LIDA vs ydata-profiling
A data-driven comparison of two Python exploratory data analysis & profiling tools: popularity, development activity, licensing and installation. Updated .
LIDAGenerates visualizations and infographics from data with large language models, from Microsoft.
ydata-profilingGenerates statistical analytic reports with visualization for quick data analysis (formerly pandas-profiling).
Key differences
- ydata-profiling has 4.2× as many GitHub stars as LIDA (13.7K vs 3.3K).
- ydata-profiling had more development activity over the last 12 months: 14 commits vs 0.
- ydata-profiling is downloaded 614× as often on PyPI (153.6K vs 250 per week).
- Both are released under the MIT license.
- LIDA is written primarily in Jupyter Notebook, ydata-profiling in Python.
- ydata-profiling is the older project: its repository was created in 2016, LIDA's in 2023.
- LIDA has had no commits since Mar 3, 2024.
By the numbers
- LIDA
- ydata-profiling
Show data as a table
| Metric | LIDA | ydata-profiling |
|---|---|---|
| GitHub stars | 3,288 | 13,746 |
| PyPI downloads / week | 250 | 153,612 |
| Commits, last 12 months | 0 | 14 |
| Contributors | 14 | 115 |
| Forks | 381 | 1,803 |
Development activity
Commits per month to each default branch, last 12 complete months.
- LIDA
- ydata-profiling
Show data as a table
| Month | LIDA | ydata-profiling |
|---|---|---|
| Nov 2025 | 0 | 2 |
| Dec 2025 | 0 | 1 |
| Jan 2026 | 0 | 0 |
| Feb 2026 | 0 | 0 |
| Mar 2026 | 0 | 2 |
| Apr 2026 | 0 | 2 |
| May 2026 | 0 | 0 |
| Jun 2026 | 0 | 0 |
| Jul 2026 | 0 | 0 |
| Aug 2026 | 0 | 0 |
| Sep 2026 | 0 | 1 |
| Oct 2026 | 0 | 6 |
Side by side
| Attribute | LIDA | ydata-profiling |
|---|---|---|
| Description | Generates visualizations and infographics from data with large language models, from Microsoft. | Generates statistical analytic reports with visualization for quick data analysis (formerly pandas-profiling). |
| Category | Python exploratory data analysis & profiling tools | Python exploratory data analysis & profiling tools |
| License | MIT | MIT |
| Language | Jupyter Notebook | Python |
| Status | Inactive | Active |
| Latest release | – | 4.20.0 () |
| Last commit | ||
| Repository created | ||
| Open issues | 79 | 268 |
| Install | pip install lida | pip install ydata-profiling |
Which should you choose?
Popularity and activity are only part of the story. Consider which ecosystem you work in, the chart types and interactions you need, how much data you render, and whether the license fits your project. Both tool pages list alternatives if neither is quite right.
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LIDA
Generates visualizations and infographics from data with large language models, from Microsoft.
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ydata-profiling
Generates statistical analytic reports with visualization for quick data analysis (formerly pandas-profiling).