Scatter Cluster Chart¶
Type¶
transform
Class¶
fire.nodes.graph.NodeScatterClusterChart
Fields¶
Name |
Title |
Description |
|---|---|---|
title |
Title |
|
titleColor |
Title Color |
|
xCol |
X Column |
|
yCol |
Y Column |
|
clusterColumn |
Cluster Column |
|
centroid |
Centroid |
|
chartColors |
Chart Colors |
|
xlabel |
X Label |
|
ylabel |
Y Label |
|
description |
Description |
|
descriptionColor |
Description Color |
Details¶
Scatter Cluster Chart Node¶
Purpose:
This node creates a scatter plot with clusters, visualizing the relationship between two numerical variables and grouping similar data points together.
Configuration:
Title: Set the title for the chart.
Title Color: Set the color for the chart title.
X Column: Select the column to be used as the X-axis.
Y Column: Select the column to be used as the Y-axis.
Cluster Column: Select the column that defines the clusters.
Centroid: Enable or disable displaying the centroids of the clusters.
Chart Colors: Customize the color palette for the clusters.
X Label: Set the label for the X-axis.
Y Label: Set the label for the Y-axis.
Description: Add a description for the chart.
Description Color: Set the color for the description.
Output:
The node will generate a scatter plot with data points grouped into clusters. Each cluster will have a different color, and the centroids of the clusters can be displayed as well.
Use Cases:
Customer Segmentation: Group customers based on their behavior or demographics.
Market Segmentation: Identify different market segments based on customer preferences.
Anomaly Detection: Detect outliers that don’t belong to any cluster.
Examples¶
Example:
Let’s say you have a dataset of customer information, including their age, income, and a cluster label. You can use the Scatter Cluster Chart node to visualize the clusters of customers based on their age and income.
Configuration:
X Column: Age
Y Column: Income
Cluster Column: Cluster
Output:
The scatter plot will show clusters of customers with similar age and income. The color of each cluster will represent a different customer segment.