PyPI Stats
ironmussa

optimuspyspark

:truck: Agile Data Preparation Workflows made easy with Pandas, Dask, cuDF, Dask-cuDF, Vaex and PySpark
PyPI GitHub
Downloads
Day
160
Week
731
Month
5.7K
Stars
1.5K
Forks
232
Issues
10
Version
2.2.32

Package Insights

What's this?
Score breakdown - each component scores 0–100, weighted by percentage
Maintenance
40
Popularity
68
Adoption
37
Community
60
How the maintenance status was determined
Last commit
1083 days ago
Monthly downloads
5,708
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
5,708
Stars
1,534
Stars per 1k downloads
268.75
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
104
Month daily avg
190
Momentum
-45.1%
((week_daily_avg - month_daily_avg) / month_daily_avg) * 100
Python 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
• 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
2117 days ago
Total releases
83
Releases/year
9.4
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
21
Monthly downloads
5,708
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
66
 
Issue Burden
6.5
per 1k stars
Discussions
3.3
per 1k stars
Fork Ratio
9.1%
contrib / forks
Stale Release
1034d
 
PR Velocity
Active
 

Weekly Downloads

GitHub Stars

Not all downloads include detailed metadata. Breakdowns reflect the subset that does.

Downloads by OS

Linux 30

Python Versions

3.10
93.3% 28
2.7
3.3% 1
3.7
3.3% 1

Top Countries

1. US US
31
2. CA CA
1

Dependencies

37
49 optional dependencies

Used By

0
Not used by any tracked packages

Package Information

License
APACHE
First Release
July 18, 2017
Last Release
5 years ago
Last Commit
2 years ago
Latest Version
2.2.32
Total Releases
83
Contributors
21
Open PRs
20
Archived
No
Author
Favio Vazquez and Argenis Leon
Python Versions
3.5 3.6
Wheels
py3
Keywords
datacleaner apachespark spark pyspark data-wrangling data-cleansing data-profiling
Topics
spark pyspark data-wrangling bigdata big-data-cleaning data-science data-cleansing data-cleaner data-transformation machine-learning data-profiling data-extraction data-exploration data-analysis data-preparation cudf dask dask-cudf data-cleaning
Tracking Since
January 6, 2026
Data Updated
May 3, 2026
Data Freshness
Fresh

Links