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@dennissergeev
Last active July 5, 2017 22:17
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import iris\n",
"import cartopy.crs as ccrs\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import warnings\n",
"warnings.filterwarnings('ignore')"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"iris.FUTURE.netcdf_promote = True"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"ds = iris.load('/home/denis/Downloads/3Dsubasr15km.anl.3D.20061015.nc')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"cube2d = ds.extract('Temperature', strict=True)[0, 0, ...]\n",
"clons = cube2d.coord('longitude').points\n",
"clats = cube2d.coord('latitude').points"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"yy = slice(0, -100)\n",
"xx = slice(25, -25)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
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y5Ai7du2q1pbEUkrS09OJjY1FSklUVBRhYWF1kgX2ww8/MGDAAMaMGcPu3btp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BozNF1+HkGoFYqF0CQBxwmozZRJ2wFZp0LW9rQBWjQNH2czlhEmDpsGiqxZIWtVMIUkbXqkDZ3x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4xIiszpNUU6kTiZWeA8CTBTQJV1x6G//1ozvYZ84ENqzuYeL0XTjt++/noTvXcuXFf+WAt83g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\nCwsLC4tN+B+MIO9u/+CHyQAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x7f01486ed9e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig = plt.figure(figsize=(7, 7))\n",
"\n",
"ax = fig.add_subplot(111, projection=ccrs.NorthPolarStereo())\n",
"\n",
"ax.coastlines()\n",
"ax.set_extent([-90, 100, 40, 90], crs=ccrs.PlateCarree())\n",
"ax.gridlines()\n",
"\n",
"ax.pcolormesh(clons, clats, cube2d.data, alpha=0.1, transform=ccrs.PlateCarree())\n",
"ax.pcolormesh(clons[yy, xx], clats[yy, xx], cube2d[yy, xx].data, transform=ccrs.PlateCarree());"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python [conda env:phd]",
"language": "python",
"name": "conda-env-phd-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": "3.6.1"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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