Python Analyses List

A collection of analyses performed in Python.

Introduction: Fortune 500 Companies

7 minute read

A brief introduction to data analysis with Python using the fortune 500 dataset.

2 minute read

Plotting a few common statistical functions, namely: PDF, CDF, and iCDF

4 minute read

Analyzing a mock voters dataset using ANOVA, T-tests, and Turkey’s Range Test.

10 minute read

Getting started with modeling. Multiple approaches to Multiple Linear Regression using the US DoT airfare dataset.

16 minute read

2016 Kaggle Caravan Insurance Challenge (Part 1 of 2). Dealing with unbalanced data.

25 minute read

2016 Kaggle Caravan Insurance Challenge (Part 2 of 2). Dimensionality reduction and feature analysis.

43 minute read

What to do when things go too well. Building and comparing XGBoost and Random Forest models on the Agaricus dataset (Mushroom Database).

37 minute read

Attempting to quantify happiness. Building clustering models on the 2019 World happiness report.