validmind.time_series

Time Series Test Suites

TimeSeriesDataQuality

classTimeSeriesDataQuality(TestSuite):

Test suite for data quality on time series datasets

TimeSeriesDataset

classTimeSeriesDataset(TestSuite):

Test suite for time series datasets.

TimeSeriesModelValidation

classTimeSeriesModelValidation(TestSuite):

Test suite for time series model validation.

TimeSeriesMultivariate

classTimeSeriesMultivariate(TestSuite):

This test suite provides a preliminary understanding of the features and relationship in multivariate dataset. It presents various multivariate visualizations that can help identify patterns, trends, and relationships between pairs of variables. The visualizations are designed to explore the relationships between multiple features simultaneously. They allow you to quickly identify any patterns or trends in the data, as well as any potential outliers or anomalies. The individual feature distribution can also be explored to provide insight into the range and frequency of values observed in the data. This multivariate analysis test suite aims to provide an overview of the data structure and guide further exploration and modeling.

TimeSeriesUnivariate

classTimeSeriesUnivariate(TestSuite):

This test suite provides a preliminary understanding of the target variable(s) used in the time series dataset. It visualizations that present the raw time series data and a histogram of the target variable(s).

The raw time series data provides a visual inspection of the target variable's behavior over time. This helps to identify any patterns or trends in the data, as well as any potential outliers or anomalies. The histogram of the target variable displays the distribution of values, providing insight into the range and frequency of values observed in the data.