PyRank
ibis-project

ibis-framework

the portable Python dataframe library
PyPI GitHub
More links
Download Stats Issues
Verified repo
Monthly downloads
3.3M
Weekly downloads
776.0K
GitHub stars *
6.7K

Downloads in the 30 and 7 days to October 10, 2026. Refreshed weekly.

Package Information

Latest Version
12.0.0
Requires Python
>=3.10
Licence
Apache-2.0
Last Release
8 months ago
First Release
July 20, 2015
Total Releases
180
Python Versions
3
No reported malware or high/critical advisories · Details

The current version has no OSV.dev malware reports and no critical or high-severity vulnerabilities.

Package Insights

What's this?
Score breakdown - each component scores 0-100, weighted by percentage
Maintenance
100
Popularity
82
Adoption
70
Community
80
Provenance
100
How the maintenance status was determined
Last commit
3 days ago
Monthly downloads
3,331,416
• 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
3,331,416
Stars
6,675
Stars per 1k downloads
2.00
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
110,860
Month daily avg
111,047
Momentum
-0.2%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
>=3.10
Cutting Edge
Minimum supported version is 3.14 or newer
Modern
Minimum supported version is 3.11 to 3.13
• Legacy
Supports 3.10 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
251 days ago
Total releases
180
Releases/year
16.0
• 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
222
Monthly downloads
3,331,416
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
86
 
Issue Burden
61.7
per 1k stars
Discussions
39.7
per 1k stars
Fork Ratio
28.5%
contrib / forks
Stale Release
248d
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 51.2K
macOS 233
Windows 216

Python Versions

3.12
65.2% 33.1K
3.13
16.4% 8.3K
3.11
8.8% 4.5K
3.10
5.9% 3.0K
3.14
3.7% 1.9K

Top Countries

1. US US
41.8K
2. DE DE
7.0K
3. NL NL
1.0K
4. GB GB
423
5. FI FI
392
6. IE IE
357
7. SG SG
255
8. BE BE
245
9. FR FR
183
10. IT IT
136

Weekly Downloads

GitHub Stars *

Dependencies

7
149 optional dependencies
  • black>=22.1.0[decompiler]
    extra == "decompiler"
  • clickhouse-connect>=0.5.23[clickhouse]
    extra == "clickhouse"
  • databricks-sql-connector>=4[databricks]
    extra == "databricks"
  • datafusion>=0.6[datafusion]
    extra == "datafusion"
  • db-dtypes>=0.3[bigquery]
    extra == "bigquery"
  • deltalake>=0.9.0[deltalake]
    extra == "deltalake"
  • duckdb!=1.3.0,>=0.10.3[duckdb]
    extra == "duckdb"
  • fsspec[athena]
    extra == "athena"
  • geoarrow-types>=0.2[geospatial]
    extra == "geospatial"
  • geopandas>=0.6[geospatial]
    extra == "geospatial"
  • google-cloud-bigquery>=3[bigquery]
    extra == "bigquery"
  • google-cloud-bigquery-storage>=2[bigquery]
    extra == "bigquery"
  • graphviz>=0.16[visualization]
    extra == "visualization"
  • impyla>=0.17[impala]
    extra == "impala"
  • mysqlclient>=2.2.4[mysql]
    extra == "mysql"
  • numpy<3,>=1.23.2[duckdb]
    extra == "duckdb"
  • numpy<3,>=1.23.2[exasol]
    extra == "exasol"
  • numpy<3,>=1.23.2[flink]
    extra == "flink"
  • numpy<3,>=1.23.2[impala]
    extra == "impala"
  • numpy<3,>=1.23.2[materialize]
    extra == "materialize"
  • numpy<3,>=1.23.2[mssql]
    extra == "mssql"
  • numpy<3,>=1.23.2[mysql]
    extra == "mysql"
  • numpy<3,>=1.23.2[oracle]
    extra == "oracle"
  • numpy<3,>=1.23.2[polars]
    extra == "polars"
  • numpy<3,>=1.23.2[druid]
    extra == "druid"
  • numpy<3,>=1.23.2[pyspark]
    extra == "pyspark"
  • numpy<3,>=1.23.2[risingwave]
    extra == "risingwave"
  • numpy<3,>=1.23.2[singlestoredb]
    extra == "singlestoredb"
  • numpy<3,>=1.23.2[snowflake]
    extra == "snowflake"
  • numpy<3,>=1.23.2[sqlite]
    extra == "sqlite"
  • numpy<3,>=1.23.2[trino]
    extra == "trino"
  • numpy<3,>=1.23.2[athena]
    extra == "athena"
  • numpy<3,>=1.23.2[postgres]
    extra == "postgres"
  • numpy<3,>=1.23.2[datafusion]
    extra == "datafusion"
  • numpy<3,>=1.23.2[databricks]
    extra == "databricks"
  • numpy<3,>=1.23.2[clickhouse]
    extra == "clickhouse"
  • numpy<3,>=1.23.2[bigquery]
    extra == "bigquery"
  • oracledb>=1.3.1[oracle]
    extra == "oracle"
  • packaging>=21.3[datafusion]
    extra == "datafusion"
  • packaging>=21.3[duckdb]
    extra == "duckdb"
  • packaging>=21.3[pyspark]
    extra == "pyspark"
  • packaging>=21.3[sqlite]
    extra == "sqlite"
  • pandas<4,>=1.5.3[athena]
    extra == "athena"
  • pandas<4,>=1.5.3[exasol]
    extra == "exasol"
  • pandas<4,>=1.5.3[flink]
    extra == "flink"
  • pandas<4,>=1.5.3[impala]
    extra == "impala"
  • pandas<4,>=1.5.3[materialize]
    extra == "materialize"
  • pandas<4,>=1.5.3[mssql]
    extra == "mssql"
  • pandas<4,>=1.5.3[mysql]
    extra == "mysql"
  • pandas<4,>=1.5.3[oracle]
    extra == "oracle"
  • pandas<4,>=1.5.3[polars]
    extra == "polars"
  • pandas<4,>=1.5.3[postgres]
    extra == "postgres"
  • pandas<4,>=1.5.3[pyspark]
    extra == "pyspark"
  • pandas<4,>=1.5.3[risingwave]
    extra == "risingwave"
  • pandas<4,>=1.5.3[singlestoredb]
    extra == "singlestoredb"
  • pandas<4,>=1.5.3[snowflake]
    extra == "snowflake"
  • pandas<4,>=1.5.3[sqlite]
    extra == "sqlite"
  • pandas<4,>=1.5.3[trino]
    extra == "trino"
  • pandas<4,>=1.5.3[druid]
    extra == "druid"
  • pandas<4,>=1.5.3[datafusion]
    extra == "datafusion"
  • pandas<4,>=1.5.3[databricks]
    extra == "databricks"
  • pandas<4,>=1.5.3[clickhouse]
    extra == "clickhouse"
  • pandas<4,>=1.5.3[bigquery]
    extra == "bigquery"
  • pandas<4,>=1.5.3[duckdb]
    extra == "duckdb"
  • pandas-gbq>=0.26.1[bigquery]
    extra == "bigquery"
  • parsimonious>=0.11.0[singlestoredb]
    extra == "singlestoredb"
  • pins>=0.8.3[examples]
    extra == "examples"
  • polars>=1[polars]
    extra == "polars"
  • psycopg>=3.2.0[materialize]
    extra == "materialize"
  • psycopg>=3.2.0[postgres]
    extra == "postgres"
  • psycopg2>=2.8.4[risingwave]
    extra == "risingwave"
  • pyarrow>=10.0.1[druid]
    extra == "druid"
  • pyarrow>=10.0.1[athena]
    extra == "athena"
  • pyarrow>=10.0.1[bigquery]
    extra == "bigquery"
  • pyarrow>=10.0.1[clickhouse]
    extra == "clickhouse"
  • pyarrow>=10.0.1[databricks]
    extra == "databricks"
  • pyarrow>=10.0.1[datafusion]
    extra == "datafusion"
  • pyarrow>=10.0.1[duckdb]
    extra == "duckdb"
  • pyarrow>=10.0.1[exasol]
    extra == "exasol"
  • pyarrow>=10.0.1[flink]
    extra == "flink"
  • pyarrow>=10.0.1[impala]
    extra == "impala"
  • pyarrow>=10.0.1[materialize]
    extra == "materialize"
  • pyarrow>=10.0.1[mssql]
    extra == "mssql"
  • pyarrow>=10.0.1[mysql]
    extra == "mysql"
  • pyarrow>=10.0.1[oracle]
    extra == "oracle"
  • pyarrow>=10.0.1[polars]
    extra == "polars"
  • pyarrow>=10.0.1[postgres]
    extra == "postgres"
  • pyarrow>=10.0.1[pyspark]
    extra == "pyspark"
  • pyarrow>=10.0.1[risingwave]
    extra == "risingwave"
  • pyarrow>=10.0.1[singlestoredb]
    extra == "singlestoredb"
  • pyarrow>=10.0.1[snowflake]
    extra == "snowflake"
  • pyarrow>=10.0.1[sqlite]
    extra == "sqlite"
  • pyarrow>=10.0.1[trino]
    extra == "trino"
  • pyarrow-hotfix>=0.4[materialize]
    extra == "materialize"
  • pyarrow-hotfix>=0.4[mssql]
    extra == "mssql"
  • pyarrow-hotfix>=0.4[mysql]
    extra == "mysql"
  • pyarrow-hotfix>=0.4[oracle]
    extra == "oracle"
  • pyarrow-hotfix>=0.4[polars]
    extra == "polars"
  • pyarrow-hotfix>=0.4[postgres]
    extra == "postgres"
  • pyarrow-hotfix>=0.4[pyspark]
    extra == "pyspark"
  • pyarrow-hotfix>=0.4[risingwave]
    extra == "risingwave"
  • pyarrow-hotfix>=0.4[singlestoredb]
    extra == "singlestoredb"
  • pyarrow-hotfix>=0.4[snowflake]
    extra == "snowflake"
  • pyarrow-hotfix>=0.4[sqlite]
    extra == "sqlite"
  • pyarrow-hotfix>=0.4[druid]
    extra == "druid"
  • pyarrow-hotfix>=0.4[trino]
    extra == "trino"
  • pyarrow-hotfix>=0.4[bigquery]
    extra == "bigquery"
  • pyarrow-hotfix>=0.4[clickhouse]
    extra == "clickhouse"
  • pyarrow-hotfix>=0.4[databricks]
    extra == "databricks"
  • pyarrow-hotfix>=0.4[datafusion]
    extra == "datafusion"
  • pyarrow-hotfix>=0.4[duckdb]
    extra == "duckdb"
  • pyarrow-hotfix>=0.4[exasol]
    extra == "exasol"
  • pyarrow-hotfix>=0.4[flink]
    extra == "flink"
  • pyarrow-hotfix>=0.4[impala]
    extra == "impala"
  • pyarrow-hotfix>=0.4[athena]
    extra == "athena"
  • pyathena>=3.11.0[athena]
    extra == "athena"
  • pydata-google-auth>=1.4.0[bigquery]
    extra == "bigquery"
  • pydruid>=0.6.7[druid]
    extra == "druid"
  • pyexasol>=0.25.2[exasol]
    extra == "exasol"
  • pyodbc>=4.0.39[mssql]
    extra == "mssql"
  • pyproj>=3.3.0[geospatial]
    extra == "geospatial"
  • pyspark<4.1,>=3.5[pyspark]
    extra == "pyspark"
  • regex>=2021.7.6[sqlite]
    extra == "sqlite"
  • rich>=12.4.4[postgres]
    extra == "postgres"
  • rich>=12.4.4[athena]
    extra == "athena"
  • rich>=12.4.4[bigquery]
    extra == "bigquery"
  • rich>=12.4.4[clickhouse]
    extra == "clickhouse"
  • rich>=12.4.4[databricks]
    extra == "databricks"
  • rich>=12.4.4[datafusion]
    extra == "datafusion"
  • rich>=12.4.4[druid]
    extra == "druid"
  • rich>=12.4.4[duckdb]
    extra == "duckdb"
  • rich>=12.4.4[exasol]
    extra == "exasol"
  • rich>=12.4.4[flink]
    extra == "flink"
  • rich>=12.4.4[impala]
    extra == "impala"
  • rich>=12.4.4[materialize]
    extra == "materialize"
  • rich>=12.4.4[mssql]
    extra == "mssql"
  • rich>=12.4.4[mysql]
    extra == "mysql"
  • rich>=12.4.4[oracle]
    extra == "oracle"
  • rich>=12.4.4[polars]
    extra == "polars"
  • rich>=12.4.4[pyspark]
    extra == "pyspark"
  • rich>=12.4.4[risingwave]
    extra == "risingwave"
  • rich>=12.4.4[singlestoredb]
    extra == "singlestoredb"
  • rich>=12.4.4[snowflake]
    extra == "snowflake"
  • rich>=12.4.4[sqlite]
    extra == "sqlite"
  • rich>=12.4.4[trino]
    extra == "trino"
  • shapely>=2[geospatial]
    extra == "geospatial"
  • singlestoredb>=1.0[singlestoredb]
    extra == "singlestoredb"
  • snowflake-connector-python!=3.3.0b1,>=3.0.2[snowflake]
    extra == "snowflake"
  • trino>=0.321[trino]
    extra == "trino"

Used By

144
View all 144 dependents

Repository details

Forks
778
Issues
412
Last Commit
4 days ago
Contributors
222
Open PRs
133
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Keywords
bigquery clickhouse database datafusion duckdb expressions impala mssql mysql pandas polars postgresql pyarrow pyspark singlestoredb snowflake sql sqlite trino
Sources and methodology