Contains all of the materials for my Summer 2021 course: Fundamentals of Data Science for South Amboy High School.
This course uses R and covers an introduction to data analysis and data visualization.
Lessons:
- The Tools of Data Science: Installing R, RStudio, and R packages (RPubs).
- First Steps: Objects, classes, and functions (RPubs).
- Working with Data: Introduction to data manipulation with
tidyverse(RPubs). - Data Visualization: Basics of data visualization with
ggplot2(RPubs). - Summarizing Data: Calculating statistics, visualizing distributions, etc. (RPubs).
- Mapping and Merging Data: Maps with
sf, merging data. (RPubs). - Review and Advanced Plotting: Scales, reorder, combining plots, plotting multiple datasets, etc. (RPubs)
- Text Data: String detection, cleaning, dates, wordclouds, etc. (RPubs)
- Relationships: Correlation, causation, confounding, controlling for variables, etc. (RPubs)