empulse

Cost-sensitive and value-driven machine learning in Python: metrics, classifiers and thresholds for scikit-learn

empulse has been downloaded 61,724 times in total on PyPI, including 8,297 in the last 30 days. The latest version is 0.13.0, released Oct 7, 2026.

Version0.13.0
Downloads
61.72k
License—
AuthorShimanto Rahman
UpdatedOct 7, 2026

Downloads

Weekly, last 90d.
Includes CI traffic.

VersionsTotal0.*
Range
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Granularity
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CI traffic
Stack: OffCI: Included2 / 29 series
Selected total25.45k
61.7kAll-time
8.3kLast 30 days
249Last 24 h
<0.01/sPer second

Version distribution

Share of downloads by released version. Computed over the last quarter.

  • 01

    0.12.0

    3.0k downloads
    23.6%
  • 02

    0.11.1

    3.0k downloads
    23.5%
  • 03

    0.13.0

    2.6k downloads
    20.5%
  • 04

    0.11.0

    1.1k downloads
    9.0%
  • 05

    0.10.4

    1.1k downloads
    8.5%
  • 06

    0.9.0

    108 downloads
    0.8%
  • 07

    0.4.0

    96 downloads
    0.8%
  • 08

    0.8.0

    94 downloads
    0.7%
  • 09

    Other

    1.6k downloads
    12.6%

Guess the next day

Thirteen recent days of empulse downloads. Drag the green handle on the right to guess where day fourteen lands.

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    empulse · 61.7k downloads on PyPI