textbook/myst.yml at main · data-8/textbook · GitHub

1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
version: 1
project:
  title: Computational and Inferential Thinking
  numbering:
    title: true
    headings: true
  authors:
    - name: Ani Adhikari
    - name: John DeNero
    - name: David Wagner
  # Don't show the license icons on every page
  # license: CC-BY-NC-ND-4.0
  exclude:
    - README.md
  github: data-8/textbook
  toc:
    - file: chapters/intro.md
    - file: chapters/01/what-is-data-science.md
      children:
        - file: chapters/01/1/intro.md
          children:
            - file: chapters/01/1/1/computational-tools.md
            - file: chapters/01/1/2/statistical-techniques.md
        - file: chapters/01/2/why-data-science.md
        - file: chapters/01/3/Plotting_the_Classics.ipynb
          children:
            - file: chapters/01/3/1/Literary_Characters.ipynb
            - file: chapters/01/3/2/Another_Kind_Of_Character.ipynb
    - file: chapters/02/causality-and-experiments.md
      children:
        - file: >-
            chapters/02/1/observation-and-visualization-john-snow-and-the-broad-street-pump.md
          title: John Snow and the Broad Street Pump
        - file: chapters/02/2/snow-s-grand-experiment.md
        - file: chapters/02/3/establishing-causality.md
        - file: chapters/02/4/randomization.md
        - file: chapters/02/5/endnote.md
    - file: chapters/03/programming-in-python.md
      children:
        - file: chapters/03/1/Expressions.ipynb
        - file: chapters/03/2/Names.ipynb
          children:
            - file: chapters/03/2/1/Growth.ipynb
        - file: chapters/03/3/Calls.ipynb
        - file: chapters/03/4/Introduction_to_Tables.ipynb
    - file: chapters/04/Data_Types.ipynb
      children:
        - file: chapters/04/1/Numbers.ipynb
        - file: chapters/04/2/Strings.ipynb
          children:
            - file: chapters/04/2/1/String_Methods.ipynb
        - file: chapters/04/3/Comparison.ipynb
    - file: chapters/05/Sequences.ipynb
      children:
        - file: chapters/05/1/Arrays.ipynb
        - file: chapters/05/2/Ranges.ipynb
        - file: chapters/05/3/More_on_Arrays.ipynb
    - file: chapters/06/Tables.ipynb
      children:
        - file: chapters/06/1/Sorting_Rows.ipynb
        - file: chapters/06/2/Selecting_Rows.ipynb
        - file: chapters/06/3/Example_Population_Trends.ipynb
        - file: chapters/06/4/Example_Sex_Ratios.ipynb
    - file: chapters/07/Visualization.ipynb
      children:
        - file: chapters/07/1/Visualizing_Categorical_Distributions.ipynb
        - file: chapters/07/2/Visualizing_Numerical_Distributions.ipynb
        - file: chapters/07/3/Overlaid_Graphs.ipynb
    - file: chapters/08/Functions_and_Tables.ipynb
      children:
        - file: chapters/08/1/Applying_a_Function_to_a_Column.ipynb
        - file: chapters/08/2/Classifying_by_One_Variable.ipynb
        - file: chapters/08/3/Cross-Classifying_by_More_than_One_Variable.ipynb
        - file: chapters/08/4/Joining_Tables_by_Columns.ipynb
        - file: chapters/08/5/Bike_Sharing_in_the_Bay_Area.ipynb
    - file: chapters/09/Randomness.ipynb
      children:
        - file: chapters/09/1/Conditional_Statements.ipynb
        - file: chapters/09/2/Iteration.ipynb
        - file: chapters/09/3/Simulation.ipynb
        - file: chapters/09/4/Monty_Hall_Problem.ipynb
        - file: chapters/09/5/Finding_Probabilities.ipynb
    - file: chapters/10/Sampling_and_Empirical_Distributions.ipynb
      children:
        - file: chapters/10/1/Empirical_Distributions.ipynb
        - file: chapters/10/2/Sampling_from_a_Population.ipynb
        - file: chapters/10/3/Empirical_Distribution_of_a_Statistic.ipynb
        - file: chapters/10/4/Random_Sampling_in_Python.ipynb
    - file: chapters/11/Testing_Hypotheses.md
      children:
        - file: chapters/11/1/Assessing_a_Model.ipynb
        - file: chapters/11/2/Multiple_Categories.ipynb
        - file: chapters/11/3/Decisions_and_Uncertainty.ipynb
        - file: chapters/11/4/Error_Probabilities.ipynb
    - file: chapters/12/Comparing_Two_Samples.md
      children:
        - file: chapters/12/1/AB_Testing.ipynb
        - file: chapters/12/2/Causality.ipynb
        - file: chapters/12/3/Deflategate.ipynb
    - file: chapters/13/Estimation.md
      children:
        - file: chapters/13/1/Percentiles.ipynb
        - file: chapters/13/2/Bootstrap.ipynb
        - file: chapters/13/3/Confidence_Intervals.ipynb
        - file: chapters/13/4/Using_Confidence_Intervals.ipynb
    - file: chapters/14/Why_the_Mean_Matters.md
      children:
        - file: chapters/14/1/Properties_of_the_Mean.ipynb
        - file: chapters/14/2/Variability.ipynb
        - file: chapters/14/3/SD_and_the_Normal_Curve.ipynb
        - file: chapters/14/4/Central_Limit_Theorem.ipynb
        - file: chapters/14/5/Variability_of_the_Sample_Mean.ipynb
        - file: chapters/14/6/Choosing_a_Sample_Size.ipynb
    - file: chapters/15/Prediction.ipynb
      children:
        - file: chapters/15/1/Correlation.ipynb
        - file: chapters/15/2/Regression_Line.ipynb
        - file: chapters/15/3/Method_of_Least_Squares.ipynb
        - file: chapters/15/4/Least_Squares_Regression.ipynb
        - file: chapters/15/5/Visual_Diagnostics.ipynb
        - file: chapters/15/6/Numerical_Diagnostics.ipynb
    - file: chapters/16/Inference_for_Regression.md
      children:
        - file: chapters/16/1/Regression_Model.ipynb
        - file: chapters/16/2/Inference_for_the_True_Slope.ipynb
        - file: chapters/16/3/Prediction_Intervals.ipynb
    - file: chapters/17/Classification.md
      children:
        - file: chapters/17/1/Nearest_Neighbors.ipynb
        - file: chapters/17/2/Training_and_Testing.ipynb
        - file: chapters/17/3/Rows_of_Tables.ipynb
        - file: chapters/17/4/Implementing_the_Classifier.ipynb
        - file: chapters/17/5/Accuracy_of_the_Classifier.ipynb
        - file: chapters/17/6/Multiple_Regression.ipynb
    - file: chapters/18/Updating_Predictions.md
      children:
        - file: chapters/18/1/More_Likely_than_Not_Binary_Classifier.ipynb
        - file: chapters/18/2/Making_Decisions.ipynb

site:
  options:
    logo: data8logo.png
    favicon: favicon.ico
    logo_text: "Computational and Inferential Thinking"
    analytics_google: UA-148221575-1
    folders: true
    hide_authors: true
  template: book-theme
  parts:
    footer: footer.md