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@PierrickKoch
Created August 30, 2016 10:11
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{
"cells": [
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fd2902ddcd0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"image/png": 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KdfdhqG+SPA7wt54TxfY5vz+N5AEAzGWseBtqKpPflROTyQfmhEu2vjV86zT+nZuTfM+k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X57oBppj/c/cUTfiuYnytYD2BYm4dH352NTd6O6Ko3qsWeTtaNvPL+R+FJH9vN9vHd75nMZ1uAr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\nHwAAAKgYgnwAAACgYv4/1F2Ne9u+/wkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd290348290>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import atlaas\n",
"import numpy as np\n",
"from atlaas.helpers.gdal2 import gdal2\n",
"from atlaas.helpers.matplot import hist, show\n",
"\n",
"## clean up previous run\n",
"import glob\n",
"import subprocess\n",
"tiles = glob.glob('atlaas.*x*.tif')\n",
"if tiles: subprocess.check_output(['rm'] + tiles)\n",
"####\n",
"\n",
"test = atlaas.Atlaas()\n",
"test.init(120.0, 120.0, 0.1, 0, 0, 0, 31, True)\n",
"\n",
"test.set_use_swap(True)\n",
"test.process()\n",
"\n",
"filepath = 'out-swap-on.tif'\n",
"test.region('region.png')\n",
"atlaas.merge('atlaas.*x*.tif', filepath)\n",
"g1 = gdal2( filepath )\n",
"band = g1.dtm()\n",
"hist(band)\n",
"show(band, 1, 2)"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fd233213910>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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GFI0Czl2sAvz257Tan51VZn6uVc0HmGsRkxdhfIzWkaM079pbnTuzKm+anq5K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\nTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd291910250>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"band = g1.bands[g1.names['VARIANCE']]\n",
"hist(band[band<0.05])\n",
"show(band, 0, 0.05)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fd2917267d0>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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sn/P700geAMBcxoq3obYy+TNyYjL5wJxw8ZazwrdO49+5Ocn3TLrewgcyQX06ax//2rCc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Ms8+RJJnrl+wzW4YcO1uK19novAD8bdHcKWIzzCbAj+72y5DCqTqzdfbANU0iAIwD9tXGAZjBts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\nMgT5AAAAQMn8/+ZRrfgRvIVTAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd24f1291d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"## clean up previous run\n",
"tiles = glob.glob('atlaas.*x*.tif')\n",
"if tiles: subprocess.check_output(['rm'] + tiles)\n",
"####\n",
"\n",
"test.set_use_swap(False)\n",
"test.process()\n",
"\n",
"filepath = 'out-swap-off.tif'\n",
"test.region('region.png')\n",
"atlaas.merge('atlaas.*x*.tif', filepath)\n",
"g2 = gdal2( filepath )\n",
"band = g2.dtm()\n",
"hist(band)\n",
"show(band, 1, 2)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"<matplotlib.figure.Figure at 0x7fd2919d8b50>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
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IuIJQDWsCvNGUVSrh/CRJCNTNQuAfWcjsZ+sHrFKRTzZkFiYc3miE9y5eLB8b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\nEf8/Z+Gla8iF/cYAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7fd2919d87d0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"band = g2.bands[g2.names['VARIANCE']]\n",
"hist(band[band<0.05])\n",
"show(band, 0, 0.05)"
]
}
],
"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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