Explore data and label distributions

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Encord Active provides the capability to visually explore data and label distributions using pre-defined metrics and custom metrics.

Gaining insights into data distribution across diverse quality metrics allows for the identification of potential data gaps that could influence model performance on outliers or edge cases.

In a Project, access the Analytics page to use the outliers, metric distribution charts and explore the 2D Metrics View for data and labels.

Outliers

In the Outliers section, Active provides a quick summary of data or label outliers that you might want to investigate.

Data

Annotations

2D metrics

In the 2D Metrics View, one metric's values are plotted on the x-axis, while the values of the other metric are represented on the y-axis. This visualization allows for an examination of the relationship between these two metrics and their potential interactions within the data and labels.

Data

Annotations

Metric Distribution

Data and label metric or property distributions can be visualized by using Metric or Property drop-down menu within the Metric Distribution section of the Analytics page.

Data

Annotations


What’s Next