let util = require("../../util"); var NetworkUtil = require('../NetworkUtil').default; var Cluster = require('./components/nodes/Cluster').default; class ClusterEngine { constructor(body) { this.body = body; this.clusteredNodes = {}; this.clusteredEdges = {}; this.options = {}; this.defaultOptions = {}; util.extend(this.options, this.defaultOptions); this.body.emitter.on('_resetData', () => {this.clusteredNodes = {}; this.clusteredEdges = {};}) } /** * * @param hubsize * @param options */ clusterByHubsize(hubsize, options) { if (hubsize === undefined) { hubsize = this._getHubSize(); } else if (typeof(hubsize) === "object") { options = this._checkOptions(hubsize); hubsize = this._getHubSize(); } let nodesToCluster = []; for (let i = 0; i < this.body.nodeIndices.length; i++) { let node = this.body.nodes[this.body.nodeIndices[i]]; if (node.edges.length >= hubsize) { nodesToCluster.push(node.id); } } for (let i = 0; i < nodesToCluster.length; i++) { this.clusterByConnection(nodesToCluster[i],options,true); } this.body.emitter.emit('_dataChanged'); } /** * loop over all nodes, check if they adhere to the condition and cluster if needed. * @param options * @param refreshData */ cluster(options = {}, refreshData = true) { if (options.joinCondition === undefined) {throw new Error("Cannot call clusterByNodeData without a joinCondition function in the options.");} // check if the options object is fine, append if needed options = this._checkOptions(options); let childNodesObj = {}; let childEdgesObj = {}; // collect the nodes that will be in the cluster for (let i = 0; i < this.body.nodeIndices.length; i++) { let nodeId = this.body.nodeIndices[i]; let node = this.body.nodes[nodeId]; let clonedOptions = NetworkUtil.cloneOptions(node); if (options.joinCondition(clonedOptions) === true) { childNodesObj[nodeId] = this.body.nodes[nodeId]; // collect the nodes that will be in the cluster for (let i = 0; i < node.edges.length; i++) { let edge = node.edges[i]; if (this.clusteredEdges[edge.id] === undefined) { childEdgesObj[edge.id] = edge; } } } } this._cluster(childNodesObj, childEdgesObj, options, refreshData); } /** * Cluster all nodes in the network that have only X edges * @param edgeCount * @param options * @param refreshData */ clusterByEdgeCount(edgeCount, options, refreshData = true) { options = this._checkOptions(options); let clusters = []; let usedNodes = {}; let edge, edges, node, nodeId, relevantEdgeCount; // collect the nodes that will be in the cluster for (let i = 0; i < this.body.nodeIndices.length; i++) { let childNodesObj = {}; let childEdgesObj = {}; nodeId = this.body.nodeIndices[i]; // if this node is already used in another cluster this session, we do not have to re-evaluate it. if (usedNodes[nodeId] === undefined) { relevantEdgeCount = 0; node = this.body.nodes[nodeId]; edges = []; for (let j = 0; j < node.edges.length; j++) { edge = node.edges[j]; if (this.clusteredEdges[edge.id] === undefined) { if (edge.toId !== edge.fromId) { relevantEdgeCount++; } edges.push(edge); } } // this node qualifies, we collect its neighbours to start the clustering process. if (relevantEdgeCount === edgeCount) { let gatheringSuccessful = true; for (let j = 0; j < edges.length; j++) { edge = edges[j]; let childNodeId = this._getConnectedId(edge, nodeId); // add the nodes to the list by the join condition. if (options.joinCondition === undefined) { childEdgesObj[edge.id] = edge; childNodesObj[nodeId] = this.body.nodes[nodeId]; childNodesObj[childNodeId] = this.body.nodes[childNodeId]; usedNodes[nodeId] = true; } else { let clonedOptions = NetworkUtil.cloneOptions(this.body.nodes[nodeId]); if (options.joinCondition(clonedOptions) === true) { childEdgesObj[edge.id] = edge; childNodesObj[nodeId] = this.body.nodes[nodeId]; usedNodes[nodeId] = true; } else { // this node does not qualify after all. gatheringSuccessful = false; break; } } } // add to the cluster queue if (Object.keys(childNodesObj).length > 0 && Object.keys(childEdgesObj).length > 0 && gatheringSuccessful === true) { clusters.push({nodes: childNodesObj, edges: childEdgesObj}) } } } } for (let i = 0; i < clusters.length; i++) { this._cluster(clusters[i].nodes, clusters[i].edges, options, false) } if (refreshData === true) { this.body.emitter.emit('_dataChanged'); } } /** * Cluster all nodes in the network that have only 1 edge * @param options * @param refreshData */ clusterOutliers(options, refreshData = true) { this.clusterByEdgeCount(1,options,refreshData); } /** * Cluster all nodes in the network that have only 2 edge * @param options * @param refreshData */ clusterBridges(options, refreshData = true) { this.clusterByEdgeCount(2,options,refreshData); } /** * suck all connected nodes of a node into the node. * @param nodeId * @param options * @param refreshData */ clusterByConnection(nodeId, options, refreshData = true) { // kill conditions if (nodeId === undefined) {throw new Error("No nodeId supplied to clusterByConnection!");} if (this.body.nodes[nodeId] === undefined) {throw new Error("The nodeId given to clusterByConnection does not exist!");} let node = this.body.nodes[nodeId]; options = this._checkOptions(options, node); if (options.clusterNodeProperties.x === undefined) {options.clusterNodeProperties.x = node.x;} if (options.clusterNodeProperties.y === undefined) {options.clusterNodeProperties.y = node.y;} if (options.clusterNodeProperties.fixed === undefined) { options.clusterNodeProperties.fixed = {}; options.clusterNodeProperties.fixed.x = node.options.fixed.x; options.clusterNodeProperties.fixed.y = node.options.fixed.y; } let childNodesObj = {}; let childEdgesObj = {}; let parentNodeId = node.id; let parentClonedOptions = NetworkUtil.cloneOptions(node); childNodesObj[parentNodeId] = node; // collect the nodes that will be in the cluster for (let i = 0; i < node.edges.length; i++) { let edge = node.edges[i]; if (this.clusteredEdges[edge.id] === undefined) { let childNodeId = this._getConnectedId(edge, parentNodeId); // if the child node is not in a cluster if (this.clusteredNodes[childNodeId] === undefined) { if (childNodeId !== parentNodeId) { if (options.joinCondition === undefined) { childEdgesObj[edge.id] = edge; childNodesObj[childNodeId] = this.body.nodes[childNodeId]; } else { // clone the options and insert some additional parameters that could be interesting. let childClonedOptions = NetworkUtil.cloneOptions(this.body.nodes[childNodeId]); if (options.joinCondition(parentClonedOptions, childClonedOptions) === true) { childEdgesObj[edge.id] = edge; childNodesObj[childNodeId] = this.body.nodes[childNodeId]; } } } else { // swallow the edge if it is self-referencing. childEdgesObj[edge.id] = edge; } } } } var childNodeIDs = Object.keys(childNodesObj).map(function(childNode){ return childNodesObj[childNode].id; }) for (childNode in childNodesObj) { var childNode = childNodesObj[childNode]; for (var y=0; y < childNode.edges.length; y++){ var childEdge = childNode.edges[y]; if (childNodeIDs.indexOf(this._getConnectedId(childEdge,childNode.id)) > -1){ childEdgesObj[childEdge.id] = childEdge; } } } this._cluster(childNodesObj, childEdgesObj, options, refreshData); } /** * This function creates the edges that will be attached to the cluster * It looks for edges that are connected to the nodes from the "outside' of the cluster. * * @param childNodesObj * @param childEdgesObj * @param clusterNodeProperties * @param clusterEdgeProperties * @private */ _createClusterEdges (childNodesObj, childEdgesObj, clusterNodeProperties, clusterEdgeProperties) { let edge, childNodeId, childNode, toId, fromId, otherNodeId; // loop over all child nodes and their edges to find edges going out of the cluster // these edges will be replaced by clusterEdges. let childKeys = Object.keys(childNodesObj); let createEdges = []; for (let i = 0; i < childKeys.length; i++) { childNodeId = childKeys[i]; childNode = childNodesObj[childNodeId]; // construct new edges from the cluster to others for (let j = 0; j < childNode.edges.length; j++) { edge = childNode.edges[j]; // we only handle edges that are visible to the system, not the disabled ones from the clustering process. if (this.clusteredEdges[edge.id] === undefined) { // self-referencing edges will be added to the "hidden" list if (edge.toId == edge.fromId) { childEdgesObj[edge.id] = edge; } else { // set up the from and to. if (edge.toId == childNodeId) { // this is a double equals because ints and strings can be interchanged here. toId = clusterNodeProperties.id; fromId = edge.fromId; otherNodeId = fromId; } else { toId = edge.toId; fromId = clusterNodeProperties.id; otherNodeId = toId; } } // Only edges from the cluster outwards are being replaced. if (childNodesObj[otherNodeId] === undefined) { createEdges.push({edge: edge, fromId: fromId, toId: toId}); } } } } // here we actually create the replacement edges. We could not do this in the loop above as the creation process // would add an edge to the edges array we are iterating over. for (let j = 0; j < createEdges.length; j++) { let edge = createEdges[j].edge; // copy the options of the edge we will replace let clonedOptions = NetworkUtil.cloneOptions(edge, 'edge'); // make sure the properties of clusterEdges are superimposed on it util.deepExtend(clonedOptions, clusterEdgeProperties); // set up the edge clonedOptions.from = createEdges[j].fromId; clonedOptions.to = createEdges[j].toId; clonedOptions.id = 'clusterEdge:' + util.randomUUID(); //clonedOptions.id = '(cf: ' + createEdges[j].fromId + " to: " + createEdges[j].toId + ")" + Math.random(); // create the edge and give a reference to the one it replaced. let newEdge = this.body.functions.createEdge(clonedOptions); newEdge.clusteringEdgeReplacingId = edge.id; // also reference the new edge in the old edge this.body.edges[edge.id].edgeReplacedById = newEdge.id; // connect the edge. this.body.edges[newEdge.id] = newEdge; newEdge.connect(); // hide the replaced edge this._backupEdgeOptions(edge); edge.setOptions({physics:false, hidden:true}); } } /** * This function checks the options that can be supplied to the different cluster functions * for certain fields and inserts defaults if needed * @param options * @returns {*} * @private */ _checkOptions(options = {}) { if (options.clusterEdgeProperties === undefined) {options.clusterEdgeProperties = {};} if (options.clusterNodeProperties === undefined) {options.clusterNodeProperties = {};} return options; } /** * * @param {Object} childNodesObj | object with node objects, id as keys, same as childNodes except it also contains a source node * @param {Object} childEdgesObj | object with edge objects, id as keys * @param {Array} options | object with {clusterNodeProperties, clusterEdgeProperties, processProperties} * @param {Boolean} refreshData | when true, do not wrap up * @private */ _cluster(childNodesObj, childEdgesObj, options, refreshData = true) { // kill condition: no nodes don't bother if (Object.keys(childNodesObj).length == 0) {return;} // allow clusters of 1 if options allow if (Object.keys(childNodesObj).length == 1 && options.clusterNodeProperties.allowSingleNodeCluster != true) {return;} // check if this cluster call is not trying to cluster anything that is in another cluster. for (let nodeId in childNodesObj) { if (childNodesObj.hasOwnProperty(nodeId)) { if (this.clusteredNodes[nodeId] !== undefined) { return; } } } let clusterNodeProperties = util.deepExtend({},options.clusterNodeProperties); // construct the clusterNodeProperties if (options.processProperties !== undefined) { // get the childNode options let childNodesOptions = []; for (let nodeId in childNodesObj) { if (childNodesObj.hasOwnProperty(nodeId)) { let clonedOptions = NetworkUtil.cloneOptions(childNodesObj[nodeId]); childNodesOptions.push(clonedOptions); } } // get cluster properties based on childNodes let childEdgesOptions = []; for (let edgeId in childEdgesObj) { if (childEdgesObj.hasOwnProperty(edgeId)) { // these cluster edges will be removed on creation of the cluster. if (edgeId.substr(0, 12) !== "clusterEdge:") { let clonedOptions = NetworkUtil.cloneOptions(childEdgesObj[edgeId], 'edge'); childEdgesOptions.push(clonedOptions); } } } clusterNodeProperties = options.processProperties(clusterNodeProperties, childNodesOptions, childEdgesOptions); if (!clusterNodeProperties) { throw new Error("The processProperties function does not return properties!"); } } // check if we have an unique id; if (clusterNodeProperties.id === undefined) {clusterNodeProperties.id = 'cluster:' + util.randomUUID();} let clusterId = clusterNodeProperties.id; if (clusterNodeProperties.label === undefined) { clusterNodeProperties.label = 'cluster'; } // give the clusterNode a position if it does not have one. let pos = undefined; if (clusterNodeProperties.x === undefined) { pos = this._getClusterPosition(childNodesObj); clusterNodeProperties.x = pos.x; } if (clusterNodeProperties.y === undefined) { if (pos === undefined) {pos = this._getClusterPosition(childNodesObj);} clusterNodeProperties.y = pos.y; } // force the ID to remain the same clusterNodeProperties.id = clusterId; // create the clusterNode let clusterNode = this.body.functions.createNode(clusterNodeProperties, Cluster); clusterNode.isCluster = true; clusterNode.containedNodes = childNodesObj; clusterNode.containedEdges = childEdgesObj; // cache a copy from the cluster edge properties if we have to reconnect others later on clusterNode.clusterEdgeProperties = options.clusterEdgeProperties; // finally put the cluster node into global this.body.nodes[clusterNodeProperties.id] = clusterNode; // create the new edges that will connect to the cluster, all self-referencing edges will be added to childEdgesObject here. this._createClusterEdges(childNodesObj, childEdgesObj, clusterNodeProperties, options.clusterEdgeProperties); // disable the childEdges for (let edgeId in childEdgesObj) { if (childEdgesObj.hasOwnProperty(edgeId)) { if (this.body.edges[edgeId] !== undefined) { let edge = this.body.edges[edgeId]; // cache the options before changing this._backupEdgeOptions(edge); // disable physics and hide the edge edge.setOptions({physics:false, hidden:true}); } } } // disable the childNodes for (let nodeId in childNodesObj) { if (childNodesObj.hasOwnProperty(nodeId)) { this.clusteredNodes[nodeId] = {clusterId:clusterNodeProperties.id, node: this.body.nodes[nodeId]}; this.body.nodes[nodeId].setOptions({hidden:true, physics:false}); } } // set ID to undefined so no duplicates arise clusterNodeProperties.id = undefined; // wrap up if (refreshData === true) { this.body.emitter.emit('_dataChanged'); } } _backupEdgeOptions(edge) { if (this.clusteredEdges[edge.id] === undefined) { this.clusteredEdges[edge.id] = {physics: edge.options.physics, hidden: edge.options.hidden}; } } _restoreEdge(edge) { let originalOptions = this.clusteredEdges[edge.id]; if (originalOptions !== undefined) { edge.setOptions({physics: originalOptions.physics, hidden: originalOptions.hidden}); delete this.clusteredEdges[edge.id]; } } /** * Check if a node is a cluster. * @param nodeId * @returns {*} */ isCluster(nodeId) { if (this.body.nodes[nodeId] !== undefined) { return this.body.nodes[nodeId].isCluster === true; } else { console.log("Node does not exist."); return false; } } /** * get the position of the cluster node based on what's inside * @param {object} childNodesObj | object with node objects, id as keys * @returns {{x: number, y: number}} * @private */ _getClusterPosition(childNodesObj) { let childKeys = Object.keys(childNodesObj); let minX = childNodesObj[childKeys[0]].x; let maxX = childNodesObj[childKeys[0]].x; let minY = childNodesObj[childKeys[0]].y; let maxY = childNodesObj[childKeys[0]].y; let node; for (let i = 1; i < childKeys.length; i++) { node = childNodesObj[childKeys[i]]; minX = node.x < minX ? node.x : minX; maxX = node.x > maxX ? node.x : maxX; minY = node.y < minY ? node.y : minY; maxY = node.y > maxY ? node.y : maxY; } return {x: 0.5*(minX + maxX), y: 0.5*(minY + maxY)}; } /** * Open a cluster by calling this function. * @param {String} clusterNodeId | the ID of the cluster node * @param {Boolean} refreshData | wrap up afterwards if not true */ openCluster(clusterNodeId, options, refreshData = true) { // kill conditions if (clusterNodeId === undefined) {throw new Error("No clusterNodeId supplied to openCluster.");} if (this.body.nodes[clusterNodeId] === undefined) {throw new Error("The clusterNodeId supplied to openCluster does not exist.");} if (this.body.nodes[clusterNodeId].containedNodes === undefined) { console.log("The node:" + clusterNodeId + " is not a cluster."); return } let clusterNode = this.body.nodes[clusterNodeId]; let containedNodes = clusterNode.containedNodes; let containedEdges = clusterNode.containedEdges; // allow the user to position the nodes after release. if (options !== undefined && options.releaseFunction !== undefined && typeof options.releaseFunction === 'function') { let positions = {}; let clusterPosition = {x:clusterNode.x, y:clusterNode.y}; for (let nodeId in containedNodes) { if (containedNodes.hasOwnProperty(nodeId)) { let containedNode = this.body.nodes[nodeId]; positions[nodeId] = {x: containedNode.x, y: containedNode.y}; } } let newPositions = options.releaseFunction(clusterPosition, positions); for (let nodeId in containedNodes) { if (containedNodes.hasOwnProperty(nodeId)) { let containedNode = this.body.nodes[nodeId]; if (newPositions[nodeId] !== undefined) { containedNode.x = (newPositions[nodeId].x === undefined ? clusterNode.x : newPositions[nodeId].x); containedNode.y = (newPositions[nodeId].y === undefined ? clusterNode.y : newPositions[nodeId].y); } } } } else { // copy the position from the cluster for (let nodeId in containedNodes) { if (containedNodes.hasOwnProperty(nodeId)) { let containedNode = this.body.nodes[nodeId]; containedNode = containedNodes[nodeId]; // inherit position if (containedNode.options.fixed.x === false) {containedNode.x = clusterNode.x;} if (containedNode.options.fixed.y === false) {containedNode.y = clusterNode.y;} } } } // release nodes for (let nodeId in containedNodes) { if (containedNodes.hasOwnProperty(nodeId)) { let containedNode = this.body.nodes[nodeId]; // inherit speed containedNode.vx = clusterNode.vx; containedNode.vy = clusterNode.vy; // we use these methods to avoid re-instantiating the shape, which happens with setOptions. containedNode.setOptions({hidden:false, physics:true}); delete this.clusteredNodes[nodeId]; } } // copy the clusterNode edges because we cannot iterate over an object that we add or remove from. let edgesToBeDeleted = []; for (let i = 0; i < clusterNode.edges.length; i++) { edgesToBeDeleted.push(clusterNode.edges[i]); } // actually handling the deleting. for (let i = 0; i < edgesToBeDeleted.length; i++) { let edge = edgesToBeDeleted[i]; let otherNodeId = this._getConnectedId(edge, clusterNodeId); // if the other node is in another cluster, we transfer ownership of this edge to the other cluster if (this.clusteredNodes[otherNodeId] !== undefined) { // transfer ownership: let otherCluster = this.body.nodes[this.clusteredNodes[otherNodeId].clusterId]; let transferEdge = this.body.edges[edge.clusteringEdgeReplacingId]; if (transferEdge !== undefined) { otherCluster.containedEdges[transferEdge.id] = transferEdge; // delete local reference delete containedEdges[transferEdge.id]; // create new cluster edge from the otherCluster: // get to and from let fromId = transferEdge.fromId; let toId = transferEdge.toId; if (transferEdge.toId == otherNodeId) { toId = this.clusteredNodes[otherNodeId].clusterId; } else { fromId = this.clusteredNodes[otherNodeId].clusterId; } // clone the options and apply the cluster options to them let clonedOptions = NetworkUtil.cloneOptions(transferEdge, 'edge'); util.deepExtend(clonedOptions, otherCluster.clusterEdgeProperties); // apply the edge specific options to it. let id = 'clusterEdge:' + util.randomUUID(); util.deepExtend(clonedOptions, {from: fromId, to: toId, hidden: false, physics: true, id: id}); // create it let newEdge = this.body.functions.createEdge(clonedOptions); newEdge.clusteringEdgeReplacingId = transferEdge.id; this.body.edges[id] = newEdge; this.body.edges[id].connect(); } } else { let replacedEdge = this.body.edges[edge.clusteringEdgeReplacingId]; if (replacedEdge !== undefined) { this._restoreEdge(replacedEdge); } } edge.cleanup(); // this removes the edge from node.edges, which is why edgeIds is formed edge.disconnect(); delete this.body.edges[edge.id]; } // handle the releasing of the edges for (let edgeId in containedEdges) { if (containedEdges.hasOwnProperty(edgeId)) { this._restoreEdge(containedEdges[edgeId]); } } // remove clusterNode delete this.body.nodes[clusterNodeId]; if (refreshData === true) { this.body.emitter.emit('_dataChanged'); } } getNodesInCluster(clusterId) { let nodesArray = []; if (this.isCluster(clusterId) === true) { let containedNodes = this.body.nodes[clusterId].containedNodes; for (let nodeId in containedNodes) { if (containedNodes.hasOwnProperty(nodeId)) { nodesArray.push(this.body.nodes[nodeId].id) } } } return nodesArray; } /** * Get the stack clusterId's that a certain node resides in. cluster A -> cluster B -> cluster C -> node * @param nodeId * @returns {Array} */ findNode(nodeId) { let stack = []; let max = 100; let counter = 0; while (this.clusteredNodes[nodeId] !== undefined && counter < max) { stack.push(this.body.nodes[nodeId].id); nodeId = this.clusteredNodes[nodeId].clusterId; counter++; } stack.push(this.body.nodes[nodeId].id); stack.reverse(); return stack; } /** * Using a clustered nodeId, update with the new options * @param clusteredNodeId * @param {object} newOptions */ updateClusteredNode(clusteredNodeId, newOptions) { if (clusteredNodeId === undefined) {throw new Error("No clusteredNodeId supplied to updateClusteredNode.");} if (newOptions === undefined) {throw new Error("No newOptions supplied to updateClusteredNode.");} if (this.body.nodes[clusteredNodeId] === undefined) {throw new Error("The clusteredNodeId supplied to updateClusteredNode does not exist.");} this.body.nodes[clusteredNodeId].setOptions(newOptions); this.body.emitter.emit('_dataChanged'); } /** * Using a base edgeId, update all related clustered edges with the new options * @param startEdgeId * @param {object} newOptions */ updateEdge(startEdgeId, newOptions) { if (startEdgeId === undefined) {throw new Error("No startEdgeId supplied to updateEdge.");} if (newOptions === undefined) {throw new Error("No newOptions supplied to updateEdge.");} if (this.body.edges[startEdgeId] === undefined) {throw new Error("The startEdgeId supplied to updateEdge does not exist.");} let allEdgeIds = this.getClusteredEdges(startEdgeId); for (let i = 0; i < allEdgeIds.length; i++) { var edge = this.body.edges[allEdgeIds[i]]; edge.setOptions(newOptions); } this.body.emitter.emit('_dataChanged'); } /** * Get a stack of clusterEdgeId's (+base edgeid) that a base edge is the same as. cluster edge C -> cluster edge B -> cluster edge A -> base edge(edgeId) * @param edgeId * @returns {Array} */ getClusteredEdges(edgeId) { let stack = []; let max = 100; let counter = 0; while (edgeId !== undefined && this.body.edges[edgeId] !== undefined && counter < max) { stack.push(this.body.edges[edgeId].id); edgeId = this.body.edges[edgeId].edgeReplacedById; counter++; } stack.reverse(); return stack; } /** * Get the base edge id of clusterEdgeId. cluster edge (clusteredEdgeId) -> cluster edge B -> cluster edge C -> base edge * @param clusteredEdgeId * @returns baseEdgeId */ getBaseEdge(clusteredEdgeId) { let baseEdgeId = clusteredEdgeId; let max = 100; let counter = 0; while (clusteredEdgeId !== undefined && this.body.edges[clusteredEdgeId] !== undefined && counter < max) { clusteredEdgeId = this.body.edges[clusteredEdgeId].clusteringEdgeReplacingId; counter++; if (clusteredEdgeId !== undefined) { baseEdgeId = clusteredEdgeId; } } return baseEdgeId; } /** * Get the Id the node is connected to * @param edge * @param nodeId * @returns {*} * @private */ _getConnectedId(edge, nodeId) { if (edge.toId != nodeId) { return edge.toId; } else if (edge.fromId != nodeId) { return edge.fromId; } else { return edge.fromId; } } /** * We determine how many connections denote an important hub. * We take the mean + 2*std as the important hub size. (Assuming a normal distribution of data, ~2.2%) * * @private */ _getHubSize() { let average = 0; let averageSquared = 0; let hubCounter = 0; let largestHub = 0; for (let i = 0; i < this.body.nodeIndices.length; i++) { let node = this.body.nodes[this.body.nodeIndices[i]]; if (node.edges.length > largestHub) { largestHub = node.edges.length; } average += node.edges.length; averageSquared += Math.pow(node.edges.length,2); hubCounter += 1; } average = average / hubCounter; averageSquared = averageSquared / hubCounter; let variance = averageSquared - Math.pow(average,2); let standardDeviation = Math.sqrt(variance); let hubThreshold = Math.floor(average + 2*standardDeviation); // always have at least one to cluster if (hubThreshold > largestHub) { hubThreshold = largestHub; } return hubThreshold; }; } export default ClusterEngine;