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tukey-hsd

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It is a method that allows analyzing the differences among group means in a given sample. ANOVA is a collection of statistical models and their associated estimation procedures like variation within and between groups. It is used to study the modification of mþ as the average of the studied phenomenon Y (quantitative/continuous/dependent variabl…

  • Updated Mar 4, 2019
  • R

For this Project, I first applied an analysis of variance (ANOVA) model to the Pymaceutical dataset and then did a post-hoc analysis of the results by using Tukey Honest Significant Difference (HSD) to determine which drug treatments in the dataset significantly reduce tumor volume and metastasis. I then wrote a summary of my findings.

  • Updated Apr 6, 2022
  • Jupyter Notebook

Published undergraduate research project analyzing the impact of different audio environments on study focus and productivity using R, statistical analysis (ANOVA & Tukey HSD), and data visualization. Includes the research poster, presentation, visualizations, and findings.

  • Updated Jul 23, 2026

This project uses ANOVA in Python to analyze how diamond color and cut affect pricing. By testing for statistical significance and running post hoc comparisons, it reveals key pricing patterns. Built with pandas, statsmodels, and Seaborn, the findings help inform diamond valuation and purchasing decisions.

  • Updated Apr 29, 2025
  • Jupyter Notebook

Very detailed exploratory data analysis is executed on the dataset. Univariate and bivariate analysis using ANOVA and Chi-Squared Test between continuous and categorical variables are explored to find out the relationship between input variables and the output target 'revenue'.

  • Updated May 15, 2022
  • Jupyter Notebook

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