PyRank
allegro

bigflow

A Python framework for data processing on GCP.
PyPI GitHub
More links
Download Stats
Monthly downloads
27.6K
Weekly downloads
5.9K
GitHub stars
120

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

Package Information

Latest Version
1.11.3
Requires Python
Not specified
Licence
Unknown
Last Release
1 year ago
Author
Pogranicze
First Release
August 11, 2020
Total Releases
195
Python Versions
3.8 3.9 3.10
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
40
Popularity
42
Adoption
54
Community
55
Provenance
0
How the maintenance status was determined
Last commit
555 days ago
Monthly downloads
27,593
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
27,593
Stars
120
Stars per 1k downloads
4.35
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
844
Month daily avg
920
Momentum
-8.3%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
Not specified
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
Package does not declare a minimum Python version.
License categories
License
Not specified
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
Package does not declare a license.
How the release cadence was determined
Last release
555 days ago
Total releases
195
Releases/year
31.5
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
22
Monthly downloads
27,593
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
64
 
Issue Burden
350.0
per 1k stars
Discussions
25.0
per 1k stars
Fork Ratio
95.7%
contrib / forks
Stale Release
No
 
PR Velocity
Quiet
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 558

Python Versions

3.9
100.0% 558

Top Countries

1. BE BE
558
2. US US
25
3. CN CN
2
4. CA CA
1
5. DE DE
1
6. HK HK
1

Weekly Downloads

GitHub Stars

Dependencies

16
41 optional dependencies
  • apache-beam==2.60[dataflow]
    extra == "dataflow"
  • backports-cached-property==1.0.1[base-frozen]
    python_version <= "3.8" and extra == "base-frozen"
  • cachetools==5.0.0[base-frozen]
    extra == "base-frozen"
  • certifi==2021.10.8[base-frozen]
    extra == "base-frozen"
  • charset-normalizer==2.0.12[base-frozen]
    extra == "base-frozen"
  • click==8.0.4[base-frozen]
    extra == "base-frozen"
  • db-dtypes>=1.0.5[bigquery]
    extra == "bigquery"
  • deprecated==1.2.13[base-frozen]
    extra == "base-frozen"
  • google-api-core==2.7.1[base-frozen]
    extra == "base-frozen"
  • google-auth==2.6.2[base-frozen]
    extra == "base-frozen"
  • google-cloud-bigquery<4,>=1.6[bigquery]
    extra == "bigquery"
  • google-cloud-core==2.3.2[base-frozen]
    extra == "base-frozen"
  • google-cloud-storage==2.9.0[base-frozen]
    extra == "base-frozen"
  • google-crc32c==1.3.0[base-frozen]
    extra == "base-frozen"
  • google-resumable-media==2.3.2[base-frozen]
    extra == "base-frozen"
  • googleapis-common-protos==1.56.0[base-frozen]
    extra == "base-frozen"
  • grpcio==1.50.0[base-frozen]
    extra == "base-frozen"
  • grpcio-status==1.48.2[base-frozen]
    extra == "base-frozen"
  • idna==3.3[base-frozen]
    extra == "base-frozen"
  • jinja2==3.1.2[base-frozen]
    extra == "base-frozen"
  • lazy-object-proxy==1.7.1[base-frozen]
    extra == "base-frozen"
  • lxml==4.8.0[base-frozen]
    extra == "base-frozen"
  • markupsafe==2.1.1[base-frozen]
    extra == "base-frozen"
  • pandas<2,>=0.25[bigquery]
    extra == "bigquery"
  • pep517==0.12.0[base-frozen]
    extra == "base-frozen"
  • pip-tools==6.5.1[base-frozen]
    extra == "base-frozen"
  • protobuf==3.19.4[base-frozen]
    extra == "base-frozen"
  • pyasn1==0.4.8[base-frozen]
    extra == "base-frozen"
  • pyasn1-modules==0.2.8[base-frozen]
    extra == "base-frozen"
  • requests==2.27.1[base-frozen]
    extra == "base-frozen"
  • rsa==4.8[base-frozen]
    extra == "base-frozen"
  • six==1.16.0[base-frozen]
    extra == "base-frozen"
  • six<2,>=1.14[bigquery]
    extra == "bigquery"
  • tblib==1.7.0[base-frozen]
    extra == "base-frozen"
  • toml==0.10.2[base-frozen]
    extra == "base-frozen"
  • tomli==2.0.1[base-frozen]
    extra == "base-frozen"
  • typing-extensions==3.10.0.2[base-frozen]
    extra == "base-frozen"
  • unittest-xml-reporting==3.2.0[base-frozen]
    extra == "base-frozen"
  • urllib3==1.26.9[base-frozen]
    extra == "base-frozen"
  • wheel==0.37.1[base-frozen]
    extra == "base-frozen"
  • wrapt==1.14.0[base-frozen]
    extra == "base-frozen"

Used By

0
Not used by any tracked packages

Repository details

Forks
23
Issues
42
Last Commit
1 year ago
Contributors
22
Open PRs
5
Archived
No

Data and sources

Tracking Since
September 26, 2026
Data Updated
October 11, 2026
Data Freshness
Fresh
Sources and methodology