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KNIME - Running Your First Workflow
  • 时间:2024-11-05

KNIME - Running Your First Workflow


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KNIME has provided several good workflows for ease of learning. In this chapter, we shall pick up one of the workflows provided in the installation to explain the various features and the power of analytics platform. We will use a simple classifier based on a Decision Tree for our study.

Loading Decision Tree Classifier

In the KNIME Explorer locate the following workflow −


LOCAL / Example Workflows / Basic Examples / Building a Simple Classifier

This is also shown in the screenshot below for your quick reference −

Tree Classifier

Double cpck on the selected item to open the workflow. Observe the Workspace view. You will see the workflow containing several nodes. The purpose of this workflow is to predict the income group from the democratic attributes of the adult data set taken from UCI Machine Learning Repository. The task of this ML model is to classify the people in a specific region as having income greater or lesser than 50K.

The Workspace view along with its outpne is shown in the screenshot below −

Workspace

Notice the presence of several nodes picked up from the Nodes repository and connected in a workflow by arrows. The connection indicates that the output of one node is fed to the input of the next node. Before we learn the functionapty of each of the nodes in the workflow, let us first execute the entire workflow.

Executing Workflow

Before we look into the execution of the workflow, it is important to understand the status report of each node. Examine any node in the workflow. At the bottom of each node you would find a status indicator containing three circles. The Decision Tree Learner node is shown in the screenshot below −

Workflow Decision

The status indicator is red indicating that this node has not been executed so far. During the execution, the center circle which is yellow in color would pght up. On successful execution, the last circle turns green. There are more indicators to give you the status information in case of errors. You will learn them when an error occurs in the processing.

Note that currently the indicators on all nodes are red indicating that no node is executed so far. To run all nodes, cpck on the following menu item −


Node → Execute All
Execution Workflow

After a while, you will find that each node status indicator has now turned green indicating that there are no errors.

In the next chapter, we will explore the functionapty of the various nodes in the workflow.

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