PyPI Stats
Open-DataFlow

open-dataflow

Modern Data Centric AI system for Large Language Models
PyPI GitHub

Shared Repository

This package shares its GitHub repository (Open-DataFlow/DataFlow) with 1 other package. Stars, forks, and other GitHub metrics reflect the entire repository.
Downloads
Day
84
Week
361
Month
2.6K
Stars
3.4K
Forks
315
Issues
8
Version
1.0.10

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
80
Popularity
74
Adoption
34
Community
40
How the maintenance status was determined
Last commit
21 days ago
Monthly downloads
2,592
• 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
2,592
Stars
3,400
Stars per 1k downloads
1311.73
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
52
Month daily avg
86
Momentum
—
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Momentum not reported for packages with < 5,000 monthly downloads — percentages are noisy at low volume.
Python version support tiers
requires_python
<4,>=3.7
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
41 days ago
Total releases
14
Releases/year
15.5
• 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
51
Monthly downloads
2,592
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
44
 
Issue Burden
2.4
per 1k stars
Discussions
0.6
per 1k stars
Fork Ratio
16.2%
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

Windows 24

Python Versions

3.12
58.3% 14
3.14
25.0% 6
3.11
8.3% 2
3.13
8.3% 2

Top Countries

1. US US
9
2. HK HK
6
3. CN CN
4
4. IN IN
4
5. CA CA
1
6. JP JP
1

Package Information

License
Apache-2.0
First Release
June 11, 2025
Last Release
1 month ago
Last Commit
3 weeks ago
Latest Version
1.0.10
Total Releases
14
Contributors
51
Open PRs
0
Archived
No
Python Versions
3 3.10 3.11 3.12
Wheels
py3
Keywords
AI artificial intelligence
Topics
data data-cleaning data-pipelines data-processing data-science data-synthesis llms operators data-agent sglang-bankend vllm-backend gradio-interface quick-data-processing
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links