data8/_toc.yml

# This file contains the order and numbering for all sections in the book.
# _includes/sidebar.html renders this as a sidebar.
#
# Each entry has the following schema:
#
# title: Title of chapter or section
# url: URL of section. Use absolute URLs to link between pages
# class: (optional) a CSS class to add to this link
# sections: Contains chapter's sections
# not_numbered: true if the section shouldn't have a number in the sidebar
#   (e.g. Introduction or appendices)
# divider: true if this entry should just be rendered as a horizontal divider
#   in the sidebar. All other values are ignored.

- title: Introduction
  url: /chapters/intro
  not_numbered: true

- divider: true

- title: Data Science
  url: /chapters/01/what-is-data-science
  sections:
  - title: Introduction
    url: /chapters/01/1/intro
    subsections:
    - title: Computational Tools
      url: /chapters/01/1/1/computational-tools
    - title: Statistical Techniques
      url: /chapters/01/1/2/statistical-techniques
  - title: Why Data Science?
    url: /chapters/01/2/why-data-science
  - title: Plotting the Classics
    url: /chapters/01/3/Plotting_the_Classics
    subsections:
    - title: Literary Characters
      url: /chapters/01/3/1/Literary_Characters
    - title: Another Kind of Character
      url: /chapters/01/3/2/Another_Kind_Of_Character

- title: Causality and Experiments
  url: /chapters/02/causality-and-experiments
  sections:
  - title: John Snow and the Broad Street Pump
    url: /chapters/02/1/observation-and-visualization-john-snow-and-the-broad-street-pump
  - title: "Snow\u2019s \u201CGrand Experiment\u201D"
    url: /chapters/02/2/snow-s-grand-experiment
  - title: Establishing Causality
    url: /chapters/02/3/establishing-causality
  - title: Randomization
    url: /chapters/02/4/randomization
  - title: Endnote
    url: /chapters/02/5/endnote

- title: Programming in Python
  url: /chapters/03/programming-in-python
  sections:
  - title: Expressions
    url: /chapters/03/1/Expressions
  - title: Names
    url: /chapters/03/2/Names
    subsections:
    - title: 'Example: Growth Rates'
      url: /chapters/03/2/1/Growth
  - title: Call Expressions
    url: /chapters/03/3/Calls
  - title: Introduction to Tables
    url: /chapters/03/4/Introduction_to_Tables

- title: Data Types
  url: /chapters/04/Data_Types
  sections:
  - title: Numbers
    url: /chapters/04/1/Numbers
  - title: Strings
    url: /chapters/04/2/Strings
    subsections:
    - title: String Methods
      url: /chapters/04/2/1/String_Methods
  - title: Comparisons
    url: /chapters/04/3/Comparison

- title: Sequences
  url: /chapters/05/Sequences
  sections:
  - title: Arrays
    url: /chapters/05/1/Arrays
  - title: Ranges
    url: /chapters/05/2/Ranges
  - title: More on Arrays
    url: /chapters/05/3/More_on_Arrays

- title: Tables
  url: /chapters/06/Tables
  sections:
  - title: Sorting Rows
    url: /chapters/06/1/Sorting_Rows
  - title: Selecting Rows
    url: /chapters/06/2/Selecting_Rows
  - title: 'Example: Population Trends'
    url: /chapters/06/3/Example_Trends_in_the_Population_of_the_United_States
  - title: 'Example: Trends in Gender'
    url: /chapters/06/4/Example_Gender_Ratio_in_the_US_Population

- title: Visualization
  url: /chapters/07/Visualization
  sections:
  - title: Categorical Distributions
    url: /chapters/07/1/Visualizing_Categorical_Distributions
  - title: Numerical Distributions
    url: /chapters/07/2/Visualizing_Numerical_Distributions
  - title: Overlaid Graphs
    url: /chapters/07/3/Overlaid_Graphs

- title: Functions and Tables
  url: /chapters/08/Functions_and_Tables
  sections:
  - title: Applying Functions to Columns
    url: /chapters/08/1/Applying_a_Function_to_a_Column
  - title: Classifying by One Variable
    url: /chapters/08/2/Classifying_by_One_Variable
  - title: Cross-Classifying
    url: /chapters/08/3/Cross-Classifying_by_More_than_One_Variable
  - title: Joining Tables by Columns
    url: /chapters/08/4/Joining_Tables_by_Columns
  - title: Bike Sharing in the Bay Area
    url: /chapters/08/5/Bike_Sharing_in_the_Bay_Area

- title: Randomness
  url: /chapters/09/Randomness
  sections:
  - title: Conditional Statements
    url: /chapters/09/1/Conditional_Statements
  - title: Iteration
    url: /chapters/09/2/Iteration
  - title: Simulation
    url: /chapters/09/3/Simulation
  - title: The Monty Hall Problem
    url: /chapters/09/4/Monty_Hall_Problem
  - title: Finding Probabilities
    url: /chapters/09/5/Finding_Probabilities

- title: Sampling and Empirical Distributions
  url: /chapters/10/Sampling_and_Empirical_Distributions
  sections:
  - title: Empirical Distributions
    url: /chapters/10/1/Empirical_Distributions
  - title: Sampling from a Population
    url: /chapters/10/2/Sampling_from_a_Population
  - title: Empirical Distibution of a Statistic
    url: /chapters/10/3/Empirical_Distribution_of_a_Statistic

- title: Testing Hypotheses
  url: /chapters/11/Testing_Hypotheses
  sections:
  - title: Assessing Models
    url: /chapters/11/1/Assessing_Models
  - title: Multiple Categories
    url: /chapters/11/2/Multiple_Categories
  - title: Decisions and Uncertainty
    url: /chapters/11/3/Decisions_and_Uncertainty
  - title: Error Probabilities
    url: /chapters/11/4/Error_Probabilities

- title: Comparing Two Samples
  url: /chapters/12/Comparing_Two_Samples
  sections:
  - title: A/B Testing
    url: /chapters/12/1/AB_Testing
  - title: Deflategate
    url: /chapters/12/2/Deflategate
  - title: Causality
    url: /chapters/12/3/Causality

- title: Estimation
  url: /chapters/13/Estimation
  sections:
  - title: Percentiles
    url: /chapters/13/1/Percentiles
  - title: The Bootstrap
    url: /chapters/13/2/Bootstrap
  - title: Confidence Intervals
    url: /chapters/13/3/Confidence_Intervals
  - title: Using Confidence Intervals
    url: /chapters/13/4/Using_Confidence_Intervals

- title: Why the Mean Matters
  url: /chapters/14/Why_the_Mean_Matters
  sections:
  - title: Properties of the Mean
    url: /chapters/14/1/Properties_of_the_Mean
  - title: Variability
    url: /chapters/14/2/Variability
  - title: The SD and the Normal Curve
    url: /chapters/14/3/SD_and_the_Normal_Curve
  - title: The Central Limit Theorem
    url: /chapters/14/4/Central_Limit_Theorem
  - title: The Variability of the Sample Mean
    url: /chapters/14/5/Variability_of_the_Sample_Mean
  - title: Choosing a Sample Size
    url: /chapters/14/6/Choosing_a_Sample_Size

- title: Prediction
  url: /chapters/15/Prediction
  sections:
  - title: Correlation
    url: /chapters/15/1/Correlation
  - title: The Regression Line
    url: /chapters/15/2/Regression_Line
  - title: The Method of Least Squares
    url: /chapters/15/3/Method_of_Least_Squares
  - title: Least Squares Regression
    url: /chapters/15/4/Least_Squares_Regression
  - title: Visual Diagnostics
    url: /chapters/15/5/Visual_Diagnostics
  - title: Numerical Diagnostics
    url: /chapters/15/6/Numerical_Diagnostics

- title: Inference for Regression
  url: /chapters/16/Inference_for_Regression
  sections:
  - title: A Regression Model
    url: /chapters/16/1/Regression_Model
  - title: Inference for the True Slope
    url: /chapters/16/2/Inference_for_the_True_Slope
  - title: Prediction Intervals
    url: /chapters/16/3/Prediction_Intervals

- title: Classification
  url: /chapters/17/Classification
  sections:
  - title: Nearest Neighbors
    url: /chapters/17/1/Nearest_Neighbors
  - title: Training and Testing
    url: /chapters/17/2/Training_and_Testing
  - title: Rows of Tables
    url: /chapters/17/3/Rows_of_Tables
  - title: Implementing the Classifier
    url: /chapters/17/4/Implementing_the_Classifier
  - title: The Accuracy of the Classifier
    url: /chapters/17/5/Accuracy_of_the_Classifier
  - title: Multiple Regression
    url: /chapters/17/6/Multiple_Regression
- title: Updating Predictions
  url: /chapters/18/Updating_Predictions
  sections:
  - title: A "More Likely Than Not" Binary Classifier
    url: /chapters/18/1/More_Likely_than_Not_Binary_Classifier
  - title: Making Decisions
    url: /chapters/18/2/Making_Decisions