An open source library for common hydrological and meteorological issues
Project description
An open source library for common hydrological and meteorological issues.
The motivation for implementing this library grows out of my personal and academic projects where I face some typical problems repeatedly.
functionalities
The library contains following functionalities, which are updated regularly.
EDA
- estimates of location:
arithmetic_mean
,weighted_arithmetic_mean
,trimmed_mean
,geometric_mean
,exponential_mean
,harmonic_mean
,median
,weighted_median
,percentile
- estimate_of_variability:
mu
,avg_absolute_deviation_from_mean
,avg_absolute_deviation_from_median
,median_absolute_deviaton
,variance
,stdev
,range
,iqr
- estimates of distribution:
coefficient_of_skewness
,coefficient_of_kurtosis
TODO #7,mode
- quality investigation:
missing_days
,duplicates
,outlier
TimeSeries
subset_timeframe
: subdivide time series based on a timeframesubset_period
: subdivide time series based on a periodhyd_year
: derive the hydrological year based on a given start day and monthprincipal_values
: derive principal values (HHX, HX, MHX, MX, MNX, NX, NNX) from a time series
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