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- title: Introduction
file: chapters/intro
numbered: true
- title: Data Science
file: chapters/01/what-is-data-science
sections:
- title: Introduction
file: chapters/01/1/intro
sections:
- title: Computational Tools
file: chapters/01/1/1/computational-tools
- title: Statistical Techniques
file: chapters/01/1/2/statistical-techniques
- title: Why Data Science?
file: chapters/01/2/why-data-science
- title: Plotting the Classics
file: chapters/01/3/Plotting_the_Classics
sections:
- title: Literary Characters
file: chapters/01/3/1/Literary_Characters
- title: Another Kind of Character
file: chapters/01/3/2/Another_Kind_Of_Character
- title: Causality and Experiments
file: chapters/02/causality-and-experiments
sections:
- title: John Snow and the Broad Street Pump
file: chapters/02/1/observation-and-visualization-john-snow-and-the-broad-street-pump
- title: "Snow\u2019s \u201CGrand Experiment\u201D"
file: chapters/02/2/snow-s-grand-experiment
- title: Establishing Causality
file: chapters/02/3/establishing-causality
- title: Randomization
file: chapters/02/4/randomization
- title: Endnote
file: chapters/02/5/endnote
- title: Programming in Python
file: chapters/03/programming-in-python
sections:
- title: Expressions
file: chapters/03/1/Expressions
- title: Names
file: chapters/03/2/Names
sections:
- title: 'Example: Growth Rates'
file: chapters/03/2/1/Growth
- title: Call Expressions
file: chapters/03/3/Calls
- title: Introduction to Tables
file: chapters/03/4/Introduction_to_Tables
- title: Data Types
file: chapters/04/Data_Types
sections:
- title: Numbers
file: chapters/04/1/Numbers
- title: Strings
file: chapters/04/2/Strings
sections:
- title: String Methods
file: chapters/04/2/1/String_Methods
- title: Comparisons
file: chapters/04/3/Comparison
- title: Sequences
file: chapters/05/Sequences
sections:
- title: Arrays
file: chapters/05/1/Arrays
- title: Ranges
file: chapters/05/2/Ranges
- title: More on Arrays
file: chapters/05/3/More_on_Arrays
- title: Tables
file: chapters/06/Tables
sections:
- title: Sorting Rows
file: chapters/06/1/Sorting_Rows
- title: Selecting Rows
file: chapters/06/2/Selecting_Rows
- title: 'Example: Population Trends'
file: chapters/06/3/Example_Trends_in_the_Population_of_the_United_States
- title: 'Example: Trends in Gender'
file: chapters/06/4/Example_Gender_Ratio_in_the_US_Population
- title: Visualization
file: chapters/07/Visualization
sections:
- title: Categorical Distributions
file: chapters/07/1/Visualizing_Categorical_Distributions
- title: Numerical Distributions
file: chapters/07/2/Visualizing_Numerical_Distributions
- title: Overlaid Graphs
file: chapters/07/3/Overlaid_Graphs
- title: Functions and Tables
file: chapters/08/Functions_and_Tables
sections:
- title: Applying Functions to Columns
file: chapters/08/1/Applying_a_Function_to_a_Column
- title: Classifying by One Variable
file: chapters/08/2/Classifying_by_One_Variable
- title: Cross-Classifying
file: chapters/08/3/Cross-Classifying_by_More_than_One_Variable
- title: Joining Tables by Columns
file: chapters/08/4/Joining_Tables_by_Columns
- title: Bike Sharing in the Bay Area
file: chapters/08/5/Bike_Sharing_in_the_Bay_Area
- title: Randomness
file: chapters/09/Randomness
sections:
- title: Conditional Statements
file: chapters/09/1/Conditional_Statements
- title: Iteration
file: chapters/09/2/Iteration
- title: Simulation
file: chapters/09/3/Simulation
- title: The Monty Hall Problem
file: chapters/09/4/Monty_Hall_Problem
- title: Finding Probabilities
file: chapters/09/5/Finding_Probabilities
- title: Sampling and Empirical Distributions
file: chapters/10/Sampling_and_Empirical_Distributions
sections:
- title: Empirical Distributions
file: chapters/10/1/Empirical_Distributions
- title: Sampling from a Population
file: chapters/10/2/Sampling_from_a_Population
- title: Empirical Distibution of a Statistic
file: chapters/10/3/Empirical_Distribution_of_a_Statistic
- title: Testing Hypotheses
file: chapters/11/Testing_Hypotheses
sections:
- title: Assessing Models
file: chapters/11/1/Assessing_Models
- title: Multiple Categories
file: chapters/11/2/Multiple_Categories
- title: Decisions and Uncertainty
file: chapters/11/3/Decisions_and_Uncertainty
- title: Error Probabilities
file: chapters/11/4/Error_Probabilities
- title: Comparing Two Samples
file: chapters/12/Comparing_Two_Samples
sections:
- title: A/B Testing
file: chapters/12/1/AB_Testing
- title: Deflategate
file: chapters/12/2/Deflategate
- title: Causality
file: chapters/12/3/Causality
- title: Estimation
file: chapters/13/Estimation
sections:
- title: Percentiles
file: chapters/13/1/Percentiles
- title: The Bootstrap
file: chapters/13/2/Bootstrap
- title: Confidence Intervals
file: chapters/13/3/Confidence_Intervals
- title: Using Confidence Intervals
file: chapters/13/4/Using_Confidence_Intervals
- title: Why the Mean Matters
file: chapters/14/Why_the_Mean_Matters
sections:
- title: Properties of the Mean
file: chapters/14/1/Properties_of_the_Mean
- title: Variability
file: chapters/14/2/Variability
- title: The SD and the Normal Curve
file: chapters/14/3/SD_and_the_Normal_Curve
- title: The Central Limit Theorem
file: chapters/14/4/Central_Limit_Theorem
- title: The Variability of the Sample Mean
file: chapters/14/5/Variability_of_the_Sample_Mean
- title: Choosing a Sample Size
file: chapters/14/6/Choosing_a_Sample_Size
- title: Prediction
file: chapters/15/Prediction
sections:
- title: Correlation
file: chapters/15/1/Correlation
- title: The Regression Line
file: chapters/15/2/Regression_Line
- title: The Method of Least Squares
file: chapters/15/3/Method_of_Least_Squares
- title: Least Squares Regression
file: chapters/15/4/Least_Squares_Regression
- title: Visual Diagnostics
file: chapters/15/5/Visual_Diagnostics
- title: Numerical Diagnostics
file: chapters/15/6/Numerical_Diagnostics
- title: Inference for Regression
file: chapters/16/Inference_for_Regression
sections:
- title: A Regression Model
file: chapters/16/1/Regression_Model
- title: Inference for the True Slope
file: chapters/16/2/Inference_for_the_True_Slope
- title: Prediction Intervals
file: chapters/16/3/Prediction_Intervals
- title: Classification
file: chapters/17/Classification
sections:
- title: Nearest Neighbors
file: chapters/17/1/Nearest_Neighbors
- title: Training and Testing
file: chapters/17/2/Training_and_Testing
- title: Rows of Tables
file: chapters/17/3/Rows_of_Tables
- title: Implementing the Classifier
file: chapters/17/4/Implementing_the_Classifier
- title: The Accuracy of the Classifier
file: chapters/17/5/Accuracy_of_the_Classifier
- title: Multiple Regression
file: chapters/17/6/Multiple_Regression
- title: Updating Predictions
file: chapters/18/Updating_Predictions
sections:
- title: A "More Likely Than Not" Binary Classifier
file: chapters/18/1/More_Likely_than_Not_Binary_Classifier
- title: Making Decisions
file: chapters/18/2/Making_Decisions