connectome

A library for datasets containing heterogeneous data

https://github.com/neuro-ml/connectome

Science Score: 36.0%

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

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  • codemeta.json file
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  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
  • Academic publication links
  • Committers with academic emails
    2 of 11 committers (18.2%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (10.1%) to scientific vocabulary

Keywords

data-processing pipelines python
Last synced: 6 months ago · JSON representation

Repository

A library for datasets containing heterogeneous data

Basic Info
Statistics
  • Stars: 13
  • Watchers: 6
  • Forks: 1
  • Open Issues: 15
  • Releases: 34
Topics
data-processing pipelines python
Created over 5 years ago · Last pushed over 1 year ago
Metadata Files
Readme License

README.md

docs codecov pypi License PyPI - Downloads

Connectome is a framework for datasets management with strong emphasis on simplicity, composability and reusability.

Features

  • Self-consistency: connectome encourages data transformations that keep entries' fields consistent
  • Caching: transformations' caching works out of the box and supports both caching to RAM and to Disk
  • Automatic cache invalidation: connectome tracks all the changes made to a dataset and automatically invalidates the cache when something changes, making sure that your cache is always consistent with the data
  • Invertible transformations: write consistent pre- and post- processing to build production-ready pipelines

Install

The simplest way is to get it from PyPi:

shell pip install connectome

Or if you want to try the latest version from GitHub:

```shell git clone https://github.com/neuro-ml/connectome.git cd connectome pip install -e .

or let pip handle the cloning:

pip install git+https://github.com/neuro-ml/connectome.git ```

Getting started

The docs are located here

Also, you can check out our Intro to connectome series of tutorials here

Acknowledgements

Some parts of our automatic cache invalidation machinery vere heavily inspired by the cloudpickle project.

Owner

  • Name: NeuroML
  • Login: neuro-ml
  • Kind: organization
  • Location: Moscow, Russia

GitHub Events

Total
  • Issues event: 1
  • Watch event: 1
Last Year
  • Issues event: 1
  • Watch event: 1

Committers

Last synced: over 1 year ago

All Time
  • Total Commits: 480
  • Total Committers: 11
  • Avg Commits per committer: 43.636
  • Development Distribution Score (DDS): 0.2
Past Year
  • Commits: 11
  • Committers: 2
  • Avg Commits per committer: 5.5
  • Development Distribution Score (DDS): 0.273
Top Committers
Name Email Commits
Max m****7@g****m 384
stanislaushimovolos s****a@p****u 44
Max m****x@i****m 23
talgat t****v@i****m 13
Valentin 3****v 5
Valentin s****u@p****u 3
samokhinv v****n@i****m 3
migonch m****8@y****u 2
Alim Bukharaev a****u@g****m 1
m.belyaev m****v@a****s 1
Ganddalf 6****f 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: over 1 year ago

All Time
  • Total issues: 62
  • Total pull requests: 41
  • Average time to close issues: 4 months
  • Average time to close pull requests: 2 days
  • Total issue authors: 3
  • Total pull request authors: 5
  • Average comments per issue: 0.1
  • Average comments per pull request: 0.9
  • Merged pull requests: 40
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 1
  • Pull requests: 2
  • Average time to close issues: N/A
  • Average time to close pull requests: 9 minutes
  • Issue authors: 1
  • Pull request authors: 2
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • maxme1 (58)
  • samokhinv (2)
  • mridula28 (1)
  • kurmukovai (1)
Pull Request Authors
  • maxme1 (35)
  • STNLd2 (4)
  • samokhinv (2)
  • alimbfromlimb (1)
  • Ganddalf (1)
Top Labels
Issue Labels
enhancement (9) bug (5) usability (5) optimization (4) safety (1)
Pull Request Labels

Packages

  • Total packages: 1
  • Total downloads:
    • pypi 99 last-month
  • Total dependent packages: 0
  • Total dependent repositories: 1
  • Total versions: 34
  • Total maintainers: 2
pypi.org: connectome

A library for datasets containing heterogeneous data

  • Homepage: https://github.com/neuro-ml/connectome
  • Documentation: https://connectome.readthedocs.io/
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  • Latest release: 0.10.0
    published almost 2 years ago
  • Versions: 34
  • Dependent Packages: 0
  • Dependent Repositories: 1
  • Downloads: 99 Last month
Rankings
Dependent packages count: 10.1%
Downloads: 12.4%
Stargazers count: 16.6%
Average: 16.7%
Dependent repos count: 21.6%
Forks count: 22.7%
Maintainers (2)
Last synced: 6 months ago

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