Welcome to JMP
Learn about JMP
Formatting Conventions in JMP Documentation
JMP Help
JMP Documentation Library
Additional Resources for Learning JMP
Search JMP
JMP Tutorials
Sample Data Tables
Learn about Statistical and JSL Terms
Learn JMP Tips and Tricks
JMP Tooltips
JMP User Community
Free Online Statistical Thinking Course
JMP New User Welcome Kit
Statistics Knowledge Portal
JMP Training
JMP Books by Users
The JMP Starter Window
JMP Technical Support
Discovering JMP
About This Book
Gallery of JMP Graphs
Introducing JMP
JMP Concepts That You Should Know
How Do I Get Started with JMP?
Starting JMP
Using Sample Data
Understand Data Tables
Understand the JMP Workflow
Step 1: Perform the Analysis and View Results
Step 2: Remove the Box Plot from a JMP Report
Step 3: Request Additional JMP Output
Step 4: Interact with JMP Platform Results
How is JMP Different from Excel?
Structure of a Data Table
Formulas in JMP
JMP Analysis and Graphing
Work with Your Data
Get Your Data into JMP
Copy and Paste Data into a Data Table
Import Data into a Data Table
Enter Data in a Data Table
Transfer Data from Excel to JMP
Work with Data Tables
Edit Data in a Data Table
Select, Deselect, and Find Values in a Data Table
View or Change Column Information in a Data Table
Example of Calculating Values with Formulas
Example of Filtering Data in a Report
Examples of Reshaping Data
Examples of Viewing Summary Statistics
Examples of Creating Subsets
Example of Joining Data Tables
Example of Sorting Data
Visualize Your Data
Analyze Single Variables in Univariate Graphs
Use Histograms for Continuous Variables
Use Bar Charts for Categorical Variables
Compare Multiple Variables
Compare Multiple Variables Using Scatterplots
Compare Multiple Variables Using a Scatterplot Matrix
Compare Multiple Variables Using Side-by-Side Box Plots
Compare Multiple Variables Using Graph Builder
Compare Multiple Variables Using Bubble Plots
Compare Multiple Variables Using Overlay Plots
Compare Multiple Variables Using a Variability Chart
Analyze Your Data
About This Chapter
The Importance of Graphing Your Data
Understand Modeling Types
Example of Modeling Type Results
Change the Modeling Type
Analyze Distributions
Distributions of Continuous Variables
Distributions of Categorical Variables
Analyze Relationships
Use Regression with One Predictor
Compare Averages for One Variable
Compare Proportions
Compare Averages for Multiple Variables
Use Regression with Multiple Predictors
The Big Picture
Linked Analyses
Example of Exploring Data in Multiple Platforms
Analyze Distributions in the Distribution Platform
Analyze Patterns and Relationships in the Multivariate Platform
Analyze Similar Values in the Clustering Platform
Save and Share Your Work
Work with Projects
Create a New Project
Open Files in a Project
Rearrange Files in Projects
Save a Project
Project Workspace
Project Bookmarks
Project Contents
Recent Files in Projects
Project Log
Move Files into Projects
Write a Project On Open Script
Example of Creating a New Project
Save Platform Results in Journals
Example of Creating a Journal
Add Analyses to a Journal
Save and Run Scripts
Example of Saving and Running a Script
About Scripts and JSL
Save Reports as Interactive HTML
Interactive HTML Contains Data
Example of Creating Interactive HTML
Share Reports as Interactive HTML
Save a Report as a PowerPoint Presentation
Create Dashboards
Example of Combining Windows
Example of Creating a Dashboard with Two Reports
Recreate JMP Steps in a Workflow
Example of Capturing a JMP Workflow
Special Features
Automatically Update Analyses and Graphs
Example of Automatically Updating an Analysis
Change Preferences
Integrate JMP and SAS
Example of Creating SAS Code
Example of Submitting SAS Code
Using JMP
Get Started with JMP
Anatomy of a JMP Session
Data Table Features
Data Table Panels
Data Grid in Data Tables
Open Different Types of Data Files
Platforms and Reports in JMP
Launch Windows in JMP Platforms
Analysis Results in JMP Reports
Manage Files and Open Windows
JMP Home Window on Windows
JMP Home Window on macOS
Search for Recently Opened Files on Windows
Close Multiple Files
Display and Arrange Open Windows
Preview JMP Files
Use the Windows Reveal Feature
JMP Starter Window
Import Your Data
About Importing Data
Import Microsoft Excel Files
Preview and Import Microsoft Excel Data
Import a Microsoft Excel File Directly
Import Text Files
Find Missing Characters in Imported Data
Options in the JMP Text Import Wizard
Edit Text Before Importing into JMP
Import Text from the Script Editor
Import Multiple Files
Import PDF Files
Concatenate Tables into One Data Table
Concatenate Tables by Column Headers
Import Tables that JMP Does Not Auto-Detect
PDF Preview Red Triangle Options
Data Table Preview Options
PDF Preview Right-Click Options
Import XML and JSON Files
Preview and Import XML and JSON Data
Import XML Files Directly
Import JSON Files Directly
Build SQL Queries in Query Builder
Connect to a SQL Database
Select Tables from a SQL Database
Build a SQL Query
Save and Run a JMP Query
Open the Selected Data
Query Builder Red Triangle Options
Write SQL Statements in Query Builder
Import Data from SAS
Java Runtime Environment (JRE) Requirements
SAS Menu Options
Import SAS Data Sets
Create SAS Transport Files in SAS from JMP
Connect to SAS from JMP
Open SAS Data Sets with SAS Query Builder
Open SAS Data Sets through a SAS Server
Using SAS Extended Attributes to Import Metadata
Run Stored Processes
Submit SAS Code
Generate ODS Results
Import Generated SAS Data Sets
Import Data from a Database
Connect to a Database
Open Data from a Database
Write SQL Statements to Query a Database
Structured Query Language (SQL): A Reference
Import Data from Google Sheets
About Importing Google Sheets
Google Sheet Settings
Import SPSS Files
Import Triple-S Survey Data
Import HDF5 Data
Import Data from MATLAB
Import Data from R
Import Data Using the Excel Add-In
Transfer Excel Data to a Data Table
About the JMP Add-In for Excel
Uninstall the JMP Excel Add-In
Import Data from the Internet or a Remote Computer
Create New Data Tables
Import Data from an OSIsoft PI Server
Connect to a PI Server
Common Options in the Import from OSIsoft PI Server Wizard
Import Raw Data from an OSIsoft PI Server
Import Plot Data from an OSIsoft PI Server
Import Interpolated Data from an OSIsoft PI Server
Enter and Edit Your Data
Enter Data in Data Tables
Copy and Paste Data into Data Tables
Add Rows to Data Tables
Add Columns to Data Tables
Fill Data Table Columns with Sequential Data
Replace Missing Values with Previous Values in Data Table Columns
Enter Cell Formulas into Data Table Columns
Select Rows in Data Tables
Find Matching Cells in Rows
Select Rows That Contain Specific Values
Locate the Next Selected Row
Select Columns in Data Tables
How to Select Columns
Select Columns in the JMP Columns Viewer
Locate Next and Previously Selected Columns in Data Tables
Resize Rows and Columns
Organize Data in Data Tables
Delete Rows in Data Tables
Delete Columns in Data Tables
Rearrange Columns in Data Tables
Group Columns in Data Tables
Move Values in Data Tables
Color Cells in Data Tables
Edit or Delete Cells in Data Tables
Edit Column Names in Data Tables
Hide and Exclude Rows in Data Tables
Exclude Rows in Data Tables
Hide Rows in Data Tables
Exclude Columns in Data Tables
Hide Columns in Data Tables
View Patterns of Missing Data in Data Tables
Find and Replace Cell Values in Data Tables
Edit Cells in Data Tables
Right-Click Menus for Rows and Columns
Compare Data Tables
Assign Characteristics to Rows and Columns
How to Find Options for Rows and Columns
Label Rows and Columns
Assign Colors or Markers to Rows
Create Color Themes in Graphs
Delete Custom Color Themes in Graphs
Select Matching Row State Cells
Delete Row Characteristics
Lock Columns
Restructure Data
Split a Data Table Column into Multiple Columns
Create a New Column by Text Matching
Make Indicator Columns
Combine Columns in Data Tables
Compress Selected Columns in Data Tables
Make a Binning Formula in a Data Table Column
Convert Labels to Codes and Codes to Labels
Make a New Formula Column
Transform Columns in a JMP Platform
Recode Data in a Column
Edit Data Tables
Rename Data Tables
Lock Data Tables
Compress Data Tables
Copy Table Scripts
Use Data Table Variables
Create and Save Scripts in Data Tables
Set JMP Column Properties
About the Column Info Window
About Modeling Types
The Short-Integer Format
Numeric Formats
Store Information in Row State Columns
Initialize Data in a Column
Column Properties in JMP
Basic Column Properties
Properties That Validate Column Values
Properties That Attach Information to Column Values
Properties That Control the Display of Columns
Properties Used in Modeling and DOE
Properties Associated with Control Charts and Capability
Properties That Control How Columns Are Used in Platforms
SAS Properties
Link Data Tables with Virtual Join Properties
Additional Column Properties
Properties Assigned and Controlled by JMP
Standardize Attributes and Properties Across Columns
Recode Column Values
Standardize Column Attributes
Standardize Column Properties
Delete Column Properties
Example of Standardizing a Formula
Assign a Preselected Analysis Role to a Column
Reshape Your Data
Create a Subset Data Table
Create a Subset Data Table from a JMP Report
Sort Data Tables
Stack Columns in Data Tables
Example of Stacking Columns into a Single Column
Example of Stacking Columns into More Than One Column
Split Columns in Data Tables
Examples of Splitting Columns
Transpose Rows and Columns in a Data Table
Examples of Transposing Rows and Columns in a Data Table
Concatenate Data Tables
Example of Concatenating Data Tables
Example of Concatenating Data Tables and Table Variables
Join Data Tables
Examples of Joining Data Tables
Query and Join Data Tables with JMP Query Builder
About Links to Data Tables in JMP Queries
Virtually Join Data Tables
Example of Virtually Joining Columns
Example of Virtually Joining Columns and Showing Row States
Example of Merging Referenced Data in Virtually Joined Data Tables
Example of a Link ID and a Link Reference on a Single Column
Update Data Tables
Example of Updating a JMP Data Table
Anonymize Data
Create Formulas in JMP
Overview of Formulas in JMP
Create Formulas in JMP
Refer to Data Table Values in Formulas
Use Local Variables in Formulas
Incorporate Parameters in Formulas
Insert Constants in Formulas
Add Operators to JMP Formulas
Keypad Reference for the Formula Editor
Use Functions in Formulas
Find Frequently Used Functions in the Formula Editor
Copy and Replicate Formulas
Order Expressions in Formulas
Build a Formula in Order of Precedence
JMP Formula Editor Options
Calculate Derivatives of JMP Functions
Simplify Complex Formulas
Evaluate Formulas
Ignore Errors in Formulas
View Formulas in JSL
Edit Formulas
Correct Mistakes in Formulas
Select Expressions in Formulas
Delete Functions from Formulas
Cut, Copy, and Paste Formulas
Click and Drag Formulas
Customize Formulas in the JMP Formula Editor
Hide and Show Outlines in Formulas
Change the Font Size in Formulas
Specify the Matrix Size in Formulas
Change the Orientation of a Formula
Open and Close Arguments in Formulas
Examples of Building Formulas in the JMP Formula Editor
Use Basic Features in the JMP Formula Editor
Use Local Variables in Formulas
Use the Munger Function in Formulas
Use the Match Conditional Function in Formulas
Use the Delete Expression Button in Formulas
Keyboard Shortcuts for the JMP Formula Editor
Glossary of Terms for the JMP Formula Editor
Summarize Your Data
Summarize Columns
Summary Launch Window
Create a Summary Table
Add a Statistics Column to an Existing Summary Table
Explanation of Summary Statistics
Example of Creating a Summary Table with Groups
JMP Reports
Navigate JMP Reports
Use the Hand Tool
Display Options for JMP Reports
Show and Hide Parts of a JMP Report
Combine Several JMP Reports
Rename Report Titles
Increase Font Sizes in Reports
Resize a Report Window
Red Triangle Options in JMP Reports
Local Data Filters in JMP Reports
Redo Menus in JMP Reports
Save Script Menus in JMP Reports
The Data Filter
Types of Data Filter Columns
Filtering Modes
The Data Filter Panel
Red Triangle Options for the Data Filter
Animation in Data Filters
Red Triangle Options for Variables in Data Filters
Reformat Tables in JMP Reports
Change Display Box Properties in a JMP Report
Change a Table in a JMP Report Into a Matrix
Use Conditional Formatting in JMP Reports
Select Points in JMP Graphs
Select Rows in JMP Graphs
Select a Rectangular Area of Points in a JMP Graph
Select an Irregularly Shaped Area of Points in a JMP Graph
Use Markers in JMP Graphs
Change the Shape of Markers
Change the Color of Markers
Change the Size of Markers
Work with Crowded Markers
Add Outlines Around Markers
Change the Selection Mode of Markers
Specify the Transparency of Markers
Exclude and Hide Markers
Use Images as Markers
Change the Shape or Color of Markers Based On Values
Change the Appearance of JMP Graphs
Resize Graphs
Zoom In on Graphs
Change Line Widths in Graphs
Change the Background Color in Graphs
Change the Color of Histogram Bars
Display Coordinates and Temporary Reference Lines in Graphs
Scroll and Scale Axes in Graphs
Customize Axes and Axis Labels in Graphs
Change the Order of Values in Reports
Change the Pattern and Format of Selected Objects in Graphs
Add a Graph to a Data Table
Customize Markers, Lines, Text, and More in Graphs
Add Images to a JMP Graph or Report
Paste a Background Image into a JMP Graph
Paste an Image at the End of a JMP Report
Drag and Drop an Image into a JMP Graph
Add Geographical Images and Boundaries to JMP Graphs
Extract Data from an Image
Add Annotations and Shapes to JMP Reports and Graphs
Add Annotations to JMP Reports or Graphs
Add Shapes to JMP Reports
Customize Hover Labels in JMP Graphs
Add Graphs or Images to Hover Labels
Add Text to Hover Labels in JMP Graphs
Update Names and Values in Hover Labels
Edit Hover Labels in JMP Graphs
Add Images from JMP Data Tables to Hover Labels
Pin Hover Labels in JMP Graphs
Right-Click Options for Hover Labels
Customize Common Orderings
Load Common Orderings from a Data Table
Edit Common Orderings
Edit Items
Save Platform Preferences
Semantic Formatting
Format a Row in a Report Table
Format a Column in a Report Table
Save and Share Your Data
Save Data Tables
Save Data Tables as Microsoft Excel Files
Save JMP Data as a CSV File
Save JMP Data as a Text File
Save JMP Data as a JSON File
Save JMP Data as a SAS Transport File
Save JMP Data as a Google Sheet
Save JMP Data as a SAS Data Set
Save Data Tables to a Database
Replace a Database with a Data Table
Save Reports
Save Reports as PDF Files
Save Reports as PowerPoint Presentations
Set the Graphic DPI for Exported Graphics
Save a JMP Analysis as a Script
Save Parts of a Report in a Graphic Format
Share Interactive Reports and Data
Share Reports as Interactive HTML
Share Reports to JMP Live or JMP Public
Share Data to JMP Live
Print Reports
Copy and Paste Reports
Work with Projects
Create a New Project
Open Files in a Project
Rearrange Files in Projects
Save a Project
Project Workspace
Project Bookmarks
Project Contents
Recent Files in Projects
Project Log
Move Files into Projects
Write a Project On Open Script
Example of Creating a New Project
Create Journals
Example of Making a Journal for a Presentation
Create New Journals
Manage Links in Shared Journals
Add and Edit Outlines to Journals
Right-Click Options in Journals
Control the Display of Outline Levels in Journals
Add a Graph or Graphic to Journals
Customize Items in Journals
Prevent Modifications to Journals
Append Reports to Journals
Save Journals in Other Formats
Delete Items from Journals
Save JMP Sessions
Save Sessions upon Exiting JMP
Save Sessions Manually
Save a Log Window
Combine and Present Reports Using Dashboards
Combine JMP Reports by Creating a Dashboard
Example of Creating a Dashboard with Two JMP Reports
Using the Dashboard Builder
Red Triangle Options in the Dashboard Builder
Start with a Sample Dashboard
Edit a Dashboard
View a Running Dashboard
Example of Combining Windows to Create a Dashboard
Example of Adding Selection Filters to a Dashboard
Example of Creating a JMP Query Dashboard and Add-In
Example of Creating a Dashboard from Two Data Tables
Workflow Builder
Overview of the Workflow Builder
Example of Workflow Builder
Launch the Workflow Builder
The Workflow Builder Window
Workflow Steps
Step Settings
JMP Log History
Workflow Builder Options
Additional Examples of the Workflow Builder
Example of Creating a Workflow from the Log History
Example of Creating a Workflow with a Step Setting
Example of Adding to a Workflow from the Enhanced Log
Technical Details for the Workflow Builder
Customize Menus and Toolbars
Customize JMP Toolbars and Menus on Windows
Customize Toolbars
Customize the Main Menu Bar
Create Menu Items and Toolbar Buttons
Set User Permissions for Customized Toolbars and Buttons
Rearrange Toolbars
Copy and Paste Menus, Menu Items, Toolbars, and Buttons
Rearrange Custom Menus, Menu Items, and Buttons
Delete Custom Items
Show or Hide Custom Items
Import Customizations
Remove Customizations from JMP
Customize Toolbars on macOS
Customize Menus on macOS
Customize Menus and Toolbars for Add-Ins
JMP Preferences
Overview of JMP Preferences
General JMP Preferences
Preferences for JMP Reports
Preferences for JMP Graphs
Style Preferences for JMP Graphs and Reports
Fonts Preferences
Menu Preferences
Preferences for JMP Projects
Preferences for Data Tables
Preferences for JMP Data Filters
Preferences for the Column Switcher
Preferences for Recoding Columns
Value Order Preferences
Preferences by JMP Platform
Preferences for Importing and Exporting Text Files
Preferences for Third-Party Data
Preferences for SAS Integration
Preferences for the Query Builder
Preferences for the JSL Script Editor
Preferences for the Workflow Builder
Preferences for the JSL Debugger
Preferences for the Log
Windows Preferences
Mac OS Preferences
Communications Preferences
Preferences for Internet Options
Print Preferences
Preferences for File Locations
Preferences for Updating JMP
Privacy Preferences
Reference for JMP Functions in Formulas
Row Functions
Numeric Functions
Transcendental Functions
Trigonometric Functions
Character Functions
Comparison Functions
Conditional Functions
Probability Functions
Discrete Probability Functions
Statistical Functions
Random Functions
Date Time Functions
Row State Functions
Assignment Functions
Parametric Model Functions
Finance Functions
JMP Technical Details
JMP Features That Support Multithreading
Conventions for Mapping JMP Attributes to SAS Extended Attributes
References
Basic Analysis
Introduction to Basic Analysis
Distributions
Overview of the Distribution Platform
Example of the Distribution Platform
Launch the Distribution Platform
The Distribution Report
Histograms
The Frequencies Report
The Quantiles Report
The Summary Statistics Report
Distribution Platform Options
Options for Categorical Variables
Histogram Options for Categorical Variables
Save Options for Categorical Variables
Options for Continuous Variables
Display Options for Continuous Variables
Histogram Options for Continuous Variables
Normal Quantile Plot
Outlier Box Plot
Quantile Box Plot
Stem and Leaf
CDF Plot
Test Mean
Test Std Dev
Test Equivalence
Confidence Intervals
Prediction Intervals
Tolerance Intervals
Process Capability
Fit Distributions
Save Options for Continuous Variables
Additional Examples of the Distribution Platform
Example of Selecting Data in Multiple Histograms
Example of a By Variable
Example of Testing Probabilities for Two Levels
Example of Testing Probabilities for More Than Two Levels
Example of Prediction Intervals
Example of Tolerance Intervals
Example of Process Capability
Example of Detection Limits
Statistical Details for the Distribution Platform
Statistical Details for Standard Error Bars
Statistical Details for Quantiles
Statistical Details for Summary Statistics
Statistical Details for the Normal Quantile Plot
Statistical Details for the Wilcoxon Signed Rank Test
Statistical Details for the Standard Deviation Test
Statistical Details for Normal Quantiles
Statistical Details for Saving Standardized Data
Statistical Details for Score Confidence Intervals
Statistical Details for Prediction Intervals
Statistical Details for Tolerance Intervals
Statistical Details for Continuous Fit Distributions
Statistical Details for Discrete Fit Distributions
Introduction to Fit Y by X
Bivariate Analysis
Overview of the Bivariate Platform
Example of Bivariate Analysis
Launch the Bivariate Platform
Data Format
The Bivariate Report
Bivariate Platform Options
Bivariate Fit Options
Bivariate Fit Reports
Fit Mean Report
Fit Line, Fit Polynomial, and Fit Special Reports
Fit Special Window
Fit Spline Report
Kernel Smoother Report
Fit Each Value Report
Fit Orthogonal Report
Robust Fit Report
Passing-Bablok Fit Report
Density Ellipse Report
Nonpar Density Report
Additional Examples of the Bivariate Platform
Example of the Fit Special Option
Example of the Fit Orthogonal Option
Example of the Fit Robust Option
Example of Group By Using Density Ellipses
Example of Group By Using Regression Lines
Example of Grouping Using a By Variable
Statistical Details for the Bivariate Platform
Statistical Details for the Fit Line Option
Statistical Details for the Fit Polynomial Option
Statistical Details for the Fit Spline Option
Statistical Details for the Fit Orthogonal Option
Statistical Details for the Robust Options
Statistical Details for the Fit Passing Bablok Option
Statistical Details for the Summary of Fit Report
Statistical Details for the Lack of Fit Report
Statistical Details for the Parameter Estimates Report
Statistical Details for the Smoothing Fit Report
Statistical Details for the Bivariate Normal Ellipse Report
Oneway Analysis
Overview of Oneway Platform
Example of Oneway Analysis
Launch the Oneway Platform
Data Format
Oneway Report
The Oneway Platform Options
Oneway Analysis Reports
Quantiles Report
Means/Anova/Pooled t Report
Means and Std Deviations Report
t Test Report
Analysis of Means Reports
Means Comparisons Reports
Nonparametric Test Reports
Nonparametric Multiple Comparisons Reports
Unequal Variances Reports
Equivalence Test Reports
Robust Fit Reports
Power Reports
Matching Column Report
Oneway Plot Elements
Mean Diamonds and X-Axis Proportional
Mean Lines, Error Bars, and Standard Deviation Lines
Comparison Circles
Additional Examples of the Oneway Platform
Example of Analysis of Means
Example of Analysis of Means for Variances
Example of the Each Pair, Student’s t Test
Example of the All Pairs, Tukey HSD Test
Example of the With Best, Hsu MCB Test
Example of the With Control, Dunnett’s Test
Example of the Each Pair Stepwise, Newman-Keuls Test
Example Contrasting Four Compare Means Tests
Example of the Nonparametric Wilcoxon Test
Example of the Unequal Variances Option
Example of an Equivalence Test
Example of the Robust Fit Option
Example of the Power Option
Example of a Normal Quantile Plot
Example of a CDF Plot
Example of the Densities Options
Example of the Matching Column Option
Example of Stacking Data for a Oneway Analysis
Statistical Details for the Oneway Platform
Statistical Details for Comparison Circles
Statistical Details for Power
Statistical Details for ANOM
Statistical Details for the Summary of Fit Report
Statistical Details for Tests That the Variances Are Equal
Statistical Details for Nonparametric Test Statistics
Statistical Details for the Robust Fit
Contingency Analysis
Example of Contingency Analysis
Launch the Contingency Platform
Data Format
The Contingency Report
Mosaic Plot
Contingency Table
Tests Report
Contingency Platform Options
Contingency Analysis Reports
Analysis of Means for Proportions Report
Correspondence Analysis Report
Cochran-Mantel-Haenszel Test Report
Agreement Statistic Report
Relative Risk Report
Two Sample Test for Proportions Report
Measures of Association Report
Cochran Armitage Trend Test Report
Fisher’s Exact Test Report
Equivalence Test Reports
Additional Examples of the Contingency Platform
Example of Analysis of Means for Proportions
Example of Correspondence Analysis
Example of a Cochran-Mantel-Haenszel Test
Example of the Agreement Statistic Option
Example of the Relative Risk Option
Example of a Two Sample Test for Proportions
Example of the Measures of Association Option
Example of the Cochran Armitage Trend Test
Example of Equivalence Tests for Relative Risk
Statistical Details for the Contingency Platform
Statistical Details for the Agreement Statistic
Statistical Details for the Odds Ratio
Statistical Details for the Tests Report
Statistical Details for Correspondence Analysis
Logistic Analysis
Overview of the Logistic Platform
Example of Nominal Logistic Regression
Launch the Logistic Platform
Data Format
The Logistic Report
Logistic Plot
Iterations Report
Whole Model Test Report
Fit Details Report
Parameter Estimates Report
Logistic Platform Options
Logistic Analysis Reports
ROC Curves
Inverse Prediction
Additional Examples of Logistic Regression
Example of Ordinal Logistic Regression
Example of a Logistic Plot
Example of ROC Curves
Example of Inverse Prediction
Statistical Details for the Logistic Platform
Tabulate
Example of the Tabulate Platform
Launch the Tabulate Platform
Tabulate Platform Dialog Window
Add Statistics
Tabulate Platform Report
Analysis Columns
Grouping Columns
Column and Row Tables
Edit Tables
Tabulate Platform Options
Show Test Build Panel
Right-Click Menu for Columns
Additional Examples of the Tabulate Platform
Example of Creating Different Tables and Rearranging Contents
Example of Combining Columns into a Single Table
Example Using a Page Column
Example of Stacking Grouping Columns
Example Using a Unique ID Column
Example of Packing Columns
Simulate
Overview of the Simulate Feature
Example of the Simulate Feature
Launch the Simulate Feature
The Simulate Window
The Simulate Results Table
Simulation Results Report
Simulated Power Report
Additional Examples of the Simulate Feature
Example of a Permutation Test
Example of Retaining a Factor in Generalized Regression
Example of a Prospective Power Analysis
Bootstrapping
Overview of the Bootstrapping Feature
JMP Platforms that Support Bootstrapping
Example of Bootstrapping
Bootstrapping Window Options
Stacked Bootstrap Results Table
Unstacked Bootstrap Results Table
Analysis of Bootstrap Results
Additional Example of Bootstrapping
Statistical Details for Bootstrapping
Statistical Details for Fractional Weights
Statistical Details for the Bias-Corrected Percentile Intervals
Text Explorer
Overview of the Text Explorer Platform
Text Processing Steps
Example of the Text Explorer Platform
Launch the Text Explorer Platform
Customize Regex in the Regular Expression Editor
The Text Explorer Report
Summary Counts Report
Term and Phrase Lists
Text Explorer Platform Options
Text Preparation Options
Text Analysis Options
Save Options
Report Options in Text Explorer
Latent Class Analysis
Latent Semantic Analysis (SVD)
SVD Report
SVD Report Options
Topic Analysis
Topic Analysis Report
Topic Analysis Report Options
Discriminant Analysis
Discriminant Analysis Report
Discriminant Analysis Report Options
Term Selection
Term Selection Settings
Term Selection Report
Term Selection Report Options
Sentiment Analysis
Sentiment Analysis Report
Sentiment Analysis Report Options
Additional Example of the Text Explorer Platform
References
Essential Graphing
Introduction to Interactive Graphing
Graph Builder
How to Use Graph Builder
About the Graph Builder Window
Example of Graph Builder
Move or Remove Variables in Zones
Work with Axes
Merge Variables on an Axis
Create Separate Axes in the X and Y Zones
Create a Second Y Axis
Nest Axes for Character Variables
Order the Levels of a Categorical Variable
Element Types and Options
Points
Smoother
Line of Fit
Ellipse
Contour
Line
Bar
Area
Box Plot
Histogram
Heatmap
Pie
Treemap
Mosaic
Caption Box
Formula
Map Shapes
Parallel
Graph Zones
Categorical and Continuous Variables in Group X or Y Zones
Move Group X and Group Y Labels
Graph Builder Options
Graph Builder Buttons
Right-Click Menus in Graph Builder
Graph Options
Grouping Zones Options
Options for Columns in the Variables Panel
Options for Axes, Axes Variable Labels, or Graph Titles
Options for the Dividing Line between Multiple Graphs
Legend Options in Graph Builder
Graph Builder Examples
Example of an Ordered Bar Chart
Example of an Area and Line Chart
Example of a Map Chart
Example of a Butterfly Chart
Example of a Scatterplot
Example of a Packed Bar Chart
Example of an Overlaid Histogram and Ridgeline Chart
Example of a Bullet Bar Chart
Example of a Forecast Plot
Bubble Plots
Example of a Dynamic Bubble Plot
Launch the Bubble Plot Platform
Specifying Two ID Variables
Specifying a Time Variable
Interact with the Bubble Plot
Control Animation for Dynamic Bubble Plots
Select Bubbles
Use the Brush Tool
Bubble Plot Platform Options
Change Variables in a Bubble Plot
Additional Examples of the Bubble Plot Platform
Example of a Time Variable and no ID Variable
Example of ID Variables and no Time Variable
Example of a Static Bubble Plot
Example of a Bubble Plot with a Categorical Y Variable
Scatterplot Matrix
Example of a Scatterplot Matrix
Launch the Scatterplot Matrix Platform
Change the Matrix Format
The Scatterplot Matrix Window
Scatterplot Matrix Platform Options
Example Using a Grouping Variable
Create a Grouping Variable
Parallel Plots
Example of a Parallel Plot
Launch the Parallel Plot Platform
The Parallel Plot
Interpret Parallel Plots
Parallel Plot Platform Options
Additional Examples of the Parallel Plot Platform
Examine Iris Measurements
Examine Student Measurements
Cell Plots
Example of a Cell Plot
Launch the Cell Plot Platform
The Cell Plot
Cell Plot Platform Options
Right-Click Menu for Cell Plots
Additional Example of the Cell Plot Platform
Scatterplot 3D
Example of a 3D Scatterplot
Launch the Scatterplot 3D Platform
The Scatterplot 3D Report
Spin the 3D Scatterplot
Change Variables on the Axes
Adjust the Axes
Assign Colors and Markers to Data Points
Assign Colors and Markers in the Data Table
Scatterplot 3D Platform Options
Normal Contour Ellipsoids in 3D Scatterplots
Nonparametric Density Contours in 3D Scatterplots
Right-Click Menu in 3D Scatterplots
Additional Examples of the Scatterplot 3D Platform
Example of an Ungrouped Normal Contour Ellipsoid
Example of Grouped Normal Contour Ellipsoids
Example of a Grouped Nonparametric Density Contour
Contour Plots
Example of a Contour Plot
Example Using the Contour Platform
Example of a Contour Plot in Graph Builder
Launch the Contour Plot Platform
Contour Plot in JMP
Contour Plot Platform Options
Fill Areas in Contour Plots
Customize a Contour Plot
Contour Plot Save Options
Use Formulas to Specify Contours
Additional Example of Contour Plots
Ternary Plots
Example of a Ternary Plot
Launch the Ternary Plot Platform
The Ternary Plot in JMP
Mixtures and Constraints
Ternary Plot Platform Options
Additional Examples of the Ternary Plot Platform
Example of a Ternary Plot with Mixture Constraints
Example of a Ternary Plot with a Contour Function
Maps
Overview of Mapping
Maps in Graph Builder
Background Maps in JMP Graphs
Example of Adding a Map to a Graph
Add a Map to Graph Builder
Map Shape Zone
Add Color to Maps
Scale Map Shapes
Custom Map Files
Add Background Maps to Graphs
Images in Maps
Boundaries in Maps
Additional Examples of Creating Maps
Example of Creating Custom Maps
Example of Adding a Background Map
Example of Creating a Custom Background Map
Example of a Boundary Map with Clipped Elements
Legacy Platforms
Treemaps
Charts
Overlay Plots
References
Profilers
Introduction to Profilers
Introduction to Profiling
Profiler Features in JMP
Profiler Launch Windows
Profilers in Fit Group Reports
Interpret Prediction Profiler
The Profiler as a Cross-Section
Set or Lock Factor Values
Profiler Platform Options
Common Profiler Topics
Linear Constraints
Noise Factors
Profiler
Overview of the Prediction Profiler
Example of the Prediction Profiler
Launch the Prediction Profiler Platform
Prediction Profiler Options
Maximization Options Window
Desirability Profiling and Optimization
Construction of Desirability Functions
How to Use the Desirability Function
The Desirability Profile
Customized Desirability Functions
Assess Variable Importance
Bagging
Design Space Profiler
Design Space Profiler Report
Design Space Profiler Options
Additional Examples of the Prediction Profiler
Example of a Desirability Profiler for Multiple Responses
Example of a Noise Factor in the Prediction Profiler
Example of Variable Importance for One Response
Example of Variable Importance for Multiple Responses
Example of Bagging to Improve Prediction
Example of Bagging to Indicate the Accuracy of Predictions
Example of Confidence Intervals Using Bagging
Example of Confidence Intervals Using StdErr Pred Formula Column
Example of Design Space Profiler
Statistical Details for the Prediction Profiler
Statistical Details for Assess Variable Importance
Statistical Details for Propagation of Error Bars
Statistical Details for Extrapolation Control Metrics
Contour Profiler
Overview of the Contour Profiler
Example of the Contour Profiler
Launch the Contour Profiler Platform
The Contour Profiler Report
Factor Settings and Controls
Response Settings and Controls
Contour Profiler Platform Options
Constraint Shading Settings
Additional Example of the Contour Profiler
Surface Plot
Overview of the Surface Plot Profiler
Example of the Surface Plot
Launch the Surface Plot
The Surface Plot Report
The Surface Plot
Appearance Controls
Independent Variables
Dependent Variables
Surface Plot Platform Options
Right-Click Menu Options
Dependent Variables Options
Sheet or Surface Properties
Keyboard Shortcuts
Additional Examples of the Surface Plot
Example of a Surface Plot for a Single Mathematical Function
Example of Isosurfaces
Mixture Profiler
Overview of the Mixture Profiler
Ternary Plot Overview
Ternary Plots with More Than Three Components
Example of the Mixture Profiler
Launch the Mixture Profiler Platform
The Mixture Profiler Report
Factor Settings and Controls
Response Settings and Controls
Mixture Profiler Platform Options
Customizations for the Mixture Profiler
Linear Constraints
Additional Examples of the Mixture Profiler
Example of Mixture Variables with a Process Variable
Example of Multiple Responses with Five Mixture Variables
Custom Profiler
Overview of the Custom Profiler
Example of the Custom Profiler
Launch the Custom Profiler Platform
The Custom Profiler Report
Factor Settings and Controls
Response Settings and Controls
Optimization Settings and Controls
Custom Profiler Platform Options
Simulator
Overview of the Simulator
Example of the Simulator
Launch the Simulator
Simulation Settings for Factors
Simulation Settings for Responses
The Simulator Report
The Simulator Report Options
Defect Profiler
Defect Parametric Profile
Simulation Experiment
Specification Limits
Additional Examples of the Simulator
Example of the Defect Profiler
Example of Stochastic Optimization
Example of Simulating General Formulas
Statistical Details for the Simulator
Excel Profiler
Overview of the Excel Profiler
Example of an Excel Model
Run the Excel Profiler
Use Linear Constraints
Resolution of Profile Lines
Use the Excel Profiler from JMP
References
Design of Experiments Guide
Introduction to DOE
Starting Out with DOE
Overview of Experimental Design and the DOE Workflow
Example of a Designed Experiment
Define the Study and Goals
Create the Design
Run the Experiment
Analyze the Data
The DOE Workflow: Describe, Specify, Design
Define DOE Responses and Factors
Specify the DOE Model
Generate the Design
Evaluate the Design
Make the DOE Results Table
Principles and Guidelines for Experimental Design
Effect Hierarchy
Effect Heredity
Effect Sparsity
Center Points, Replicate Runs, and Testing
Custom Designs
Overview of Custom Design
Example of a Custom Design Construction
Example of a Custom Design Analysis
Build a Custom Design
Responses
Factors
Define Factor Constraints
Alias Terms
Design Generation
Design Explorer
Design
Design Evaluation
Output Options
Custom Design Options
Simulate Responses
Save X Matrix
Number of Starts
Design Search Time
Statistical Details for Custom Designs
Designs with Randomization Restrictions
Covariates with Hard-to-Change Levels
Numbers of Whole Plots and Subplots
Optimality Criteria
D-Efficiency
Coordinate-Exchange Algorithm
Examples of Custom Designs
Examples of Screening Experiments
Design That Estimates Main Effects Only
Design That Estimates All Two-Factor Interactions
Design That Avoids Aliasing of Main Effects and Two-Factor Interactions
Supersaturated Screening Designs
Design for Fixed Blocks
Examples of Response Surface Experiments
Response Surface Design
Response Surface Design with Flexible Blocking
Comparison of a D-Optimal and an I-Optimal Response Surface Design
Response Surface Design With Constraints and Categorical Factor
Examples of Mixture Experiments
Mixture Design with Nonmixture Factors
Mixture of Mixtures Design
Experiments with Covariates
Design with Fixed Covariates
Design with Hard-to-Change Covariates
Design with a Linear Time Trend
Experiments with Randomization Restrictions
Split-Plot Experiment
Two-Way Split-Plot Experiment
Experiments for Robust Process and Product Design
Augment Designs
Example Using the Augment Design Platform
Launch the Augment Design Platform
Augment Design Window
Factors
Define Factor Constraints
Augmentation Choices
Augment Design Platform Options
Additional Examples of Augmentation Choices
Replicate a Design
Add Center Points to a Design
Create a Foldover Design
Add Axial Points to a Design
Space Filling Augmentation
Statistical Details for the Augment Design Platform
Easy DOE
Overview of the Easy DOE Platform
Example of Easy DOE
Design with the Easy DOE Platform
Define
Model
Design
Data Entry
Analyze
Predict
Report
Statistical Details for the Easy DOE Platform
Easy DOE Design Selection Rules
Statistical Details for Easy DOE Analyze Tab
Definitive Screening Designs
Overview of Definitive Screening Designs
Example of a Definitive Screening Design
Build A Definitive Screening Design
Responses
Factors
Design Options
Design
Design Evaluation
Output Options
Definitive Screening Design Options
Simulate Responses
Additional Examples of Definitive Screening Designs
Example of a Definitive Screening Design Compared to a Fractional Factorial Design
Example of a Definitive Screening Design with Blocking
Example of a Definitive Screening Design Compared with a Plackett-Burman Design
Statistical Details for Definitive Screening Designs
Structure of Definitive Screening Designs
Analysis of Experimental Data
The Fit Definitive Screening Platform
Overview of the Fit Definitive Screening Platform
Identification of Active Effects in DSDs
Effective Model Selection for DSDs
Example of the Fit Definitive Screening Platform
Launch the Fit Definitive Screening Platform
Fit Definitive Screening Report
Stage 1 - Main Effect Estimates
Stage 2 - Even Order Effect Estimates
Combined Model Parameter Estimates
Main Effects Residual Plots
Prediction Profiler
Fit Definitive Screening Platform Options
Statistical Details for the Fit Definitive Screening Platform
Screening Designs
Overview of Screening Designs
Underlying Principles of Screening Designs
Analysis of Screening Design Results
Example of Screening Designs
Build a Screening Design
Responses
Factors
Choose Screening Type
Choose from a List of Fractional Factorial Designs
Design Type
Resolution in Screening Designs
Display and Modify Design
Main Effects Screening Designs
Design Generation
Design
Design Evaluation
Output Options
Make Table
Screening Design Options
Additional Examples of Screening Designs
Example of Modifying Generating Rules in a Fractional Factorial Design
Example of a Plackett-Burman Design
Example of a Main Effects Screening Design where No Standard Design Exists
The Fit Two Level Screening Platform
Overview of the Fit Two Level Screening Platform
Example of the Fit Two Level Screening Platform
Launch the Fit Two Level Screening Platform
The Fit Two Level Screening Report
Contrasts
Half Normal Plot
Make or Run Model
Additional Examples of the Fit Two Level Screening Platform
Example of a Plackett-Burman Design Analysis
Example of Effect Heredity
Example of a Supersaturated Design Analysis
Statistical Details for the Fit Two Level Screening Platform
Statistical Details for Order of Effect Entry
Statistical Details for Fit Two Level Screening as an Orthogonal Rotation
Statistical Details for Lenth’s Pseudo-Standard Error
Statistical Details for Lenth t-Ratios
Response Surface Designs
Overview of Response Surface Designs
Example of a Response Surface Design
Build a Response Surface Design
Responses
Factors
Choose a Design
Output Options
Make Table
Response Surface Design Options
Full Factorial Designs
Overview of Full Factorial Design
Example of a Full Factorial Design
Example of Analyzing a Full Factorial Design
Build a Full Factorial Design
Responses
Factors
Output Options
Make Table
Full Factorial Design Options
Mixture Designs
Overview of Mixture Designs
Build a Mixture Design
Responses
Factors
Ternary Plot Overview
Examples of Mixture Design Types
Example of Optimal Mixture Design
Example of Simplex Centroid Design
Example of Simplex Lattice Design
Example of Extreme Vertices Design
Example of an ABCD Design
Example of a Space Filling Mixture Design
Fit Mixture Designs
Whole Model Tests and Analysis of Variance Reports
Understand Response Surface Reports
Additional Example of the Mixture Design Platform
Statistical Details for Mixture Designs
Statistical Details for the Extreme Vertices Method
Statistical Details for FFF Optimality Criterion for Mixture Space Filling Designs
Taguchi Designs
Overview of Taguchi Designs
Example of a Taguchi Design
Build a Taguchi Design
Responses
Factors
Choose Taguchi Inner and Outer Array Designs
Display Coded Design
Make the Design Table
Taguchi Design Options
Evaluate Designs
Overview of the Evaluate Design Platform
Examples of the Evaluate Design Platform
Example of Assessing the Impact of Lost Runs
Example of Evaluating Power Relative to a Specified Model
Launch the Evaluate Design Platform
Evaluate Design Window
Factors
Model
Alias Terms
Design
Design Evaluation
Power Analysis
Prediction Variance Profile
Fraction of Design Space Plot
Prediction Variance Surface
Estimation Efficiency
Alias Matrix
Color Map on Correlations
Design Diagnostics
Evaluate Design Options
Compare Designs
Overview of the Compare Designs Platform
Examples of Comparing Designs
Example Using Designs of the Same Run Size
Example Using Designs of Different Run Sizes
Example of Split Plot Designs with Different Numbers of Whole Plots
Launch the Compare Designs Platform
Specify Model and Alias Terms in the Compare Designs Platform
Reference Design
Factors
Model
Alias Terms
Design Evaluation in the Compare Designs Platform
Power Analysis
Prediction Variance Profile
Fraction of Design Space Plot
Relative Estimation Efficiency
Alias Matrix Summary
Absolute Correlations
Design Diagnostics
Compare Designs Options
Prospective Sample Size and Power
Launch the Sample Size and Power Platform
One Sample Mean Calculator
One Sample Mean Calculator Fields
Two Sample Means Calculator
Two Sample Means Calculator Fields
k Sample Means Calculator
k Sample Means Calculator Fields
One Sample Standard Deviation Calculator
One Sample Standard Deviation Calculator Fields
One Sample Proportion Calculator
One Sample Proportion Calculator Fields
Two Sample Proportions Calculator
Two Sample Proportions Calculator Fields
Counts per Unit Calculator
Sigma Quality Level Calculator
Sigma Quality Level Calculator Fields
Reliability Test Plan Calculator
Reliability Test Plan Calculator Fields
Reliability Demonstration Calculator
Reliability Demonstration Calculator Fields
Choice Designs
Overview of Choice Designs
Choice Design Terminology
Bayesian D-Optimality
Example of a Choice Design
Example of a Choice Design with Analysis
Create a Choice Design for a Pilot Study
Analyze the Pilot Study Data
Design the Final Choice Experiment Using Prior Information
Run the Choice Design and Analyze the Results
Build a Choice Design
Attributes
Model
Design Generation
Design
Make Table
Choice Design Options
Statistical Details for Choice Designs
Bayesian D-Optimality and Design Construction
Utility-Neutral and Local D-Optimal Designs
MaxDiff Design
Overview of the MaxDiff Design Platform
Example of a MaxDiff Design
MaxDiff Design Launch Window
Build a MaxDiff Design
Design Options
Design
Pairwise Incidence Matrix
Make Table
MaxDiff Options
Covering Arrays
Overview of Covering Arrays
Example of a Covering Array with No Factor Level Restrictions
Example of a Covering Array with Factor Level Restrictions
Build a Covering Array Design
Factors
Restrict Factor Level Combinations
Design
Metrics
Output Options
The Covering Array Data Table
Covering Array Options
Statistical Details for Covering Arrays
Algorithm for Optimize
Formulas for Metrics
Space-Filling Designs
Overview of Space-Filling Designs
Example of a Space-Filling Design
Build a Space-Filling Design
Responses
Factors
Define Factor Constraints
Space-Filling Design Methods
Design
Design Diagnostics
Design Table
Space Filling Design Options
Additional Examples of Space Filling Designs
Example of Creating a Latin Hypercube Design
Example of Creating a Uniform Design
Example Comparison of Sphere-Packing, Latin Hypercube, and Uniform Methods
Example of a Minimum Potential Design
Example of a Constrained Fast Flexible Filling Design
Example of a Space-Filling Design for a Map Shape
Example of a Sphere-Packing Design
Statistical Details for Space Filling Designs
Minimum Potential
Maximum Entropy
Gaussian Process IMSE
Fast Flexible Filling Design Details
Accelerated Life Test Designs
Overview of Accelerated Life Test Designs
Example of an Accelerated Life Test DesignAdditional Examples of Accelerated Life Test Designs
Build an Accelerated Life Test Design
Specify the ALT Acceleration Factors
Specify ALT Priors
Review and Update Specifications for ALT Plans
Create and Assess the ALT Design
Create ALT Design Tables
Accelerated Life Test Options
Example of an Accelerated Life Test DesignAdditional Examples of Accelerated Life Test Designs
Example of Estimating Priors for an Accelerated Life Test Design
Example of Augmenting an Accelerated Life Test Design
Statistical Details for the ALT Design Platform
Failure Distributions for ALT Designs
R Precision Factor (for a 95% CI)
Optimality Criterion for Accelerated Life Tests
Nonlinear Designs
Overview of Nonlinear Designs
Examples of Nonlinear Designs
Example of a Nonlinear Design with No Prior Data
Example of Augmenting a Nonlinear Design
Example of a Nonlinear Design for a Binomial Response
Build a Nonlinear Design
Factors
Parameters
Design Generation
Design
Make Table or Augment Table
Nonlinear Design Options
Statistical Details for Nonlinear Designs
Statistical Details for Nonlinear Models
Statistical Details of Radial-Spherical Integration of the Optimality Criterion
Statistical Details for Finding the Optimal Design
Balanced Incomplete Block Designs
Example of a Balanced Incomplete Block Design
Build a Balanced Incomplete Block Design
Specify Treatments, Blocks, and Make Design
Verify Design and Make Table
Balanced Incomplete Block Design Options
Statistical Details for Balanced Incomplete Block Designs
MSA Designs
Overview of MSA Designs
Example of MSA Design
Build an MSA Design
Responses
Factors
MSA Design Structure
MSA Design Diagnostics
MSA Design Table
MSA Design Options
Statistical Details for the MSA Design Platform
Group Orthogonal Supersaturated Designs
Overview of Group Orthogonal Supersaturated Designs
Example of Group Orthogonal Supersaturated Designs
Build a Group Orthogonal Supersaturated Design
Specify Factors, Structure, and Make Design
Verify Design and Make Table
Group Orthogonal Supersaturated Design Options
Statistical Details for Group Orthogonal Supersaturated Designs
The Fit Group Orthogonal Supersaturated Platform
Overview of the Fit Group Orthogonal Supersaturated Platform
Example of the Fit Group Orthogonal Supersaturated Platform
Launch the Fit Group Orthogonal Supersaturated Platform
The Fit Group Orthogonal Supersaturated Report
Fit Group Orthogonal Supersaturated Platform Options
Statistical Details for the Fit Group Orthogonal Supersaturated Platform
Sample Size Explorers
Overview of the Sample Size Explorers Platform
Example of Sample Size Explorers
Launch Sample Size Explorers
Power Explorers for Hypothesis Tests
Power for One Sample Mean
Power for One Sample Proportion
Power for One Sample Variance
Power for One Sample Equivalence of Means
Power for One Sample Counts Per Unit
Power for Two Independent Sample Means
Power for Two Independent Sample Proportions
Power for Two Independent Sample Variances
Power for Two Independent Sample Equivalence of Means
Power for Two Independent Sample Counts Per Unit
Power for ANOVA
Confidence Interval Explorers
Margin of Error for One Sample Mean
Margin of Error for One Sample Proportion
Margin of Error for One Sample Variance
Margin of Error for One Sample Counts per Unit
Margin of Error for Two Independent Sample Means
Margin of Error for Two Independent Sample Proportions
Margin of Error for Two Independent Sample Variances
Margin of Error for Two Independent Counts per Unit
Reliability Explorers
Parametric Reliability Demonstration
Nonparametric Reliability Demonstration
Reliability Life Testing
Quality Explorers
Sigma Quality Level
Saved Settings in the Sample Size Explorers
Column Properties
Add and View DOE Column Properties
Response Limits
Example of the Response Limits Column Property
Example of Editing DOE Response Limits
Detection Limits
Units
Functional Response
Design Role
Example of the Design Role Column Property
Coding
Low and High Coded Values
Coding Column Property and Center Polynomials
Example of Coded DOE Factors
Example of Assigning Coding
Mixture
Example of the Mixture Column Property
Factor Changes
Example of the Factor Changes Column Property
Value Order
Example of the Value Order Column Property
Example of Assigning Value Orders
Value Labels
Example of the Value Labels Column Property
RunsPerBlock
Example of the RunsPerBlock Column Property
ConstraintState
Example of the ConstraintState Column Property
Technical Details
The Alias Matrix
Designs with Hard or Very Hard Factor Changes
Designs with If Possible Effects
Power Calculations
Power for a Single Parameter
Power for a Categorical Effect
Relative Prediction Variance
References
Fitting Linear Models
Model Specification
Overview of the Fit Model Platform
Example of a Regression Analysis Using Fit Model
Launch the Fit Model Platform
Elements in the Fit Model Launch Window
Construct Model Effects
Fitting Personalities
Model Specification Options
Informative Missing
Validity Checks
Model Specification Templates
Simple Linear Regression
Polynomial in X to Degree k
Polynomial in X and Z to Degree k
Multiple Linear Regression
One-Way Analysis of Variance
Two-Way Analysis of Variance
Two-Way Analysis of Variance with Interaction
Three-Way Full Factorial
Analysis of Covariance, Equal Slopes
Analysis of Covariance, Unequal Slopes
Two-Factor Nested Random Effects Model
Three-Factor Fully Nested Random Effects Model
Simple Split Plot or Repeated Measures Model
Two-Factor Response Surface Model
Knotted Spline Effect
Standard Least Squares Models
Example Using Standard Least Squares
Launch the Standard Least Squares Personality
Fit Model Launch Window
Standard Least Squares Options in the Fit Model Launch Window
Validation in Standard Least Squares
Missing Values
Fit Least Squares Report
Single versus Multiple Responses
Report Structure Related to Emphasis
Special Reports
Least Squares Fit Options
Fit Group Options
Response Options
Regression Reports
Summary of Fit
Analysis of Variance
Parameter Estimates
Effect Tests
Effect Details
Lack of Fit
Estimates
Show Prediction Expression
Sorted Estimates
Expanded Estimates
Indicator Parameterization Estimates
Sequential Tests
Custom Test
Compare Slopes
Joint Factor Tests
Inverse Prediction
Cox Mixtures
Parameter Power
Correlation of Estimates
Effect Screening
Scaled Estimates and the Coding of Continuous Terms
Effect Screening Plot Options
Normal Plot Report
Bayes Plot Report
Pareto Plot Report
Factor Profiling
Profiler
Interaction Plots
Contour Profiler
Mixture Profiler
Cube Plots
Box Cox Y Transformation
Surface Profiler
Row Diagnostics
Effect Leverage Plots
Press
Save Columns
Prediction Formula
Multiple Comparisons
Launch the Multiple Comparisons Option
Comparisons with Overall Average
Comparisons with Control
All Pairwise Comparisons
Equivalence Tests
Effect Summary Report
Mixed and Random Effect Model Reports and Options
Mixed Models and Random Effect Models
Restricted Maximum Likelihood (REML) Method
EMS (Traditional) Model Fit Reports
Models with Linear Dependencies among Model Terms
Singularity Details
Parameter Estimates Report
Effect Tests Report
Examples of Models with Linear Dependencies
Statistical Details for the Standard Least Squares Personality
Statistical Details for Emphasis Rules
Statistical Details for the Custom Test Example
Statistical Details for Correlation of Estimates
Statistical Details for Nominal Effects Coding
Statistical Details for Leverage Plots
Statistical Details for the Kackar-Harville Correction
Statistical Details for Power Analysis
Standard Least Squares Examples
Example of Simple Linear Regression
Example of a Polynomial Effects Model
Example of One-Way Analysis of Variance
Example of Two-Way Analysis of Variance
Example of Two-Way Analysis of Variance with an Interaction
Example of a Three-Way Full Factorial Model
Example of Analysis of Covariance with Equal Slopes
Example of Analysis of Covariance with Unequal Slopes
Example of a Response Surface Model
Example of a Two-Factor Nested Random Effects Model
Example of a Split Plot Design Analysis
Example of a Simple Repeated Measures Model
Example of Estimating Random Effect Parameters
Example of a Knotted Spline Effect
Example of a Bayes Plot for Active Factors
Stepwise Regression Models
Overview of Stepwise Regression
Example Using Stepwise Regression
The Stepwise Report
Stepwise Platform Options
Stepwise Regression Control Panel
Current Estimates Report
Step History Report
Models with Crossed, Interaction, or Polynomial Terms
Models with Nominal and Ordinal Effects
Construction of Hierarchical Terms
Perform Binary and Ordinal Logistic Stepwise Regression
The All Possible Models Option
The Model Averaging Option
Validation Options in Stepwise Regression
Validation Set with Two or Three Values in Stepwise Regression
K-Fold Cross Validation in Stepwise Regression
Additional Examples of the Stepwise Personality
Example of the Combine Rule
Example of a Model with a Nominal Term
Example of the Restrict Rule for Hierarchical Terms
Example of Logistic Stepwise Regression
Example of the All Possible Models Option
Example of the Model Averaging Option
Generalized Regression Models
Overview of the Generalized Regression Personality
Example of Generalized Regression
Launch the Generalized Regression Personality
Specify a Distribution
Generalized Regression Report Window
Generalized Regression Report Options
Model Launch Control Panel
Response Distribution
Estimation Method Options
Advanced Controls
Validation Method Options
Early Stopping
Go
Model Fit Reports
Regression Plot
Model Summary
Estimation Details
Solution Path
Parameter Estimates for Centered and Scaled Predictors
Parameter Estimates for Original Predictors
Active Parameter Estimates
Effect Tests
Model Fit Options
Self-Validated Ensemble Models
Overview of Self-Validated Ensemble Models
Reports for Self-Validated Ensemble Models
Model Fit Options for Self-Validated Ensemble Models
Statistical Details for the Generalized Regression Personality
Statistical Details for Estimation Methods
Statistical Details for Advanced Controls
Statistical Details for Distributions
Generalized Regression Examples
Example of Poisson Generalized Regression
Example of Binomial Generalized Regression
Example of Zero-Inflated Poisson Regression
Example of the Model Comparison Table in Generalized Regression
Example of Generalized Regression for Wide Data
Mixed Models
Overview of the Mixed Model Personality
Example Using the Mixed Model Personality
Launch the Mixed Model Personality
Fit Model Launch Window
Data Format
Mixed Model Report and Options
Random Effects Covariance Parameter Estimates
Fixed Effects Parameter Estimates
Repeated Effects Covariance Parameter Estimates
Random Coefficients
Random Effects Predictions
Fixed Effects Tests
Sequential Tests
Multiple Comparisons
Compare Slopes
Marginal Model Inference
Actual by Predicted Plot
Residual Plots
Marginal Model Profiler
Variogram
Conditional Model Inference
Actual by Conditional Predicted Plot
Conditional Residual Plots
Conditional Profilers
Additional Examples of the Mixed Model Personality
Example of Repeated Measures
Example of a Split Plot Experiment
Example of a Uniformity Trial
Example of a Correlated Response
Statistical Details for the Mixed Model Personality
Statistical Details for the Convergence Score Test
Statistical Details for the Random Coefficient Model
Statistical Details for Repeated Measures
Statistical Details for Repeated Covariance Structures
Statistical Details for Spatial and Temporal Variability
Statistical Details for the Kackar-Harville Correction
Generalized Linear Mixed Models
Overview of the Generalized Linear Mixed Models Personality
Example of a Generalized Linear Mixed Model
Launch the Generalized Linear Mixed Model Personality
Fit Model Launch Window
Data Format
Generalized Linear Mixed Model Options
Model Fit Reports
Fit Statistics and Model Summary
Random Effects Covariance Parameter Estimates
Fixed Effects Parameter Estimates
Random Coefficients
Fixed Effects Tests
Model Fit Options
Additional Example of the Generalized Linear Mixed Model Personality
Multivariate Response Models
Example of a Multivariate Response Model
Launch the Manova Personality
The Manova Fit Report
The Manova Fit Options
Response Specification Panel
Multivariate Response Reports
Multivariate Tests in Multivariate Response Models
The Extended Multivariate Report
Comparison of Multivariate Tests
Univariate Tests and the Test for Sphericity
Multivariate Response Models with Repeated Measures
Discriminant Analysis in Multivariate Response Models
Additional Examples of the Manova Personality
Example of a Compound Multivariate Model
Example of a Repeated Measures Multivariate Model
Example of the Save Discrim Option
Example of Univariate and Sphericity Test
Example of Test Details
Example of Canonical Correlation Analysis
Statistical Details for the Manova Personality
Statistical Details for Multivariate Tests
Statistical Details for Approximate F-Tests
Statistical Details for Canonical Calculations
Loglinear Variance Models
Overview of the Loglinear Variance Model
Example Using Loglinear Variance
Launch the Loglinear Variance Personality
The Loglinear Variance Fit Report
Loglinear Variance Fit Report Options
Additional Examples of Loglinear Variance Models
Example of Examining the Residuals in a Loglinear Variance Model
Example of Profiling a Fitted Loglinear Variance Model
Logistic Regression Models
Overview of the Nominal and Ordinal Logistic Personalities
About Nominal Logistic Regression
About Ordinal Logistic Regression
Other JMP Platforms That Fit Logistic Regression Models
Examples of Logistic Regression
Example of Nominal Logistic Regression
Example of Ordinal Logistic Regression
Launch the Nominal and Ordinal Logistic Personalities
Validation in Logistic Regression Models
The Logistic Fit Report
Whole Model Test
Fit Details
Lack of Fit Test
Logistic Fit Platform Options
Options for Nominal and Ordinal Fits
Options for Nominal Fits
Options for Ordinal Fits
Additional Examples of Logistic Regression
Example of Inverse Prediction in Fit Model
Example of Using Effect Summary for a Nominal Logistic Model
Example of a Quadratic Ordinal Logistic Model
Example of Stacking Counts in Multiple Columns
Statistical Details for the Nominal and Ordinal Logistic Personalities
Statistical Details for the Logistic Regression Model
Statistical Details for Odds Ratios
Statistical Details for Logistic Regression Statistical Tests
Generalized Linear Models
Overview of the Generalized Linear Model Personality
Example of a Generalized Linear Model
Launch the Generalized Linear Model Personality
Generalized Linear Model Fit Report
Whole Model Test
Generalized Linear Model Fit Report Options
Additional Examples of the Generalized Linear Models Personality
Example of Using Contrasts in a Generalized Linear Model
Example of Poisson Regression with an Offset
Example of Normal Regression with a Log Link
Statistical Details for the Generalized Linear Model Personality
Statistical Details for Generalized Linear Model Construction
Statistical Details for Model Selection and Deviance
Statistical Details
The Response Models
Continuous Responses
Nominal Responses
Ordinal Responses
The Factor Models
Continuous Factors
Nominal Factors
Ordinal Factors
Frequencies
The Usual Assumptions
Assumed Model
Relative Significance
Multiple Inferences
Validity Assessment
Alternative Methods
Key Statistical Concepts
Uncertainty, a Unifying Concept
The Two Basic Fitting Machines
Likelihood, AICc, and BIC
Power Calculations
Computations for the LSN
Computations for the LSV
Computations for the Power
Computations for the Adjusted Power
Inverse Prediction with Confidence Limits
References
Predictive and Specialized Modeling
Introduction to Predictive and Specialized Modeling
Neural Networks
Overview of the Neural Platform
Example of a Neural Network
Launch the Neural Platform
The Neural Launch Window
The Model Launch Control Panel
Validation Methods for Neural
Hidden Layer Structure
Boosting
Neural Fitting Options
Model Reports
Training and Validation Measures of Fit
Confusion Statistics
Neural Platform Options
Neural Model Options
Partition Models
Overview of the Partition Platform
Example of the Partition Platform
Launch the Partition Platform
Informative Missing
The Partition Report
Partition Plot
Partition Buttons
Summary of Fit Statistics
Node Reports
Partition Platform Options
Show Fit Details
Specify Profit Matrix
ROC Curve
Lift Curve
Validation in Partition
Additional Examples of the Partition Platform
Example of a Continuous Response
Example of Informative Missing
Example of Profit Matrix and Decision Matrix Report
Statistical Details for the Partition Platform
Statistical Details for Responses and Factors
Statistical Details for the Splitting Criterion
Bootstrap Forest
Overview of the Bootstrap Forest Platform
Example of Bootstrap Forest with a Categorical Response
Example of Bootstrap Forest with a Continuous Response
Launch the Bootstrap Forest Platform
Specification Window
The Bootstrap Forest Report
Model Validation Set Summaries
Specifications
Overall Statistics
Cumulative Validation
Per Tree Summaries
Bootstrap Forest Platform Options
Boosted Tree
Overview of the Boosted Tree Platform
Example of Boosted Tree with a Categorical Response
Example of Boosted Tree with a Continuous Response
Launch the Boosted Tree Platform
Specification Window
The Boosted Tree Report
Model Validation Set Summaries
Specifications
Overall Statistics
Cumulative Validation
Boosted Tree Platform Options
Statistical Details for the Boosted Tree Platform
Statistical Details for the Overfit Penalty
K Nearest Neighbors
Overview of the K Nearest Neighbors Platform
Example of K Nearest Neighbors with a Categorical Response
Example of K Nearest Neighbors with a Continuous Response
Launch the K Nearest Neighbors Platform
The K Nearest Neighbors Report
Continuous Responses
Categorical Responses
K Nearest Neighbors Platform Options
Model Fit Options
Naive Bayes
Overview of the Naive Bayes Platform
Example of Naive Bayes
Launch the Naive Bayes Platform
The Naive Bayes Report
Fit Details Report
Response Column Report
Confusion Matrix Report
ROC Curves
Naive Bayes Platform Options
Additional Example of Naive Bayes
Statistical Details for the Naive Bayes Platform
Statistical Details for the Naive Bayes Algorithm
Statistical Details for Saved Probability Formulas
Support Vector Machines
Overview of Support Vector Machines
Example of Support Vector Machines
Launch the Support Vector Machines Platform
Model Launch Control Panel
The Support Vector Machine Report
Model Comparison Report
Support Vector Machine Model Report
Support Vector Machines Platform Options
Support Vector Machine Model Report Options
Additional Example of Support Vector Machines
Model Screening
Example of Model Screening
Launch the Model Screening Platform
The Model Screening Report
Summary Across the Folds Report
Training, Validation, and Test Measures of Fit
Model Screening Platform Options
Decision Thresholds Report
Model Comparison
Example of Model Comparison
Launch the Model Comparison Platform
The Model Comparison Report
Model Comparison Platform Options
Continuous Responses
Categorical Responses
Additional Example of Model Comparison
Make Validation Column
Overview of the Make Validation Column Platform
Example of the Make Validation Column Platform
Launch the Make Validation Column Platform
Make Validation Column Report
Specify Rates or Relative Rates
Set Cutpoints
Set Number of Folds
Options
Go
Make Validation Column Platform Options
Additional Example of the Make Validation Column Platform
Formula Depot
Overview of the Formula Depot Platform
Example of the Formula Depot
Launch the Formula Depot Platform
Platforms That Publish Prediction Formulas to the Formula Depot
Formula Depot Platform Options
Formula Depot Model Options
Generate Scoring Code from the Formula Depot Platform
Fit Curve
Overview of the Fit Curve Platform
Example of the Fit Curve Platform
Launch the Fit Curve Platform
The Fit Curve Report
Model Comparison Report
Model Fit Report
Fit Curve Options
Model-Free Comparisons Reports
Model Fit Options
Test Parallelism
Compare Parameter Estimates
Equivalence Test
Additional Example of the Fit Curve Platform
Statistical Details for the Fit Curve Platform
Statistical Details for Fit Curve Models
Statistical Details for Dissolution Curve Analysis
Nonlinear Regression
Example of the Nonlinear Platform
Launch the Nonlinear Platform
The Nonlinear Fit Report
Nonlinear Platform Options
Create a Formula Using the Model Library
Customize the Nonlinear Model Library
Additional Examples of the Nonlinear Platform
Example of Maximum Likelihood
Example of a Probit Model with Binomial Errors
Example of a Poisson Loss Function
Example of Setting Parameter Limits
Example of Analyzing Left-Censored Data
Example of Fitting a Weibull Loss Function
Example of Fitting Simple Survival Distributions
Statistical Details for the Nonlinear Platform
Statistical Details for Profile Likelihood Confidence Limits
Statistical Details for Custom Loss Functions
Statistical Details on Derivatives
Statistical Details on Effective Nonlinear Modeling
Functional Data Explorer
Overview of the Functional Data Explorer Platform
Example of Functional Data Explorer
Launch the Functional Data Explorer Platform
The Functional Data Explorer Report
Model Reports
Functional Data Explorer Platform Options
Functional Data Explorer Group Options
Data Processing Options
Model Report Options
Additional Examples of the Functional Data Explorer Platform
Example for Multiple Functional Processes
Example of Functional DOE Analysis
Statistical Details for the Functional Data Explorer Platform
Statistical Details for Functional Model Fits
Statistical Details for the Function Summaries Report
Gaussian Process
Example of the Gaussian Process Platform
Launch the Gaussian Process Platform
The Gaussian Process Report
Actual by Predicted Plot
Model Report
Marginal Model Plots
Gaussian Process Platform Options
Additional Examples of the Gaussian Process Platform
Example of a Gaussian Process Model
Example of a Gaussian Process Model with Categorical Predictors
Statistical Details for the Gaussian Process Platform
Statistical Details for Models with Continuous Predictors
Statistical Details for Models with Categorical Predictors
Statistical Details for Variance Formula Parameterization
Statistical Details for the Model Fit
Time Series Analysis
Overview of the Time Series Platform
Example of the Time Series Platform
Launch the Time Series Platform
The Time Series Report
Time Series Graph
Time Series Basic Diagnostics Chart
Time Series Platform Options
Time Series Diagnostics
Differencing and Decomposition
Time Series Models
Additional Options
Additional Time Series Reports
Difference Report
Decomposition Reports
Model Comparison Report
Model Report
State Space Smoothing Report
Transfer Function Model Report
Spectral Density Report
Additional Examples of the Time Series Platform
Example of Creating a Time ID Column
Example of a Box-Cox Transformation
Example Using a Holdback Set
Example of a Transfer Function Model
Statistical Details for the Time Series Platform
Statistical Details for Spectral Density
Statistical Details for X-11 Decomposition
Statistical Details for Exponential Smoothing Models
Statistical Details for ARIMA Models
Statistical Details for Transfer Functions
Time Series Forecast
Example of Time Series Forecast
Launch the Time Series Forecast Platform
Data Format
The Time Series Forecast Report
Analysis of Time Pattern
Group Summary of Time
Group Summary of Y
Modeling Specifications
Time Series Forecast Platform Options
Time Series Forecast Model Reports
Matched Pairs Analysis
Overview of the Matched Pairs Platform
Example of Comparing Matched Pairs
Launch the Matched Pairs Platform
Multiple Y Columns
The Matched Pairs Report
Difference Plot and Report
Across Groups
Matched Pairs Platform Options
Example Comparing Matched Pairs across Groups
Statistical Details for the Matched Pairs Platform
Statistical Details for Graphics of Matched Pairs
Statistical Details for the Correlation of Responses
Explore Outliers
Overview of Explore Outliers
Quantile Range Outliers
Robust Fit Outliers
Robust PCA Outliers
K Nearest Neighbor Outliers
Example of Explore Outliers
Launch the Explore Outliers Platform
The Explore Outliers Report
Quantile Range Outliers Report
Robust Fit Outliers Report
Robust PCA Outliers Report
K Nearest Neighbors Report
Explore Outliers Platform Options
Additional Example of the Explore Outliers Platform
Explore Missing Values
Overview of the Explore Missing Values Platform
Multivariate Normal Imputation
Multivariate SVD Imputation
Multivariate RPCA Imputation
Automated Data Imputation
Example of the Explore Missing Values Platform
Launch the Explore Missing Values Platform
The Explore Missing Values Report
Commands
Imputation Report
Explore Missing Values Platform Options
Explore Patterns
Overview of the Explore Patterns Platform
Example of the Explore Patterns Platform
Launch the Explore Patterns Platform
The Explore Patterns Report
Control Panel
Univariate Summary
Univariate Patterns
Explore Patterns Options
Univariate Patterns Report Options
Additional Example of the Explore Patterns Platform
Statistical Details for the Explore Patterns Platform
Response Screening
Overview of the Response Screening Platform
Example of Response Screening
Launch the Response Screening Platform
The Response Screening Report
Response Screening Plots
Response Screening Report Tables
Response Screening Platform Options
Means Data Table
Means Differences Data Table
The PValues Data Table
The Response Screening Personality in Fit Model
Launch Response Screening in Fit Model
The Fit Response Screening Report
Fit Response Screening Options
Additional Examples of Response Screening
Example of Tests of Practical Significance and Equivalence
Example of the Max Logworth Option
Example of Robust Fit
Example of the Response Screening Personality
Example of a Volcano Plot
Statistical Details for the Response Screening Platform
Predictor Screening
Overview of the Predictor Screening Platform
Example of Predictor Screening
Launch the Predictor Screening Platform
The Predictor Screening Report
Predictor Screening Platform Options
Association Analysis
Overview of the Association Analysis Platform
Example of the Association Analysis Platform
Launch the Association Analysis Platform
Data Format
The Association Analysis Report
Frequent Item Sets
Rules
Association Analysis Platform Options
Overview of Singular Value Decomposition
SVD Report
SVD Report Options
Overview of Topic Analysis
Topic Analysis Report
Topic Analysis Report Options
Additional Example of the Association Analysis Platform
Statistical Details for the Association Analysis Platform
Statistical Details for Frequent Item Set Generation
Statistical Details for Performance Measures
Process History Explorer
Example of Process History Explorer
Launch the Process History Explorer Platform
Data Format
The Process History Explorer Report
Process History Explorer Platform Options
Statistical Details
Entropy RSquare
Validation in JMP Modeling
Validation Column Role
K-Fold and Holdback Validation
Predicted Probabilities in Tree Methods
References
Multivariate Methods
Introduction to Multivariate Analysis
Correlations and Multivariate Techniques
Example of the Multivariate Platform
Launch the Multivariate Platform
The Multivariate Report
Multivariate Platform Options
Scatterplot Matrix
Outlier Analysis
Item Reliability
Partial Correlation Diagram
Additional Examples of the Multivariate Platform
Example of Item Reliability
Example of Partial Correlations
Statistical Details for the Multivariate Platform
Statistical Details for Variance Estimation Methods
Statistical Details for the Pearson Product-Moment Correlation
Statistical Details for Nonparametric Measures of Association
Statistical Details for the Inverse Correlation Matrix
Statistical Details for Distance Measures
Statistical Details for Cronbach’s α
Principal Components
Overview of the Principal Components Platform
Example of Principal Component Analysis
Launch the Principal Components Platform
Missing Data
Principal Components Report
Principal Components Report Options
Outlier Analysis
Statistical Details for the Principal Components Platform
Statistical Details for Variance Estimation Methods
Statistical Details for Wide Methods
Statistical Details for Outlier Analysis Calculations
Discriminant Analysis
Overview of the Discriminant Platform
Example of Discriminant Analysis
Launch the Discriminant Platform
Stepwise Variable Selection
Discriminant Method
Shrink Covariances
Discriminant Analysis Report
Principal Components
Canonical Plot and Canonical Structure
Discriminant Scores
Score Summaries
Discriminant Analysis Options
Show Canonical Details
Show Canonical Structure
Consider New Levels
Save Discrim Matrices
Validation in JMP and JMP Pro
Additional Examples of Discriminant Analysis
Example of a Canonical 3D Plot
Example of Stepwise Variable Selection
Statistical Details for the Discriminant Platform
Statistical Details for the Wide Linear Algorithm
Statistical Details for Saved Formulas
Statistical Details for Multivariate Tests
Statistical Details for Approximate F-Tests
Statistical Details for the Between Groups Covariance Matrix
Partial Least Squares Models
Overview of the Partial Least Squares Platform
Example of Partial Least Squares
Launch the Partial Least Squares Platform
Centering and Scaling
Standardize X
Model Launch Control Panel
Partial Least Squares Options
Partial Least Squares Report
Model Comparison Summary
Cross Validation Report
Model Fit Report
Model Fit Options
Variable Importance Plot
VIP vs Coefficients Plots
Additional Example of Partial Least Squares
Statistical Details for the Partial Least Squares Platform
Statistical Details for Partial Least Squares
Statistical Details for the van der Voet T2 Test
Statistical Details for the T2 Plot
Statistical Details for Confidence Ellipses for X Score Scatterplot Matrix
Statistical Details for Prediction and Confidence Limits
Statistical Details for Standardized Scores and Loadings
Statistical Details for PLS Discriminant Analysis
Multiple Correspondence Analysis
Example of Multiple Correspondence Analysis
Launch the Multiple Correspondence Analysis Platform
The Multiple Correspondence Analysis Report
Multiple Correspondence Analysis Platform Options
Show Plot
Show Detail
Show Adjusted Inertia
Show Coordinates
Show Summary Statistics
Show Partial Contributions to Inertia
Show Squared Cosines
Cochran’s Q Test
Cross Table
Additional Examples of Multiple Correspondence Analysis
Example Using a Supplementary Variable
Example Using a Supplementary ID
Example of Cochran’s Q Test
Statistical Details for the Multiple Correspondence Analysis Platform
Statistical Details for the Details Report
Statistical Details for Adjusted Inertia
Statistical Details for Summary Statistics
Statistical Details for Cochran’s Q Statistic
Structural Equation Models
Overview of Structural Equation Models
Example of a Structural Equation Model
Launch the Structural Equation Models Platform
The Structural Equation Models Report
Model Specification Report
Model Comparison Report
Chi-Square Difference Test Report
Structural Equation Model Fit Report
Structural Equation Models Platform Options
Model Options
Customize the Path Diagram
Path Diagram Pop-Up Menu Options
Options to Customize the Path Diagram
Additional Examples of Structural Equation Models
Example of a Latent Path Variable Model
Example of a Latent Growth Curve Model
Example of the Assess Measurement Model Report
Example of Multiple Group Analysis
Statistical Details for the Structural Equation Models Platform
Estimation Methods
Summary of Fit Measures
Factor Analysis
Overview of the Factor Analysis Platform
Example of the Factor Analysis Platform
Launch the Factor Analysis Platform
The Factor Analysis Report
Model Launch
Rotation Methods
Factor Analysis Platform Options
Factor Analysis Model Fit Options
Multidimensional Scaling
Overview of the Multidimensional Scaling Platform
Example of Multidimensional Scaling
Launch the Multidimensional Scaling Platform
The Multidimensional Scaling Report
Multidimensional Scaling Plot
Shepard Diagram
Fit Details
Multidimensional Scaling Platform Options
Waern Links
Additional Example of Multidimensional Scaling
Statistical Details for the Multidimensional Scaling Platform
Statistical Details for the Stress Function
Statistical Details for Transformations
Statistical Details for Attributes List Format
Multivariate Embedding
Overview of the Multivariate Embedding Platform
Example of Multivariate Embedding
Launch the Multivariate Embedding Platform
The Multivariate Embedding Report
Multivariate Embedding Platform Options
Additional Example of Multivariate Embedding
Statistical Details for the Multivariate Embedding Platform
Statistical Details for the t-SNE Method
Statistical Details for the Gradient Descent Algorithm
Item Analysis
Example of Item Analysis
Launch the Item Analysis Platform
Logistic 3PL Model Details
Data Format
The Item Analysis Report
Characteristic Curves
Information Plot
Dual Plot
Parameter Estimates
Item Analysis Platform Options
Statistical Details for the Item Analysis Platform
Statistical Details for Item Response Curves
Statistical Details for Item Response Curve Models
Statistical Details for IRT Model Assumptions
Statistical Details for Fitting the IRT Model
Statistical Details for the Ability Formula
Hierarchical Cluster
Overview of the Hierarchical Clustering Platform
Overview of Platforms for Clustering Observations
Example of Hierarchical Clustering
Launch the Hierarchical Cluster Platform
The Hierarchical Clustering Report
Dendrogram
Clustering History
Hierarchical Cluster Platform Options
Additional Examples of Hierarchical Clustering
Example of a Distance Matrix
Example of Wafer Defect Classification Using Spatial Measures
Statistical Details for the Hierarchical Cluster Platform
Statistical Details for Spatial Measures
Statistical Details for Distance Methods
Statistical Details for Near-Neighbor Joining Cycles
K Means Cluster
Overview of the K Means Cluster Platform
Overview of Platforms for Clustering Observations
Example of K Means Clustering
Launch the K Means Cluster Platform
Iterative Clustering Report
Iterative Clustering Options
K Means Report
Cluster Comparison Report
K Means NCluster Reports
Self Organizing Map
Self Organizing Map Control Panel
Self Organizing Map Report
Description of SOM Algorithm
Additional Example of K Means Clustering
Normal Mixtures
Overview of the Normal Mixtures Platform
Overview of Platforms for Clustering Observations
Example of Normal Mixtures Clustering
Launch the Normal Mixtures Platform
Normal Mixtures Report
Normal Mixtures Options
Individual Normal Mixtures Report
Cluster Comparison Report
Normal Mixtures NCluster Reports
Statistical Details for the Normal Mixtures Platform
Latent Class Analysis
Overview of the Latent Class Analysis Platform
Overview of Platforms for Clustering Observations
Example of Latent Class Analysis
Launch the Latent Class Analysis Platform
The Latent Class Analysis Report
Cluster Comparison Report
Latent Class Model Report
Latent Class Analysis Platform Options
Latent Class Model Options
Additional Example of the Latent Class Analysis Platform
Statistical Details for the Latent Class Analysis Platform
Statistical Details for Latent Class Model Fit
Statistical Details for the Maximum Number of Clusters
Cluster Variables
Overview of the Cluster Variables Platform
Example of the Cluster Variables Platform
Launch the Cluster Variables Platform
The Variable Clustering Report
Color Map on Correlations
Cluster Summary
Cluster Members
Standardized Components
Cluster Variables Platform Options
Additional Examples of the Cluster Variables Platform
Example of Color Map on Correlations
Example of Cluster Variables Platform for Dimension Reduction
Statistical Details for the Cluster Variables Platform
Statistical Details
Wide Linear Methods and the Singular Value Decomposition
The Singular Value Decomposition
References
Quality and Process Methods
Introduction to Quality and Process Methods
Control Chart Builder
Overview of Control Chart Builder
Example of Control Chart Builder
Control Chart Types
Shewhart Control Charts for Variables
Shewhart Control Charts for Attributes
Rare Event Control Charts
Summary of Control Chart Types
Launch Control Chart Builder
Control Chart Builder Interactive Workspace
Launch Windows for Specific Control Charts
Control Chart Builder Window
Control Chart Builder Options
Control Chart Builder Red Triangle Menu Options
Options Panel and Right-Click Chart Options
Control Chart Builder Right-Click Axis Options
Control Limits in Control Chart Builder
Excluded and Hidden Samples in Control Chart Builder
Additional Examples of Control Chart Builder
Example of Control Limits
Example of Individual Measurement and Moving Range Charts
Example of an XBar and R Chart
Example of XBar and R Charts with Varying Subgroup Sizes
Example of a Run Chart
Example of a P Chart
Example of a Laney P′ Chart
Example of an NP Chart
Example of a C Chart
Example of a U Chart
Example of a G Chart
Example of a T Chart
Example of a Three Way Control Chart
Example of Multiple Control Charts
Statistical Details for Control Chart Builder
Statistical Details for XBar and R Charts
Statistical Details for XBar and S Charts
Statistical Details for Individual Measurement and Moving Range Charts
Statistical Details for P, NP, and Laney P′ Charts
Statistical Details for U, C, and Laney U′ Charts
Statistical Details for Levey-Jennings Charts
Statistical Details for G Charts
Statistical Details for T Charts
Statistical Details for Three Way Control Charts
Measurement Systems Analysis
Overview of Measurement Systems Analysis
Example of Measurement Systems Analysis
Launch the Measurement Systems Analysis Platform
Data Format
Measurement Systems Analysis Report
Average Chart
Dispersion Chart
Measurement Systems Analysis Platform Options
Measurement Systems Analysis Report Options
EMP Results Report
Shift Detection Profiler
Bias Comparison Report
Linearity and Bias Results Report
Additional Examples of Measurement Systems Analysis
Example of a Nested Measurement Systems Analysis
Example of a Detailed Measurement Systems Analysis
Statistical Details for Measurement Systems Analysis
Statistical Details for Intraclass Correlation and Probable Error
Type 1 Gauge Analysis
Example of Type 1 Gauge Analysis
Launch the Type 1 Gauge Platform
Data Format
The Type 1 Gauge Study Report
Run Chart
Summary and Capability Statistics Table
Type 1 Gauge Study Options
Type 1 Gauge Analysis Report Options
Variability Gauge Charts
Overview of Variability Charts
Example of a Variability Chart
Launch the Variability Gauge Chart Platform
Data Format
The Variability Gauge Report
Variability Gauge Platform Options
Variability Gauge Analysis Report Options
Heterogeneity of Variance Tests
Variance Components
About the Gauge R&R Method
Gauge R&R Report
Misclassification Probabilities
Bias Report
Linearity Study
Additional Examples of Variability Charts
Example of the Heterogeneity of Variance Test
Example of the Bias Report and Linearity Study
Statistical Details for Variability Charts
Statistical Details for Variance Components
Statistical Details for the Discrimination Ratio
Statistical Details for the Misclassification Probabilities
Attribute Gauge Charts
Overview of Attribute Gauge Charts
Example of an Attribute Gauge Chart
Launch the Attribute Gauge Chart Platform
The Attribute Gauge Report
Gauge Attribute Chart
Agreement Reports
Effectiveness Report
Attribute Gauge Platform Options
Statistical Details for Attribute Gauge Charts
Statistical Details for the Gauge Attribute Chart
Statistical Details for the Agreement Report
Process Screening
Overview of the Process Screening Platform
Example of Process Screening
Launch the Process Screening Platform
Limits Table
The Process Screening Report
Process Screening Platform Options
Process Performance Graph
Additional Example of Process Screening
Statistical Details for the Process Screening Platform
Process Capability
Overview of the Process Capability Platform
Example of the Process Capability Platform with Normal Variables
Example of the Process Capability Platform with Nonnormal Variables
Launch the Process Capability Platform
Process Selection
Process Subgrouping
Moving Range Options
Historical Information
Distribution Options
Other Specifications
Enter Specification Limits for a Process
Spec Limits Window
Spec Limits Column Property
The Process Capability Report
Goal Plot
Capability Box Plots
Capability Index Plot
Process Capability Platform Options
Individual Detail Reports
Normalized Box Plots
Process Performance Plot
Summary Reports
Make Goal Plot Summary Table
Additional Examples of the Process Capability Platform
Example of Process Capability for a Stable Process
Example of Process Capability for an Unstable Process
Example of the Simulation of Confidence Limits for a Nonnormal Process Ppk
Statistical Details for the Process Capability Platform
Statistical Details for Variation Statistics
Statistical Details on Notation
Statistical Details for the Goal Plot
Statistical Details for Capability Box Plots
Statistical Details for Capability Indices for Normal Distributions
Statistical Details for Capability Indices for Nonnormal Distributions
Statistical Details for the Parameterizations of Distributions
CUSUM Control Charts
Overview of the CUSUM Control Chart Platform
Example of a CUSUM Control Chart
Launch the CUSUM Control Chart Platform
The CUSUM Control Chart Platform Report
Control Panel for CUSUM Control Chart
CUSUM Chart Report
CUSUM Control Chart Platform Options
Average Run Length (ARL) Report
Additional Examples of CUSUM Control Charts
Example of the Data Units Option in a CUSUM Control Chart
Example of a CUSUM Chart with Subgroups
Statistical Details for the CUSUM Control Chart Platform
Statistical Details for CUSUM Control Chart Construction
Statistical Details for Shift Detection
Statistical Details for Average Run Length
EWMA Control Charts
Overview of the EWMA Control Chart Platform
Example of the EWMA Control Chart Platform
Launch the EWMA Control Chart Platform
The EWMA Control Chart Platform Report
Control Panel for EWMA Control Chart
EWMA Chart Report
The EWMA Control Chart Platform Options
Average Run Length (ARL) Report
Additional Example of the EWMA Control Chart Platform
Statistical Details for the EWMA Control Chart Platform
Multivariate Control Charts
Overview of Multivariate Control Charts
Launch the Multivariate Control Chart Platform
The Multivariate Control Chart Report
Multivariate Control Chart Platform Options
T Square Partitioned
Change Point Detection
Principal Components
Statistical Details for Multivariate Control Charts
Statistical Details for Individual Observations
Statistical Details for Observations in Rational Subgroups
Statistical Details for Change Point Detection
Model Driven Multivariate Control Charts
Overview of Model Driven Multivariate Control Charts
Example of Model Driven Multivariate Control Charts
Launch the Model Driven Multivariate Control Chart Platform
Data Format
The Model Driven Multivariate Control Chart Report
Model Driven Multivariate Control Chart Platform Options
Plot Options
Score Plot
Additional Examples of the Model Driven Multivariate Control Chart Platform
Example of a Model Driven Multivariate Control Chart with Historical Data
Example of a Model Driven Multivariate Control Chart with a PLS Model
Statistical Details for the Model Driven Multivariate Control Chart Platform
Statistical Details for Monitoring Statistics
Statistical Details for Limits
Statistical Details for Contributions
Statistical Details for Score Plot Group Comparisons
Statistical Details for Score Plot Loadings
Legacy Control Charts
Overview of Legacy Control Charts
Legacy Control Charts for Variables
Legacy Control Charts for Attributes
Example of a Legacy Control Chart
Launch a Legacy Control Chart Platform
Process Information
Limits Specifications
Specified Statistics
Legacy Control Chart Reports
V-Mask CUSUM Chart Reports
Interpret a Two-Sided V-Mask CUSUM Chart
Interpret a Legacy One-Sided CUSUM Chart
Legacy Control Chart Platform Options
Window Options for Legacy Control Charts
Chart Options for Legacy Control Charts
Chart Options for V-Mask CUSUM Control Charts
Saving and Retrieving Limits
Excluded, Hidden, and Deleted Samples
Additional Examples of Legacy Control Charts
Example of Presummarized Charts
Example of a V-Mask CUSUM Chart
Example of a One-Sided CUSUM Chart
Example of a UWMA Chart
Statistical Details for Legacy Control Charts
Statistical Details for Median Moving Range Charts
Statistical Details for Capability Analysis
Statistical Details for V-Mask CUSUM Control Charts
Statistical Details for Weighted Moving Average Charts
Pareto Plots
Overview of the Pareto Plot Platform
Example of the Pareto Plot Platform
Launch the Pareto Plot Platform
The Pareto Plot Report
Pareto Plot Platform Options
Plots Options
Additional Examples of the Pareto Plot Platform
Example of a Threshold for Combined Causes
Example of a Constant Sample Size across Groups
Example of a Non-Constant Sample Size across Groups
Example of a One-Way Comparative Pareto Plot
Example of a Two-Way Comparative Pareto Plot
Example of Subcategories
Statistical Details for the Pareto Plot Platform
Cause-and-Effect Diagrams
Example of a Cause-and-Effect Diagram
Prepare the Data
Launch the Diagram Platform
The Cause-and-Effect Diagram Report
Right-Click Menus
Cause and Effect Diagram Menu Options
How to Save the Diagram
Save the Diagram as a Data Table
Save the Diagram as a Journal
Save the Diagram as a Script
Manage Limits
Example of Manage Limits
Launch the Manage Limits Platform
The Manage Limits Report
Spec Limits
Process Screening
MSA
Detection Limits
Buttons
Manage Limits Options
Operating Characteristic Curves
Example of Operating Characteristic Curves
Launch the Operating Characteristic Curves Platform
The Operating Characteristic Curve Report
OC Curves for Control Charts Report
OC Curves for Acceptance Sampling Options
References
Reliability and Survival Methods
Introduction to Reliability and Survival
Life Distribution
Overview of the Life Distribution Platform
Example of the Life Distribution Platform
Launch the Life Distribution Platform
Life Distribution Report
Event Plot
Compare Distributions in Life Distribution
Statistics for Life Distribution
Life Distribution Report Options
Fit Mixture
Fit Competing Risk Mixture
Weibayes Report
Competing Cause Report
Competing Cause Workflow
Competing Cause Model
Cause Combination
Statistics for Competing Cause
Individual Causes
Competing Cause Report Options
Life Distribution - Compare Groups Report
Statistics for Compare Groups
Individual Group
Life Distribution - Compare Groups Report Options
Additional Examples of the Life Distribution Platform
Example of Omitting Competing Causes
Example of Axis Scale Changes in the Compare Distributions Plot
Example of Comparing the Same Distribution across Groups
Example of Weibayes Analysis
Example of Fitting Mixture Distributions
Example of Fitting a Competing Risk Mixture
Statistical Details for the Life Distribution Platform
Statistical Details for Distributions
Statistical Details for Competing Causes
Statistical Details for Median Rank Regression
Fit Life by X
Overview of the Fit Life by X Platform
Example of the Fit Life by X Platform
Launch the Fit Life by X Platform
The Fit Life by X Report
Summary of Data
Scatterplot
Nonparametric Overlay
Comparisons
Results
Custom Relationship
Fit Life by X Platform Options
Additional Example of the Fit Life by X Platform
Cumulative Damage
Overview of the Cumulative Damage Platform
Example of the Cumulative Damage Platform
Launch the Cumulative Damage Platform
Time to Event
Stress Pattern
The Cumulative Damage Report
Event Plot
Stress Patterns Report
Model List
Model Results
Cumulative Damage Platform Options
Stress Patterns Option
Additional Example of the Cumulative Damage Platform
Recurrence Analysis
Example of the Recurrence Analysis Platform
Launch the Recurrence Analysis Platform
Data Format
Recurrence Analysis Platform Options
Fit Model
Additional Examples of the Recurrence Analysis Platform
Example of Recurrence Analysis with a Cost Column
Example of Recurrence Analysis with Start and End Timestamps
Degradation
Overview of the Degradation Platform
Example of the Degradation Platform
Launch the Degradation Platform
The Degradation Platform Reports
Model Specification
Simple Linear Path
Nonlinear Path
Inverse Prediction
Prediction Graph
Degradation Platform Options
Degradation Model Summary Reports
Model List
Reports
Custom Destructive Degradation Models
Stability Analysis in the Degradation Platform
Statistical Details for Stability Analysis in the Degradation Platform
Repeated Measures Degradation
Example of Repeated Measures Degradation
Launch the Repeated Measures Degradation Platform
Specify Two Y Columns
The Repeated Measures Degradation Report
Data and Initial Model Plot Options
Repeated Measures Degradation Report Options
Models
Repeated Measures Degradation Response Report
Response Report Options
Repeated Measures Degradation Bayesian Estimates Report
Priors Report
Posterior Estimates Report
Diagnostics Report
Life Distribution Profilers Report
Bayesian Estimates Report Options
Additional Example of the Repeated Measures Degradation Platform
Statistical Details for the Repeated Measures Degradation Platform
Destructive Degradation
Example of the Destructive Degradation Platform
Launch the Destructive Degradation Platform
Specify Two Y Columns
The Destructive Degradation Plot Options and Models
Plot Options
Models
The Destructive Degradation Report
Model List
Model Outlines
Destructive Degradation Platform Options
Statistical Details for the Destructive Degradation Platform
Reliability Forecast
Overview of the Reliability Forecast Platform
Example of the Reliability Forecast Platform
Launch the Reliability Forecast Platform
The Reliability Forecast Report
Observed Data Report
Life Distribution Report
Forecast Report
Reliability Forecast Platform Options
Additional Example of the Reliability Forecast Platform
Reliability Growth
Overview of the Reliability Growth Platform
Example of the Reliability Growth Platform
Launch the Reliability Growth Platform
Launch Window Roles
Data Table Structure
The Reliability Growth Report
Model Descriptions and Feasibilities
Observed Data Report
Reliability Growth Platform Options
Model Reports
Crow AMSAA
Crow AMSAA with Modified MLE
Fixed Parameter Crow AMSAA
Piecewise Weibull NHPP
Reinitialized Weibull NHPP
Piecewise Weibull NHPP Change Point Detection
Additional Examples of the Reliability Growth Platform
Example of a Reliability Growth Model with Interval-Censored Data
Example of Piecewise Weibull NHPP Change Point Detection
Statistical Details for the Reliability Growth Platform
Statistical Details for the Crow-AMSAA Report
Statistical Details for the Piecewise Weibull NHPP Change Point Detection Report
Reliability Block Diagram
Overview of the Reliability Block Diagram Platform
Example Using the Reliability Block Diagram Platform
The Reliability Block Diagram Window
Preview Window
Reliability Block Diagram Platform Options
Workspace Options
Configuration Settings
Distribution Configurations
Specify a Nonparametric Distribution
Options for Design and Library Items
Profilers
Component Importance and Time to Failure
Component Plots
Print Algebraic Reliability Formula
Generate Algebraic Expression Data Table
Clone and Delete
Repairable Systems Simulation
Overview of the Repairable Systems Simulation Platform
Example Using the Repairable Systems Simulation Platform
The Repairable Systems Simulation Window
System Diagram
Shapes Toolbar
Configuration Panel
Add Event Panel
Add Action Panel
Repairable Systems Simulation Platform Options
Options for Block Items
Distribution Options
Specify a Nonparametric or Estimated Distribution
Event Settings
Action Settings
Simulation Results Table
Simulation Results
Repairable Systems Simulation Results Options
Survival Analysis
Overview of the Survival Analysis Platform
Example of Survival Analysis
Launch the Survival Platform
The Survival Plot
Survival Platform Options
Exponential, Weibull, and Lognormal Plots and Fits
Fitted Distribution Plots
Competing Causes
Additional Examples of the Survival Platform
Example of Plotting Failures instead of Survivals
Example of Competing Causes
Example of Interval Censoring
Statistical Details for Survival Analysis
Fit Parametric Survival
Overview of the Fit Parametric Survival Platform
Example of the Fit Parametric Survival Platform
Launch the Fit Parametric Survival Platform
The Parametric Survival Fit Report
The Parametric Survival - All Distributions Report
Parametric Competing Cause Report
Fit Parametric Survival Options
Nonlinear Parametric Survival Models
Additional Examples of Fitting Parametric Survival
Example of an Arrhenius Accelerated Failure Lognormal Model
Example of an Interval-Censored Accelerated Failure Time Model
Example of Analyzing Left-Censored Data
Statistical Details for the Fit Parametric Survival Platform
Fit Proportional Hazards
Overview of the Fit Proportional Hazards Platform
Example of the Fit Proportional Hazards Platform
Launch the Fit Proportional Hazards Platform
The Fit Proportional Hazards Report
Fit Proportional Hazards Platform Options
Additional Example of the Fit Proportional Hazards Platform
References
Consumer Research
Introduction to Consumer Research
Categorical Response Analysis
Example of the Categorical Platform
Launch the Categorical Platform
Response Roles
Column Roles
Other Launch Window Options
The Categorical Report
Categorical Platform Options
Report Options
Statistical Testing Options
Additional Categorical Platform Options
Crosstab Table Options
Categorical Comparison Letters
Supercategories
Supercategories Options
Additional Examples of the Categorical Platform
Example of the Test for Response Homogeneity
Example of the Multiple Response Test
Example of Supercategories
Example of the Cell Chisq Test
Example of Compare Each Sample with Comparison Letters
Example of Compare Each Cell with Comparison Letters
Example of User-Specified Comparison with Comparison Letters
Example of Aligned Responses
Example of Conditional Association and Relative Risk
Example of Rater Agreement
Example of Repeated Measures
Example of Multiple Responses
Example of Mean Score with Comparison Letters
Example of a Structured Report
Example of a Multiple Response with Nonresponse
Set Preferences
Statistical Details for the Categorical Platform
Rao-Scott Correction
Choice Models
Overview of the Choice Platform
Examples of the Choice Platform
Example of a One Table Format with a No Choice Option
Example of a Multiple Table Format
Launch the Choice Platform
Launch Window for One Table, Stacked
Launch Window for Multiple Tables, Cross-Referenced
Choice Model Report
Effect Summary
Parameter Estimates
Likelihood Ratio Tests
Bayesian Parameter Estimates
Choice Platform Options
Willingness to Pay
Additional Examples of the Choice Platform
Example of Making Design Decisions
Example of Segmentation
Example of Logistic Regression Using the Choice Platform
Example of Logistic Regression for Matched Case-Control Studies
Example of Transforming Data to Two Analysis Tables
Example of Transforming Data to One Analysis Table
Statistical Details for the Choice Platform
Special Data Table Rules
Utility and Probabilities
Gradients
MaxDiff
Overview of the MaxDiff Platform
Examples of the MaxDiff Platform
Example of a One Table Format
Example of a Multiple Table Format
Launch the MaxDiff Platform
Launch Window for One Table, Stacked
Launch Window for Multiple Tables, Cross-Referenced
MaxDiff Model Report
MaxDiff Effect Summary
MaxDiff Results<