Package Insights
Package Risks
- No releases in 367 days despite active commits
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
60
Popularity
86
Adoption
56
Community
80
How the maintenance status was determined
Last commit
2 days ago
Monthly downloads
409,869
•
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
409,869
Stars
11,457
Stars per 1k downloads
27.95
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
10,033
Month daily avg
13,662
Momentum
-26.6%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
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
369 days ago
Total releases
1
Releases/year
1.0
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
439
Monthly downloads
409,869
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
90
Issue Burden
2.6
per 1k stars
Discussions
14.6
per 1k stars
Fork Ratio
25.2%
contrib / forks
Stale Release
367d
PR Velocity
Quiet
Weekly Downloads
GitHub Stars
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.
Downloads by OS
Linux
3.0K
macOS
6
Windows
1
Python Versions
3.10
43.7%
1.3K
3.11
35.4%
1.0K
3.12
20.7%
614
3.9
0.2%
6
Top Countries
1.
US
1.6K
US
2.
CH
502
CH
3.
IE
358
IE
4.
JP
282
JP
5.
DE
76
DE
6.
BE
50
BE
7.
RU
27
RU
8.
SG
17
SG
9.
IN
11
IN
10.
KR
11
KR
Dependencies
29
- altair <4.2.1,>=4.0.0
- click >=7.1.2
- colorama >=0.4.3
- cryptography >=3.2
- importlib-metadata >=1.7.0
- ipython >=7.16.3
- ipywidgets >=7.5.1
- jinja2 >=2.10
- jsonpatch >=1.22
- jsonschema >=2.5.1
- makefun <2,>=1.7.0
- marshmallow <4.0.0,>=3.7.1
- mistune >=0.8.4
- nbformat >=5.0
- notebook >=6.4.10
- numpy >=1.18.5
- packaging
- pandas >=1.1.0
- pydantic >=1.9.2
- pyparsing >=2.4
- python-dateutil >=2.8.1
- pytz >=2021.3
- requests >=2.20
- ruamel-yaml <0.17.18,>=0.16
- scipy >=0.19.0
- tqdm >=4.59.0
- typing-extensions >=3.10.0.0
- tzlocal >=1.2
- urllib3 <1.27,>=1.25.4
134 optional dependencies
- azure-identity[dev]
- azure-identity[azure]
- azure-identity[azure-secrets]
- azure-keyvault-secrets[azure]
- azure-keyvault-secrets[azure-secrets]
- azure-keyvault-secrets[dev]
- azure-storage-blob[azure]
- azure-storage-blob[azure-secrets]
- azure-storage-blob[dev]
- black[dev]
- black[test]
- boto3[test]
- boto3[aws-secrets]
- boto3[dev]
- boto3[s3]
- docstring-parser[dev]
- docstring-parser[test]
- feather-format[dev]
- feather-format[arrow]
- flask[dev]
- flask[test]
- freezegun[test]
- freezegun[dev]
- gcsfs[bigquery]
- gcsfs[dev]
- gcsfs[gcp]
- google-cloud-bigquery[dev]
- google-cloud-bigquery[gcp]
- google-cloud-bigquery[bigquery]
- google-cloud-secret-manager[dev]
- google-cloud-secret-manager[bigquery]
- google-cloud-secret-manager[gcp]
- google-cloud-storage[dev]
- google-cloud-storage[bigquery]
- google-cloud-storage[gcp]
- invoke[dev]
- invoke[test]
- ipykernel[dev]
- ipykernel[test]
- mock-alchemy[test]
- mock-alchemy[dev]
- moto[test]
- moto[dev]
- mypy[test]
- mypy[dev]
- nbconvert[test]
- nbconvert[dev]
- openpyxl[dev]
- openpyxl[excel]
- pre-commit[test]
- pre-commit[dev]
- psycopg2-binary[redshift]
- psycopg2-binary[postgresql]
- psycopg2-binary[dev]
- pyarrow[dremio]
- pyarrow[dev]
- pyarrow[arrow]
- pyathena[dev]
- pyathena[athena]
- pyfakefs[test]
- pyfakefs[dev]
- pyhive[hive]
- pyhive[dev]
- pymysql[dev]
- pymysql[mysql]
- pyodbc[dev]
- pyodbc[mssql]
- pyodbc[dremio]
- pypd[pagerduty]
- pypd[dev]
- pyspark[spark]
- pyspark[dev]
- pytest[dev]
- pytest[test]
- pytest-benchmark[test]
- pytest-benchmark[dev]
- pytest-cov[dev]
- pytest-cov[test]
- pytest-icdiff[dev]
- pytest-icdiff[test]
- pytest-mock[dev]
- pytest-mock[test]
- pytest-order[dev]
- pytest-order[test]
- pytest-random-order[dev]
- pytest-random-order[test]
- pytest-timeout[dev]
- pytest-timeout[test]
- requirements-parser[dev]
- requirements-parser[test]
- ruff[dev]
- ruff[test]
- s3fs[test]
- s3fs[dev]
- snapshottest[test]
- snapshottest[dev]
- snowflake-connector-python[dev]
- snowflake-connector-python[snowflake]
- snowflake-sqlalchemy[dev]
- snowflake-sqlalchemy[snowflake]
- sqlalchemy[sqlalchemy]
- sqlalchemy[athena]
- sqlalchemy[bigquery]
- sqlalchemy[dev]
- sqlalchemy[dremio]
- sqlalchemy[gcp]
- sqlalchemy[mssql]
- sqlalchemy[mysql]
- sqlalchemy[postgresql]
- sqlalchemy[redshift]
- sqlalchemy[snowflake]
- sqlalchemy[teradata]
- sqlalchemy[test]
- sqlalchemy[trino]
- sqlalchemy[vertica]
- sqlalchemy-bigquery[dev]
- sqlalchemy-bigquery[gcp]
- sqlalchemy-bigquery[bigquery]
- sqlalchemy-dremio[dremio]
- sqlalchemy-dremio[dev]
- sqlalchemy-redshift[dev]
- sqlalchemy-redshift[redshift]
- sqlalchemy-vertica-python[dev]
- sqlalchemy-vertica-python[vertica]
- teradatasqlalchemy[teradata]
- teradatasqlalchemy[dev]
- thrift[hive]
- thrift[dev]
- thrift-sasl[dev]
- thrift-sasl[hive]
- trino[trino]
- trino[dev]
- xlrd[dev]
- xlrd[excel]
Used By
0
Not used by any tracked packages
Package Information
License
Apache-2.0
First Release
May 2, 2025
Last Release
1 year ago
Last Commit
2 days ago
Latest Version
0.15.50.1
Total Releases
1
Contributors
439
Open PRs
15
Archived
No
Author
The Great Expectations Team
Python Versions
3
3.7
3.8
3.9
3.10
Wheels
py3
Topics
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh