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@rsignell-usgs
Last active August 23, 2018 18:13
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"34547808\n"
]
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"import netCDF4\n",
"\n",
"url = ('http://thredds-test.unidata.ucar.edu/thredds/dodsC/'\n",
" 'satellite/goes16/GRB16/ABI/CONUS/Channel02/current/'\n",
" 'OR_ABI-L1b-RadC-M3C02_G16_s20182341637323_e20182341640096_c20182341640138.nc')\n",
"\n",
"ds = netCDF4.Dataset(url)\n",
"\n",
"values = ds.variables['Rad'][:,:]\n",
"print(np.count_nonzero(values==-20.289911))\n",
"\n",
"plt.imshow(values)\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# packages in environment at /vortexfs1/usgs/rsignell/miniconda3/envs/netcdf:\r\n",
"#\r\n",
"# Name Version Build Channel\r\n",
"libnetcdf 4.6.1 h5e45101_3 conda-forge\r\n",
"netcdf4 1.4.0 py36h62672b6_1 conda-forge\r\n"
]
}
],
"source": [
"!conda list netcdf"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"# packages in environment at /vortexfs1/usgs/rsignell/miniconda3/envs/netcdf:\r\n",
"#\r\n",
"# Name Version Build Channel\r\n",
"curl 7.61.0 h93b3f91_1 conda-forge\r\n"
]
}
],
"source": [
"!conda list curl"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:netcdf]",
"language": "python",
"name": "conda-env-netcdf-py"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.6"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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