1 | # Python script to read a GRIB file and transform it to a NetCDF using full python |
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2 | # libraries (pupygrib) |
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3 | # L. Fita. CIMA, November 2018 |
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4 | # More information at: http://www.xn--llusfb-5va.cat/python/PyNCplot |
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5 | # |
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6 | # pyNCplot and its component nc_var.py comes with ABSOLUTELY NO WARRANTY. |
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7 | # This work is licendes under a Creative Commons |
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8 | # Attribution-ShareAlike 4.0 International License (http://creativecommons.org/licenses/by-sa/4.0) |
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9 | # |
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10 | ## e.g. # python read_grib.py -g ERAI_pl200503_130.grib -o ERAI_pl200503_T.nc -t 'minutes!since!1949-12-01!00:00:00' |
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11 | |
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12 | # FROM: https://pypi.org/project/pupygrib/ |
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13 | from optparse import OptionParser |
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14 | import numpy as np |
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15 | import pupygrib |
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16 | import os |
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17 | from netCDF4 import Dataset as NetCDFFile |
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18 | import generic_tools as gen |
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19 | import nc_var_tools as ncvar |
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20 | |
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21 | errormsg = 'ERROR -- error -- ERROR -- error' |
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22 | |
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23 | def grib128_ncname(varid): |
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24 | """ Function to provide CF name from a ECMWF GRIB table 128 variable ID |
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25 | >>> grib128_ncname(130) |
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26 | ['T', 'Temperature', 'K', 'air_temperature', 'air temperature'] |
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27 | """ |
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28 | fname = 'grib128_ncname' |
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29 | |
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30 | folder = os.path.dirname(os.path.realpath(__file__)) |
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31 | |
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32 | infile = folder + '/transform_128ECMWF.html' |
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33 | |
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34 | if not os.path.isfile(infile): |
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35 | print errormsg |
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36 | print ' ' + fname + ": File '" + infile + "' does not exist !!" |
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37 | quit(-1) |
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38 | |
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39 | of = open(infile, 'r') |
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40 | |
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41 | idS = str(varid).zfill(3) |
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42 | |
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43 | for line in of: |
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44 | if len(line) > 28: |
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45 | #print line[0:27], ':', idS, line[0:27] == '<td align="center">' + idS + '</td>' |
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46 | if line[0:27] == '<td align="center">' + idS + '</td>': |
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47 | linevals = line.replace('\n','').split('</td>') |
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48 | varn = linevals[1].replace('<td align="center">','') |
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49 | Lvarn = linevals[2].replace('<td align="left">','') |
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50 | units = linevals[3].replace('<td align="left">','') |
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51 | units = units.replace('<sup>','').replace('</sup>','') |
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52 | units = units.replace('<sub>','').replace('</sub>','') |
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53 | units = units.replace('<nobr>','').replace('</nobr>','') |
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54 | |
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55 | #print varn, Lvarn, units |
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56 | |
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57 | cfvalues = gen.variables_values(varn) |
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58 | |
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59 | break |
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60 | |
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61 | return [varn,Lvarn,units,cfvalues[0], cfvalues[1], cfvalues[4].replace('|', ' ')] |
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62 | |
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63 | parser = OptionParser() |
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64 | parser.add_option("-g", "--grib_file", dest="gribfile", help="GRIB file to use", |
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65 | metavar="FILE") |
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66 | parser.add_option("-o", "--output_file", dest="ncfile", help="name of NC file to generate", |
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67 | metavar="FILE") |
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68 | parser.add_option("-t", "--timeunits", dest="timeunits", |
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69 | help="CF reference of time values [Tunits] since [DateRef] ('!', for spaces minutes!since!1949-12-01!00:00:00 as default)", |
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70 | metavar="STRING") |
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71 | |
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72 | (opts, args) = parser.parse_args() |
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73 | |
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74 | ####### ####### |
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75 | ## MAIN |
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76 | ####### |
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77 | |
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78 | if opts.gribfile is None: |
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79 | print errormsg |
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80 | print " no grib input file name provided !!" |
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81 | print " you should provide one file name as -g [FileName]" |
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82 | quit(-1) |
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83 | |
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84 | if not os.path.isfile(opts.gribfile): |
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85 | print errormsg |
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86 | print " no grib file '" + opts.gribfile + "' found !!" |
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87 | quit(-1) |
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88 | else: |
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89 | ifile = opts.gribfile |
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90 | |
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91 | if opts.ncfile is None: |
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92 | print errormsg |
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93 | print " no netcdf output file name provided !!" |
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94 | print " you should provide one file name as -o [FileName]" |
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95 | quit(-1) |
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96 | else: |
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97 | ofile = opts.ncfile |
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98 | |
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99 | if opts.timeunits is None: |
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100 | print errormsg |
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101 | print " no time units provided !!" |
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102 | print " using the default ones as 'minutes since 1949-12-01 00:00:00'" |
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103 | else: |
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104 | timeu = opts.timeunits.replace('!', ' ') |
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105 | |
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106 | with open(ifile, 'rb') as stream: |
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107 | for i, msg in enumerate(pupygrib.read(stream), 1): |
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108 | if i == 1: |
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109 | lons, lats = msg.get_coordinates() |
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110 | onewnc = NetCDFFile(ofile, 'w') |
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111 | |
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112 | # Create dimension |
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113 | dimx = lons.shape[1] |
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114 | dimy = lons.shape[0] |
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115 | |
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116 | newdim = onewnc.createDimension('lon',dimx) |
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117 | newdim = onewnc.createDimension('lat',dimy) |
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118 | newdim = onewnc.createDimension('time',None) |
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119 | newdim = onewnc.createDimension('Lstring',64) |
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120 | |
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121 | dlon = msg[2].longitudeOfLastGridPoint - msg[2].longitudeOfFirstGridPoint |
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122 | dlat = msg[2].latitudeOfLastGridPoint - msg[2].latitudeOfFirstGridPoint |
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123 | print dlon, dlat |
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124 | |
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125 | if dlat < 0.: |
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126 | lons[:,:] = lons[::-1,:] |
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127 | lats[:,:] = lats[::-1,:] |
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128 | |
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129 | # Create dimension-varibale |
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130 | newvar = onewnc.createVariable('lon', 'f8', ('lat', 'lon')) |
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131 | newvar[:] = lons[:] |
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132 | ncvar.basicvardef(newvar, 'lon', 'Longitude', 'degrees_east') |
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133 | newvar.setncattr('axis', 'X') |
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134 | newvar.setncattr('_CoordinateAxisType', 'Lon') |
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135 | |
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136 | newvar = onewnc.createVariable('lat', 'f8', ('lat', 'lon')) |
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137 | newvar[:] = lats[:] |
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138 | ncvar.basicvardef(newvar, 'lat', 'Latitude', 'degrees_north') |
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139 | newvar.setncattr('axis', 'Y') |
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140 | newvar.setncattr('_CoordinateAxisType', 'Lat') |
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141 | |
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142 | newvartime = onewnc.createVariable('time', 'f8', ('time')) |
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143 | ncvar.basicvardef(newvartime, 'time', 'time', timeu) |
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144 | newvar.setncattr('axis', 'T') |
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145 | newvar.setncattr('_CoordinateAxisType', 'Time') |
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146 | |
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147 | newvartimeS = onewnc.createVariable('timeS', 'c', ('time', 'Lstring')) |
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148 | ncvar.basicvardef(newvartimeS, 'time', 'time', 'YmdHMS') |
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149 | newvar.setncattr('axis', 'T') |
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150 | newvar.setncattr('_CoordinateAxisType', 'Time') |
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151 | |
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152 | values = msg.get_values() |
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153 | century = msg[1].centuryOfReferenceTimeOfData |
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154 | year = msg[1].yearOfCentury |
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155 | month = msg[1].month |
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156 | day = msg[1].day |
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157 | hour = msg[1].hour |
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158 | minute = msg[1].minute |
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159 | levtype = msg[1].indicatorOfTypeOfLevel |
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160 | level = msg[1].level |
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161 | varid = msg[1].indicatorOfParameter |
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162 | offset = msg[1].offset |
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163 | scalefactor = msg[1].decimalScaleFactor |
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164 | timerange = msg[1].timeRangeIndicator |
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165 | |
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166 | if levtype == 100: |
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167 | if not onewnc.variables.has_key('press'): |
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168 | print ' we got a variable with a pressure value !!' |
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169 | pressv = [] |
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170 | newdim = onewnc.createDimension('press', None) |
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171 | newvarpress = onewnc.createVariable('press', 'f8', ('press')) |
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172 | newvarpress[0] = level*100. |
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173 | ncvar.basicvardef(newvarpress, 'air_pressure', 'air pressure', 'Pa') |
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174 | newvarpress.setncattr('axis', 'Z') |
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175 | newvarpress.setncattr('_CoordinateAxisType', 'Press') |
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176 | if not gen.searchInlist(pressv, level*100.): |
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177 | pressv.append(level*100.) |
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178 | iz = gen.index_vec(pressv, level*100.) |
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179 | newvarpress[iz] = level*100. |
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180 | else: |
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181 | iz = gen.index_vec(pressv, level*100.) |
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182 | elif levtype == 1: |
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183 | if not onewnc.variables.has_key('height'): |
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184 | print ' we got a variable with a height value !!' |
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185 | heightv = [] |
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186 | newdim = onewnc.createDimension('height', None) |
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187 | newvarheight = onewnc.createVariable('height', 'f8', ('height')) |
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188 | newvarheight[0] = level |
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189 | ncvar.basicvardef(newvarheight, 'height', 'height', 'm') |
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190 | newvarheight.setncattr('axis', 'Z') |
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191 | newvarheight.setncattr('_CoordinateAxisType', 'Height') |
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192 | if not gen.searchInlist(heightv, level): |
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193 | heightv.append(level) |
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194 | iz = gen.index_vec(heightv, level) |
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195 | newvarheight[iz] = level |
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196 | else: |
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197 | iz = gen.index_vec(heightv, level) |
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198 | |
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199 | #print "Message :", i, values.mean(), values.shape, ':', msg[1].centuryOfReferenceTimeOfData, \ |
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200 | # msg[1].yearOfCentury, msg[1].month, msg[1].day, msg[1].hour, msg[1].minute, \ |
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201 | # msg[1].indicatorOfTypeOfLevel, msg[1].level, msg[1].localDefinitionNumber, msg[1].indicatorOfParameter, \ |
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202 | # msg[1].offset, msg[1].decimalScaleFactor, msg[1].timeRangeIndicator |
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203 | #print 'msg:', dir(msg) |
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204 | #for i in range(6): |
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205 | # print 'msg ' + str(i) + ':', dir(msg[i]) |
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206 | |
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207 | varparams = grib128_ncname(varid) |
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208 | if i==1: print varparams |
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209 | |
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210 | timeS=str((century-1)*100 + year) + str(month).zfill(2) + str(day).zfill(2)+\ |
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211 | str(hour).zfill(2) + str(minute).zfill(2) + '00' |
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212 | |
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213 | if i == 1: timevs = [timeS] |
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214 | |
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215 | if not gen.searchInlist(timevs, timeS): timevs.append(timeS) |
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216 | it = gen.index_vec(timevs, timeS) |
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217 | #print 'timeS:', timeS, 'it:', it, 'lev:', level, 'iz:', iz |
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218 | cftime = gen.datetimeStr_conversion(timeS,'YmdHMS','cfTime,'+timeu) |
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219 | |
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220 | newvartimeS[it,0:14] = timeS |
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221 | newvartime[it] = cftime |
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222 | |
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223 | if not onewnc.variables.has_key(varparams[3]): |
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224 | if levtype == 1: |
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225 | dimns = ['time', 'height', 'lat', 'lon'] |
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226 | elif levtype == 100: |
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227 | dimns = ['time', 'press', 'lat', 'lon'] |
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228 | else: |
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229 | dimns = ['time', 'lat', 'lon'] |
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230 | |
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231 | newvar = onewnc.createVariable(varparams[3], 'f', tuple(dimns)) |
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232 | ncvar.basicvardef(newvar, varparams[4], varparams[5], varparams[2]) |
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233 | else: |
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234 | newvar = onewnc.variables[varparams[3]] |
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235 | |
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236 | if dlat < 0.: |
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237 | values[:] = values[::-1,:] |
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238 | |
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239 | if levtype == 1 or levtype == 100: |
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240 | newvar[it,iz,:,:] = values[:] |
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241 | else: |
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242 | newvar[it,:,:] = values[:] |
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243 | |
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244 | onewnc.sync() |
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245 | |
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246 | # Global values |
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247 | ncvar.add_global_PyNCplot(onewnc, 'red_grib.py', ' ', '0.1') |
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248 | |
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249 | onewnc.close() |
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250 | print "Successfull writting of '" + ofile + "' !!" |
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