Shypd.aiThe largest open index of AI toolspopmon is a Data & Analytics tool that monitors the stability of Pandas or Spark dataframes. It helps detect data drift and ensures data quality over time.
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About
popmon is an open-source Python package designed to monitor the stability and quality of datasets, specifically Pandas and Spark dataframes. It generates histograms of features binned in time-slices and compares their stability and distributions using statistical tests, both over time and against a reference. The tool can automatically flag and alert on various data changes such as trends, shifts, peaks, outliers, anomalies, and changing correlations, utilizing monitoring business rules. It supports numerical, ordinal, and categorical features, and can track higher-dimensional histograms, including correlations between features. popmon provides self-contained HTML reports for easy sharing and offers integrations with tools like Grafana and Kibana for advanced dashboarding and alert handling.
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Open Source
Free
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