PyPI Stats
ibis-project

ibis-framework

the portable Python dataframe library
PyPI GitHub

Shared Repository

This package shares its GitHub repository (ibis-project/ibis) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
71.6K
Week
403.5K
Month
1.9M
Stars
6.5K
Forks
716
Issues
403
Version
12.0.0

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
81
Adoption
60
Community
80
How the maintenance status was determined
Last commit
38 days ago
Monthly downloads
1,931,325
Active
Activity within 30 days
• Stable
Activity within 31-180 days
Minimal
Activity within 181-365 days, or no activity data
At Risk
No activity for > 365 days, but > 10,000 monthly downloads
Archived
Repository flagged as archived on GitHub
How the popularity category was determined
Monthly downloads
1,931,325
Stars
6,523
Stars per 1k downloads
3.38
Industry Standard
> 10,000,000 monthly downloads
Hidden Gem
< 0.5 stars per 1k downloads and > 100,000 monthly downloads
Community Favorite
> 5 stars per 1k downloads
• Rising Star
Balanced ratio of stars to downloads
Unknown
Fewer than 1,000 monthly downloads, or no star data
How download momentum is calculated
Week daily avg
57,649
Month daily avg
64,378
Momentum
-10.5%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.12 or newer
• Modern
Minimum supported version is 3.9, 3.10, or 3.11
Legacy
Supports 3.8 or older (or Python 2)
Unknown
No requires_python specified or unparseable
License categories
License
Apache-2.0
• Permissive
MIT, Apache, BSD, ISC, Unlicense, CC0, etc.
Copyleft
GPL, LGPL, AGPL, MPL, EPL, etc.
Proprietary
Commercial, all rights reserved, custom EULAs
Unknown
No license specified, or none of the above match
How the release cadence was determined
Last release
88 days ago
Total releases
180
Releases/year
16.7
• Rapid
Last release within 365 days and > 12 releases/year
Regular
Last release within 365 days
Slow
Last release 366-730 days ago
Stalled
Last release > 730 days ago, or no releases
Unknown
No usable release date available
How contributor risk was determined
Contributors
210
Monthly downloads
1,931,325
High Load
≤ 2 contributors and ≥ 50,000 monthly downloads
Moderate Load
< 10 contributors and ≥ 500,000 monthly downloads
Low Load
< 25 contributors and ≥ 5,000,000 monthly downloads, or sole maintainer with ≥ 10,000 monthly downloads
• Balanced
Enough contributors for the package's popularity
Unknown
No contributor data available
Engagement
85
 
Issue Burden
61.8
per 1k stars
Discussions
40.5
per 1k stars
Fork Ratio
29.3%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 33.7K
macOS 176
Windows 167

Python Versions

3.12
59.1% 19.7K
3.10
18.2% 6.1K
3.11
14.0% 4.7K
3.13
5.3% 1.8K
3.14
3.5% 1.2K

Top Countries

1. US US
24.9K
2. DE DE
6.7K
3. SG SG
940
4. NL NL
421
5. IE IE
419
6. BE BE
139
7. FR FR
100
8. AU AU
81
9. GB GB
79
10. IT IT
79

Dependencies

7
149 optional dependencies

Used By

118
View all 118 dependents

Package Information

License
Apache-2.0
First Release
July 20, 2015
Last Release
2 months ago
Last Commit
1 month ago
Latest Version
12.0.0
Total Releases
180
Contributors
210
Open PRs
89
Archived
No
Python Versions
3
Wheels
py3
Keywords
bigquery clickhouse database datafusion duckdb expressions impala mssql mysql pandas polars postgresql pyarrow pyspark singlestoredb snowflake sql sqlite trino
Topics
python impala pandas database clickhouse postgresql sqlite mysql datafusion sql pyspark duckdb bigquery pyarrow mssql polars snowflake trino
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links