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@bnordgren
Last active December 29, 2015 09:29
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Analysis of Eurasia run
{
"metadata": {
"name": "analyze_chao_config"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "import numpy as np\nimport netCDF4 as nc \nimport scipy.misc as misc\nimport os",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "os.chdir('/mnt/orchidee2/comparison/Eurasia_test/RUN_cur')\nd = nc.Dataset('stomate_history_2000.nc')",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "ba = np.sum(d.variables['D_AREA_BURNT'][:], axis=0)\nimshow(ba)\n",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 9,
"text": "<matplotlib.image.AxesImage at 0x2e1d050>"
},
{
"output_type": "display_data",
"png": 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+ewiFYhFHj9YNLn7qVBq///43OTmVZGZqyczUkZcXTFWV4QKSdcePYlY/nLDY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\njIrNuoFrAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 9
},
{
"cell_type": "code",
"collapsed": false,
"input": "numfire = np.sum(d.variables['D_NUMFIRE'][:], axis=0)\nimshow(numfire)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 10,
"text": "<matplotlib.image.AxesImage at 0x30bbd10>"
},
{
"output_type": "display_data",
"png": 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aSvx+P1u25DFkSB82bsxm9epsACIi3EycOKzd9V533WSmTx/FYYe90Hjs/vtH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\nRfikHnXWYhZihSRnR8oKGb39HGVcTnPRunWTufXWYVe0slQUhe3bDzJ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}
],
"prompt_number": 10
},
{
"cell_type": "code",
"collapsed": false,
"input": "co2 = d.variables['CO2_FIRE']\nco2.shape\nimshow(np.sum(co2, axis=(0,1)))",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 16,
"text": "<matplotlib.image.AxesImage at 0x30ca550>"
},
{
"output_type": "display_data",
"png": 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Th7hMwq5v3HlnK/r27eAkT2HNMXFic2bP/oH8/ALy8wtISclFfHxN8fU1MHFi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\nVlFRURkmqA5bRUVFZZjwf+AvdcvLrkXTAAAAAElFTkSuQmCC\n"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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