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1 Chapter 3: Graphical Data Exploration 3.1 Exploring Relationships Between Continuous Columns 3.2 Examining Relationships Between Categorical Columns 3.3 Exploratory Analysis Using Recursive Partitioning
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2 Chapter 3: Graphical Data Exploration 3.1 Exploring Relationships Between Continuous Columns 3.2 Examining Relationships Between Categorical Columns 3.3 Exploratory Analysis Using Recursive Partitioning
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Objectives Create, examine, and interact with JMP graphs to begin data discovery. Use options and commands to improve images for user understanding. Save scripts to a data table. 3
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Graphing Continuous Values 4
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Querying and Modifying Graphs Graphics tools: Row states: Axis specifications: 6
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Saving JMP Scripts to a Data Table The JMP scripting language (JSL) can be used to reproduce results without performing the analysis using menus. Scripts can be saved to your data table, keeping a record of the analyses you have performed. JMP scripts are dynamic – the analysis is performed on the current data. Scripts attached to a data table enable you to efficiently share your analyses with others. 7
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Scripts in the Table Panel 8
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9 This demonstration illustrates the concepts discussed previously. Generate and Explore Graphs of Continuous Columns
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Exercise This exercise reinforces the concepts discussed previously.
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3.01 Quiz How could you display the data to more clearly see the relationship between Graduation Rate and 1991 Tuition for the two school types individually? 13
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3.01 Quiz – Correct Answer How could you display the data to more clearly see the relationship between Graduation Rate and 1991 Tuition for the two school types individually? 14 Answers will vary.
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15 Chapter 3: Graphical Data Exploration 3.1 Exploring Relationships Between Continuous Columns 3.2 Examining Relationships Between Categorical Columns 3.3 Exploratory Analysis Using Recursive Partitioning
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Objectives Examine the distribution reports of nominal and ordinal columns. Explore relationships between nominal and ordinal columns with the mosaic plot. 16
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Graphing Categorical Values 17
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18 This demonstration illustrates the concepts discussed previously. Generate and Explore Graphs of Categorical Columns
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Exercise This exercise reinforces the concepts discussed previously.
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3.02 Quiz Which region has proportionately more public schools? 22
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3.02 Quiz – Correct Answer Which region has proportionately more public schools? 23
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24 Chapter 3: Graphical Data Exploration 3.1 Exploring Relationships Between Continuous Columns 3.2 Examining Relationships Between Categorical Columns 3.3 Exploratory Analysis Using Recursive Partitioning
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Objectives Define partitioning. Use the Partition platform in JMP. 25
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Recursive Partitioning Partitioning refers to segmenting the data into subgroups that are as homogeneous as possible with respect to the dependent variable (Y). 26
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Divide and Conquer 27 n = 200 $16.68 mean donation n = 116n = 84 INCOME < 5 yes no $25.23 mean donation $10.48 mean donation
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28 This demonstration illustrates the concepts discussed previously. Recursive Partitioning
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Exercise This exercise reinforces the concepts discussed previously.
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3.03 Quiz On which predictor variable will JMP split first? How do you know? 32
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3.03 Quiz – Correct Answer On which predictor variable will JMP split first? How do you know? 33 Type (in the left leaf) – the LogWorth and the Candidate SS values are the largest.
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