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@j08lue
Last active November 10, 2017 09:14
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rasterio reproject masked array
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1.0a11\n"
]
}
],
"source": [
"import os\n",
"import tempfile\n",
"\n",
"import rasterio\n",
"from rasterio.crs import CRS\n",
"from rasterio.warp import reproject, calculate_default_transform\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import requests\n",
"\n",
"print(rasterio.__version__) #1.0a10"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"# Download function, only downloads the file once\n",
"def download(url):\n",
" filename = os.path.join(tempfile.gettempdir(), os.path.basename(url))\n",
" if not os.path.isfile(filename):\n",
" r = requests.get(url, stream=True)\n",
" with open(filename, 'wb') as dst:\n",
" for chunk in r.iter_content(chunk_size=1024):\n",
" dst.write(chunk)\n",
" return filename\n",
"\n",
"# Download test data (14MB)\n",
"scene_id = 'LC08_L1TP_026047_20170616_20170629_01_T1'\n",
"url = 'https://earthexplorer.usgs.gov/browse/gisready/landsat_8/%s.zip' % scene_id\n",
"archive = download(url)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"# Read data as numpy array and apply mask\n",
"rgb = '/vsizip/%s/%s.tif' % (archive, scene_id)\n",
"mask = '/vsizip/%s/%s_QB.tif' % (archive, scene_id)\n",
"with rasterio.open(mask) as src:\n",
" m = src.read(1)\n",
"with rasterio.open(rgb) as src:\n",
" src_crs = src.crs\n",
" src_transform = src.transform\n",
" src_bounds = src.bounds\n",
" src_width = src.width\n",
" src_height = src.height\n",
" red_array = np.ma.array(src.read(1), mask=m!=0)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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BCOUkdetSNwV2qIb1nWyYSnwXLGh5YBQoS1aXfDwtWy68y5CFEkGkZSlj+gs+WQgjR6T8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E9XaC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\n1xoSAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x17b2c9235f8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# VIsualize masked array (clouds and cloud shadows are properly masked)\n",
"plt.imshow(red_array) ;"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"999999\n"
]
}
],
"source": [
"# Fill value outside of valid range\n",
"print(red_array.fill_value)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dtype('uint8')"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"red_array.dtype"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"dst_nodata = 0"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"red_array.fill_value = dst_nodata"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# Prepare destination array for warping\n",
"dst_crs = CRS({u'proj': u'laea', u'lon_0': -106, u'lat_0': 24}) # Equal area crs more or less centered on mexico center\n",
"dst_transform, dst_width, dst_height = calculate_default_transform(\n",
" src_crs,\n",
" dst_crs,\n",
" src_width,\n",
" src_height,\n",
" *src_bounds,\n",
" resolution=(30, 30))\n",
"\n",
"red_laea = np.ma.zeros((dst_height, dst_width), dtype=np.uint8)\n",
"\n",
"# reproject array\n",
"reproject(source=red_array.filled(),\n",
" destination=red_laea,\n",
" src_nodata=dst_nodata,\n",
" src_transform=src_transform,\n",
" src_crs=src_crs,\n",
" dst_transform=dst_transform,\n",
" dst_crs=dst_crs,\n",
" dst_nodata=dst_nodata)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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0LIzLvEThIPst6dan6DbNylKtSceMkMFqAsbFEyKFZ3xhXgZbcu0FyFgRR+t1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\nDCWUUEIeSoGhhBJKyMP/B9JXPfp4vnOaAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x17b2c923048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Visualize (clouds are no longer masked)\n",
"plt.imshow(red_laea) ;"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"red_laea_masked = np.ma.masked_where(red_laea == dst_nodata, red_laea)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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QHA/JKpbonBCPgqbU971Yqhk6gSc+PcEVdzTkdFtn0Os7ePvKUvqsyHO9WEDN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\nAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x17b49625438>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"plt.imshow(red_laea_masked) ;"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "py3",
"language": "python",
"name": "py3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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