Science Score: 77.0%

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

  • CITATION.cff file
    Found CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 2 DOI reference(s) in README
  • Academic publication links
    Links to: zenodo.org
  • Committers with academic emails
    1 of 2 committers (50.0%) from academic institutions
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (15.2%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: rvandewater
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 4.67 MB
Statistics
  • Stars: 6
  • Watchers: 1
  • Forks: 1
  • Open Issues: 6
  • Releases: 8
Created about 1 year ago · Last pushed 11 months ago
Metadata Files
Readme License Citation

README.md

🕵️ MEDS-Inspect

PyPI - Version Documentation Status codecov tests code-quality python Static Badge license PRs contributors DOI

MEDS (Medical Event Data Standard) is "the simplest possible standard for health AI" (https://medical-event-data-standard.github.io/).

But after building your own MEDS ETL you might be wondering:

  • Is my ETL missing data?
  • What codes are contained in my dataset?
  • How does my data compare to other MEDS datasets?
  • What preprocessing steps are still needed in order to train models?

.. and many more questions related to data exploration.

MEDS-Inspect is an interactive data visualization app that supports you in your data quest.

Getting started

bash pip install MEDS-Inspect

Then start a server with the following:

bash MEDS_Inspect --port=8060 --file_path="path/to/your/meds/dataset"

This will start a local web app that you can access in your browser. Running this command without a file path will default to the MIMIC-IV Demo data in MEDS

You should also be able to enter an arbitrary filepath from the GUI.

Getting started (development)

Clone repository:

bash git clone https://github.com/rvandewater/MEDS-Inspect.git cd MEDS-Inspect

Create environment:

bash conda create -n "meds-inspect" python=3.12 conda activate meds-inspect

Install requirements:

bash pip install -r requirements.txt

Launch app:

bash python src/MEDS_Inspect/__main__.py

This should start a locally hosted web app.

Functionality

You can start the caching directly from the command line. Caching creates the folder .meds-inspect-cache

bash python MEDS_Inspect_cache path/to/your/favorite/meds/dataset

Impression: Screenshot 2025-01-13 at 11-53-07 MEDS INSPECT

Owner

  • Name: Robin van de Water
  • Login: rvandewater
  • Kind: user
  • Location: Berlin
  • Company: Hasso Plattner Institute

PhD student in Medical Event Prediction at Hasso Plattner Institute in collaboration with the Charité hospital (Berlin)

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this software, please cite it as below."
title: "MEDS-Inspect"
doi: "10.5281/zenodo.14892253"
authors:
  - family-names: "van de Water"
    given-names: "Robin Philippus"
    orcid: "https://orcid.org/0000-0002-2895-4872"
date-released: "2025-02-19"
url: "https://github.com/rvandewater/MEDS-Inspect"
repository-code: "https://github.com/rvandewater/MEDS-Inspect"
license: "MIT"

GitHub Events

Total
  • Create event: 10
  • Release event: 7
  • Issues event: 6
  • Watch event: 5
  • Delete event: 1
  • Public event: 1
  • Push event: 50
  • Pull request event: 3
  • Fork event: 1
Last Year
  • Create event: 10
  • Release event: 7
  • Issues event: 6
  • Watch event: 5
  • Delete event: 1
  • Public event: 1
  • Push event: 50
  • Pull request event: 3
  • Fork event: 1

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 76
  • Total Committers: 2
  • Avg Commits per committer: 38.0
  • Development Distribution Score (DDS): 0.013
Past Year
  • Commits: 76
  • Committers: 2
  • Avg Commits per committer: 38.0
  • Development Distribution Score (DDS): 0.013
Top Committers
Name Email Commits
Robin van de Water r****r@g****m 75
Robin Philippus van de Water v****9@l****u 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 6 months ago

All Time
  • Total issues: 6
  • Total pull requests: 4
  • Average time to close issues: 24 days
  • Average time to close pull requests: 9 minutes
  • Total issue authors: 2
  • Total pull request authors: 1
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 2
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 6
  • Pull requests: 4
  • Average time to close issues: 24 days
  • Average time to close pull requests: 9 minutes
  • Issue authors: 2
  • Pull request authors: 1
  • Average comments per issue: 0.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 2
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • rvandewater (5)
  • mmcdermott (1)
Pull Request Authors
  • rvandewater (4)
Top Labels
Issue Labels
enhancement (1)
Pull Request Labels

Dependencies

requirements.txt pypi
  • dash ==2.18.2
  • polars ==1.19.0