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@monkeybutter
Created May 29, 2017 10:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"-1961685.0 -2194215.0\n",
"287985.0 520515.0\n",
"(7752, 7752, 23)\n"
]
}
],
"source": [
"from osgeo import gdal\n",
"import glob\n",
"import numpy as np\n",
"\n",
"files = [a + '/' + a.split('/')[-1] + '_B1.TIF' for a in glob.glob('./LS8_095_073/*')]\n",
"\n",
"lons_start = []\n",
"lons_end = []\n",
"lats_start = []\n",
"lats_end = []\n",
"\n",
"for f in files:\n",
" ds = gdal.Open(f)\n",
" lons_start.append(ds.GetGeoTransform()[0])\n",
" lons_end.append(ds.GetGeoTransform()[0] + ds.GetGeoTransform()[1]*ds.RasterXSize)\n",
" \n",
" lats_start.append(ds.GetGeoTransform()[3])\n",
" lats_end.append(ds.GetGeoTransform()[3] + ds.GetGeoTransform()[5]*ds.RasterYSize)\n",
" \n",
"print max(lats_start), min(lats_end)\n",
"print min(lons_start), max(lons_end)\n",
"\n",
"lons = np.arange(min(lons_start), max(lons_end) + 30., 30.0)\n",
"lats = np.arange(min(lats_start), max(lats_end) - 30., -30.0)\n",
"\n",
"cube = None\n",
"\n",
"for f in files:\n",
" canvas = np.zeros((len(lats), len(lons)), dtype=np.int16)\n",
"\n",
" ds = gdal.Open(f)\n",
" geot = ds.GetGeoTransform()\n",
" lat_idx = (np.abs(lats-geot[3])).argmin()\n",
" lon_idx = (np.abs(lons-geot[0])).argmin()\n",
" \n",
" #print \"[{}:{}, {}:{}]\".format(lat_idx, lat_idx+ds.RasterYSize, lon_idx, lon_idx+ds.RasterXSize)\n",
" #print ds.ReadAsArray().shape\n",
" \n",
" canvas[lat_idx:lat_idx+ds.RasterYSize, lon_idx:lon_idx+ds.RasterXSize] = ds.ReadAsArray()\n",
"\n",
" if cube is None:\n",
" cube = canvas\n",
" else:\n",
" cube = np.dstack((cube, canvas))\n",
" \n",
" \n",
"print cube.shape"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/pablo/anaconda/lib/python2.7/site-packages/matplotlib/font_manager.py:273: UserWarning: Matplotlib is building the font cache using fc-list. This may take a moment.\n",
" warnings.warn('Matplotlib is building the font cache using fc-list. This may take a moment.')\n"
]
},
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1d7744bd0>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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ywF9ASshzJNHdD/xYtkMPohW5Hxrvh+LtwPpIrcoLSK5qX+Bk4HCkCvVBJNE+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\nRir+AewFqJ17RfsRAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10b24b150>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"\n",
"import matplotlib.pyplot as plt\n",
"\n",
"plt.imshow(cube[:, :, 7])"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import h5py\n",
"\n",
"with h5py.File(\"./LS8_B1_095_075_2015_TXY.h5\", 'w') as dest:\n",
" dest.attrs[\"Description\"] = \"Chunks: None, Compression: Gzip, Level:9\"\n",
" dset = dest.create_dataset(\"Band1\", data=cube, dtype='int16')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(23, 7752, 7752)"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"cube2 = np.swapaxes(cube,0,2)\n",
"cube2.shape"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"import h5py\n",
"\n",
"with h5py.File(\"./LS8_B1_095_075_2015_TXY.h5\", 'w') as dest:\n",
" dest.attrs[\"Description\"] = \"Chunks: None, Compression: None\"\n",
" dset = dest.create_dataset(\"Band1\", data=cube2, dtype='int16')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.12"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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