Precipitation: a short introduction
Statistical properties of precipitation on the ground
The concept of return period
Intensity-Duration-Frequency curves (and return period again)
Gumbel distribution function
Interpolating Gumbel with the moments method
Interpolating Gumbel with the maximum likelihood method
Interpolating Gumbel with the minimum squares method
Illustrating the Pearson's test
A deeper explanation of Pearson's test (and a little of hypothesis testing)
Alternative videos for some of the topics are available here.
The Generalised extreme value distribution
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