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🌻 HealthyMom App

You can access the web application here 🌐.


📥 Download Repository

Clone the repository to your local machine:

git clone https://github.com/adityapanchal10/maternal-risk-app.git

🛠️ Setup Environment with Python 3.9.19

conda create -n newenv python=3.9

📦 Install Necessary Dependencies

Activate the newly created environment:

conda activate newenv

Then, update the environment using 'env.yml' if you prefer conda:

conda env update -n newenv -f env.yml

OR install using 'requirements.txt' if you prefer pip:

pip install -r requirements.txt

🚀 Run the Application

Navigate to the directory containing '0_Home.py' and execute the following command:

streamlit run 0_Home.py

Once the application is running, you can access it in your web browser by navigating to http://localhost:8501. This will allow you to interact with the HealthyMom app, explore its features, and analyze the predictions and contributions of each feature to the predictions for individual samples.


References

  1. Data: https://archive.ics.uci.edu/dataset/863/maternal+health+risk

  2. Explainer Dashboard (github): DOI

  3. https://christophm.github.io/interpretable-ml-book/shapley.html

  4. https://christophm.github.io/interpretable-ml-book/shap.html

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