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-rw-r--r--waterspout_radar/_radar.py52
1 files changed, 52 insertions, 0 deletions
diff --git a/waterspout_radar/_radar.py b/waterspout_radar/_radar.py
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+++ b/waterspout_radar/_radar.py
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+import dataclasses
+import datetime
+import typing
+
+import szilagyi
+from geopy import geocoders
+from metpy import calc
+from metpy import units as metunits
+from windy import point_forecast, Windy
+
+_L = point_forecast.Level
+
+
+@dataclasses.dataclass
+class Prediction:
+ time: datetime.datetime
+ swi: float
+
+
+def calculate(config) -> typing.List[Prediction]:
+ units = metunits.units
+ windy = Windy(units)
+
+ def _calculate(latitude, longitude):
+ forecasts = windy.point_forecast(
+ config.key,
+ latitude, longitude,
+ point_forecast.Model.ICONEU,
+ ("temp", "dewpoint", "wind", "pressure"),
+ tuple(_L))
+ for cast in forecasts:
+ dt = abs(cast.at("temp", _L.H850) - cast.at("temp", _L.SURFACE))
+ pressure, _ = calc.lcl(
+ cast.at("pressure", _L.SURFACE),
+ cast.at("temp", _L.SURFACE),
+ cast.at("dewpoint", _L.SURFACE))
+ lcl = calc.pressure_to_height_std(pressure)
+ pressure, _ = calc.el(cast["pressure"], cast["temp"], cast["dewpoint"])
+ el = calc.pressure_to_height_std(pressure)
+ ccd = (el - lcl).to(units.ft)
+ try:
+ swi = szilagyi.calculate_swi(dt, ccd)
+ except ValueError:
+ swi = -10
+ yield Prediction(time=cast.timestamp, swi=swi)
+
+ predictions = []
+ locator = geocoders.Nominatim(user_agent="waterspout-radar")
+ for location in config.locations:
+ found = locator.geocode(location)
+ predictions.extend(_calculate(found.latitude, found.longitude))
+ return predictions