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Clinical Data · 2024

Breast Cancer Diagnostic Analysis

An exploratory analysis of the Wisconsin Breast Cancer dataset, examining which cell measurements most clearly separate benign cases from malignant ones — a project where the physiology background paid off.

Role
Analysis & modelling
Year
2024
Type
Clinical Data
Breast Cancer Diagnostic Analysis
Dataset
Wisconsin BC
Goal
Benign vs. malignant

The question

An exploratory analysis of the Wisconsin Breast Cancer dataset, examining which cell measurements most clearly separate benign cases from malignant ones — a project where the physiology background paid off.

Approach

Built end-to-end in a Jupyter notebook: data cleaning and inspection first, then feature preparation, then the smallest model that could answer the question honestly. The full walkthrough, code, and figures live on GitHub.

Stack

  • Python
  • Pandas
  • Matplotlib
  • Jupyter Notebook