Created
October 31, 2013 07:19
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NSIDC_IMS_SAI
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{ | |
"metadata": { | |
"name": "NSIDC_IMS_serie-Copy0" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "from netCDF4 import Dataset\nfrom projections import PolarStereoGraphic_North\nfrom find import find\nimport pandas as pd\nimport cartopy\nfrom cartopy.io import shapereader as shpreader\nimport os\nimport gzip\nfrom tools import load_GeoRaster\nfrom colors import maximize_colors_generator", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 217 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# read the area from 4km mask \nf = Dataset(r'D:\\01_Algemeen\\GIS_datasets\\IMS\\masiemask_ims4km.nc')\narea = f.variables['area'][:]\n\nfact = 24 / 4\nxblock = area.shape[1] / fact\nyblock = area.shape[0] / fact\n\n# reshape to 24km and sum the area\narea24km = area.reshape(yblock,fact,xblock,fact).sum(axis=3).sum(axis=1)\n\nf.close()\narea = None\n\n# load the SAI region mask (1=in, 0=out)\nmask, extent, gt, proj = load_GeoRaster(r'D:\\01_Algemeen\\GIS_datasets\\IMS\\SAI_region_stereo.tif')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 16 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "def readIMS24km(infile,offset=0):\n # np.fromstring returns the ascii values, so 4 becomes 52 etc.\n \n fobj = gzip.open(infile)\n \n for i in range(30):\n fobj.readline()\n \n # 2007-300 also contains linefeed, so +1024\n data = np.fromstring(fobj.read(1024**2+1024+offset*1024), dtype=np.int8)\n \n fobj.close()\n\n return data.reshape(1024,1025+offset)[::-1,:1024]", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 308 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# find all files\nresults = find('ims*_24km.asc.gz', path=r'D:\\01_Algemeen\\GIS_datasets\\IMS\\24km', include_subdirs=True)\n\n# keep october\nresults_okt = filter(lambda x: datetime.datetime.strptime(os.path.basename(x), 'ims%Y%j_24km.asc.gz').month == 10, results)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 242 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "snow_extent = {}\n\nfor res in results_okt:\n \n dt = datetime.datetime.strptime(os.path.basename(res), 'ims%Y%j_24km.asc.gz')\n\n offset = 0\n if dt == datetime.datetime(2007,10,27):\n # matige workaround, op deze dag zit er opeens een LF+CR als line-ending ipv CR\n offset = 1\n \n data = readIMS24km(res, offset=offset)\n data_bin = np.where(data == 52, 1, 0)\n\n snow_extent[dt] = (data_bin * area24km * mask).sum()\n", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 311 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "df = pd.DataFrame({'Datetime': snow_extent.keys(), 'Snow_extent': snow_extent.values()})\ndf.set_index('Datetime', inplace=True)\ndf.sort_index(inplace=True)", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 312 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "# save results\ndf.to_pickle(r'J:\\SAI_1997_2013.pickle')", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 313 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "fig, ax = plt.subplots(2,1, figsize=(12,12))\nfig.subplots_adjust(hspace=0.7)\n\ngroups = df.groupby(lambda x: x.year)\ncolors = maximize_colors_generator(plt.cm.jet, len(groups))\n\nsaidct = {}\n\nfor name, year in groups:\n \n if not name in [1997, 1998]: # format is completly different in these years, ignore for now..\n line, = ax[0].plot(year.index.day, year.Snow_extent, color=colors.next(), label=name, alpha=1)\n \n # linear regression\n A = np.array([year.index.day, np.ones(len(year))])\n w = np.linalg.lstsq(A.T, year.Snow_extent.values)[0]\n \n saidct[name] = w[0]\n\n \nax[0].legend(frameon=False, bbox_to_anchor=(0., -.35, 1., .102), loc=3, ncol=8, mode=\"expand\", borderaxespad=0.)\n\nax[0].set_xlabel('Day of october [-]')\nax[0].set_ylabel('Snowcover extent [km2]')\nax[0].set_title('Snowcover extent within the SAI area\\nbased on 24km IMS')\nax[0].set_ylim(bottom=0)\n\nax[0].spines['right'].set_visible(False)\nax[0].spines['top'].set_visible(False)\nax[0].yaxis.set_ticks_position('left')\nax[0].xaxis.set_ticks_position('bottom')\nax[0].set_xticks(ax[0].get_xticks()[1:-1])\nplt.ticklabel_format(style='plain')\n\n\nbars = ax[1].bar(saidct.keys(), saidct.values(), width=.7, color='#cccccc', edgecolor='none', align='center')\n\nax[1].set_xticks(saidct.keys())\nax[1].set_xlabel('Year')\nax[1].set_title('SAI [km2/day]')\n\nfor year, sai in saidct.iteritems():\n ax[1].text(year,sai+4000, '%1.0f' % sai, ha='center', va='bottom')\n \nax[1].spines['right'].set_visible(False)\nax[1].spines['left'].set_visible(False)\nax[1].spines['top'].set_visible(False)\nax[1].yaxis.set_ticklabels([])\nax[1].yaxis.set_ticks_position('none')\nax[1].xaxis.set_ticks_position('bottom')\n\n", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"metadata": {}, | |
"output_type": "display_data", | |
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Ojri7u7N9+/Y7fAM3KaVwcnIqdaOh9PR09u/fz8CBAw01HTp0iK5du/Lwww8DYGtrS0BA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J89+15PnvOvLcdy15/ruWPP/d03cyqK9fv57+/fuTl5eH2Wzm+uuv54MPPujqw5IkSZIkSZKk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\n", | |
"text": "<matplotlib.figure.Figure at 0x5382f3f0>" | |
} | |
], | |
"prompt_number": 316 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": "", | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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