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@vincentsarago
Created February 12, 2019 03:31
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n",
"1.0.18\n"
]
}
],
"source": [
"import rasterio\n",
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'driver': 'GTiff', 'dtype': 'float64', 'nodata': None, 'width': 316, 'height': 341, 'count': 1, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(0.0014129479247175503, 0.0, 11.41071054972465,\n",
" 0.0, -0.0014120542195153254, 0.09666737807686826)}\n",
"[[nan nan nan ... nan nan nan]\n",
" [nan nan nan ... nan nan nan]\n",
" [nan nan nan ... nan nan nan]\n",
" ...\n",
" [nan nan nan ... nan nan nan]\n",
" [nan nan nan ... nan nan nan]\n",
" [nan nan nan ... nan nan nan]]\n",
"False\n"
]
}
],
"source": [
"src_path = \"img_with_nan_small_cog.tif\"\n",
"\n",
"with rasterio.open(src_path) as src:\n",
" print(src.meta)\n",
" arr = src.read(1)\n",
" mask = src.dataset_mask()\n",
"\n",
"print(arr)\n",
"print(mask.all())"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1109c7160>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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"text/plain": [
"<Figure size 2160x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = figure(figsize=(30, 10))\n",
"\n",
"ax = fig.add_subplot(1, 2, 1)\n",
"ax.imshow(arr)\n",
"\n",
"ax = fig.add_subplot(1, 2, 2)\n",
"ax.imshow(mask)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'driver': 'VRT', 'dtype': 'float64', 'nodata': None, 'width': 316, 'height': 341, 'count': 1, 'crs': CRS.from_dict(init='epsg:4326'), 'transform': Affine(0.0014124671845136493, 0.0, 11.41071054972465,\n",
" 0.0, -0.0014124671845136493, 0.09666737807686826)}\n",
"[[0. 0. 0. ... 0. 0. 0.]\n",
" [0. 0. 0. ... 0. 0. 0.]\n",
" [0. 0. 0. ... 0. 0. 0.]\n",
" ...\n",
" [0. 0. 0. ... 0. 0. 0.]\n",
" [0. 0. 0. ... 0. 0. 0.]\n",
" [0. 0. 0. ... 0. 0. 0.]]\n",
"True\n"
]
}
],
"source": [
"src_path = \"img_with_nan_small_cog.tif\"\n",
"\n",
"with rasterio.open(src_path) as src:\n",
" with rasterio.vrt.WarpedVRT(src) as vrt:\n",
" print(vrt.meta)\n",
" arr = vrt.read(1)\n",
" mask = vrt.dataset_mask()\n",
" \n",
"print(arr)\n",
"print(mask.all())"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x111e307b8>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 2160x720 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig = figure(figsize=(30, 10))\n",
"\n",
"ax = fig.add_subplot(1, 2, 1)\n",
"ax.imshow(arr)\n",
"\n",
"ax = fig.add_subplot(1, 2, 2)\n",
"ax.imshow(mask)"
]
},
{
"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": "3.7.0"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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