Week 1: Introduction and R Installation (2021/2/26)
Introduction: Data analysis, statistics, and social science
Section 1: Basic Statistical Knowledge for Data Analysis
Week 2: Descriptive Statistics (2021/3/5)
Chapter 4, Hui, Eric Goh Ming. 2019. Learn R for Applied Statistics: With Data Visualizations, Regressions, and Statistics. Apress
Chapter 5 & 7 in Kabacoff, Robert. 2015. R in Action, Data Analysis and Graphics with R. Manning Publications; 2 edition
Week 3: Probability (2021/3/12)
Chapter 5 & 7 in Kabacoff, Robert. 2015. R in Action, Data Analysis and Graphics with R. Manning Publications; 2 edition
Week 4: Inferential Statistics and Hypothesis Testing (2021/3/19)
Chapter 6, Hui, Eric Goh Ming. 2019. Learn R for Applied Statistics: With Data Visualizations, Regressions, and Statistics. Apress
Chapter 5 & 7 in Kabacoff, Robert. 2015. R in Action, Data Analysis and Graphics with R. Manning Publications; 2 edition
Week 5: T-test, Correlation, and AVOVA (2021/3/26)
Chapter 6, Hui, Eric Goh Ming. 2019. Learn R for Applied Statistics: With Data Visualizations, Regressions, and Statistics. Apress
Week 6: Spring Break (2021/4/2)
Week 7: Regression Analysis: I (2021/4/9)
Chapter 6, Hui, Eric Goh Ming. 2019. Learn R for Applied Statistics: With Data Visualizations, Regressions, and Statistics. Apress
Chapter 7, 8 & 13 in Kabacoff, Robert. 2015. R in Action, Data Analysis and Graphics with R. Manning Publications; 2 edition
Week 8: Regression Analysis: II (2021/4/16)
Chapter 6, Hui, Eric Goh Ming. 2019. Learn R for Applied Statistics: With Data Visualizations, Regressions, and Statistics. Apress
Chapter 7, 8 & 13 in Kabacoff, Robert. 2015. R in Action, Data Analysis and Graphics with R. Manning Publications; 2 edition
Section 2: Kaohsiung Data Project and R
Week 9: Data Exploration (2021/4/23)
Using basic statistical knowledge to analyze Kaohsiung Data
Week 10: Midterm (2020/4/30)
Week 11: Regular Expressions (2020/5/7)
Simple Tutorial on Regular Expressions and String Manipulations in R: https://www.hackerearth.com/zh/practice/machine-learning/advanced-techniques/regular-expressions-string-manipulation-r/tutorial/
Online Lesson：http://regexone.com/
Week 12: Loop and Data Cleaning (2021/5/14)
Chapter 3, Hui, Eric Goh Ming. 2019. Learn R for Applied Statistics: With Data Visualizations, Regressions, and Statistics. Apress
Chapter 4 in Kabacoff, Robert. 2015. R in Action, Data Analysis and Graphics with R. Manning Publications; 2 edition
Managing Data Frames with the dplyr package:
https://bookdown.org/rdpeng/rprogdatascience/managing-data-frames-with-the-dplyr-package.html
Week 13: Web Crawler (2020/5/21)
Week 14: Data Visualization (2020/5/28)
Chapter 5, Hui, Eric Goh Ming. 2019. Learn R for Applied Statistics: With Data Visualizations, Regressions, and Statistics. Apress
Chapter 6 & 19 in Kabacoff, Robert. 2015. R in Action, Data Analysis and Graphics with R. Manning Publications; 2 edition
Section 3: Advanced Data Projects
Week 15: Corporate Structure Analysis (2020/6/4)
Dun and Bradstreet Database, Social Network Analysis, Data Visualization
Week 16: 2020 US Election in Twitter (2020/6/11)
Twitter API, Text Mining, Term Frequency, Term Association, Word Cloud, Emotion Analysis
Week 17: Final Proposal Report (2020/6/18)
|