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Calculate statistics for historic time series. This script is not used in
octarisk process, but
it should simplify the parameter estimation for input parameters required for
risk factor definitions.
The time series file (columns: risk factors, rows: historic values) will be
generated by an python script (to be done).
The following statistic parameter are calculated: mean, volatility, skewness,
kurtosis for simple, geometric and lognormal
distributed value. Moreover mean reversion rates and levels are calculated
assuming ergodic and regression methods.