One Sample Z Test

One Sample Z Test

One sample Z Test is located under Model Studio Statistical Analysis One Sample z-test on the left task pane. Use the drag-and-drop method (or double-click on the node) to use the algorithm in the canvas. Click the algorithm to view and select different properties for analysis.

Properties of One Sample Z-test

The Following figure shows the properties of one sample z-test


The following table shows the properties of one sample z-test

Field

Description

Remark

Run

It allows you to run the node.

-

Explore

It allows you to explore the successfully executed node.

-

Vertical Ellipses

The available options are


·        Run till node

·        Run from node

·        Publish as a model

·        Publish code

-



Task Name


It is the name of the task selected on the workbook canvas.

You can click the text field to edit or modify the task name as required.


Features

It allows you to select the column for performing the test

Only numerical features can be selected

Population mean

It refers to the mean value of the entire population from which the sample is drawn.


You can give any positive value as input.

Level of significance

It is the threshold used to determine whether or not the null hypothesis is rejected.


Any value between 0 and 1 can be entered.

Example of One sample z-test

We consider the credit card balance dataset. It includes columns like Age, balance, cards, and so on.
A snippet of input data is shown below.

We select Age as the feature and the population mean as 55.

The result page of one sample z-test is displayed below.

It provides information about the z-statistics, P-value, sample mean, and population standard deviation and whether we reject the null hypothesis or not.


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