book/_toc.yml

format: jb-book
root: welcome
parts:
- caption: How To
  chapters:
  - file: How-To-Interact-With-This-Book
    title: Interact With This Book
- caption: The Course
  chapters:
  - file: course-schedule-2021
    title: Course Schedule
- caption: The Book
  chapters:
  - file: 01-Command-Line/01-The-Command-Line
    title: 1. The Command Line
  - file: 02-Python/00-Python
    title: 2. Python Basics
    sections:
    - file: 02-Python/01-Install-Python
      title: Install Python & Jupyter
    - file: 02-Python/02-How-to-Use-Jupyter-Notebooks
    - file: 02-Python/03-Anatomy-Python-Script
    - file: 02-Python/04-Variables
      title: Python Variables
    - file: 02-Python/05-Data-Types
      title: Python Data Types
    - file: 02-Python/06-String-Methods
      title: Python String Methods
    - file: 02-Python/07-Files-Character-Encoding
      title: Files and Character Encoding
    - file: 02-Python/08-Comparisons-Conditionals
      title: Python Comparisons and Conditionals
    - file: 02-Python/09-Lists-Loops-Part1
      title: Python Lists and Loops
    - file: 02-Python/10-Lists-Loops-Part2
      title: Python Lists and Loops (Cont.)
    - file: 02-Python/11-Dictionaries
      title: Python Dictionaries
    - file: 02-Python/12-Functions
      title: Python Functions
    - file: 02-Python/13-Common-Python-Errors
    - file: 02-Python/14-What-Were-Not-Covering
  - file: 03-Data-Analysis/00-Data-Analysis
    title: 3. Data Analysis (Pandas)
    sections:
    - file: 03-Data-Analysis/01-Pandas-Basics-Part1.ipynb
    - file: 03-Data-Analysis/02-Pandas-Basics-Part2.ipynb
    - file: 03-Data-Analysis/03-Pandas-Basics-Part3.ipynb
    - file: 03-Data-Analysis/04-Pandas-Merge-Datasets
  - file: 04-Data-Collection/00-Data-Collection
    title: 4. Data Collection (Web Scraping, APIs, Social Media)
    sections:
    - file: 04-Data-Collection/01-User-Ethics-Legal-Concerns
    - file: 04-Data-Collection/02-Web-Scraping-Part1
    - file: 04-Data-Collection/03-Web-Scraping-Part2
    - file: 04-Data-Collection/04-Git-GitHub
    - file: 04-Data-Collection/05-What-Is-API
    - file: 04-Data-Collection/06-Song-Genius
      title: Song Genius Data
      sections:
      - file: 04-Data-Collection/07-Genius-API
      - file: 04-Data-Collection/08-Collect-Genius-Lyrics
      - file: 04-Data-Collection/09-Lyrics-Analysis
    - file: 04-Data-Collection/10-Twitter
      title: Twitter Data
      sections:
      - file: 04-Data-Collection/11-Twitter-API-Setup
      - file: 04-Data-Collection/12-Twitter-Data
      - file: 04-Data-Collection/13-Twitter-Data-Sharing
    - file: 04-Data-Collection/14-Reddit-Data
      title: Reddit Data
  - file: 05-Text-Analysis/00-Text-Analysis
    title: 5. Text Analysis
    sections:
    - file: 05-Text-Analysis/01-Multilingual-Text-Analysis
      sections:
      - file: 05-Text-Analysis/Multilingual/Chinese/00-Chinese
        sections:
        - file: 05-Text-Analysis/Multilingual/Chinese/01-Preprocessing-Chinese
        - file: 05-Text-Analysis/Multilingual/Chinese/02-Named-Entity-Recognition-Chinese
        - file: 05-Text-Analysis/Multilingual/Chinese/03-POS-Keywords-Chinese
      - file: 05-Text-Analysis/Multilingual/Danish/00-Danish
        sections:
        - file: 05-Text-Analysis/Multilingual/Danish/01-Preprocessing-Danish
        - file: 05-Text-Analysis/Multilingual/Danish/02-Named-Entity-Recognition-Danish
        - file: 05-Text-Analysis/Multilingual/Danish/03-POS-Keywords-Danish
      - file: 05-Text-Analysis/Multilingual/Portuguese/00-Portuguese
        sections:
        - file: 05-Text-Analysis/Multilingual/Portuguese/01-Preprocessing-Portuguese
        - file: 05-Text-Analysis/Multilingual/Portuguese/02-Named-Entity-Recognition-Portuguese
        - file: 05-Text-Analysis/Multilingual/Portuguese/03-POS-Keywords-Portuguese
      - file: 05-Text-Analysis/Multilingual/Russian/00-Russian
        sections:
        - file: 05-Text-Analysis/Multilingual/Russian/01-Preprocessing-Russian
        - file: 05-Text-Analysis/Multilingual/Russian/02-Named-Entity-Recognition-Russian
        - file: 05-Text-Analysis/Multilingual/Russian/03-POS-Keywords-Russian
      - file: 05-Text-Analysis/Multilingual/Spanish/00-Spanish
        sections:
        - file: 05-Text-Analysis/Multilingual/Spanish/01-Preprocessing-Spanish
        - file: 05-Text-Analysis/Multilingual/Spanish/02-Named-Entity-Recognition-Spanish
        - file: 05-Text-Analysis/Multilingual/Spanish/03-POS-Keywords-Spanish
    - file: 05-Text-Analysis/01-TF-IDF
      title: Term-Frequency Inverse Document Frequency
      sections:
      - file: 05-Text-Analysis/02-TF-IDF-HathiTrust
        title: With HathiTrust
      - file: 05-Text-Analysis/03-TF-IDF-Scikit-Learn
        title: With Scikit-Learn
    - file: 05-Text-Analysis/04-Sentiment-Analysis
    - file: 05-Text-Analysis/05-Topic-Modeling
      sections:
      - file: 05-Text-Analysis/06-Topic-Modeling-Overview
        title: What is Topic Modeling?
      - file: 05-Text-Analysis/07-Topic-Modeling-Set-Up
        title: MALLET Set Up
      - file: 05-Text-Analysis/08-Topic-Modeling-Text-Files
        title: MALLET & Text Files (NYT Articles)
      - file: 05-Text-Analysis/09-Topic-Modeling-Without-Mallet
        title: Tomotopy & Text Files (NYT Articles) - No Java required
      - file: 05-Text-Analysis/10-Topic-Modeling-CSV
        title: MALLET & CSV Files (Reddit Posts)
      - file: 05-Text-Analysis/11-Topic-Modeling-Time-Series
        title: MALLET & Time Series (Tweets)
    - file: 05-Text-Analysis/12-Named-Entity-Recognition
    - file: 05-Text-Analysis/13-POS-Keywords
  - file: 06-Network-Analysis/00-Network-Analysis
    title: 6. Network Analysis
    sections:
    - file: 06-Network-Analysis/01-Network-Analysis
    - file: 06-Network-Analysis/02-Making-Network-Viz-with-Bokeh
  - file: 07-Mapping/00-Mapping
    title: 7. Mapping
    sections:
    - file: 07-Mapping/01-Mapping
    - file: 07-Mapping/02-Custom-Maps
    - file: 07-Mapping/03-Publish-Your-Map
- caption: Datasets
  chapters:
  - file: 00-Datasets/00-Datasets
- caption: Extra Materials
  chapters:
  - file: 02-Python/EXTRA-Jupyter-Tips-Tricks
  - file: 02-Python/EXTRA-Randomize-Students
    title: Make Random Student Groups