Klimadaten.
Präzise verortet. Climate data.
Precisely located.

from hostrada4py import hostradaPoint as hp

df = hp.extract_values_for_point(
    var="tas",
    lon=13.405,
    lat=52.520,
    start="2025-07-01 00:00",
    end="2025-07-07 23:00",
)

print(df[["time", "tas"]].head())

from hostrada4py import hostradaArea as ha

berlin = [
    (13.09, 52.34),
    (13.76, 52.34),
    (13.76, 52.68),
    (13.09, 52.68),
]

gdf = ha.extract_values_for_polygon(
    var="uhi",
    polygon_lonlat=berlin,
    start_utc="2025-08-02 03:00",
    end_utc="2025-08-02 03:00",
    return_geodataframe=True,
)

from hostrada4py import hostrada_EnergyPlus_Weather as epw

epw.create_energyplus_weather_file(
    lon=13.405,
    lat=52.520,
    start="2025-01-01 00:00",
    end="2025-12-31 23:00",
    output_file="HOSTRADA_Berlin.epw",
    tz="Europe/Berlin",
)

from hostrada4py.hostradaRoute import calculate_route_climate

result = calculate_route_climate(
    route="route_positions.csv",
    variables=["tas", "hurs", "sfcWind"],
    timezone="Europe/Berlin",
    interpolation="linear",
    output_csv="route_climate.csv",
)

from hostrada4py import hostradaPoint as hp
from hostrada4py import hostrada_HeatPeriodsGermany as heat

event = heat.heat_periods_germany["events"][0]
site = event["measurement_sites"][0]

df = hp.extract_values_for_point(
    var="tas", lon=site["longitude"], lat=site["latitude"],
    start=event["core_period"]["start"],
    end=event["core_period"]["end"],
)