BIOS 512: Data Science Basics

Link to NBViewer

Notebook:

Lab:

Table of Contents

Lecture 01

• 01_lecture - Introduction to Course

Lecture 02

• 02_lecture_ggplot2
  • Basics of ggplot
    • Creating ggplot object
    • Set x and y
    • Color by
• 02_lecture_jupyter
  • Differences between Jupyter Lab and Notebook
• 02_practice_lab
• 02_practice_notebook
• 02_practice_ggplot2

Lecture 03

• 03_lecture_github
• 03_lecture_markdown
• 03_lecture_multiple_plots
• 03_practice_markdown

Lecture 04

• 04_lecture_tour_of_geoms
• 04_practice_geom

Lecture 05

• 05_lecture_plotting_distributions
• 05_practice_distribution

Lecture 06

• 06_lecture_adjusting_plot_appearance
• 06_lecture_ecdf_plots
• 06_practice_ecdf

Lecture 07

• 07_lecture_advanced_figures
• 07_practice_marathon_figure

Lecture 08

• 08_lecture_dplyr_introduction
• 08_practice_arrange_and_mutate

Lecture 09

• 09_practice_dplyr

Lecture 10

• 10_lecture_more_dplyr
• 10_practice_data_input
• 10_practice_summarize_practice

Lecture 11

• 11_lecture_dataframes_and_tibbles
• 11_lecture_factors
• 11_lecture_file_formats
• 11_practice_forcats
• 11_practice_tibble

Lecture 12

• 12_lecture_joins
• 12_lecture_reshaping_data
• 12_practice_gather_spred
• 12_practice_join

Lecture 13

• 13_lecture_python_versus_R
• 13_lecture_review_concepts

Lecture 14

• 14_lecture_plotly_introduction
• 14_lecture_stepping_through_a_Dockerfile
• 14_practice_plotly

Lecture 15

• 15_Docker_in_action
• 15_practice_exercise