Publication date: 07/08/2024

Fit Response Screening Options

The Fit Response Screening red triangle menu contains options to save the calculated data.

Effect Tests

(Available only if fixed effects are specified in the launch window.) Shows or hides the Effect Tests table. See Effect Tests Table.

Effect Plots

(Available only if fixed effects are specified in the launch window.) Shows or hides the FDR PValue Plot for Effects and the FDR Logworth by Effect Size plot.

Overall Report

(Available only if no random effects are specified in the launch window.) Shows or hides the Overall Fit table, which contains a row for each Y variable. For each Y, the columns in the table summarize information about the model fit. If you select the Robust Fit option on the launch window, the models are fit using Huber M-estimation. The table contains the following columns:

Y

The specified response columns.

RSquare

The multiple correlation coefficient.

RMSE

The Root Mean Square Error.

Count

The number of observations (or sum of the Weight variable).

Overall FRatio

The test statistic for model fit from the Analysis of Variance report in Least Squares Fit.

Overall PValue

The p-value for the overall test of model significance.

Overall Logworth

The logworth of the p-value for the overall test of model significance.

Overall FDR PValue

The overall p-value adjusted for the false discovery rate. (See The Response Screening Report.)

Overall FDR Logworth

The logworth of the Overall FDR PValue.

Overall Rank Fraction

(Not shown by default.) The rank of the Overall FDR Logworth expressed as a fraction of the number of tests. If the number of tests is m, the largest Overall FDR Logworth value has Rank Fraction 1/m, and the smallest has Rank Fraction 1.

Overall Plots

(Available only if no random effects are specified in the launch window.) Shows or hides the Overall FDR PValue Plot and the FDR Logworth by RSquare plot.

Select Effects Where

Opens the Select Where window. You can select specific responses in the Effects Tests table that correspond to a particular condition by using the Comparison menu and Value text box. For example, you can select all effects such that Effect Size > 0.80. After you click OK, the responses are selected in the Result Table.

Tip: You can also access the Select Where window by right-clicking anywhere in the Effect Tests table.

Select Responses for Selected Effects

Selects response columns in the original data table that correspond to the selected effects in the Effect Tests table.

Save Effect Tests

(Available only if fixed effects are specified in the launch window.) Creates a new data table that contains a row for each effect test. The Effect Tests data table contains a table variable called Original Data that gives the name of the data table that was used for the analysis. If you specified a By variable the Original Data variable also gives the By variable and its level.

Save Overall Fit

(Available only if no random effects are specified in the launch window.) Creates a new data table that contains one row per response variable. The Overall Fit data table contains a table variable called Original Data that gives the name of the data table that was used for the analysis. If you specified a By variable the Original Data variable also gives the By variable and its level.

Save Estimates

Creates a new data table that contains a row for each response variable and a column for each model term. The entries are the parameter estimates obtained by fitting the specified model. This data table also contains a table variable called Original Data that gives the name of the data table that was used for the analysis. If you specified a By variable, JMP creates an estimates table for each level of the By variable, and the Original Data variable gives the By variable and its level.

Save Least Squares Means

(Available only if no random effects are specified in the launch window.) Creates a new data table in which each row corresponds to a response and a combination of effect settings. The row contains the least squares mean and standard error for that combination of settings.

Image shown hereSave BLUPS

(Available only if random effects are specified in the launch window.)Creates a new data table that contains the best linear unbiased predictors (BLUPs) for the random effects in the model.

Save Prediction Formula

Saves a new formula column for each response to the data table. Each column contains a prediction equation for the corresponding response.

Save Predicted Values

Saves a new column for each response to the data table. Each column contains the predicted values for the corresponding response.

Image shown hereSave Conditional Prediction Formula

(Available only if random effects are specified in the launch window.) Saves a new formula column for each response to the data table. Each column contains the conditional prediction formula for the corresponding response. The formula includes the random effects estimates.

Image shown hereSave Conditional Predicted Values

(Available only if random effects are specified in the launch window.) Saves a new column for each response to the data table. Each column contains the conditional predicted values for the corresponding response. The conditional predicted values are calculated using the best linear unbiased predictor (BLUP) coefficients.

Model Dialog

Shows the completed Fit Model launch window for the current analysis.

See Local Data Filters in JMP Reports, Redo Menus in JMP Reports, Group Platform, and Save Script Menus in JMP Reports in Using JMP for more information about the following options:

Local Data Filter

Shows or hides the local data filter that enables you to filter the data used in a specific report.

Redo

Contains options that enable you to repeat or relaunch the analysis. In platforms that support the feature, the Automatic Recalc option immediately reflects the changes that you make to the data table in the corresponding report window.

Platform Preferences

Contains options that enable you to view the current platform preferences or update the platform preferences to match the settings in the current JMP report.

Save Script

Contains options that enable you to save a script that reproduces the report to several destinations.

Save By-Group Script

Contains options that enable you to save a script that reproduces the platform report for all levels of a By variable to several destinations. Available only when a By variable is specified in the launch window.

Note: Additional options for this platform are available through scripting. Open the Scripting Index under the Help menu. In the Scripting Index, you can also find examples for scripting the options that are described in this section.

Want more information? Have questions? Get answers in the JMP User Community (community.jmp.com).