PyRank
sdv-dev

sdmetrics

Metrics to evaluate quality and efficacy of synthetic datasets.
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Verified repo
Monthly downloads
78.3K
Weekly downloads
19.3K
GitHub stars *
264

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

Package Information

Latest Version
0.32.0
Requires Python
<3.15,>=3.9
Licence
MIT
Last Release
3 weeks ago
First Release
March 20, 2020
Total Releases
138
Python Versions
3 3.9 3.10 3.11 3.12 3.13 3.14
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
90
Popularity
51
Adoption
68
Community
60
Provenance
100
How the maintenance status was determined
Last commit
16 days ago
Monthly downloads
78,284
• 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
78,284
Stars
264
Stars per 1k downloads
3.37
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
2,758
Month daily avg
2,609
Momentum
+5.7%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
More insights and metrics
Python version support tiers
requires_python
<3.15,>=3.9
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
MIT
• 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
20 days ago
Total releases
138
Releases/year
21.0
• 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
16
Monthly downloads
78,284
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
65
 
Issue Burden
242.4
per 1k stars
Discussions
3.8
per 1k stars
Fork Ratio
28.6%
contrib / forks
Stale Release
No
 
PR Velocity
Active
 
Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 1.0K
Windows 36
macOS 30

Python Versions

3.12
30.4% 240
3.11
24.2% 191
3.13
16.6% 131
3.14
16.6% 131
3.10
12.2% 96

Top Countries

1. US US
735
2. DE DE
83
3. IE IE
81
4. SG SG
61
5. NL NL
47
6. IN IN
28
7. HK HK
18
8. CN CN
11
9. CH CH
7
10. TW TW
7

Weekly Downloads

GitHub Stars *

Dependencies

7
  • copulas >=0.12.1
    python_version < "3.14"
  • numpy >=1.22.2
    python_version < "3.10"
  • pandas <3.0.0,>=1.4.0
    python_version < "3.11"
  • plotly >=5.19.0
  • scikit-learn >=1.0.2
    python_version < "3.10"
  • scipy >=1.7.3
    python_version < "3.10"
  • tqdm >=4.29
22 optional dependencies
  • build<2,>=1.0.0[dev]
    extra == "dev"
  • bump-my-version>=0.18.3[dev]
    extra == "dev"
  • coverage<8,>=4.5.12[dev]
    extra == "dev"
  • invoke[test]
    extra == "test"
  • jupyter<2,>=1.0.0[test]
    extra == "test"
  • packaging<25,>=20[dev]
    extra == "dev"
  • pip>=9.0.1[dev]
    extra == "dev"
  • pomegranate<2.0,>=1.1.2[pomegranate]
    extra == "pomegranate"
  • pytest>=6.2.5[test]
    extra == "test"
  • pytest-cov>=2.6.0[test]
    extra == "test"
  • pytest-rerunfailures<17,>=10.3[test]
    extra == "test"
  • pytest-runner>=2.11.1[test]
    extra == "test"
  • ruff<1,>=0.3.2[dev]
    extra == "dev"
  • rundoc<0.5,>=0.4.3[readme]
    extra == "readme"
  • sdmetrics[dev]
    extra == "dev"
  • sdmetrics[test]
    extra == "test"
  • tomli<3,>=2.0.0[test]
    extra == "test"
  • torch>=1.8.0[torch]
    python_version < "3.10" and extra == "torch"
  • twine>=1.10.0[dev]
    extra == "dev"
  • watchdog<5,>=1.0.1[dev]
    extra == "dev"
  • wheel>=0.30.0[dev]
    extra == "dev"
  • xgboost>=2.1.3[xgboost]
    python_version < "3.10" and extra == "xgboost"

Used By

16
View all 16 dependents

Repository details

Forks
56
Issues
64
Last Commit
2 weeks ago
Contributors
16
Open PRs
14
Archived
No

Data and sources

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