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@pelson
Created April 16, 2014 08:12
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{
"metadata": {
"name": "",
"signature": "sha256:35470252f7730c3eb7cfefa6cbeb8406f0287a53d9a4010eee60275089f18ce5"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# Data from https://www.dropbox.com/s/xma4w540qa83sa6/data.txt\n",
"data= np.genfromtxt('/downloads/data.txt', usemask=True, missing_values='0.000000000000000000e+00')\n",
"lev = np.arange(0.5,8.6,1)\n",
"lon, lat = np.meshgrid(np.linspace(-180, 180, 360), np.linspace(-90, 90, 180))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import cartopy.crs as ccrs\n",
"ax = plt.axes(projection=ccrs.Robinson())\n",
"plt.contourf(lon, lat, data[::-1], levels=lev, transform=ccrs.PlateCarree())\n",
"ax.coastlines()\n",
"plt.show()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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LNDQ0iImJ+XgjDe/D486QFgwVpgkfCKH7IOoyIAVEyMvLIhZpQVoImzZtYuLxCR/PT08Q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1AAAA\nRUlEQVTUqlUrg66wgoKjcLoKFChQUIR8320CFChQoKCIUThdBQoUKChCFE5XgQIFCooQhdNVoECB\ngiJE4XQVKFCgoAj5P1VD8zvLG2rIAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x2a9a490>"
]
}
],
"prompt_number": 3
}
],
"metadata": {}
}
]
}
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