週次 |
日期 |
單元主題 |
第1週 |
3/02 |
Course overview
R: Install and basic operations
Datacamp: Basic operations and data types |
第2週 |
3/09 |
Tableau01: Geo-mapping Air Quality Index
Tableau02: Understand what is data and reading files
Invited talk I: CommonWealth Data Journalist
Datacamp: Conditionals and Control Flow, Loops, Functions |
第3週 |
3/16 |
Tableau03: Reading JSON and plotting youbike map
Tableau04: Counting data - Crime and Infectious disease (Dengue fever)
Datacamp: Data manipulation by dplyr |
第4週 |
3/23 |
R Practice: Summarizing PTT netizen demography
Invited Talk II
Datacamp: Cleaning data in R |
第5週 |
3/30 |
Tableau05: Data manipulation Crime and Paid maternal leave
Tableau06: Joining data tables
R Practice: Summarizing behaviors of suspended twitter accounts.
Datacamp: Joining data with dplyr in R |
第6週 |
4/06 |
R Practice: 2018 Referendum + 2020 Presidential + demography
Invited Talk III
Datacamp: Data Visualization with ggplot2 |
第7週 |
4/13 |
R: Text analysis on Trump’s tweets
Datacamp: String Manipulation in R with stringr |
第8週 |
4/20 |
R: Crawler design - JSON - Youbike and online news
Invited talk IV |
第9週 |
4/27 |
Quiz & Midterm report |
第10週 |
5/04 |
R: Crawler design - HTML parsing - Online forums |
第11週 |
5/11 |
R: Chinese Processing
R Review: String Operation + Regular Expression |
第12週 |
5/18 |
Proposal for Final |
第13週 |
5/25 |
Topic modeling with R: Speech text in the 2020 presidential campaign |
第14週 |
6/01 |
Network analysis on retweeting behaviors (Disclosed accounts related to Information operations directed at Hong Kong) |
第15週 |
6/08 |
Reviewing text mining: Detecting clickbait
Text mining advanced: Using word embedding |
第16週 |
6/15 |
Machine learning: Labeling sentences in abstract of academic articles |
第17週 |
6/22 |
Submitting final report |