Features.report

Features.report(basicStatistics=True, extraStatisticFunctions=(), dtypes=False, *, useLog=None)

Report containing a summary and statistics for each feature.

Produce a report, as a nimble List object, containing statistic and summary information about each feature in this object. The default will include mean, mode, minimum, Q1, median, Q3, maximum, uniqueCount, count, and standardDeviation.

Parameters:

  • basicStatistics (bool, list) – True will include mean, mode, minimum, Q1, median, Q3, maximum, uniqueCount, count, and standardDeviation. False will only use functions in extraStatisticFunctions. To limit the report to a selection of basic statistics, a list of strings can be provided, e.g. [‘mean’, ‘standardDeviation’, ‘minimum’, ‘maximum’]

  • extraStatisticFunctions (list) – A list of functions to include in the report. Functions must accept a feature view as the only input and output a single value.

  • dtypes (bool) – True will add an additional column to the features report which would include the data type of each feature in the dataset.

  • useLog (bool, None) – Local control for whether to send object creation to the logger. If None (default), use the value as specified in the “logger” “enabledByDefault” configuration option. If True, send to the logger regardless of the global option. If False, do NOT send to the logger, regardless of the global option.

See also

Base.report, nimble.calculate.statistic

Keywords: statistic, summary, information, analyze, statistics, stats, columns, info, information, describe, about