Back to Top

ScatterMatrix

In this topic

  1. Summary
  2. Discussion
  3. Syntax
  4. Properties
  5. Method Overview
  6. Methods
  7. Code sample

Summary

A scatter plot matrix is a grid (or matrix) of scatter plots used to visualize bivariate relationships between combinations of variables. Each scatter plot in the matrix visualizes the relationship between a pair of variables, allowing many relationships to be explored in one chart.

Learn more about scatter plot matrices in ArcGIS Pro

Discussion

When creating a chart object, optional arguments for the class constructor must be specified using the argument name; they cannot be specified by argument position. See the Code Samples section for an example of how to specify arguments using keywords.

Syntax

ScatterMatrix (fields, {showTrendLine}, {lowerLeft}, {upperRight}, {diagonal}, {sort}, {sortBy}, {title}, {description}, {dataSource}, {displaySize})
ParameterExplanationData Type
fields
[fields,...]

A list of field names to display in the matrix. A minimum of three fields is required.

List
showTrendLine

Indicates whether trend lines are visible in the scatter plots.

  • True—Display trend lines.
  • False—Hide trend lines.
Boolean
lowerLeft

Sets the display of the lower left half of the matrix.

  • R_SQUARED—Display r-squared values.
  • PEARSONS_R—Display Pearson's r values.
  • SCATTERPLOTS—Display scatter plots.
String
upperRight

Sets the display of the upper right half of the matrix.

  • R_SQUARED—Display r-squared values.
  • PEARSONS_R—Display Pearson's r values.
  • SCATTERPLOTS—Display scatter plots.
  • PREVIEW_PLOT—Display preview plot.
  • NONE—Display nothing.
String
diagonal

Sets the display of the diagonal view.

  • FIELD_NAMES—Display the field names.
  • HISTOGRAMS—Display histograms.
  • NONE—Display nothing.
String
sort

The sorting method that is applied to the matrix.

  • ASC—Sort in ascending order when sortBy is set to R_SQUARED or PEARSONS_R.
  • DESC—Sort in descending order when sortBy is set to R_SQUARED or PEARSONS_R.
  • NONE—Sorted by the order of the fields list.
String
sortBy

The method that is used to sort the matrix when you want to sort the rows according to the metric scores for a target field.

  • R_SQUARED—Sort by r-squared values.
  • PEARSONS_R—Sort by Pearson's r values.
String
title

The title of the chart. The title text appears at the top of the chart view and is used as the label for the chart in the Contents pane.

String
description

The description of the chart. The description text appears at the bottom of the chart view.

String
dataSource

The data source of the chart. When a chart is exported using the exportToSVG method or displayed in an ArcGIS Notebook, the data source will be read and rendered on the chart. Valid data sources include the following:

  • Paths to datasets, including local datasets, UNC paths, and service URLs
  • Arrow table objects
  • Layer objects

Object
displaySize
[displaySize,...]

The size of the chart when exported using the exportToSVG method or displayed in an ArcGIS Notebook. The value must be specified as a two-item list in which the first item is the width of the chart and the second item is the height of the chart.

List

Properties

PropertyExplanationData Type
dataSource
(Read and Write)

The data source of the chart. When a chart is exported using the exportToSVG method or displayed in an ArcGIS Notebook, the data source will be read and rendered on the chart. Valid data sources include the following:

  • Paths to datasets, including local datasets, UNC paths, and service URLs
  • Arrow table objects
  • Layer objects.

Object
description
(Read and Write)

The description of the chart. The description text appears at the bottom of the chart view.

String
diagonal
(Read and Write)

Sets the display of the diagonal view.

  • FIELD_NAMES—Display the field names.
  • HISTOGRAMS—Display histograms.
  • NONE—Display nothing.
String
displaySize
(Read and Write)

The size of the chart when exported using the exportToSVG method or displayed in an ArcGIS Notebook. The value must be specified as a two-item list in which the first item is the width of the chart and the second item is the height of the chart.

List
fields
(Read and Write)

A list of field names to display in the matrix. A minimum of three fields is required.

List
lowerLeft
(Read and Write)

Sets the display of the lower left half of the matrix.

  • R_SQUARED—Display r-squared values.
  • PEARSONS_R—Display Pearson's r values.
  • SCATTERPLOTS—Display scatter plots.
String
showTrendLine
(Read and Write)

Indicates whether trend lines are visible in the scatter plots.

  • True—Display trend lines.
  • False—Hide trend lines.
Boolean
sort
(Read and Write)

The sorting method that is applied to the matrix.

  • ASC—Sort in ascending order when sortBy is set to R_SQUARED or PEARSONS_R.
  • DESC—Sort in descending order when sortBy is set to R_SQUARED or PEARSONS_R.
  • NONE—Sorted by the order of the fields list.
String
sortBy
(Read and Write)

The method that is used to sort the matrix when you want to sort the rows according to the metric scores for a target field.

  • R_SQUARED—Sort by r-squared values.
  • PEARSONS_R—Sort by Pearson's r values.
String
theme
(Read and Write)

Specifies the name of the theme that is applied to the chart.

String
title
(Read and Write)

The title of the chart. The title text appears at the top of the chart view and is used as the label in the Contents pane on the List By Drawing Order tab List By Drawing Order.

String
type
(Read Only)

The string value indicating the chart type.

String
upperRight
(Read and Write)

Sets the display of the upper right half of the matrix.

  • R_SQUARED—Display r-squared values.
  • PEARSONS_R—Display Pearson's r values.
  • SCATTERPLOTS—Display scatter plots.
  • PREVIEW_PLOT—Display preview plot.
  • NONE—Display nothing.
String

Method Overview

MethodExplanation
addToLayer (layer_or_layerfile)

Adds the chart object to a layer or stand-alone table.

exportToSVG (path, width, height)

Exports the chart to SVG format.

updateChart ()

Updates chart properties to sync changes between the object and the chart previously added to a layer.

Methods

addToLayer (layer_or_layerfile)
ParameterExplanationData Type
layer_or_layerfile

The chart will be added to the target object. The layer_or_layerfile argument can be a Layer or a Table object.

Object

Often the final step after defining chart properties is to add the chart object to a layer or table using the addToLayer method.

Add a chart to an existing layer.

import arcpy

aprx = arcpy.mp.ArcGISProject("current")
map = aprx.listMaps()[0]
censusLayer = map.listLayers('Census Block Groups')[0]

# Add chart object to a layer
chart.addToLayer(censusLayer)
exportToSVG (path, width, height)
ParameterExplanationData Type
path

The path where the chart will be exported in SVG format.

String
width

The width of the output graphic.

Integer
height

The height of the output graphic.

Integer

In some cases, you may want to save the chart as a graphic that can be shared and viewed outside of ArcGIS Pro. Exporting to the SVG graphic format is beneficial, as the chart elements and text are stored as vector elements that can be independently modified in a vector graphics software. An SVG graphic can also be resized to any scale without pixelation or loss in quality.

Export a chart that has a project layer data source to an .svg file.

import arcpy

aprx = arcpy.mp.ArcGISProject('current')
censusLayer = aprx.listMaps()[0].listLayers('Census Block Groups')[0]

# Set data source of chart object to a layer within current project
chart.dataSource = censusLayer

# Save the chart to file with dimensions width=500, height=500
chart.exportToSVG('populationByState.svg', 500, 500)

Export a chart that has a feature service data source to an .svg file.


featureServiceURL = r'https://services1.arcgis.com/hLJbHVT9ZrDIzK0I/arcgis/rest/services/CrimesChiTheft/FeatureServer/0'

# Set data source of chart object to a feature service URL
chart.dataSource = featureServiceURL

# Save the chart to file with dimensions width=800, height=600
chart.exportToSVG('theftsPerBeat.svg', 800, 600)
updateChart ()

Often the final step after defining chart properties is to add the chart object to a layer using the addToLayer method.

To further modify the chart properties, you can modify the properties of the original chart instead of starting from scratch with a new chart. You can then use the updateChart method to synchronize any changes into the chart that was added to the layer. This will allow the changes you make to be presented in the Chart properties pane and chart view.

Use the updateChart method to synchronize chart property changes into a layer.


chart.addToLayer(myLayer)

# Further modification is necessary
chart.description = "Data from the U.S. Census Bureau"
chart.updateChart()

Code sample

Create a scatter plot matrix using a layer name and export it to an .svg file.


import arcpy
chart = arcpy.charts.ScatterMatrix(fields=["copd", "diabetes", "heart_failure", "hypertension", "high_cholesterol"],
                                   lowerLeft="R_SQUARED", upperRight="PREVIEW_PLOT", 
                                   dataSource="health_indicators", displaySize=(800, 500))
chart.exportToSVG("scatter_matrix.svg")

Feedback on this topic?

In this topic
  1. Summary
  2. Discussion
  3. Syntax
  4. Properties
  5. Method Overview
  6. Methods
  7. Code sample