https://github.com/cellprofiler/cellprofiler-analyst

Open-source software for exploring and analyzing large, high-dimensional image-derived data.

https://github.com/cellprofiler/cellprofiler-analyst

Science Score: 49.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 3 DOI reference(s) in README
  • Academic publication links
  • Committers with academic emails
    17 of 43 committers (39.5%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (14.7%) to scientific vocabulary

Keywords

cellprofiler cellprofiler-analyst image-analysis machine-learning

Keywords from Contributors

posit unum cytomining
Last synced: 5 months ago · JSON representation

Repository

Open-source software for exploring and analyzing large, high-dimensional image-derived data.

Basic Info
Statistics
  • Stars: 158
  • Watchers: 20
  • Forks: 75
  • Open Issues: 71
  • Releases: 7
Topics
cellprofiler cellprofiler-analyst image-analysis machine-learning
Created over 14 years ago · Last pushed 7 months ago
Metadata Files
Readme License

README.md




| Version | Documentation | Forum | |---------------|----------------|-----------------| | Build Status | Build Status | Build Status |

CellProfiler Analyst allows interactive exploration and analysis of data, particularly from high-throughput, image-based experiments. Included is a supervised machine learning system which can be trained to recognize complex and subtle phenotypes, for automatic scoring of millions of cells.



Learn more about CellProfiler Analyst

This is the developer site for CellProfiler Analyst. The regular home page for CellProfiler Analyst is here: https://cellprofileranalyst.org/

Installation

Download CellProfiler Analyst

When running from source, CellProfiler Analyst requires JDK 1.8 to be installed (not just JRE). Check the Java path.

Please note that this is the development branch of CPA and it will be updated on regular basis.

Find all releases here.

For a head start, download example dataset here: Example Dataset for CPA (zipped)

Developer build

Building CPA on your machine requires CellProfiler dependencies. Check the wiki for more detailed installation instructions.

  • Pandas
  • Seaborn
  • Scikit-learn
  • Python-Javabridge
  • Verlib
  • Python-bioformats

Documentation

https://cellprofileranalyst.org/manuals

Wiki

https://github.com/CellProfiler/CellProfiler-Analyst/wiki

Forum

CellProfiler Analyst development is discussed on the CellProfiler Forum list.

https://forum.image.sc/tag/cellprofiler-analyst/

How to file new issues

Please attach sufficient information to reproduce the bug. For many bugs, it is appropriate to attach a properties file, a training set, or a screenshot.

How to cite

David Dao, Adam N Fraser, Jane Hung, Vebjorn Ljosa, Shantanu Singh and Anne E Carpenter
CellProfiler Analyst: interactive data exploration, analysis and classification of large biological image sets
Bioinformatics (2016) doi:10.1093/bioinformatics/btw390

Thouis R Jones, In Han Kang, Douglas B Wheeler, Robert A Lindquist, Adam Papallo, David M Sabatini, Polina Golland and Anne E Carpenter
CellProfiler Analyst: data exploration and analysis software for complex image-based screens
BMC Bioinformatics (2008) doi:10.1186/1471-2105-9-482

Contributors

David Dao, Adam Fraser, David Stirling, Pearl Ryder, Beth Cimini, Vebjorn Ljosa, Thouis R. Jones, Jane Hung, Shantanu Singh, Mark Bray, Lee Kamentsky, Anne Carpenter

Kudos

David Logan, Allen Goodman, Alison Kozol, Mohammad Hossein Rohban

Copyright 2021, The Broad Institute of MIT and Harvard. Distributed under the BSD license.

Owner

  • Name: CellProfiler
  • Login: CellProfiler
  • Kind: organization
  • Location: Cambridge, MA

Software for quantitative analysis of biological images

GitHub Events

Total
  • Release event: 1
  • Issues event: 6
  • Watch event: 9
  • Delete event: 2
  • Issue comment event: 2
  • Push event: 23
  • Pull request event: 6
  • Fork event: 3
Last Year
  • Release event: 1
  • Issues event: 6
  • Watch event: 9
  • Delete event: 2
  • Issue comment event: 2
  • Push event: 23
  • Pull request event: 6
  • Fork event: 3

Committers

Last synced: over 2 years ago

All Time
  • Total Commits: 2,362
  • Total Committers: 43
  • Avg Commits per committer: 54.93
  • Development Distribution Score (DDS): 0.525
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
afraser a****r@1****7 1,123
David Stirling d****g@b****g 280
thouis t****s@1****7 172
David Dao c****o@g****m 118
mbray m****y@1****7 110
Vebjorn Ljosa v****n@l****m 110
ljosa l****a@1****7 89
jhung0 j****g@b****g 86
shntnu s****h@b****g 46
Mark Bray m****y@b****g 35
imtiazKHAN i****n@b****g 30
auguste a****e@1****7 25
Lee Kamentsky l****k@b****g 16
Thouis (Ray) Jones t****s@g****m 12
dlogan d****n@1****7 10
Rebecca Senft s****t@g****u 10
leek l****k@1****7 9
pearlryder p****r@b****g 9
ikhan i****n@1****7 8
shsingh s****h@1****7 7
David Logan d****n@b****g 7
Shantanu Singh s****h@p****g 5
panthony p****y@1****7 5
klmadden k****n@1****7 5
Auguste Genovesio a****e@p****g 4
Egor Zindy e****y@g****m 3
DavidStirling d****0@h****k 3
Mario Emmenlauer m****o@e****e 3
Beth Cimini b****7 3
Rebecca Senft 2****1 3
and 13 more...

Issues and Pull Requests

Last synced: almost 2 years ago

All Time
  • Total issues: 92
  • Total pull requests: 8
  • Average time to close issues: almost 2 years
  • Average time to close pull requests: about 1 month
  • Total issue authors: 9
  • Total pull request authors: 4
  • Average comments per issue: 2.83
  • Average comments per pull request: 0.88
  • Merged pull requests: 8
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 0
  • Pull requests: 0
  • Average time to close issues: N/A
  • Average time to close pull requests: N/A
  • Issue authors: 0
  • Pull request authors: 0
  • Average comments per issue: 0
  • Average comments per pull request: 0
  • Merged pull requests: 0
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • dlogan (26)
  • braymp (24)
  • ljosa (14)
  • jhung0 (8)
  • LeeKamentsky (7)
  • daviddao (6)
  • AnneCarpenter (4)
  • thouis (1)
  • dbsi-pinkman (1)
  • sclamons (1)
  • nm728 (1)
  • emiglietta (1)
  • Andaukmoan (1)
  • DavidStirling (1)
Pull Request Authors
  • daviddao (4)
  • ttwimlex (2)
  • gnodar01 (2)
  • stulacy (1)
  • radioxoma (1)
  • bethac07 (1)
  • shntnu (1)
  • DavidStirling (1)
Top Labels
Issue Labels
Bug (43) Feature request (23) Future consideration (11) Reproducible (9) Windows (7) Documentation (5) Tracer (3) Mac OS (2) SW grant (1)
Pull Request Labels
Tracer (1)

Dependencies

requirements.txt pypi
  • Pillow *
  • boto3 *
  • botocore *
  • imagecodecs *
  • imageio *
  • joblib *
  • matplotlib *
  • mock *
  • mysqlclient *
  • numpy *
  • pandas *
  • progressbar *
  • python-bioformats *
  • python-javabridge *
  • pytz *
  • requests *
  • scikit-learn *
  • scipy *
  • seaborn *
  • verlib *
  • wxPython *
setup.py pypi
  • Pillow >=8.1.0
  • boto3 ==1.17.15
  • botocore ==1.20.15
  • imagecodecs >=2021.2.26
  • imageio >=2.9.0
  • joblib >=1.0.1
  • matplotlib ==3.3.4
  • mock >=4.0.3
  • mysqlclient >=2.0.3
  • numpy >=1.20.1
  • pandas >=1.2.2
  • progressbar >=2.5
  • python-bioformats >=4.0.4
  • python-javabridge >=4.0.3
  • pytz >=2021.1
  • requests >=2.25.1
  • scikit-learn >=0.24.1
  • scipy >=1.6.1
  • seaborn >=0.11.1
  • tifffile >=2021.3.31
  • verlib ==0.1
  • wxPython ==4.1.0
.github/workflows/release.yml actions
  • actions/cache v2 composite
  • actions/checkout v2 composite
  • actions/create-release v1 composite
  • actions/download-artifact v1 composite
  • actions/setup-java v1 composite
  • actions/setup-python v2 composite
  • actions/upload-artifact v1 composite
  • actions/upload-artifact v2 composite
  • actions/upload-release-asset v1 composite