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@hwilcox
Created October 7, 2013 18:00
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{
"metadata": {
"name": "NRTMaskDiffTimeSeries"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": [
"import pandas"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nrt_diff_filename = '/sharehome/hwilcox/null-mask/NH_seaice_extent_nrt_diff.csv'\n",
"nrt_diff_csv = pandas.read_csv(nrt_diff_filename, index_col='year_month_day', parse_dates=True)"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"NRT Sea Ice Extent Difference Images\n",
"================================\n",
"\n",
"We show two time-series plots:\n",
"\n",
"1. Absolute difference between no mask and mask; NME - ME.\n",
"2. Percentage difference between no mask and mask; ((NME - ME) / ME) * 100\n",
"\n",
"Where:\n",
"\n",
"NME: the 'no mask' sea ice extent.\n",
"ME: the the sea ice extent generated with the current mask."
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"fig = plt.figure(figsize=(32, 16))\n",
"\n",
"ax1 = fig.add_subplot(2, 1, 1)\n",
"ax1.set_xlabel('Date')\n",
"ax1.set_ylabel('10^6 sq km')\n",
"nrt_diff_csv['difference'].plot(ax=ax1, title='Sea Ice Extent Absolute Difference')\n",
"\n",
"ax2 = fig.add_subplot(2, 1, 2)\n",
"ax2.set_xlabel('Date')\n",
"ax2.set_ylabel('%')\n",
"nrt_diff_csv['percent_difference'].plot(ax=ax2, title='Sea Ice Extent Percentage (%) Difference')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "pyout",
"prompt_number": 3,
"text": [
"<matplotlib.axes.AxesSubplot at 0x26b9a50>"
]
},
{
"output_type": "display_data",
"png": 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zr9vt/mfZ5XJh//791ozwf/vzM0zSKT1dakmn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PAAAg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\nO9l//lP66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YavvBL/NvtORVKJ2bmz9N//Bu9AEcquXdYmfdo0C7RSaQ/v2WPviU7C3PPP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\nwMLrNm3CXzZUJeaGDTbD96qroltHUcXnY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GjdAitMhLL8Ehh8Chh8Z23nPOCfMulywJxcy6dUOxtHFj+NOfQgHzyCNLPv7++8P8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\niIiIiIiIiPiV/wNaHm2+mFYIFAAAAABJRU5ErkJggg==\n"
}
],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"nrt_diff_csv.describe()"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stderr",
"text": [
"/sharehome/hwilcox/.virtual_envs/py_dev/lib/python2.6/site-packages/pandas/core/config.py:570: DeprecationWarning: height has been deprecated.\n",
"\n",
" warnings.warn(d.msg, DeprecationWarning)\n"
]
},
{
"html": [
"<div style=\"max-height:1000px;max-width:1500px;overflow:auto;\">\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>reference_extent</th>\n",
" <th>test_extent</th>\n",
" <th>difference</th>\n",
" <th>percent_difference</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td> 274.000000</td>\n",
" <td> 273.000000</td>\n",
" <td> 273.000000</td>\n",
" <td> 273.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td> 11.244726</td>\n",
" <td> 11.709703</td>\n",
" <td> 0.444905</td>\n",
" <td> 5.326374</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td> 3.637935</td>\n",
" <td> 3.464838</td>\n",
" <td> 0.194021</td>\n",
" <td> 4.673207</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td> 5.079390</td>\n",
" <td> 5.675570</td>\n",
" <td> 0.153000</td>\n",
" <td> 1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td> 7.418812</td>\n",
" <td> 7.958890</td>\n",
" <td> 0.291000</td>\n",
" <td> 2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td> 12.918385</td>\n",
" <td> 13.273560</td>\n",
" <td> 0.403000</td>\n",
" <td> 3.100000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td> 14.367420</td>\n",
" <td> 14.751870</td>\n",
" <td> 0.569000</td>\n",
" <td> 6.700000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td> 15.169690</td>\n",
" <td> 15.496000</td>\n",
" <td> 1.139000</td>\n",
" <td> 22.300000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"output_type": "pyout",
"prompt_number": 4,
"text": [
" reference_extent test_extent difference percent_difference\n",
"count 274.000000 273.000000 273.000000 273.000000\n",
"mean 11.244726 11.709703 0.444905 5.326374\n",
"std 3.637935 3.464838 0.194021 4.673207\n",
"min 5.079390 5.675570 0.153000 1.000000\n",
"25% 7.418812 7.958890 0.291000 2.000000\n",
"50% 12.918385 13.273560 0.403000 3.100000\n",
"75% 14.367420 14.751870 0.569000 6.700000\n",
"max 15.169690 15.496000 1.139000 22.300000"
]
}
],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": [],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
}
],
"metadata": {}
}
]
}
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