# \[Question\] How do you evaluate your data?

**URL:** <https://forum.datacebo.com/t/question-how-do-you-evaluate-your-data/173>\
**Category:** Evaluation and Benchmarking\
**Created:** [April 29, 2024, 10:03pm UTC](https://forum.datacebo.com/t/question-how-do-you-evaluate-your-data/173 "2024-04-29T22:03:09Z")\
**Posts on this page:** 3\
**Page:** 1

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**Author:** ![neha](https://yyz2.discourse-cdn.com/flex030/user_avatar/forum.datacebo.com/neha/32/15_2.png) [@neha](https://forum.datacebo.com/u/neha)\
**Post date:** [April 29, 2024, 10:03pm UTC](https://forum.datacebo.com/t/question-how-do-you-evaluate-your-data/173/1 "2024-04-29T22:03:09Z")

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This is thread to discuss how to evaluate your synthetic data. The DataCebo team will provide some guidance and code snippets below.

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**Author:** ![neha](https://yyz2.discourse-cdn.com/flex030/user_avatar/forum.datacebo.com/neha/32/15_2.png) [@neha](https://forum.datacebo.com/u/neha)\
**Post date:** [April 29, 2024, 10:03pm UTC](https://forum.datacebo.com/t/question-how-do-you-evaluate-your-data/173/2 "2024-04-29T22:03:55Z")

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From @Plamen:

Here is a code snippet on how to evaluate your synthetic data, the `run_diagnostic` will run some basic checks to ensure that the synthetic data is usable meanwhile the `evaluate_quality` evaluates how well your synthetic data captures mathematical properties from your real data.

```python
from sdv.evaluation.single_table import run_diagnostic, evaluate_quality

diagnostic_report = run_diagnostic(
    real_data=your_real_data,
    synthetic_data=your_synthetic_data,
    metadata=your_metadata)

quality_report = evaluate_quality(
  real_data=your_real_data,
  synthetic_data=your_synthetic_data,
  metadata=your_metadata)

```

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**Author:** ![kalyan](https://avatars.discourse-cdn.com/v4/letter/k/58956e/32.png) [@kalyan](https://forum.datacebo.com/u/kalyan)\
**Post date:** [April 12, 2024, 9:32am UTC](https://forum.datacebo.com/t/question-how-do-you-evaluate-your-data/173/3 "2024-04-12T09:32:54Z")

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@ashok.kumar.muthimen just highlighting this thread. Wondering if you are able to run quality report to see statistical quality?

For convinience, we put the code snippet above.