Relationship

What is a relationship style?

Also known as a bivariate choropleth map, you can use a relationship style to explore the potential relationship between two numeric attributes. It overlays two sequential color schemes, each associated with a range of values to color features based on how each variable is classified in relation to the other.

Keep in mind that even if you observe a positive relationship between the two variables of interest, it doesn't mean they are statistically correlated. It also doesn't imply that the presence of one variable influences the other. Therefore, this renderer should be used judiciously with some prior knowledge that two variables may likely be related.

How relationship a style works

This renderer classifies each variable in either 2, 3, or 4 classes along separate color ramps. One of those ramps is rotated 90 degrees and overlaid on the other to create a 2x2, 3x3, or 4x4 square grid. The x-axis indicates the range of values for one variable, and the y-axis indicates the range for the second variable. The squares running diagonal from the lower left corner to the upper right corner indicate features where the two variables may be related or in agreement with one another.

The legend of a relationship renderer resembles a grid of two single-hue sequential color ramps overlaid on each other, forming a third hue along a diagonal line, which indicates where the two variables could potentially be related.

The lower right and upper left corners indicate features where one field has high values and the other field low values and vice versa.

Code examples

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          const params = {
            layer: layer,
            view: view,
            field1: {
              field: "AVGHHSZ_CY",
              label: "Household size"
            },
            field2: {
              field: "AVGVAL_CY",
              label: "Home value"
            },
            focus: null,
            numClasses: 3,
            outlineOptimizationEnabled: true
          };

          return relationshipRendererCreator.createRenderer(params);

Tutorials

Style a feature layer

Use symbols and renderers to style feature layers.

JavaScript  .NETJava Qt  Esri Leaflet MapLibre OpenLayers CesiumJS 

Style layers in a web map

Use Map Viewer to style layers in a web map.

Map Viewer 

Services

API support

Different APIs have different levels of support for data-driven visualization.

Tools