singler

Python bindings to the singleR algorithm to annotate cell types from known references.

singler has been downloaded 87,926 times in total on PyPI, including 1,793 in the last 30 days. The latest version is 0.5.0, released Jan 5, 2026. It is distributed under the MIT license.

Version0.5.0
Downloads
87.93k
LicenseMIT
AuthorAaron Lun
UpdatedJan 5, 2026

Downloads

Weekly, last 90d.
Includes CI traffic.

VersionsTotal0.*
Range
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Granularity
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CI traffic
Stack: OffCI: Included2 / 12 series
Selected total13.39k
87.9kAll-time
1.8kLast 30 days
10Last 24 h
<0.01/sPer second

Version distribution

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

  • 01

    0.5.0

    3.3k downloads
    49.3%
  • 02

    0.4.2

    809 downloads
    12.1%
  • 03

    0.4.1

    650 downloads
    9.7%
  • 04

    0.4.0

    548 downloads
    8.2%
  • 05

    0.3.0

    271 downloads
    4.1%
  • 06

    0.1.1

    262 downloads
    3.9%
  • 07

    0.1.0

    212 downloads
    3.2%
  • 08

    0.0.2

    211 downloads
    3.2%
  • 09

    Other

    425 downloads
    6.4%

Guess the next day

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

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