diff options
Diffstat (limited to 'vertical_from_grib.py')
-rwxr-xr-x | vertical_from_grib.py | 71 |
1 files changed, 71 insertions, 0 deletions
diff --git a/vertical_from_grib.py b/vertical_from_grib.py new file mode 100755 index 0000000..759bca4 --- /dev/null +++ b/vertical_from_grib.py @@ -0,0 +1,71 @@ +#!/usr/bin/env python3 + +import datetime + +import xarray as xr +from metpy.units import units +import metpy.calc as mpcalc +import numpy as np + +import skewt + +def np_time_convert(dt64): + unix_epoch = np.datetime64(0, 's') + one_second = np.timedelta64(1, 's') + seconds_since_epoch = (dt64 - unix_epoch) / one_second + + return datetime.datetime.utcfromtimestamp(seconds_since_epoch) + +config = { + 'source':'dwd_icon-d2/combined.grib2', + 'plots':[ + { + 'lat':47.9626, + 'lon':11.9964, + 'name':'Antersberg' + }, + ] +} + +def run(config): + data = xr.load_dataset(config['source'], engine='cfgrib') + + for plot in config['plots']: + _plot(data, **plot) + +def _plot(data, lat, lon, name): + for_temp = data.sel(latitude=lat, longitude = lon, method='nearest') + for_temp = for_temp[['r', 't', 'u', 'v']] + + for step in for_temp.coords['step']: + this_step = for_temp.sel(step=step) + + p = this_step.coords['isobaricInhPa'].values * units.hPa + T = this_step.t.values * units.K + relHum = this_step.r.values * units.percent + Td = mpcalc.dewpoint_from_relative_humidity(T, relHum) + u = this_step.u.values * (units.m / units.s) + v = this_step.v.values * (units.m / units.s) + + valid = np_time_convert(step.valid_time.values) + init = np_time_convert(step.time.values) + + valid_str = valid.strftime('%d %b %Y - %HUTC') + init_str = init.strftime('%d %b %Y - %HUTC') + hours_since_init_str = str(int(this_step.step.values / np.timedelta64(1,'h'))).zfill(2) + + skt = skewt.Skewt(p=p, T=T, Td=Td) + skt.addWindUV(u, v) + skt.addInfo(f'{name} INIT+' + hours_since_init_str) + skt.addInfo(f"VALID: {valid_str}") + skt.addInfo(f"INIT : {init_str}") + skt.addInfo(f"LAT {lat} LON {lon}") + skt.addAnalysis(shade=True, analysis='lcl') + skt.addInfo("FORECAST DWD ICON-D2") + + init_for_filename = init.strftime('%Y-%m-%d-%HUTC') + + skt.plot(filename=f'skewt_{name}_{init_for_filename}+{hours_since_init_str}.png') + +if __name__ == '__main__': + run(config) |