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Programming for Social Scientists

Basic Logic

P01-Counting
- P01-Practice
P02-Python Basic
- Practices 02 for Python basic
- Exceptions(Errors) Handling
P03-List and Dictionary
- P03 Practice: Accessing dict and list
- P03 Practice: Accessing dict and list
P04 Flow Control

Data Exploration

P05 READ Files
P06 Pandas
P07 Visualization
- Making Charts with Pandas
- Bokeh & Seaborn(Vaccinating)

Data Acquisition

P08 Web Crawler
- Web API: cnyes & 104.com
- Scraping cases
P08 HTML Parsing - Crawling PTT
P09 Database

Text Mining

TM01 Tokenization
- Chinese Processing
TM02 Collocation
TM03 POS Tagging
TM04 Feature Selection & IR & Search
TM05 Sentiment analysis

Machine Learning

TM06 Clustering
TM07 embedding and clustering
TM07 word2vec vs doc2vec
TM08 Classification
TM09 Topic Modeling by BERtopic
TM10 Using Open AI

Using deep learning

Transformer-Clusteirng
Transformer-Classification

Compuational Social Science

CSS01 Network Analysis
CSS02 Simulation

Assignments

AS01: Python Basics
AS02 Youbike Applications
AS02 Reading PTT data
AS02 List-dict-for-if
AS03: Summarizing Data by Pandas
AS04 Twitter API and Pandas Visualization
AS05 Scraping youtube
AS05. Improving Youtube Scraper with ChatGPT
AS06 Tokenization
AS06 - Tokenization and keywords
AS07 Collocation for finding enthusiastic commentors
AS08 Youtube comment clustering
AS08 - Clustering Commenters Based on Behavior

Resources

Python教學影片
Python開發環境

Colab

Repository
Open issue

.ipynb

TM05 Sentiment analysis

TM05 Sentiment analysis#

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TM04 Feature Selection & IR & Search

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TM06 Clustering

By JILUNG

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