Prediction Analysis

Gaussian Process (GP) App Connection Status

	Connected
	Disconnected

	Loading
	The GP app was not started

Session ID: {{AppFun.liService.channelToListen}}

Output

{{AppSocket.logsFromAutoExecute}}

Warnings and Errors

{{AppSocket.logsFromAutoExecuteError}}

Warnings can be ignored

Training and Testing Data

x_training

CSV Export

CSV Import

Select files

Number Errors Detected

The cells listed below have errors. Correct the errors before continuing to import. The errors could be due to one of the following:

Formatting - Ensure each entry is formatted to be a value. An attempt to format the value resulted in a significant change, and, therefore, the value was not accepted and cannot be imported.
Blank Cells - Blank cells are not allowed. Ensure each cell has a value.

{{AppCsvR.errorsFromNumberCheckString}}

Detected Missing Columns

The required column headers are missing. Please ensure the file follows one of the formats below.

Sample,x0,x1,x2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,y0,y1,y2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,r0,r1,r2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

CSV File Issues Detected

Import is allowed. Visually inspect the updated table to ensure the data has been imported properly.

{{AppCsvR.errorsFromPapaParseString}}

Remember to click Import

CSV imported

y_training

CSV Export

CSV Import

Select files

Number Errors Detected

The cells listed below have errors. Correct the errors before continuing to import. The errors could be due to one of the following:

Formatting - Ensure each entry is formatted to be a value. An attempt to format the value resulted in a significant change, and, therefore, the value was not accepted and cannot be imported.
Blank Cells - Blank cells are not allowed. Ensure each cell has a value.

{{AppCsvR.errorsFromNumberCheckString}}

Detected Missing Columns

The required column headers are missing. Please ensure the file follows one of the formats below.

Sample,x0,x1,x2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,y0,y1,y2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,r0,r1,r2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

CSV File Issues Detected

Import is allowed. Visually inspect the updated table to ensure the data has been imported properly.

{{AppCsvR.errorsFromPapaParseString}}

Remember to click Import

CSV imported

x_testing

CSV Export

CSV Import

Select files

Number Errors Detected

The cells listed below have errors. Correct the errors before continuing to import. The errors could be due to one of the following:

Formatting - Ensure each entry is formatted to be a value. An attempt to format the value resulted in a significant change, and, therefore, the value was not accepted and cannot be imported.
Blank Cells - Blank cells are not allowed. Ensure each cell has a value.

{{AppCsvR.errorsFromNumberCheckString}}

Detected Missing Columns

The required column headers are missing. Please ensure the file follows one of the formats below.

Sample,x0,x1,x2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,y0,y1,y2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,r0,r1,r2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

CSV File Issues Detected

Import is allowed. Visually inspect the updated table to ensure the data has been imported properly.

{{AppCsvR.errorsFromPapaParseString}}

Remember to click Import

CSV imported

y_testing

CSV Export

CSV Import

Select files

Number Errors Detected

The cells listed below have errors. Correct the errors before continuing to import. The errors could be due to one of the following:

Formatting - Ensure each entry is formatted to be a value. An attempt to format the value resulted in a significant change, and, therefore, the value was not accepted and cannot be imported.
Blank Cells - Blank cells are not allowed. Ensure each cell has a value.

{{AppCsvR.errorsFromNumberCheckString}}

Detected Missing Columns

The required column headers are missing. Please ensure the file follows one of the formats below.

Sample,x0,x1,x2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,y0,y1,y2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,r0,r1,r2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

CSV File Issues Detected

Import is allowed. Visually inspect the updated table to ensure the data has been imported properly.

{{AppCsvR.errorsFromPapaParseString}}

Remember to click Import

CSV imported

Regression

Data	Link to Table	Status Description
x_training	Link	{{AppA.statusDescriptionErrorA}} {{AppA.statusDescriptionOKA}}
y_training	Link	{{AppA.statusDescriptionErrorA}} {{AppA.statusDescriptionOKA}}
x_testing (Optional)	Link	{{AppA.statusDescriptionOKA}} {{AppA.statusDescriptionErrorA}} {{AppA.statusDescriptionOKA}}
y_testing (Optional)	Link	{{AppA.statusDescriptionOKA}} {{AppA.statusDescriptionErrorA}} {{AppA.statusDescriptionOKA}}

	Process in progress
	Process complete
	Click here to view the Regression Results section
	Process encountered errors, review the Warnings and Errors
	The GP app is disconnected. Actions not available.

Bounds used to normalize the inputs

Label	Lower	Upper
{{obj.label}}	{{obj.lower}}	{{obj.upper}}

Output

{{AppSocket.logsFromAutoExecute}}

Warnings and Errors

{{AppSocket.logsFromAutoExecuteError}}

Warnings can be ignored

Regression Results

Response Surface

Display Sample Numbers

Variance

NRMSE: {{AppB.objectsOfNRMSEValues.matern52}}

NRMSE: {{AppB.objectsOfNRMSEValues.exponential}}

NRMSE: {{AppB.objectsOfNRMSEValues.rbf}}

A maximum of 5,000 bars per trace are displayed.

GP App Output

Select a response

{{row[col.field]}}

{{row[col.field]}}

{{row[col.field]}}

Prediction

x_prediction

CSV Export

CSV Import

Select files

Number Errors Detected

The cells listed below have errors. Correct the errors before continuing to import. The errors could be due to one of the following:

Formatting - Ensure each entry is formatted to be a value. An attempt to format the value resulted in a significant change, and, therefore, the value was not accepted and cannot be imported.
Blank Cells - Blank cells are not allowed. Ensure each cell has a value.

{{AppCsvR.errorsFromNumberCheckString}}

Detected Missing Columns

The required column headers are missing. Please ensure the file follows one of the formats below.

Sample,x0,x1,x2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,y0,y1,y2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

Sample,r0,r1,r2
0,1.0,2.0,3.0
1,4.0,5.0,6.0

CSV File Issues Detected

Import is allowed. Visually inspect the updated table to ensure the data has been imported properly.

{{AppCsvR.errorsFromPapaParseString}}

Remember to click Import

CSV imported

Perform Prediction

	Process in progress
	Process complete
	Click here to view the Prediction Results section
	Process encountered errors, review the Warnings and Errors
	The GP app is disconnected. Actions not available.

Output

{{AppSocket.logsFromAutoExecute}}

Warnings and Errors

{{AppSocket.logsFromAutoExecuteError}}

Warnings can be ignored

Prediction Results

{{row[col.field]}}

{{row[col.field]}}

{{row[col.field]}}

Test Section - Manual Upload of CSV Files of Regression Results

a_initial_predictions.csv

b_custom_predictions.csv

Test Section

Output

{{AppSocket.logsFromAutoExecute}}

Warnings and Errors

{{AppSocket.logsFromAutoExecuteError}}

Warnings can be ignored

XYPLOT

Select a response

Select a sample

Include 95% Prediction Intervals?

Vertical Axis Format

Plotted Values

	Horizontal Axis (TIME_FREQ_EIGR)
Name	{{item}}
{{row.name\|remove_from_string_line_breaks}}	{{item}}

Vertical Axis Format

Plotted Values

	Horizontal Axis (TIME_FREQ_EIGR)
Name	{{item}}
{{row.name\|remove_from_string_line_breaks}}	{{item}}

Vertical Axis Format

Plotted Values

	Horizontal Axis (TIME_FREQ_EIGR)
Name	{{item}}
{{row.name\|remove_from_string_line_breaks}}	{{item}}

Visibility

Show Testing Sections

Gaussian Process (GP) App Connection Status

Training and Testing Data

x_training

y_training

x_testing

y_testing

Regression

Regression Results

Response Surface

{{AppB.nameOfKernelA}}

{{AppB.nameOfKernelB}}

{{AppB.nameOfKernelC}}

Variance

{{AppB.nameOfKernelA}}

{{AppB.nameOfKernelB}}

{{AppB.nameOfKernelC}}

GP App Output

{{AppB.nameOfKernelA}}

{{AppB.nameOfKernelB}}

{{AppB.nameOfKernelC}}

Prediction

x_prediction

Perform Prediction

Prediction Results

{{AppB.nameOfKernelA}}

{{AppB.nameOfKernelB}}

{{AppB.nameOfKernelC}}

Test Section - Manual Upload of CSV Files of Regression Results

Test Section

XYPLOT

Select a response

Select a sample

Include 95% Prediction Intervals?

{{AppPlot.nameOfKernelA}}

{{AppPlot.nameOfKernelB}}

{{AppPlot.nameOfKernelC}}

Visibility