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Starting Data Science
Welcome to Starting Data Science
Course Syllabus and Details
Welcome Video (12:34)
How to Rapidly Master Data Science (31:44)
Install R and RStudio (3:26)
Install Tidyverse Package
Install startingDataScience Package
Install Anki (2:09)
Base R
Variables (16:09)
Data Types (13:32)
Vectors (7:55)
Calculating with R (13:46)
Math and Statistics Functions (12:18)
Logic (18:45)
R Data Frames (18:42)
How to Practice with Anki (35:22)
Data Visualization Part 1
Essential Data Visualization Theory (14:59)
ggplot Syntax Basics (14:40)
Five Essential Data Visualizations (56:17)
Manipulating Size, Color, and Transparency (50:06)
Position Adjustments (21:26)
Flashcard Practice: Data Visualization 1 (11:31)
Data Visualization Part 2
Faceting (AKA, small multiple charts) (34:05)
Building Plots in Layers (18:08)
Scales and Color Scales (46:08)
Formatting and Themes (27:44)
Flashcard Practice: Data Visualization 2 (13:42)
Data Manipulation, Part 1
Dplyr Data Manipulation (50:45)
Lubridate Date Manipulation (38:51)
String Manipulation with stringr (43:48)
Factor Manipulation with forcats (43:24)
Flashcard Practice: Data Manipulation part 1
Data Manipulation, Part 2
Reading in Data with readr (28:42)
Data Reshaping with tidyr (32:50)
Joining Datasets Together (23:57)
Flashcard Practice: data manipulation 2
Putting the Pieces Together
Putting the Pieces Together (9:50)
Combining Syntax with the "Pipe" Operator (7:50)
Data Techniques Using Combined Syntax (42:33)
Flashcard Practice: combining syntax
Data Analysis in R
The Process of Data Analysis (12:32)
Defining Analytical Objectives (13:39)
Data Preparation (13:34)
Data Preparation: supercars case study (38:41)
Data Exploration and Finding Insights (17:31)
Data Exploration Case Study: analyzing supercar data (24:59)
Bonus Vault: Data Visualization Teardowns
USA Movers [Map Teardown] (6:37)
Fed Balance Sheet [Line Chart Teardown] (4:40)
US Cities, Municipal Debt [Bar Chart Teardown] (5:37)
Bonus Vault: Answers to Student Questions
Grouped Mean of Multiple Variables (Natascha B.) (4:56)
Bonus Section: Example Projects
Presidential ranking heatmap (Wikipedia Data) (14:17)
BONUS VAULT: More Data Visualization Tips and Strategies
5 Visualization Mistakes That Make You Look Like an Amateur
5 Ways to Improve Your Visualizations
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Data Exploration Case Study: analyzing supercar data
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