diff --git a/cypress/e2e/view-state/twod-layout.cy.ts b/cypress/e2e/view-state/twod-layout.cy.ts
new file mode 100644
index 00000000..3ac5fb1c
--- /dev/null
+++ b/cypress/e2e/view-state/twod-layout.cy.ts
@@ -0,0 +1,253 @@
+/// <reference types="cypress" />
+
+import { Core } from 'cytoscape';
+import { ensureTwoDNetworkView, visitAppAndAcceptEula } from '../../support/journey-helpers';
+import { byTestId, testIds } from '../../support/selectors';
+
+interface RenderedComponentBounds {
+  size: number;
+  minX: number;
+  maxX: number;
+  minY: number;
+  maxY: number;
+  layoutWidth: number;
+}
+
+interface RenderedComponentRow {
+  components: RenderedComponentBounds[];
+  minY: number;
+  maxY: number;
+}
+
+interface RenderedNodePosition {
+  x: number;
+  y: number;
+}
+
+const getRenderedNodePositions = (cyInstance: Core): Map<string, RenderedNodePosition> => new Map(
+  cyInstance.nodes()
+    .filter(node => !node.hasClass('parent') && !node.hasClass('hidden') && node.children().length === 0)
+    .map(node => [node.id(), { ...node.position() }])
+);
+
+const getRenderedComponentBounds = (
+  cyInstance: Core,
+  minimumComponentSize: number
+): RenderedComponentBounds[] => {
+  const nodes = cyInstance.nodes().filter((node: any) => (
+    !node.hasClass('parent')
+    && node.children().length === 0
+    && !node.hasClass('hidden')
+  ));
+  const nodeIds = new Set(nodes.map(node => node.id()));
+  const edges = cyInstance.edges().filter((edge: any) => (
+    !edge.hasClass('hidden')
+    && nodeIds.has(edge.source().id())
+    && nodeIds.has(edge.target().id())
+  ));
+
+  return nodes.union(edges).components().map((component: any) => {
+    const componentNodes = component.nodes();
+    const xPositions = componentNodes.map((node: any) => node.position('x'));
+    const yPositions = componentNodes.map((node: any) => node.position('y'));
+    const bounds = componentNodes.boundingBox({
+      includeLabels: false,
+      includeOverlays: false
+    });
+    const size = componentNodes.reduce((count: number, node: any) => {
+      const aggregateCount = Number(node.data('totalCount'));
+      return count + (
+        node.data('isCollapsedAggregate') === true
+        && Number.isFinite(aggregateCount)
+        && aggregateCount > 0
+          ? aggregateCount
+          : 1
+      );
+    }, 0);
+
+    return {
+      size,
+      minX: Math.min(...xPositions),
+      maxX: Math.max(...xPositions),
+      minY: Math.min(...yPositions),
+      maxY: Math.max(...yPositions),
+      layoutWidth: Math.max(minimumComponentSize, bounds.w)
+    };
+  });
+};
+
+const getRenderedComponentRows = (
+  cyInstance: Core,
+  minimumComponentSize: number
+): RenderedComponentRow[] => {
+  const rows: RenderedComponentRow[] = [];
+  const overlapTolerance = 1;
+
+  getRenderedComponentBounds(cyInstance, minimumComponentSize)
+    .sort((left, right) => left.minY - right.minY || left.minX - right.minX)
+    .forEach(component => {
+      const row = rows.find(candidate => (
+        component.minY <= candidate.maxY + overlapTolerance
+        && component.maxY >= candidate.minY - overlapTolerance
+      ));
+
+      if (row) {
+        row.components.push(component);
+        row.minY = Math.min(row.minY, component.minY);
+        row.maxY = Math.max(row.maxY, component.maxY);
+        return;
+      }
+
+      rows.push({
+        components: [component],
+        minY: component.minY,
+        maxY: component.maxY
+      });
+    });
+
+  return rows
+    .sort((left, right) => left.minY - right.minY)
+    .map(row => ({
+      ...row,
+      components: row.components.sort((left, right) => left.minX - right.minX)
+    }));
+};
+
+const getComponentGap = (
+  left: RenderedComponentBounds,
+  right: RenderedComponentBounds,
+  spacing: number
+): number => left.size === right.size ? spacing * 1.25 : spacing * 2;
+
+const getRowLayoutWidth = (row: RenderedComponentRow, spacing: number): number => (
+  row.components.reduce((width, component, index) => (
+    width
+    + component.layoutWidth
+    + (index > 0 ? getComponentGap(row.components[index - 1], component, spacing) : 0)
+  ), 0)
+);
+
+const assertOrderedNonOverlappingRows = (rows: RenderedComponentRow[]): void => {
+  const orderedComponents = rows.flatMap(row => row.components);
+
+  expect(orderedComponents.length, 'rendered connected components').to.be.greaterThan(1);
+  orderedComponents.slice(1).forEach((component, index) => {
+    const previousComponent = orderedComponents[index];
+    expect(previousComponent.size, 'component sizes increase in row order').to.be.at.most(component.size);
+  });
+  rows.forEach(row => {
+    row.components.slice(1).forEach((component, index) => {
+      const previousComponent = row.components[index];
+      expect(previousComponent.maxX, 'components do not overlap horizontally').to.be.lessThan(component.minX);
+    });
+  });
+  rows.slice(1).forEach((row, index) => {
+    const previousRow = rows[index];
+    expect(previousRow.maxY, 'component rows do not overlap vertically').to.be.lessThan(row.minY);
+  });
+};
+
+describe('2D Network - Cluster Size Layout', () => {
+  beforeEach(() => {
+    cy.viewport(1024, 720);
+    visitAppAndAcceptEula({ skipDemoSession: false, dismissWelcomeOverlay: true });
+    ensureTwoDNetworkView();
+    cy.get('#cy', { timeout: 15000 }).should('be.visible');
+    cy.window({ timeout: 15000 }).should('have.property', 'cytoscapeInstance');
+  });
+
+  it('fills a horizontal size-ordered row before wrapping overflow', () => {
+    let originalPositions: Map<string, RenderedNodePosition>;
+
+    cy.window().then((win: any) => {
+      originalPositions = getRenderedNodePositions(win.cytoscapeInstance as Core);
+    });
+
+    cy.get(byTestId(testIds.twodSettingsButton)).click();
+    cy.contains('.p-dialog-title', '2D Network Settings')
+      .should('be.visible')
+      .parents('.p-dialog')
+      .as('settingsDialog');
+
+    cy.get('@settingsDialog').contains('.nav-link', 'Network').click();
+    cy.get('@settingsDialog').find('.tab-pane.active').contains('p-accordion-panel', 'Display').click();
+
+    cy.window().its('commonService.session.style.widgets.network-layout').should('equal', 'force-directed');
+    cy.get('@settingsDialog').find(byTestId(testIds.twodNetworkLayout)).should('contain.text', 'Force directed').click();
+    cy.contains('li[role="option"]', 'Order clusters by size').click();
+    cy.window().its('commonService.session.style.widgets.network-layout').should('equal', 'order-by-size');
+    cy.get('@settingsDialog').find(byTestId(testIds.twodNetworkLayout)).should('contain.text', 'Order clusters by size');
+
+    cy.window().should((win: any) => {
+      const cyInstance = win.cytoscapeInstance as Core;
+      const spacing = Math.max(
+        48,
+        Number(win.commonService.session.style.widgets['node-radius'] || 20) * 3
+      );
+      const rows = getRenderedComponentRows(cyInstance, spacing);
+
+      expect(rows.length, 'standard-width layout stays on one horizontal row').to.equal(1);
+      assertOrderedNonOverlappingRows(rows);
+    });
+
+    cy.viewport(800, 720);
+    cy.window().should((win: any) => {
+      const cyInstance = win.cytoscapeInstance as Core;
+      const spacing = Math.max(
+        48,
+        Number(win.commonService.session.style.widgets['node-radius'] || 20) * 3
+      );
+      const rows = getRenderedComponentRows(cyInstance, spacing);
+      const orderedComponents = rows.flatMap(row => row.components);
+      const containerWidth = cyInstance.container()?.getBoundingClientRect().width || 1;
+      const minimumHorizontalScale = 0.75;
+      const targetWidth = Math.max(
+        ...orderedComponents.map(component => component.layoutWidth),
+        (containerWidth - 60) / minimumHorizontalScale
+      );
+
+      expect(rows.length, 'narrow layout wraps onto multiple rows').to.be.greaterThan(1);
+      expect(rows[0].components.length, 'first row fills horizontally before wrapping').to.be.greaterThan(1);
+      assertOrderedNonOverlappingRows(rows);
+      rows.slice(0, -1).forEach((row, index) => {
+        const nextComponent = rows[index + 1].components[0];
+        const lastComponent = row.components[row.components.length - 1];
+        const widthWithNextComponent = getRowLayoutWidth(row, spacing)
+          + getComponentGap(lastComponent, nextComponent, spacing)
+          + nextComponent.layoutWidth;
+
+        expect(widthWithNextComponent, 'row wraps only when the next component would overflow')
+          .to.be.greaterThan(targetWidth);
+      });
+    });
+
+    cy.window().should((win: any) => {
+      const orderedPositions = getRenderedNodePositions(win.cytoscapeInstance as Core);
+      const movedNodeCount = Array.from(originalPositions.entries()).filter(([nodeId, originalPosition]) => {
+        const orderedPosition = orderedPositions.get(nodeId);
+        return orderedPosition && Math.hypot(
+          orderedPosition.x - originalPosition.x,
+          orderedPosition.y - originalPosition.y
+        ) > 1;
+      }).length;
+
+      expect(movedNodeCount, 'nodes moved into wrapped size rows').to.be.greaterThan(0);
+    });
+
+    cy.get('@settingsDialog').find(byTestId(testIds.twodNetworkLayout)).click();
+    cy.contains('li[role="option"]', 'Force directed').click();
+    cy.window().its('commonService.session.style.widgets.network-layout').should('equal', 'force-directed');
+
+    cy.window().should((win: any) => {
+      const restoredPositions = getRenderedNodePositions(win.cytoscapeInstance as Core);
+      expect(restoredPositions.size, 'restored node count').to.equal(originalPositions.size);
+      originalPositions.forEach((originalPosition, nodeId) => {
+        const restoredPosition = restoredPositions.get(nodeId);
+        expect(restoredPosition, `${nodeId} restored`).to.exist;
+        if (!restoredPosition) return;
+        expect(restoredPosition.x, `${nodeId} x position`).to.be.closeTo(originalPosition.x, 0.01);
+        expect(restoredPosition.y, `${nodeId} y position`).to.be.closeTo(originalPosition.y, 0.01);
+      });
+    });
+  });
+});
diff --git a/cypress/fixtures/ClusterSizeLayoutStressLinks.csv b/cypress/fixtures/ClusterSizeLayoutStressLinks.csv
new file mode 100644
index 00000000..7d79b47a
--- /dev/null
+++ b/cypress/fixtures/ClusterSizeLayoutStressLinks.csv
@@ -0,0 +1,5521 @@
+source,target,cluster_id,expected_cluster_size,topology
+size_002_chain_01_node_001,size_002_chain_01_node_002,size_002_chain_01,2,chain
+size_002_star_02_node_001,size_002_star_02_node_002,size_002_star_02,2,star
+size_002_cycle_03_node_001,size_002_cycle_03_node_002,size_002_cycle_03,2,cycle
+size_002_binary_tree_04_node_001,size_002_binary_tree_04_node_002,size_002_binary_tree_04,2,binary_tree
+size_003_chain_01_node_001,size_003_chain_01_node_002,size_003_chain_01,3,chain
+size_003_chain_01_node_002,size_003_chain_01_node_003,size_003_chain_01,3,chain
+size_003_star_02_node_001,size_003_star_02_node_002,size_003_star_02,3,star
+size_003_star_02_node_001,size_003_star_02_node_003,size_003_star_02,3,star
+size_003_cycle_03_node_001,size_003_cycle_03_node_002,size_003_cycle_03,3,cycle
+size_003_cycle_03_node_002,size_003_cycle_03_node_003,size_003_cycle_03,3,cycle
+size_003_cycle_03_node_003,size_003_cycle_03_node_001,size_003_cycle_03,3,cycle
+size_003_binary_tree_04_node_001,size_003_binary_tree_04_node_002,size_003_binary_tree_04,3,binary_tree
+size_003_binary_tree_04_node_001,size_003_binary_tree_04_node_003,size_003_binary_tree_04,3,binary_tree
+size_004_chain_01_node_001,size_004_chain_01_node_002,size_004_chain_01,4,chain
+size_004_chain_01_node_002,size_004_chain_01_node_003,size_004_chain_01,4,chain
+size_004_chain_01_node_003,size_004_chain_01_node_004,size_004_chain_01,4,chain
+size_004_star_02_node_001,size_004_star_02_node_002,size_004_star_02,4,star
+size_004_star_02_node_001,size_004_star_02_node_003,size_004_star_02,4,star
+size_004_star_02_node_001,size_004_star_02_node_004,size_004_star_02,4,star
+size_004_cycle_03_node_001,size_004_cycle_03_node_002,size_004_cycle_03,4,cycle
+size_004_cycle_03_node_002,size_004_cycle_03_node_003,size_004_cycle_03,4,cycle
+size_004_cycle_03_node_003,size_004_cycle_03_node_004,size_004_cycle_03,4,cycle
+size_004_cycle_03_node_004,size_004_cycle_03_node_001,size_004_cycle_03,4,cycle
+size_004_binary_tree_04_node_001,size_004_binary_tree_04_node_002,size_004_binary_tree_04,4,binary_tree
+size_004_binary_tree_04_node_001,size_004_binary_tree_04_node_003,size_004_binary_tree_04,4,binary_tree
+size_004_binary_tree_04_node_002,size_004_binary_tree_04_node_004,size_004_binary_tree_04,4,binary_tree
+size_005_chain_01_node_001,size_005_chain_01_node_002,size_005_chain_01,5,chain
+size_005_chain_01_node_002,size_005_chain_01_node_003,size_005_chain_01,5,chain
+size_005_chain_01_node_003,size_005_chain_01_node_004,size_005_chain_01,5,chain
+size_005_chain_01_node_004,size_005_chain_01_node_005,size_005_chain_01,5,chain
+size_005_star_02_node_001,size_005_star_02_node_002,size_005_star_02,5,star
+size_005_star_02_node_001,size_005_star_02_node_003,size_005_star_02,5,star
+size_005_star_02_node_001,size_005_star_02_node_004,size_005_star_02,5,star
+size_005_star_02_node_001,size_005_star_02_node_005,size_005_star_02,5,star
+size_005_cycle_03_node_001,size_005_cycle_03_node_002,size_005_cycle_03,5,cycle
+size_005_cycle_03_node_002,size_005_cycle_03_node_003,size_005_cycle_03,5,cycle
+size_005_cycle_03_node_003,size_005_cycle_03_node_004,size_005_cycle_03,5,cycle
+size_005_cycle_03_node_004,size_005_cycle_03_node_005,size_005_cycle_03,5,cycle
+size_005_cycle_03_node_005,size_005_cycle_03_node_001,size_005_cycle_03,5,cycle
+size_005_binary_tree_04_node_001,size_005_binary_tree_04_node_002,size_005_binary_tree_04,5,binary_tree
+size_005_binary_tree_04_node_001,size_005_binary_tree_04_node_003,size_005_binary_tree_04,5,binary_tree
+size_005_binary_tree_04_node_002,size_005_binary_tree_04_node_004,size_005_binary_tree_04,5,binary_tree
+size_005_binary_tree_04_node_002,size_005_binary_tree_04_node_005,size_005_binary_tree_04,5,binary_tree
+size_006_chain_01_node_001,size_006_chain_01_node_002,size_006_chain_01,6,chain
+size_006_chain_01_node_002,size_006_chain_01_node_003,size_006_chain_01,6,chain
+size_006_chain_01_node_003,size_006_chain_01_node_004,size_006_chain_01,6,chain
+size_006_chain_01_node_004,size_006_chain_01_node_005,size_006_chain_01,6,chain
+size_006_chain_01_node_005,size_006_chain_01_node_006,size_006_chain_01,6,chain
+size_006_star_02_node_001,size_006_star_02_node_002,size_006_star_02,6,star
+size_006_star_02_node_001,size_006_star_02_node_003,size_006_star_02,6,star
+size_006_star_02_node_001,size_006_star_02_node_004,size_006_star_02,6,star
+size_006_star_02_node_001,size_006_star_02_node_005,size_006_star_02,6,star
+size_006_star_02_node_001,size_006_star_02_node_006,size_006_star_02,6,star
+size_006_cycle_03_node_001,size_006_cycle_03_node_002,size_006_cycle_03,6,cycle
+size_006_cycle_03_node_002,size_006_cycle_03_node_003,size_006_cycle_03,6,cycle
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+size_006_cycle_03_node_006,size_006_cycle_03_node_001,size_006_cycle_03,6,cycle
+size_006_binary_tree_04_node_001,size_006_binary_tree_04_node_002,size_006_binary_tree_04,6,binary_tree
+size_006_binary_tree_04_node_001,size_006_binary_tree_04_node_003,size_006_binary_tree_04,6,binary_tree
+size_006_binary_tree_04_node_002,size_006_binary_tree_04_node_004,size_006_binary_tree_04,6,binary_tree
+size_006_binary_tree_04_node_002,size_006_binary_tree_04_node_005,size_006_binary_tree_04,6,binary_tree
+size_006_binary_tree_04_node_003,size_006_binary_tree_04_node_006,size_006_binary_tree_04,6,binary_tree
+size_007_chain_01_node_001,size_007_chain_01_node_002,size_007_chain_01,7,chain
+size_007_chain_01_node_002,size_007_chain_01_node_003,size_007_chain_01,7,chain
+size_007_chain_01_node_003,size_007_chain_01_node_004,size_007_chain_01,7,chain
+size_007_chain_01_node_004,size_007_chain_01_node_005,size_007_chain_01,7,chain
+size_007_chain_01_node_005,size_007_chain_01_node_006,size_007_chain_01,7,chain
+size_007_chain_01_node_006,size_007_chain_01_node_007,size_007_chain_01,7,chain
+size_007_star_02_node_001,size_007_star_02_node_002,size_007_star_02,7,star
+size_007_star_02_node_001,size_007_star_02_node_003,size_007_star_02,7,star
+size_007_star_02_node_001,size_007_star_02_node_004,size_007_star_02,7,star
+size_007_star_02_node_001,size_007_star_02_node_005,size_007_star_02,7,star
+size_007_star_02_node_001,size_007_star_02_node_006,size_007_star_02,7,star
+size_007_star_02_node_001,size_007_star_02_node_007,size_007_star_02,7,star
+size_007_cycle_03_node_001,size_007_cycle_03_node_002,size_007_cycle_03,7,cycle
+size_007_cycle_03_node_002,size_007_cycle_03_node_003,size_007_cycle_03,7,cycle
+size_007_cycle_03_node_003,size_007_cycle_03_node_004,size_007_cycle_03,7,cycle
+size_007_cycle_03_node_004,size_007_cycle_03_node_005,size_007_cycle_03,7,cycle
+size_007_cycle_03_node_005,size_007_cycle_03_node_006,size_007_cycle_03,7,cycle
+size_007_cycle_03_node_006,size_007_cycle_03_node_007,size_007_cycle_03,7,cycle
+size_007_cycle_03_node_007,size_007_cycle_03_node_001,size_007_cycle_03,7,cycle
+size_007_binary_tree_04_node_001,size_007_binary_tree_04_node_002,size_007_binary_tree_04,7,binary_tree
+size_007_binary_tree_04_node_001,size_007_binary_tree_04_node_003,size_007_binary_tree_04,7,binary_tree
+size_007_binary_tree_04_node_002,size_007_binary_tree_04_node_004,size_007_binary_tree_04,7,binary_tree
+size_007_binary_tree_04_node_002,size_007_binary_tree_04_node_005,size_007_binary_tree_04,7,binary_tree
+size_007_binary_tree_04_node_003,size_007_binary_tree_04_node_006,size_007_binary_tree_04,7,binary_tree
+size_007_binary_tree_04_node_003,size_007_binary_tree_04_node_007,size_007_binary_tree_04,7,binary_tree
+size_008_chain_01_node_001,size_008_chain_01_node_002,size_008_chain_01,8,chain
+size_008_chain_01_node_002,size_008_chain_01_node_003,size_008_chain_01,8,chain
+size_008_chain_01_node_003,size_008_chain_01_node_004,size_008_chain_01,8,chain
+size_008_chain_01_node_004,size_008_chain_01_node_005,size_008_chain_01,8,chain
+size_008_chain_01_node_005,size_008_chain_01_node_006,size_008_chain_01,8,chain
+size_008_chain_01_node_006,size_008_chain_01_node_007,size_008_chain_01,8,chain
+size_008_chain_01_node_007,size_008_chain_01_node_008,size_008_chain_01,8,chain
+size_008_star_02_node_001,size_008_star_02_node_002,size_008_star_02,8,star
+size_008_star_02_node_001,size_008_star_02_node_003,size_008_star_02,8,star
+size_008_star_02_node_001,size_008_star_02_node_004,size_008_star_02,8,star
+size_008_star_02_node_001,size_008_star_02_node_005,size_008_star_02,8,star
+size_008_star_02_node_001,size_008_star_02_node_006,size_008_star_02,8,star
+size_008_star_02_node_001,size_008_star_02_node_007,size_008_star_02,8,star
+size_008_star_02_node_001,size_008_star_02_node_008,size_008_star_02,8,star
+size_008_cycle_03_node_001,size_008_cycle_03_node_002,size_008_cycle_03,8,cycle
+size_008_cycle_03_node_002,size_008_cycle_03_node_003,size_008_cycle_03,8,cycle
+size_008_cycle_03_node_003,size_008_cycle_03_node_004,size_008_cycle_03,8,cycle
+size_008_cycle_03_node_004,size_008_cycle_03_node_005,size_008_cycle_03,8,cycle
+size_008_cycle_03_node_005,size_008_cycle_03_node_006,size_008_cycle_03,8,cycle
+size_008_cycle_03_node_006,size_008_cycle_03_node_007,size_008_cycle_03,8,cycle
+size_008_cycle_03_node_007,size_008_cycle_03_node_008,size_008_cycle_03,8,cycle
+size_008_cycle_03_node_008,size_008_cycle_03_node_001,size_008_cycle_03,8,cycle
+size_008_binary_tree_04_node_001,size_008_binary_tree_04_node_002,size_008_binary_tree_04,8,binary_tree
+size_008_binary_tree_04_node_001,size_008_binary_tree_04_node_003,size_008_binary_tree_04,8,binary_tree
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diff --git a/cypress/fixtures/ClusterSizeLayoutStressNodes.csv b/cypress/fixtures/ClusterSizeLayoutStressNodes.csv
new file mode 100644
index 00000000..a94d97f6
--- /dev/null
+++ b/cypress/fixtures/ClusterSizeLayoutStressNodes.csv
@@ -0,0 +1,5676 @@
+_id,label,cluster_id,expected_cluster_size,topology
+size_001_chain_01_node_001,size_001_chain_01_node_001,size_001_chain_01,1,chain
+size_001_star_02_node_001,size_001_star_02_node_001,size_001_star_02,1,star
+size_001_cycle_03_node_001,size_001_cycle_03_node_001,size_001_cycle_03,1,cycle
+size_001_binary_tree_04_node_001,size_001_binary_tree_04_node_001,size_001_binary_tree_04,1,binary_tree
+size_002_chain_01_node_001,size_002_chain_01_node_001,size_002_chain_01,2,chain
+size_002_chain_01_node_002,size_002_chain_01_node_002,size_002_chain_01,2,chain
+size_002_star_02_node_001,size_002_star_02_node_001,size_002_star_02,2,star
+size_002_star_02_node_002,size_002_star_02_node_002,size_002_star_02,2,star
+size_002_cycle_03_node_001,size_002_cycle_03_node_001,size_002_cycle_03,2,cycle
+size_002_cycle_03_node_002,size_002_cycle_03_node_002,size_002_cycle_03,2,cycle
+size_002_binary_tree_04_node_001,size_002_binary_tree_04_node_001,size_002_binary_tree_04,2,binary_tree
+size_002_binary_tree_04_node_002,size_002_binary_tree_04_node_002,size_002_binary_tree_04,2,binary_tree
+size_003_chain_01_node_001,size_003_chain_01_node_001,size_003_chain_01,3,chain
+size_003_chain_01_node_002,size_003_chain_01_node_002,size_003_chain_01,3,chain
+size_003_chain_01_node_003,size_003_chain_01_node_003,size_003_chain_01,3,chain
+size_003_star_02_node_001,size_003_star_02_node_001,size_003_star_02,3,star
+size_003_star_02_node_002,size_003_star_02_node_002,size_003_star_02,3,star
+size_003_star_02_node_003,size_003_star_02_node_003,size_003_star_02,3,star
+size_003_cycle_03_node_001,size_003_cycle_03_node_001,size_003_cycle_03,3,cycle
+size_003_cycle_03_node_002,size_003_cycle_03_node_002,size_003_cycle_03,3,cycle
+size_003_cycle_03_node_003,size_003_cycle_03_node_003,size_003_cycle_03,3,cycle
+size_003_binary_tree_04_node_001,size_003_binary_tree_04_node_001,size_003_binary_tree_04,3,binary_tree
+size_003_binary_tree_04_node_002,size_003_binary_tree_04_node_002,size_003_binary_tree_04,3,binary_tree
+size_003_binary_tree_04_node_003,size_003_binary_tree_04_node_003,size_003_binary_tree_04,3,binary_tree
+size_004_chain_01_node_001,size_004_chain_01_node_001,size_004_chain_01,4,chain
+size_004_chain_01_node_002,size_004_chain_01_node_002,size_004_chain_01,4,chain
+size_004_chain_01_node_003,size_004_chain_01_node_003,size_004_chain_01,4,chain
+size_004_chain_01_node_004,size_004_chain_01_node_004,size_004_chain_01,4,chain
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+size_004_star_02_node_003,size_004_star_02_node_003,size_004_star_02,4,star
+size_004_star_02_node_004,size_004_star_02_node_004,size_004_star_02,4,star
+size_004_cycle_03_node_001,size_004_cycle_03_node_001,size_004_cycle_03,4,cycle
+size_004_cycle_03_node_002,size_004_cycle_03_node_002,size_004_cycle_03,4,cycle
+size_004_cycle_03_node_003,size_004_cycle_03_node_003,size_004_cycle_03,4,cycle
+size_004_cycle_03_node_004,size_004_cycle_03_node_004,size_004_cycle_03,4,cycle
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+size_004_binary_tree_04_node_002,size_004_binary_tree_04_node_002,size_004_binary_tree_04,4,binary_tree
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+size_004_binary_tree_04_node_004,size_004_binary_tree_04_node_004,size_004_binary_tree_04,4,binary_tree
+size_005_chain_01_node_001,size_005_chain_01_node_001,size_005_chain_01,5,chain
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+size_005_chain_01_node_004,size_005_chain_01_node_004,size_005_chain_01,5,chain
+size_005_chain_01_node_005,size_005_chain_01_node_005,size_005_chain_01,5,chain
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+size_005_binary_tree_04_node_005,size_005_binary_tree_04_node_005,size_005_binary_tree_04,5,binary_tree
+size_006_chain_01_node_001,size_006_chain_01_node_001,size_006_chain_01,6,chain
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+size_250_chain_04_node_239,size_250_chain_04_node_239,size_250_chain_04,250,chain
+size_250_chain_04_node_240,size_250_chain_04_node_240,size_250_chain_04,250,chain
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+size_250_chain_04_node_242,size_250_chain_04_node_242,size_250_chain_04,250,chain
+size_250_chain_04_node_243,size_250_chain_04_node_243,size_250_chain_04,250,chain
+size_250_chain_04_node_244,size_250_chain_04_node_244,size_250_chain_04,250,chain
+size_250_chain_04_node_245,size_250_chain_04_node_245,size_250_chain_04,250,chain
+size_250_chain_04_node_246,size_250_chain_04_node_246,size_250_chain_04,250,chain
+size_250_chain_04_node_247,size_250_chain_04_node_247,size_250_chain_04,250,chain
+size_250_chain_04_node_248,size_250_chain_04_node_248,size_250_chain_04,250,chain
+size_250_chain_04_node_249,size_250_chain_04_node_249,size_250_chain_04,250,chain
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diff --git a/cypress/fixtures/ClusterSizeLayoutStressREADME.md b/cypress/fixtures/ClusterSizeLayoutStressREADME.md
new file mode 100644
index 00000000..e750b73f
--- /dev/null
+++ b/cypress/fixtures/ClusterSizeLayoutStressREADME.md
@@ -0,0 +1,26 @@
+# Cluster-size layout stress dataset
+
+Load both CSV files into a new MicrobeTrace session:
+
+- `ClusterSizeLayoutStressNodes.csv`
+- `ClusterSizeLayoutStressLinks.csv`
+
+The node file is required because it carries the four isolated size-1 clusters.
+
+## Expected network
+
+- 204 disconnected clusters
+- 5,675 nodes
+- 5,520 links
+- Four clusters of every size from 1 through 50
+- Four large outliers with sizes 75, 100, 150, and 250
+- Repeated chain, star, cycle, and binary-tree shapes
+
+## Useful checks
+
+1. Select **Order by cluster size** in the 2D network layout control.
+2. Confirm cluster-size groups increase from left to right.
+3. Confirm the four clusters sharing each size stay together.
+4. Check that the 75-, 100-, 150-, and 250-node outliers remain within the view bounds after fit/zoom.
+5. Switch back to **Force directed** and confirm the prior force-directed positions are restored.
+
diff --git a/cypress/support/selectors.ts b/cypress/support/selectors.ts
index bd2426ed..ab7e929f 100644
--- a/cypress/support/selectors.ts
+++ b/cypress/support/selectors.ts
@@ -52,6 +52,7 @@ export const testIds = {
   twodSettingsDialog: 'twod-settings-dialog',
   twodPinAllButton: 'twod-pin-all-button',
   twodRecalculateLayoutButton: 'twod-recalculate-layout-button',
+  twodNetworkLayout: 'twod-network-layout',
   bubbleCanvas: 'bubble-canvas',
   bubbleSettingsButton: 'bubble-settings-button',
   bubbleSettingsDialog: 'bubble-settings-dialog',
diff --git a/src/app/contactTraceCommonServices/common.service.ts b/src/app/contactTraceCommonServices/common.service.ts
index 22f63f6d..5daf444e 100644
--- a/src/app/contactTraceCommonServices/common.service.ts
+++ b/src/app/contactTraceCommonServices/common.service.ts
@@ -528,6 +528,7 @@ export class CommonService extends AppComponentBase implements OnInit {
             "mst-computed": false,
             'network-friction': 0.4,
             'network-gravity': 0.05,
+            'network-layout': 'force-directed',
             'network-link-strength': 0.124,
             'network-node-collapse-enabled': false,
             'network-node-collapse-threshold': 0,
diff --git a/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.html b/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.html
index 739c3877..5c344c3c 100644
--- a/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.html
+++ b/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.html
@@ -301,6 +301,12 @@ <h1><b>Please add data files to load...</b></h1>
               <p-selectButton id="network-gridlines-show-hide" [options]="hideShowOptionsString" [allowEmpty]="false" fluid [(ngModel)]="SelectedNetworkGridLineTypeVariable" (ngModelChange)="onNetworkGridlinesShowHideChange($event)"></p-selectButton>
             </div>
           </div>
+          <div class="form-group row" title="Choose how the visible network is arranged. Order clusters by size keeps connected clusters intact, fills each row from left to right, and continues onto the next row only when needed.">
+            <div class="col-3"><label for="network-layout">Layout</label></div>
+            <div class="col-9">
+              <p-select id="network-layout" data-testid="twod-network-layout" [options]="NetworkLayoutOptions" appendTo="body" class="width-percent-100" [disabled]="commonService.session.network.allPinned" [(ngModel)]="SelectedNetworkLayoutVariable" (ngModelChange)="onNetworkLayoutChange($event)"></p-select>
+            </div>
+          </div>
         </div>
       </p-accordion-content>
     </p-accordion-panel>
diff --git a/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.ts b/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.ts
index 41c5d10f..5ca86ba7 100644
--- a/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.ts
+++ b/src/app/visualizationComponents/TwoDComponent/twoD-plugin.component.ts
@@ -49,6 +49,7 @@ interface CustomNodeSvgExportReplacement {
 }
 
 type PolygonColorTableDisplayMode = 'Show' | 'Dock' | 'Hide';
+type TwoDNetworkLayout = 'force-directed' | 'order-by-size';
 
 interface CollapsedAggregatePositionAnchor {
     id: string;
@@ -76,6 +77,7 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
     cy: Core;
     vizLoaded = true;
     nodePositions: Map<string, { x: number; y: number }> = new Map();
+    private forceDirectedLayoutSnapshot: Map<string, { x: number; y: number }> = new Map();
     private nodeDataById: Map<string, any> = new Map();
     data;
     pendingPartialUpdate = false;
@@ -649,6 +651,12 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
 
     SelectedNetworkGridLineTypeVariable: string = "Hide";
 
+    readonly NetworkLayoutOptions: { label: string; value: TwoDNetworkLayout }[] = [
+        { label: 'Force directed', value: 'force-directed' },
+        { label: 'Order clusters by size', value: 'order-by-size' }
+    ];
+    SelectedNetworkLayoutVariable: TwoDNetworkLayout = 'force-directed';
+
     SelecetedNetworkLinkStrengthVariable: any = 0.123;
     SelectedNetworkExportFilenameVariable: string = "";
 
@@ -716,8 +724,20 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
 
         this.widgets = this.commonService.session.style.widgets;
         this.ensureNodeCollapseWidgetDefaults();
+        this.ensureNetworkLayoutWidgetDefault();
 
-        this.container.on('resize', () => { setTimeout(() => this.fit(), 200)})
+        this.container.on('resize', () => {
+            setTimeout(() => {
+                if (
+                    this.getNetworkLayout() === 'order-by-size'
+                    && !this.commonService.session.network.allPinned
+                ) {
+                    this.applyOrderByClusterSizeLayout();
+                } else {
+                    this.fit();
+                }
+            }, 200);
+        })
         this.container.on('hide', () => { 
             this.viewActive = false; 
             this.cdref.detectChanges();
@@ -1039,6 +1059,25 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
         }
     }
 
+    private ensureNetworkLayoutWidgetDefault(): void {
+        const sessionWidgets = this.commonService.session?.style?.widgets;
+        if (sessionWidgets) {
+            this.widgets = sessionWidgets;
+        }
+        if (!this.widgets) return;
+
+        const layout = this.widgets['network-layout'];
+        if (layout !== 'force-directed' && layout !== 'order-by-size') {
+            this.widgets['network-layout'] = 'force-directed';
+        }
+    }
+
+    private getNetworkLayout(): TwoDNetworkLayout {
+        return this.widgets?.['network-layout'] === 'order-by-size'
+            ? 'order-by-size'
+            : 'force-directed';
+    }
+
     private getNodeCollapseMetric(): string {
         return String(this.widgets?.['link-sort-variable'] || this.widgets?.['default-distance-metric'] || 'distance');
     }
@@ -2577,6 +2616,7 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
                 this.commonService.GlobalSettingsModel.SelectedLinkThresholdVariable;
         }
         this.ensureNodeCollapseWidgetDefaults();
+        this.ensureNetworkLayoutWidgetDefault();
 
         // Subscribe to style file applied event
         this.styleFileSub = this.store.styleFileApplied$.subscribe(() => {
@@ -4335,11 +4375,261 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
         if (updateLayout) await this.updateLayout();
     }
 
+    private applyOrderByClusterSizeLayout(): void {
+        if (!this.cy || this.commonService.session.network.allPinned) return;
+
+        const layoutStart = this.getPerformanceNow();
+        const renderedNodes = this.cy.nodes()
+            .filter((node: any) => this.isRenderedLayoutNode(node as cytoscape.NodeSingular))
+            .toArray() as cytoscape.NodeSingular[];
+        if (renderedNodes.length === 0) return;
+
+        const nodeById = new Map(renderedNodes.map(node => [node.id(), node]));
+        const adjacentNodeIds = new Map<string, Set<string>>(
+            renderedNodes.map(node => [node.id(), new Set<string>()])
+        );
+        this.getRenderedLayoutLinks().forEach(link => {
+            if (link.source === link.target) return;
+            adjacentNodeIds.get(link.source)?.add(link.target);
+            adjacentNodeIds.get(link.target)?.add(link.source);
+        });
+
+        type OrderedComponent = {
+            key: string;
+            nodes: cytoscape.NodeSingular[];
+            size: number;
+            minX: number;
+            minY: number;
+            width: number;
+            height: number;
+        };
+
+        const visitedNodeIds = new Set<string>();
+        const components: OrderedComponent[] = [];
+        Array.from(nodeById.keys()).sort().forEach(startNodeId => {
+            if (visitedNodeIds.has(startNodeId)) return;
+
+            const componentNodeIds: string[] = [];
+            const pendingNodeIds = [startNodeId];
+            visitedNodeIds.add(startNodeId);
+            while (pendingNodeIds.length > 0) {
+                const nodeId = pendingNodeIds.pop();
+                if (!nodeId) continue;
+
+                componentNodeIds.push(nodeId);
+                adjacentNodeIds.get(nodeId)?.forEach(adjacentNodeId => {
+                    if (!visitedNodeIds.has(adjacentNodeId) && nodeById.has(adjacentNodeId)) {
+                        visitedNodeIds.add(adjacentNodeId);
+                        pendingNodeIds.push(adjacentNodeId);
+                    }
+                });
+            }
+
+            const componentNodes = componentNodeIds
+                .sort()
+                .map(nodeId => nodeById.get(nodeId))
+                .filter((node): node is cytoscape.NodeSingular => !!node);
+            let minX = Number.POSITIVE_INFINITY;
+            let minY = Number.POSITIVE_INFINITY;
+            let maxX = Number.NEGATIVE_INFINITY;
+            let maxY = Number.NEGATIVE_INFINITY;
+            componentNodes.forEach(node => {
+                const bounds = node.boundingBox({
+                    includeLabels: false,
+                    includeOverlays: false
+                });
+                minX = Math.min(minX, bounds.x1);
+                minY = Math.min(minY, bounds.y1);
+                maxX = Math.max(maxX, bounds.x2);
+                maxY = Math.max(maxY, bounds.y2);
+            });
+            const representedNodeCount = componentNodes.reduce((count, node) => {
+                const aggregateCount = Number(node.data('totalCount'));
+                return count + (
+                    node.data('isCollapsedAggregate') === true
+                    && Number.isFinite(aggregateCount)
+                    && aggregateCount > 0
+                        ? aggregateCount
+                        : 1
+                );
+            }, 0);
+
+            const minimumComponentSize = this.getNodeLayoutSpacing();
+            components.push({
+                key: componentNodeIds[0],
+                nodes: componentNodes,
+                size: representedNodeCount,
+                minX,
+                minY,
+                width: Math.max(minimumComponentSize, maxX - minX),
+                height: Math.max(minimumComponentSize, maxY - minY)
+            });
+        });
+
+        components.sort((left, right) => left.size - right.size || left.key.localeCompare(right.key));
+        const clusterSizes = Array.from(new Set(components.map(component => component.size)));
+
+        const spacing = this.getNodeLayoutSpacing();
+        const columnGap = spacing * 1.25;
+        const bandGap = spacing * 2;
+        const rowGap = spacing * 1.5;
+        const containerRect = this.cyContainer?.nativeElement?.getBoundingClientRect();
+        const containerWidth = Math.max(1, Number(containerRect?.width || 1));
+        const fitPadding = 30;
+        const minimumHorizontalScale = 0.75;
+        const targetWidth = Math.max(
+            ...components.map(component => component.width),
+            (containerWidth - (fitPadding * 2)) / minimumHorizontalScale
+        );
+
+        type ComponentRow = { items: OrderedComponent[]; width: number; height: number };
+        const rows: ComponentRow[] = [];
+        let currentRow: ComponentRow = { items: [], width: 0, height: 0 };
+        components.forEach(component => {
+            const previousComponent = currentRow.items[currentRow.items.length - 1];
+            const itemGap = previousComponent
+                ? (previousComponent.size === component.size ? columnGap : bandGap)
+                : 0;
+            const nextWidth = currentRow.width + itemGap + component.width;
+
+            if (currentRow.items.length > 0 && nextWidth > targetWidth) {
+                rows.push(currentRow);
+                currentRow = { items: [], width: 0, height: 0 };
+            }
+
+            const rowPreviousComponent = currentRow.items[currentRow.items.length - 1];
+            const rowItemGap = rowPreviousComponent
+                ? (rowPreviousComponent.size === component.size ? columnGap : bandGap)
+                : 0;
+            currentRow.width += rowItemGap + component.width;
+            currentRow.height = Math.max(currentRow.height, component.height);
+            currentRow.items.push(component);
+        });
+        if (currentRow.items.length > 0) rows.push(currentRow);
+
+        let currentY = 0;
+        this.cy.batch(() => {
+            rows.forEach((row, rowIndex) => {
+                let currentX = 0;
+                row.items.forEach((component, componentIndex) => {
+                    if (componentIndex > 0) {
+                        const previousComponent = row.items[componentIndex - 1];
+                        currentX += previousComponent.size === component.size ? columnGap : bandGap;
+                    }
+
+                    const componentY = currentY + ((row.height - component.height) / 2);
+                    const offsetX = currentX - component.minX;
+                    const offsetY = componentY - component.minY;
+                    component.nodes.forEach(node => {
+                        const position = node.position();
+                        node.position({
+                            x: position.x + offsetX,
+                            y: position.y + offsetY
+                        });
+                    });
+                    currentX += component.width;
+                });
+
+                currentY += row.height;
+                if (rowIndex < rows.length - 1) currentY += rowGap;
+            });
+        });
+
+        renderedNodes.forEach(node => this.nodePositions.set(node.id(), { ...node.position() }));
+        this.syncVisibleNodePositionsFromCy();
+        this.cacheCollapsedAggregatePositions();
+        this.fit();
+        this.recordTwoDRenderTiming('twoDOrderClustersBySizeLayout', layoutStart, {
+            nodes: renderedNodes.length,
+            edges: this.getRenderedLayoutLinks().length,
+            clusters: components.length,
+            rows: rows.length,
+            targetWidth,
+            clusterSizes
+        });
+    }
+
+    private captureForceDirectedLayout(): void {
+        const cy = this.cy;
+        this.forceDirectedLayoutSnapshot.clear();
+        if (!this.isCytoscapeUsable(cy)) return;
+
+        cy.nodes()
+            .filter((node: any) => this.isRenderedLayoutNode(node as cytoscape.NodeSingular))
+            .forEach((node: any) => {
+                this.forceDirectedLayoutSnapshot.set(node.id(), { ...node.position() });
+            });
+    }
+
+    private restoreForceDirectedLayout(): boolean {
+        const cy = this.cy;
+        if (!this.isCytoscapeUsable(cy) || this.forceDirectedLayoutSnapshot.size === 0) {
+            return false;
+        }
+
+        const renderedNodes = cy.nodes()
+            .filter((node: any) => this.isRenderedLayoutNode(node as cytoscape.NodeSingular))
+            .toArray() as cytoscape.NodeSingular[];
+        if (
+            renderedNodes.length === 0
+            || renderedNodes.some(node => !this.forceDirectedLayoutSnapshot.has(node.id()))
+        ) {
+            this.forceDirectedLayoutSnapshot.clear();
+            return false;
+        }
+
+        cy.batch(() => {
+            renderedNodes.forEach(node => {
+                const position = this.forceDirectedLayoutSnapshot.get(node.id());
+                if (position) node.position(position);
+            });
+        });
+        renderedNodes.forEach(node => this.nodePositions.set(node.id(), { ...node.position() }));
+        this.syncVisibleNodePositionsFromCy();
+        this.cacheCollapsedAggregatePositions();
+        this.forceDirectedLayoutSnapshot.clear();
+        this.fit();
+        return true;
+    }
+
+    async onNetworkLayoutChange(layout: TwoDNetworkLayout): Promise<void> {
+        this.ensureNetworkLayoutWidgetDefault();
+        const previousLayout = this.getNetworkLayout();
+        const selectedLayout: TwoDNetworkLayout = layout === 'order-by-size'
+            ? 'order-by-size'
+            : 'force-directed';
+
+        if (previousLayout === 'force-directed' && selectedLayout === 'order-by-size') {
+            this.captureForceDirectedLayout();
+        }
+
+        this.widgets['network-layout'] = selectedLayout;
+        this.SelectedNetworkLayoutVariable = selectedLayout;
+
+        if (this.cy && !this.commonService.session.network.allPinned) {
+            if (
+                previousLayout === 'order-by-size'
+                && selectedLayout === 'force-directed'
+                && this.restoreForceDirectedLayout()
+            ) {
+                return;
+            }
+            await this.updateLayout();
+        }
+    }
+
     pinNodes() {
         this.commonService.session.network.allPinned = !this.commonService.session.network.allPinned;
     }
 
     async updateLayout(): Promise<void> {
+        if (this.commonService.session.network.allPinned) return;
+
+        if (this.getNetworkLayout() === 'order-by-size') {
+            await this._partialUpdate();
+            return;
+        }
+
         if (this.commonService.session.style.widgets['polygons-show'] == false || this.commonService.session.style.widgets['polygons-foci'] == 'None') {
             await this._partialUpdate();
         } else if (this.getRenderedLayoutLinks().length === 0) {
@@ -5220,6 +5510,8 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
 
         if (this.isDestroyed) return;
 
+        this.ensureNetworkLayoutWidgetDefault();
+
         console.log('--- TwoD DATA network rerender');
         const rerenderStart = this.getPerformanceNow();
         const hadCytoscapeAtStart = !!this.cy;
@@ -5745,6 +6037,13 @@ export class TwoDComponent extends BaseComponentDirective implements OnInit, Mic
             
 
          }
+            if (
+                this.cy
+                && this.getNetworkLayout() === 'order-by-size'
+                && (!hadCytoscapeAtStart || timelineTick)
+            ) {
+                this.applyOrderByClusterSizeLayout();
+            }
             console.log('--- TwoD DATA network rerender complete');
     }
 
@@ -6672,7 +6971,11 @@ scaleLinkWidth() {
         //     }
         // });
 
-        this.fit();
+        if (this.getNetworkLayout() === 'order-by-size') {
+            this.applyOrderByClusterSizeLayout();
+        } else {
+            this.fit();
+        }
 
            // Set rendered to true now that network has rendered
            this.store.setNetworkRendered(true); 
@@ -6689,6 +6992,7 @@ scaleLinkWidth() {
     applyStyleFileSettings() {
         this.widgets = this.commonService.session.style.widgets;
         this.ensureNodeCollapseWidgetDefaults();
+        this.ensureNetworkLayoutWidgetDefault();
         this.loadSettings();
         this._partialUpdate(); 
     }
@@ -6736,6 +7040,7 @@ scaleLinkWidth() {
         console.log('onLoadNewData');
         this.widgets = this.commonService.session.style.widgets;
         this.ensureNodeCollapseWidgetDefaults();
+        this.ensureNetworkLayoutWidgetDefault();
         this.IsDataAvailable = (this.commonService.session.data.nodes.length > 0);
 
         if (!this.IsDataAvailable) {
@@ -6789,6 +7094,7 @@ scaleLinkWidth() {
      */
     loadSettings() {
         this.ensureNodeCollapseWidgetDefaults();
+        this.ensureNetworkLayoutWidgetDefault();
 
         //Polygons|Label Size
         this.SelectedPolygonLabelSizeVariable = this.widgets['polygons-label-size'];
@@ -6904,6 +7210,9 @@ scaleLinkWidth() {
         this.SelectedNetworkGridLineTypeVariable = this.widgets['network-gridlines-show'] ? "Show" : "Hide";
         this.onNetworkGridlinesShowHideChange(this.SelectedNetworkGridLineTypeVariable);
 
+        // Network|Layout
+        this.SelectedNetworkLayoutVariable = this.getNetworkLayout();
+
         //Network|Link Strength
         this.SelecetedNetworkLinkStrengthVariable = this.widgets['network-link-strength'];
         this.onNetworkFrictionChange(this.SelecetedNetworkLinkStrengthVariable);