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@snowman2
Created September 18, 2019 15:01
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Opening COG with rioxarray
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import rioxarray\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"url = 'https://esip-pangeo-uswest2.s3-us-west-2.amazonaws.com/sciencebase/Southern_California_Topobathy_DEM_1m_cog.tif'"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"rds = rioxarray.open_rasterio(url, overview_level=6)"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<xarray.DataArray (band: 1, y: 880, x: 1235)>\n",
"[1086800 values with dtype=float32]\n",
"Coordinates:\n",
" * band (band) int64 1\n",
" * y (y) float64 3.825e+06 3.824e+06 3.824e+06 ... 3.6e+06 3.6e+06\n",
" * x (x) float64 1.797e+05 1.799e+05 ... 4.953e+05 4.955e+05\n",
" spatial_ref int64 0\n",
"Attributes:\n",
" transform: (255.96761133603238, 0.0, 179523.99999999822, 0.0, -255.92...\n",
" _FillValue: -3.4028230607370965e+38\n",
" scales: (1.0,)\n",
" offsets: (0.0,)\n",
" grid_mapping: spatial_ref"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"rds"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.QuadMesh at 0x7fe87d005358>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"rds.where(rds!=rds.rio.nodata).plot()"
]
}
],
"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": 4
}
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