View details and evaluate synthetic dataset
The Aindo Synthetic Data Platform provides a preview of the synthetic dataset you created with a generator. It also includes evaluation metrics to assess both the quality and privacy protection of the generated synthetic datasets. Below is an overview of the viewing and evaluation features.
Quick details on the list page
On the synthetic dataset list page, click on a synthetic dataset to open a side panel displaying general information, including evaluation scores, the generator used, and data types.
View page
To open a synthetic dataset, double-click on it from the list page.
At the top of the synthetic dataset view page, two important metrics provide insights into the quality of the generated data:
- Privacy score: Indicates how well the generated synthetic data protects the privacy of real data subjects on a scale from 0 (all private information leaked) to 100 (no private information leaked). The privacy score is based on similarity metrics, a widely accepted approach to measuring privacy protection in synthetic and anonymized datasets.
- Similarity score: Indicates how well the synthetic data preserves the properties of the real data source on a scale from 0 (no information preserved) to 100 (all information relevant in analytics, software testing, research, AI development preserved). The similarity score is an aggregation of multiple widely accepted data fidelity and utility metrics.
Below these metrics, you will find a preview of the synthesized data, similar to the source view page. Each column header includes an icon representing the column’s data type. If the original column contained sensitive data, a ‘shield’ icon is also displayed.
- A green shield icon indicates that you chose to synthesize the original sensitive data.
- A gray shield icon indicates that you chose not to synthesize the original sensitive data.
Under each column header, a small chart provides key statistics for that column and compares them with the source data.
Report
The report is a PDF containing detailed statistics to thoroughly compare the synthetic data with the original dataset. It helps evaluate the quality of the synthetic data.
To download the report, click the “Report” icon in the top right corner of the page.
Quick synthesis details
Click the “Info” icon in the top right corner to open a side panel with general details about the synthetic dataset.
Quick column details
Click on a column to open a side panel displaying detailed statistics and insights about the selected column.
Quick table details
Click on the table name to open a side panel with more in-depth information about the selected table.
