Skip to main content

ScatterMatrix

サマリー

The ScatterMatrix class creates scatter plot matrices. 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

ディスカッション

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

構文

ScatterMatrix(fields, {showTrendLine}, {trendLineType}, {trendOrder}, {lowerLeft}, {upperRight}, {diagonal}, {sort}, {sortBy}, {showPValue}, {title}, {description}, {dataSource}, {displaySize}, {theme})

名前 説明 データ タイプ

fields

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

List

showTrendLine

(オプション)

Indicates whether trend lines are visible in the scatter plots.

  • True—Display trend lines.

  • False—Hide trend lines.

Boolean

trendLineType

(オプション)

Specifies the type of trend line displayed in the scatter plots.

  • LINEAR—Displays a linear trend line.

  • EXPONENTIAL—Displays an exponential trend line.

  • LOGARITHMIC—Displays a logarithmic trend line.

  • POWER—Displays a power trend line.

  • POLYNOMIAL—Displays a polynomial trend line.

String

trendOrder

(オプション)

Specifies the order for a polynomial trend line.

Integer

lowerLeft

(オプション)

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

(オプション)

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

(オプション)

Sets the display of the diagonal view.

  • FIELD_NAMES—Display the field names.

  • HISTOGRAMS—Display histograms.

  • NONE—Display nothing.

String

sort

(オプション)

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

(オプション)

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

showPValue

(オプション)

Specifies whether p-value indicators are visible.

Boolean

title

(オプション)

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

(オプション)

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

String

dataSource

(オプション)

The data source of the chart. When a chart is exported using the exportToSVG method or displayed in ArcGIS Notebooks, 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

  • Apache Arrow table objects

  • Layer or Table objects

Object

displaySize

(オプション)

The size of the chart when exported using the exportToSVG method or displayed in ArcGIS Notebooks. 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

theme

(オプション)

Specifies the theme that will be applied to the chart.

  • Light—The Light theme will be applied.

  • Medium—The Medium theme will be applied.

  • Dark—The Dark theme will be applied.

String

プロパティ

名前 説明 データ タイプ

dataSource

(読み取り/書き込み)

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

  • Apache Arrow table objects

  • Layer or Table objects

Object

description

(読み取り/書き込み)

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

String

diagonal

(読み取り/書き込み)

Sets the display of the diagonal view.

  • FIELD_NAMES—Display the field names.

  • HISTOGRAMS—Display histograms.

  • NONE—Display nothing.

String

displaySize

(読み取り/書き込み)

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

(読み取り/書き込み)

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

List

lowerLeft

(読み取り/書き込み)

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

showPValue

(読み取り/書き込み)

Specifies whether p-value indicators are visible.

Boolean

showTrendLine

(読み取り/書き込み)

Indicates whether trend lines are visible in the scatter plots.

  • True—Display trend lines.

  • False—Hide trend lines.

Boolean

sort

(読み取り/書き込み)

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

(読み取り/書き込み)

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

(読み取り/書き込み)

Specifies the theme that will be applied to the chart.

  • Light—The Light theme will be applied.

  • Medium—The Medium theme will be applied.

  • Dark—The Dark theme will be applied.

String

title

(読み取り/書き込み)

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 .

String

type

(読み取り専用)

The string value indicating the chart type.

String

trendLineType

(読み取り/書き込み)

Specifies the type of trend line displayed in the scatter plots.

  • LINEAR—Displays a linear trend line.

  • EXPONENTIAL—Displays an exponential trend line.

  • LOGARITHMIC—Displays a logarithmic trend line.

  • POWER—Displays a power trend line.

  • POLYNOMIAL—Displays a polynomial trend line.

String

trendOrder

(読み取り/書き込み)

Specifies the order for a polynomial trend line.

Integer

upperRight

(読み取り/書き込み)

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

方法

addToLayer(layer_or_layerfile)

The addToLayer method adds the chart object to a layer or table view.

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

名前 説明 データ タイプ

layer_or_layerfile

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

Object

Add a chart to an existing layer.

import arcpy

# Insert creation of chart object here
# ...

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)

exportToJPEG(path, width, height)

The exportToJPEG method exports a chart to JPEG format.

The chart is exported to a .jpg file that can be shared and viewed outside of ArcGIS Pro. JPEG is a raster image format that uses lossy compression to reduce file size.

名前 説明 データ タイプ

path

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

String

width

The width of the output graphic.

Integer

height

The height of the output graphic.

Integer

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

import arcpy

# Insert creation of chart object here
# ...

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.exportToJPEG('theftsPerBeat.jpg', 800, 600)

exportToPNG(path, width, height)

The exportToPNG method exports a chart to PNG format.

The chart is exported to a .png file that can be shared and viewed outside of ArcGIS Pro. PNG is a raster image format that uses lossless compression to preserve image quality.

名前 説明 データ タイプ

path

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

String

width

The width of the output graphic.

Integer

height

The height of the output graphic.

Integer

Access an existing chart from a layer, update the title, and export it to a .png file.

import arcpy

lyr = arcpy.mp.ArcGISProject('current').listLayers()[0]

# Retrieve the first chart belonging to the layer
chart = lyr.listCharts()[0]

# Update chart title
chart.title = 'Voter Turnout by State'

# Save the chart to PNG file with dimensions width=800, height=600
chart.exportToPNG('populationByState.png', 800, 600)

exportToSVG(path, width, height)

The exportToSVG method exports a chart to SVG format.

The chart is exported to an .svg file that can be shared and viewed outside of ArcGIS Pro. SVG is a vector image format that allows for editing and infinite scaling of the graphic without a loss in quality.

名前 説明 データ タイプ

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

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

import arcpy

# Insert creation of chart object here
# ...

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

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

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

updateChart()

The updateChart method updates chart properties to sync changes between the object and the chart previously added to a layer.

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

You can also modify the properties of the original chart instead of starting 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 allows 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.

import arcpy

# Insert creation of chart object here
# ...

chart.addToLayer(myLayer)

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

コードのサンプル

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")