LibGuides: TIM-8515 V1: Lesson 3 Resources

Lesson 3 Resources

Python Data Analysis – Third Edition
Navlani, A., Fandango, A., & Idris, I. (2021, February). Python data analysis-third edition. Packt Publishing.
Read Section – Unsupervised Learning – PCA and Clustering
This section describes the algorithms and math behind principal components analysis, reducing the dimensionality of data, factor analysis, and implementation of clustering using Python are discussed with examples.

Skull dimensions of the wolf Canis lupus L.
A data set containing skull morphometric measurements on Rocky Mountain and Arctic wolves (Canis Lupus L.).

Lesson 3 PCA Sample
Lesson3-PCA-IRIS.ipynb
Lesson3-PCA-Baseball.ipynb
baseball.csv
This example demonstrates how to perform a principal components analysis using multivariate data and interpret the results.
Lesson 3 Factor Analysis Samples
Lesson3-FA-Baseball.ipynb
baseball.csv
Lesson3-FactorAnalysis-BFI.ipynb
bfi.csv
bfi_dictionary.csv
These examples demonstrate how to perform a factor analysis using multivariate data and interpret the results.