def create_temperature_ts_plot():
""" Create plot for README sketch """
stations = DwdObservationRequest(
DwdObservationParameterSet.CLIMATE_SUMMARY,
DwdObservationResolution.DAILY, DwdObservationPeriod.HISTORICAL)
df = stations.all()
station_id, _, _, height, lat, lon, name, state = df.sort_values(
"FROM_DATE").iloc[0].values
name = name.replace(u"ß", "ss")
data = DwdObservationValues(
[station_id],
DwdObservationParameter.DAILY.TEMPERATURE_AIR_200,
DwdObservationResolution.DAILY,
period=[DwdObservationPeriod.HISTORICAL])
df = data.all()
df_annual = df.groupby(df.DATE.dt.year)["VALUE"].mean().reset_index()
df_annual["DATE"] = pd.to_datetime(df_annual["DATE"], format="%Y")
temp_mean = df["VALUE"].mean()
fig, ax = plt.subplots(tight_layout=True)
df.plot("DATE",
"VALUE",
ax=ax,
color="blue",
label="Tmean,daily",
legend=False)
df_annual.plot("DATE",
"VALUE",
ax=ax,
color="orange",
label="Tmean,annual",
legend=False)
ax.axhline(y=temp_mean, color="red", label="mean(Tmean,daily)")
ax.text(0.2,
0.05,
"Source: Deutscher Wetterdienst",
ha='center',
va='center',
transform=ax.transAxes)
ax.set_xlabel("Date")
title = f"temperature (°C) at {name} (GER)\n" \
f"ID {station_id}\n" \
f"{lat}N {lon}E {height}m"
ax.set_title(title)
ax.legend(facecolor="white")
ax.margins(x=0)
plt.savefig(f"temperature_ts.png")
def create_weather_stations_map():
""" Create map of DWD weather stations_result in Germany """
stations = DwdObservationRequest(DwdObservationDataset.CLIMATE_SUMMARY,
DwdObservationResolution.DAILY,
DwdObservationPeriod.HISTORICAL)
stations_df = stations.all().df
fig, ax = plt.subplots()
# Rainbow colormap
cmap = colors.LinearSegmentedColormap.from_list("", [
'#86007D',
'#0000F9',
'#008018',
'#FFFF41',
'#FFA52C',
'#FF0018',
])
bounds = stations_df.height.quantile(
[0, 0.16666667, 0.33333333, 0.5, 0.66666667, 0.83333333, 1]).values
norm = colors.BoundaryNorm(bounds, cmap.N)
stations_df = stations_df.rename(columns={"height": "Height [m]"})
stations_df.plot.scatter(x="longitude",
y="latitude",
c="Height [m]",
cmap=cmap,
norm=norm,
ax=ax)
ax.set_xlabel("Longitude [°]")
ax.set_ylabel("Latitude [°]")
ax.set_title("German weather stations_result")
ax.text(0.3,
0.05,
"Source: Deutscher Wetterdienst",
ha='center',
va='center',
transform=ax.transAxes)
plt.savefig("german_weather_stations.png")
return