Science Score: 44.0%

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
  • Academic publication links
  • Academic email domains
  • Institutional organization owner
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (3.0%) to scientific vocabulary
Last synced: 6 months ago · JSON representation ·

Repository

Basic Info
  • Host: GitHub
  • Owner: resamimi
  • License: mit
  • Language: Python
  • Default Branch: main
  • Size: 3.81 MB
Statistics
  • Stars: 0
  • Watchers: 0
  • Forks: 0
  • Open Issues: 0
  • Releases: 0
Created 9 months ago · Last pushed 9 months ago
Metadata Files
Readme License Citation

README.md

Diabetes Risk Analysis Dashboard

An interactive dashboard for analyzing diabetes risk factors and predictions. The system provides:

  • Patient-specific risk analysis
  • Feature importance visualization
  • Interactive what-if analysis
  • AI-powered explanations
  • Scientific evidence integration

Features

  • Real-time risk assessment
  • Feature importance analysis
  • Range-based analysis
  • Counterfactual explanations
  • Classification visualization
  • Pattern analysis

Owner

  • Login: resamimi
  • Kind: user

Citation (CITATION.cff)

cff-version: 1.2.0
message: "If you use this research, please cite it as below."
authors:
- family-names: "Slack"
  given-names: "Dylan"
- family-names: "Krishna"
  given-names: "Satyapriya"
- family-names: "Lakkaraju"
  given-names: "Himabindu"
- family-names: "Singh"
  given-names: "Sameer"
title: "TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations"
date-released: 2022-08-27
url: "https://github.com/dylan-slack/TalkToModel"
preferred-citation:
  type: article
  authors:
  - family-names: "Slack"
    given-names: "Dylan"
  - family-names: "Krishna"
    given-names: "Satyapriya"
  - family-names: "Lakkaraju"
    given-names: "Himabindu"
  - family-names: "Singh"
    given-names: "Sameer"
  journal: "TSRML @ NeurIPS"
  archivePrefix: "tsrml"
  eprint: "2207.04154"
  title: "TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations"
  year: 2022

GitHub Events

Total
  • Delete event: 1
  • Push event: 2
  • Create event: 6
Last Year
  • Delete event: 1
  • Push event: 2
  • Create event: 6

Dependencies

Dockerfile docker
  • python 3.10-slim build
docker-compose.yml docker
static/react/chat-interface/Dockerfile docker
  • node 18 build
static/react/chat-interface/package-lock.json npm
  • 1327 dependencies
static/react/chat-interface/package.json npm
  • @shadcn/ui ^0.0.4 development
  • @tailwindcss/typography ^0.5.15 development
  • autoprefixer ^10.4.20 development
  • postcss ^8.4.47 development
  • tailwindcss ^3.4.14 development
  • @shadcn/ui ^0.0.4
  • clsx ^2.1.1
  • lucide-react ^0.454.0
  • react ^18.2.0
  • react-dom ^18.2.0
  • react-scripts 5.0.1
  • recharts ^2.13.3
  • tailwind-merge ^2.5.4
  • web-vitals ^4.2.4
pyproject.toml pypi
requirements.txt pypi
  • Flask ==3.1.0
  • Flask-SQLAlchemy ==3.1.1
  • GitPython ==3.1.27
  • Jinja2 ==3.1.4
  • MarkupSafe ==2.1.1
  • Pillow ==9.0.1
  • PyJWT ==2.3.0
  • PyWavelets ==1.3.0
  • PyYAML ==6.0
  • SQLAlchemy ==2.0.36
  • Werkzeug ==3.1.3
  • annotated-types ==0.7.0
  • anthropic ==0.37.1
  • anyio ==4.6.2.post1
  • asgiref ==3.8.1
  • attrs ==21.4.0
  • blinker ==1.9.0
  • boto3 ==1.21.27
  • botocore ==1.24.27
  • cachetools ==5.5.0
  • certifi ==2021.10.8
  • charset-normalizer ==2.0.12
  • click ==8.1.7
  • cloudpickle ==2.1.0
  • cycler ==0.11.0
  • dice-ml ==0.7.2
  • distro ==1.9.0
  • docker-pycreds ==0.4.0
  • et-xmlfile ==1.1.0
  • exa_py ==1.4.0
  • exceptiongroup ==1.2.2
  • filelock ==3.6.0
  • fonttools ==4.31.2
  • fsspec ==2024.10.0
  • gin-config ==0.5.0
  • gitdb ==4.0.9
  • google-ai-generativelanguage ==0.6.10
  • google-api-core ==2.22.0
  • google-api-python-client ==2.151.0
  • google-auth ==2.35.0
  • google-auth-httplib2 ==0.2.0
  • google-generativeai ==0.8.3
  • googleapis-common-protos ==1.65.0
  • greenlet ==3.1.1
  • grpcio ==1.67.1
  • grpcio-status ==1.67.1
  • gunicorn ==20.1.0
  • h11 ==0.14.0
  • h5py ==3.6.0
  • httpcore ==1.0.6
  • httplib2 ==0.22.0
  • httpx ==0.27.2
  • huggingface-hub >=0.17.0
  • idna ==3.3
  • imageio ==2.16.1
  • inflect ==5.4.0
  • iniconfig ==1.1.1
  • itsdangerous ==2.2.0
  • jiter ==0.6.1
  • jmespath ==1.0.0
  • joblib ==1.1.0
  • jsonschema ==4.4.0
  • kiwisolver ==1.4.0
  • lark ==1.1.2
  • lime ==0.2.0.1
  • llvmlite ==0.39.0
  • matplotlib ==3.5.1
  • networkx ==2.7.1
  • nltk ==3.7
  • numba ==0.56.0
  • numpy ==1.21.6
  • openai ==1.52.2
  • openpyxl ==3.0.9
  • packaging ==21.3
  • pandas ==1.4.1
  • pandas-stubs ==1.2.0.53
  • pathtools ==0.1.2
  • patsy ==0.5.2
  • platformdirs ==4.3.6
  • plotly ==5.24.1
  • pluggy ==1.0.0
  • promise ==2.3
  • proto-plus ==1.25.0
  • protobuf ==5.28.3
  • psutil ==5.9.1
  • psycopg2-binary ==2.9.9
  • py ==1.11.0
  • pyasn1 ==0.6.1
  • pyasn1_modules ==0.4.1
  • pydantic ==2.9.2
  • pydantic_core ==2.23.4
  • pyparsing ==3.0.7
  • pyrsistent ==0.18.1
  • pytest ==7.1.1
  • python-dateutil ==2.8.2
  • pytz ==2022.1
  • regex ==2022.3.15
  • requests ==2.27.1
  • rsa ==4.9
  • s3transfer ==0.5.2
  • sacremoses ==0.0.49
  • scikit-image ==0.19.2
  • scikit-learn ==1.0.2
  • scipy ==1.8.0
  • sentence-transformers >=2.2.2
  • sentencepiece ==0.2.0
  • sentry-sdk ==2.17.0
  • setproctitle ==1.3.2
  • shap ==0.40.0
  • shortuuid ==1.0.9
  • six ==1.16.0
  • sklearn ==0.0
  • slicer ==0.0.7
  • smmap ==5.0.0
  • sniffio ==1.3.1
  • statsmodels ==0.13.2
  • tenacity ==9.0.0
  • threadpoolctl ==3.1.0
  • tifffile ==2022.3.25
  • tokenizers ==0.20.1
  • tomli ==2.0.1
  • torch ==1.12.1
  • torchvision ==0.13.1
  • tqdm ==4.63.1
  • transformers >=4.30.0
  • twilio ==7.8.0
  • typing_extensions ==4.12.2
  • uritemplate ==4.1.1
  • urllib3 ==1.26.12
  • uvicorn ==0.32.1
  • wandb ==0.18.5
  • word2number ==1.1
  • wordninja ==2.0.0