster - but that may be a web cache effect also! use this number with caution..."
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x12238be10>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"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": [
"plt.imshow(data2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### make pretty mappy plot with cartopy...\n",
"\n",
"...another day"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"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": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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