melodies_monet.stats.proc_stats

Functions

`calc`(df[, stat, obsvar, modvar, wind])	Calculate statistics
`create_table`(df[, outname, title, ...])	Calculates all of the specified statistics, save to csv file, and optionally save to a figure visualizing the table.
`produce_stat_dict`(stat_list[, spaces])	Select statistics.

melodies_monet.stats.proc_stats.calc(df, stat=None, obsvar=None, modvar=None, wind=False)

Calculate statistics

Parameters

df (dataframe) – model/obs pair data
obsvar (str) – Column label of observation variable
modvar (str) – Column label of model variable
wind (boolean) – If variable is wind MONET applies a special calculation to handle negative and positive values. If wind (True) if not wind (False).

Returns

real – statistical value

melodies_monet.stats.proc_stats.create_table(df, outname='plot', title='stats', out_table_kwargs=None, debug=False)

Calculates all of the specified statistics, save to csv file, and optionally save to a figure visualizing the table.

Parameters

df (dataframe) – model/obs pair data
outname (str) – file location and name of plot (do not include .png)
title (str) – Title to include on the figure visualizing the table
out_table_kwargs (dictionary) – Dictionary containing information to create the figure visualizing the table.
debug (boolean) – Whether to plot interactively (True) or not (False). Flag for submitting jobs to supercomputer turn off interactive mode.

Returns

csv file, plot – csv file and optional plot containing the statistical calculations specified in the input yaml file.

melodies_monet.stats.proc_stats.produce_stat_dict(stat_list, spaces=False)

Select statistics. Only statistics listed in the default dictionary below are available.

Parameters

stat_list (list of strings) – List of statistic abbreviations specified in input yaml file
spaces (boolean) – Whether to leave spaces in the string containing the full name (True) or remove spaces (False).

Returns

dictionary – dictionary of statistics including abbreviations and full name