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Find Your Cluster

Find Your Cluster is a clustering tool built for Pillar 02 (USML) of Datathon 2026.

The app groups applicants with similar financial and demographic patterns using anonymized credit application data. Instead of predicting approvals, the goal is to help users explore which applicant profile they most resemble.

Features

  • Streamlit web app
  • K-Means clustering
  • Interactive applicant input UI
  • Cluster exploration and interpretation

Dataset

The dataset contains anonymized features (A1–A14) with approximate meanings inferred from feature distributions and dataset characteristics.

Examples:

Feature Likely Meaning
A2 Age
A3 Debt / Balance
A7 Years Employed
A14 Income

Ethics

This tool is exploratory only.

It does not:

  • approve applications,
  • reject applications,
  • make financial decisions.

Run the App

pip install -r requirements.txt
streamlit run app.py

Tech Stack

Python • Pandas • Scikit-learn • Streamlit

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