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.