For this first experiment, we are looking at the Spain continent.
Block Maxima¶
Figure 1:
A spatial map showing the mean 2m max temperature for each station in mainland Spain.
Figure 2:
A spatial map showing the standard deviation 2m max temperature for each station in mainland Spain.
Figure 3:
A spatial map showing the kurtosis 2m max temperature for each station in mainland Spain.
Figure 4:
A spatial map showing the kurtosis 2m max temperature for each station in mainland Spain.
Peak-Over-Threshold¶
In this case, we are using the POT method. We used the 95% quantile to select the threshold. We decluster the data by 3 days, i.e., we select the maximum event within a moving 3 day blocks (no overlaps).
Figure 5:
A spatial map showing the 95% threshold for the 2m max temperature for each station in mainland Spain.
Figure 5:
A spatial map showing the mean 2m max temperature for each station in mainland Spain.
Figure 7:
A spatial map showing the standard deviation 2m max temperature for each station in mainland Spain.
Figure 8:
A spatial map showing the kurtosis 2m max temperature for each station in mainland Spain.
Figure 9:
A spatial map showing the kurtosis 2m max temperature for each station in mainland Spain.
Point Process¶
In this case, we are using the PP method. We used the 95% quantile to select the threshold. We decluster the data by 3 days, i.e., we select the maximum event within a moving 3 day blocks (no overlaps).
Figure 5:
A spatial map showing the mean 2m max temperature for each station in mainland Spain.
Figure 7:
A spatial map showing the standard deviation 2m max temperature for each station in mainland Spain.
Figure 8:
A spatial map showing the kurtosis 2m max temperature for each station in mainland Spain.
Figure 9:
A spatial map showing the kurtosis 2m max temperature for each station in mainland Spain.