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post-hoc-analysis

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A collection of INF2178H course projects showcasing the full Data Science lifecycle, including experimental planning, data cleaning, exploratory analysis, modeling, and evaluation. Projects apply qualitative and quantitative methods for knowledge discovery and decision-making.

  • Updated Nov 8, 2025
  • Jupyter Notebook

An R project that investigates and visualizes the effect of sex and education on an individual's income level through the use of a full-factorial two-way ANOVA test and relevant post hoc significance tests conducted over a 2014 Pew Research Center dataset consisting of higher education attainment, gender, and income data.

  • Updated Jan 8, 2020
  • R

This project analyzes a heart disease dataset to explore the relationship between cholesterol, heart rate, and chest pain type. It includes normality tests, outlier detection, correlation analysis, MANOVA, post-hoc tests, and VIF analysis, with visualizations using histograms, heatmaps, and boxplots.

  • Updated Nov 23, 2024
  • Python

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