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