1 | #!/usr/bin/env python |
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2 | # -*- coding: utf-8 -*- |
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3 | |
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4 | # import |
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5 | |
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6 | import argparse |
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7 | |
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8 | from pylab import * |
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9 | import glob |
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10 | from datetime import date |
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11 | from useCorrTb_daily import * |
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12 | import itertools as it |
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13 | from multiprocessing import Pool |
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14 | from functools import partial |
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15 | import matplotlib.gridspec as gridspec |
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16 | import time |
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17 | |
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18 | |
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19 | def file_Tbcorr_daily(): |
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20 | |
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21 | """ |
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22 | correct AMSU, MHS and METOP files |
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23 | """ |
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24 | project_id_env = os.environ['PROJECT_ID'] |
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25 | |
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26 | rep_fic=project_id_env |
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27 | |
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28 | parser = argparse.ArgumentParser(description=__doc__, |
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29 | formatter_class=argparse.RawDescriptionHelpFormatter) |
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30 | |
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31 | ### Satellite, Instrument, Produit Level, Channel |
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32 | parser.add_argument('--sat', |
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33 | dest='sat', |
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34 | nargs="*", |
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35 | choices=['M02','M01','N19','N18','N16','N15'], |
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36 | metavar="<satellite>", |
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37 | default=['M02','M01','N19','N18','N16','N15'], |
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38 | help=("satellite")) |
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39 | |
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40 | parser.add_argument('--inst', |
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41 | dest='inst', |
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42 | nargs="*", |
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43 | choices=['MHS','MHS','MHS','MHS','AMSUB','AMSUB'], |
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44 | metavar="<instrument>", |
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45 | default=['MHS','MHS','MHS','MHS','AMSUB','AMSUB'], |
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46 | help=("instrument")) |
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47 | |
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48 | parser.add_argument('--level', |
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49 | dest='lvl', |
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50 | action='store', |
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51 | metavar='<level>', |
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52 | default='L1C', |
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53 | help=("level")) |
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54 | |
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55 | parser.add_argument('--ch', |
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56 | dest='ch', |
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57 | nargs='*', |
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58 | choices=['B1','B2','B3','B4','B5'], |
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59 | metavar='<channel>', |
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60 | default=['B1','B2','B3','B4','B5'], |
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61 | help=("channel")) |
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62 | |
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63 | ### Period |
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64 | def valid_date(datestring): |
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65 | """ |
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66 | used to parse yyyymmdd argument in CLI |
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67 | """ |
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68 | |
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69 | return datetime.datetime.strptime(datestring, '%Y%m%d') |
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70 | |
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71 | parser.add_argument('--dmin', |
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72 | dest='dmin', |
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73 | action='store', |
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74 | type=valid_date, |
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75 | metavar='<yyyymmdd>', |
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76 | default=datetime.date(2008,5,1), |
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77 | help=('first date yyyymmdd')) |
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78 | |
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79 | parser.add_argument('--dmax', |
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80 | dest='dmax', |
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81 | action='store', |
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82 | type=valid_date, |
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83 | metavar='<yyyymmdd>', |
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84 | default=datetime.date(2008,5,3), |
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85 | help=('last date yyyymmdd')) |
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86 | |
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87 | # Zone |
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88 | #LS = -1. |
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89 | #LN = 4. |
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90 | #LS = 7. |
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91 | #LN = 12. |
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92 | #LW = -10. |
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93 | #LE = 5. |
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94 | |
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95 | # New Grid |
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96 | resol = .5 |
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97 | |
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98 | opts = vars(parser.parse_args()) |
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99 | lvl = opts['lvl'] |
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100 | sat = opts['sat'] |
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101 | inst = opts['inst'] |
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102 | ch = opts['ch'] |
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103 | dmin = opts['dmin'] |
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104 | dmax = opts['dmax'] |
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105 | |
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106 | latvec = arange(-34.5,34.6,resol) |
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107 | lonvec = arange(-180.,179.76,resol) |
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108 | |
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109 | # number of processes |
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110 | npr = 10 |
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111 | |
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112 | for day in rrule(DAILY,dtstart=dmin,until=dmax): |
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113 | print day |
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114 | ### File list |
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115 | repday = [day.strftime('%Y_%m_%d')]#[ff.strftime('%Y_%m_%d') for ff in rrule(DAILY,dtstart=day+relativedelta(days=-1),until=day+relativedelta(days=+1))] |
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116 | repsat = [ii+ss for ii,ss in zip(inst,sat)] |
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117 | fname = hstack([glob.glob('/bdd/AMSU-1C/%s/L1C/*/%s/*.L1C'%(reps,repd)) for reps,repd in it.product(repsat,repday)]) |
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118 | |
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119 | ### Read files (in parallel with Pool) |
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120 | pool = Pool(processes=npr) |
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121 | res = pool.map(partial(applycorr2orb,lonvec=lonvec,latvec=latvec,ch=ch),fname) |
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122 | pool.close() |
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123 | pool.join() |
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124 | |
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125 | print 'Join' |
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126 | tbcorr, tobs, satvec = [dstack([proc[var] for proc in res if size(proc[var])]) for var in xrange(3)] |
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127 | del res |
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128 | |
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129 | # Sort ??? sur le temps ??? |
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130 | isort = argsort(nanmean(tobs.squeeze(),axis=0)) |
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131 | tbcorr = tbcorr[:,:,isort] |
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132 | tobs = tobs.squeeze()[:,isort] |
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133 | satvec = satvec.squeeze()[isort] |
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134 | |
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135 | # Satellite/Instrument identification |
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136 | satdef = SatName() |
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137 | satnum = satdef.get_satnum(satvec.squeeze()) |
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138 | |
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139 | ### Fillvalue |
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140 | tbcorr[isnan(tbcorr)] = -99.99 |
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141 | |
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142 | ### Save in netcdf file |
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143 | print 'Save in nc' |
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144 | nsat = satvec.size |
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145 | nlon = lonvec.size |
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146 | nlat = latvec.size |
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147 | torig = date(day.year,1,1) |
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148 | for cc, ich in enumerate(ch): |
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149 | # Output file name |
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150 | output = '%sTbCorr_AMSUMHS_%s_%3.2fdeg_%s.nc'%(rep_fic,ich,resol,day.strftime('%Y%m%d')) |
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151 | # Creation du fichier |
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152 | ncfile = netCDF4.Dataset(output,'w',format='NETCDF4_CLASSIC') |
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153 | # Definition des dimensions |
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154 | ncfile.createDimension('lon',nlon) |
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155 | ncfile.createDimension('lat',nlat) |
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156 | ncfile.createDimension('satellite',nsat) |
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157 | |
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158 | # Creation des variables dimensions |
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159 | lons = ncfile.createVariable('lon',dtype('float32').char,('lon',)) |
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160 | lons.long_name = 'Longitude' |
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161 | lons.units = 'degrees_east' |
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162 | lons.actual_range = '%4.2f,%4.2f'%(lonvec.min(),lonvec.max()) |
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163 | lons[:] = lonvec |
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164 | |
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165 | lats = ncfile.createVariable('lat',dtype('float32').char,('lat',)) |
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166 | lats.long_name = 'Latitude' |
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167 | lats.units = 'degrees_north' |
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168 | lats.actual_range = '%4.2f,%4.2f'%(latvec.min(),latvec.max()) |
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169 | lats[:] = latvec |
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170 | |
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171 | sats = ncfile.createVariable('satellite',dtype('int16').char,('satellite',)) |
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172 | sats.long_name = 'Satellite' |
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173 | sats.description = [str(num)+' = '+ns +', ' for num,ns in zip(satdef.satnum,satdef.satname)] |
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174 | sats[:] = satnum |
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175 | |
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176 | # Creation variable |
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177 | dates = ncfile.createVariable('time',dtype('float').char,('lat','lon','satellite',)) |
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178 | dates.long_name = 'Time' |
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179 | dates.units = 'hours since %s'%torig.strftime('%Y-%m-%d %H:%M:%S') |
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180 | #dates[:] = (fix((tobs-date2num(torig))*24.*100)/100.).reshape(nlat,nlon,nsat) |
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181 | dates[:] = ((tobs-date2num(torig))*24.).reshape(nlat,nlon,nsat) |
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182 | |
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183 | sclfactor = .01 |
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184 | tbfinal = ncfile.createVariable('tbcorr',dtype('int16').char,('lat','lon','satellite',),fill_value=-9999.) |
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185 | tbfinal.description = 'Corrected Tb of channel %s'%ich |
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186 | tbfinal.units = 'Kelvin' |
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187 | tbfinal.scale_factor = sclfactor |
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188 | #tbfinal._FillValue = -9999. |
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189 | tbfinal[:] = tbcorr[cc,:,:].reshape(nlat,nlon,nsat) |
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190 | |
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191 | # Fermeture du fichier |
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192 | ncfile.close() |
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193 | print output+' created' |
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194 | |
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195 | |
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196 | if __name__ == '__main__': |
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197 | file_Tbcorr_daily() |
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