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@ -7,6 +7,30 @@ function Cluster() { |
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this.hubThreshold = 5; |
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this.hubThreshold = 5; |
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} |
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} |
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/** |
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* This function can be called to open up a specific cluster. |
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* It will unpack the cluster back one level. |
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* |
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* @param node | Node object: cluster to open. |
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*/ |
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Cluster.prototype.openCluster = function(node) { |
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var isMovingBeforeClustering = this.moving; |
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this._expandClusterNode(node,false,true); |
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// housekeeping
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this._updateNodeIndexList(); |
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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if (this.moving != isMovingBeforeClustering) { |
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this.start(); |
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} |
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}; |
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/** |
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/** |
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* This function can be called to increase the cluster level. This means that the nodes with only one edge connection will |
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* This function can be called to increase the cluster level. This means that the nodes with only one edge connection will |
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* be clustered with their connected node. This can be repeated as many times as needed. |
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* be clustered with their connected node. This can be repeated as many times as needed. |
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@ -14,17 +38,30 @@ function Cluster() { |
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*/ |
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*/ |
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Cluster.prototype.increaseClusterLevel = function() { |
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Cluster.prototype.increaseClusterLevel = function() { |
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var isMovingBeforeClustering = this.moving; |
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var isMovingBeforeClustering = this.moving; |
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var amountOfNodes = this.nodeIndices.length; |
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this._formClusters(true); |
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this._formClusters(true); |
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// housekeeping
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this._updateNodeIndexList(); |
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this._updateDynamicEdges(); |
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this._updateLabels(); |
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// if a cluster was formed, we increase the clusterSession
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if (this.nodeIndices.length != amountOfNodes) { |
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this.clusterSession += 1; |
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} |
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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if (this.moving != isMovingBeforeClustering) { |
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if (this.moving != isMovingBeforeClustering) { |
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this.start(); |
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this.start(); |
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} |
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} |
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this._updateLabels(); |
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}; |
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}; |
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/** |
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/** |
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* This function can be called to decrease the cluster level. This means that the nodes with only one edge connection will |
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* This function can be called to decrease the cluster level. This means that the nodes with only one edge connection will |
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* be unpacked if they are a cluster. This can be repeated as many times as needed. |
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* be unpacked if they are a cluster. This can be repeated as many times as needed. |
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@ -39,31 +76,38 @@ Cluster.prototype.decreaseClusterLevel = function() { |
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this._expandClusterNode(node,true,true); |
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this._expandClusterNode(node,true,true); |
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} |
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} |
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} |
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} |
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// housekeeping - the dynamic edges are already updated in the expandClusterNode->expelChildFromParent function
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this._updateNodeIndexList(); |
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this._updateNodeIndexList(); |
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this._updateLabels(); |
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this.clusterSession = (this.clusterSession == 0) ? 0 : this.clusterSession - 1; |
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// reduce the clusterSession one level if not at 0
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if (this.clusterSession != 0) { |
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this.clusterSession -= 1; |
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} |
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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if (this.moving != isMovingBeforeClustering) { |
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if (this.moving != isMovingBeforeClustering) { |
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this.start(); |
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this.start(); |
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} |
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} |
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this._updateLabels(); |
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console.log("clusterSession",this.clusterSession) |
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}; |
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}; |
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/** |
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* This function can be called to open up a specific cluster. |
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* It will unpack the cluster back one level. |
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* |
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* @param node | Node object: cluster to open. |
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*/ |
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Cluster.prototype.openCluster = function(node) { |
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Cluster.prototype.forceAggregateHubs = function() { |
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var isMovingBeforeClustering = this.moving; |
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var isMovingBeforeClustering = this.moving; |
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var amountOfNodes = this.nodeIndices.length; |
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this._expandClusterNode(node,false,true); |
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this._aggregateHubs(true); |
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// housekeeping
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this._updateNodeIndexList(); |
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this._updateNodeIndexList(); |
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this._updateDynamicEdges(); |
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this._updateLabels(); |
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// if a cluster was formed, we increase the clusterSession
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if (this.nodeIndices.length != amountOfNodes) { |
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this.clusterSession += 1; |
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} |
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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if (this.moving != isMovingBeforeClustering) { |
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if (this.moving != isMovingBeforeClustering) { |
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@ -72,6 +116,8 @@ Cluster.prototype.openCluster = function(node) { |
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}; |
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}; |
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/** |
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/** |
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* This function checks if the zoom action is in or out. |
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* This function checks if the zoom action is in or out. |
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* If out, check if we can form clusters, if in, check if we can open clusters. |
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* If out, check if we can form clusters, if in, check if we can open clusters. |
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@ -79,20 +125,32 @@ Cluster.prototype.openCluster = function(node) { |
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* |
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* |
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* @private |
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* @private |
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*/ |
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*/ |
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Cluster.prototype._updateClusters = function() { |
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Cluster.prototype.updateClusters = function() { |
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var isMovingBeforeClustering = this.moving; |
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var isMovingBeforeClustering = this.moving; |
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var amountOfNodes = this.nodeIndices.length; |
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// check if we zoom in or out
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if (this.previousScale > this.scale) { // zoom out
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if (this.previousScale > this.scale) { // zoom out
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this._formClusters(false); |
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if (this.clusterSession % 5 == 1) { |
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this._aggregateHubs(false); |
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} |
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else { |
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this._formClusters(false); |
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} |
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} |
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} |
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else if (this.previousScale < this.scale) { // zoom out
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else if (this.previousScale < this.scale) { // zoom out
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this._openClusters(); |
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this._openClusters(); |
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} |
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} |
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this.previousScale = this.scale; |
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this._updateClusterLabels(); |
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this._updateNodeLabels(); |
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this._updateNodeIndexList(); |
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this._updateDynamicEdges(); |
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this._updateLabels(); |
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this._updateLabels(); |
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this.previousScale = this.scale; |
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// if a cluster was formed, we increase the clusterSession
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if (this.nodeIndices.length != amountOfNodes) { // this means a clustering operation has taken place
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this.clusterSession += 1; |
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} |
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
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if (this.moving != isMovingBeforeClustering) { |
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if (this.moving != isMovingBeforeClustering) { |
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@ -101,54 +159,15 @@ Cluster.prototype._updateClusters = function() { |
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}; |
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}; |
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/** |
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/** |
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* This updates the node labels for all nodes (for debugging purposes) |
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* @private |
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* this functions starts clustering by hubs |
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* The minimum hub threshold is set globally |
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*/ |
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*/ |
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Cluster.prototype._updateLabels = function() { |
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// update node labels
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this._updateClusterLabels(); |
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this._updateNodeLabels(); |
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// Debug :
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for (var nodeID in this.nodes) { |
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if (this.nodes.hasOwnProperty(nodeID)) { |
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var node = this.nodes[nodeID]; |
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// node.label = String(node.dynamicEdges.length).concat(":",node.dynamicEdgesLength,":",String(node.clusterSize),":::",String(node.id));
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node.label = String(node.dynamicEdges.length).concat(":",String(node.clusterSize)); |
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} |
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} |
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Cluster.prototype._aggregateHubs = function(force) { |
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this._getHubSize(); |
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this._clusterByHub(force); |
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}; |
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}; |
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/** |
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* This updates the node labels for all clusters |
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* @private |
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*/ |
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Cluster.prototype._updateClusterLabels = function() { |
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// update node labels
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for (var nodeID in this.nodes) { |
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if (this.nodes.hasOwnProperty(nodeID)) { |
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var node = this.nodes[nodeID]; |
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if (node.clusterSize > 1) { |
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node.label = "[".concat(String(node.clusterSize),"]"); |
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} |
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} |
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} |
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}; |
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/** |
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* This updates the node labels for all nodes that are NOT clusters |
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* @private |
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*/ |
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Cluster.prototype._updateNodeLabels = function() { |
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// update node labels
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for (var nodeID in this.nodes) { |
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var node = this.nodes[nodeID]; |
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if (node.clusterSize == 1) { |
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node.label = String(node.id); |
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} |
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} |
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}; |
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/** |
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/** |
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@ -158,21 +177,12 @@ Cluster.prototype._updateNodeLabels = function() { |
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* @private |
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* @private |
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*/ |
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*/ |
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Cluster.prototype._openClusters = function() { |
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Cluster.prototype._openClusters = function() { |
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var amountOfNodes = this.nodeIndices.length; |
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for (var i = 0; i < this.nodeIndices.length; i++) { |
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for (var i = 0; i < this.nodeIndices.length; i++) { |
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var node = this.nodes[this.nodeIndices[i]]; |
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var node = this.nodes[this.nodeIndices[i]]; |
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this._expandClusterNode(node,true,false); |
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this._expandClusterNode(node,true,false); |
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} |
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} |
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this._updateNodeIndexList(); |
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if (this.nodeIndices.length != amountOfNodes) { // this means a clustering operation has taken place
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this.clusterSession -= 1; |
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} |
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}; |
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}; |
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/** |
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/** |
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* This function checks if a node has to be opened. This is done by checking the zoom level. |
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* This function checks if a node has to be opened. This is done by checking the zoom level. |
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* If the node contains child nodes, this function is recursively called on the child nodes as well. |
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* If the node contains child nodes, this function is recursively called on the child nodes as well. |
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@ -211,17 +221,6 @@ Cluster.prototype._expandClusterNode = function(parentNode, recursive, forceExpa |
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} |
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} |
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}; |
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}; |
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Cluster.prototype._parentNodeInActiveArea = function(node) { |
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if (Math.abs(node.x - this.zoomCenter.x) <= this.constants.clustering.activeAreaBoxSize/this.scale && |
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Math.abs(node.y - this.zoomCenter.y) <= this.constants.clustering.activeAreaBoxSize/this.scale) { |
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return true; |
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} |
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else { |
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return false; |
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} |
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}; |
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/** |
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/** |
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* This function will expel a child_node from a parent_node. This is to de-cluster the node. This function will remove |
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* This function will expel a child_node from a parent_node. This is to de-cluster the node. This function will remove |
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* the child node from the parent contained_node object and put it back into the global nodes object. |
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* the child node from the parent contained_node object and put it back into the global nodes object. |
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@ -239,7 +238,6 @@ Cluster.prototype._expelChildFromParent = function(parentNode, containedNodeID, |
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// if child node has been added on smaller scale than current, kick out
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// if child node has been added on smaller scale than current, kick out
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if (childNode.formationScale < this.scale || forceExpand == true) { |
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if (childNode.formationScale < this.scale || forceExpand == true) { |
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// put the child node back in the global nodes object
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// put the child node back in the global nodes object
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this.nodes[containedNodeID] = childNode; |
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this.nodes[containedNodeID] = childNode; |
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@ -249,6 +247,9 @@ Cluster.prototype._expelChildFromParent = function(parentNode, containedNodeID, |
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// reconnect rerouted edges to the childNode
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// reconnect rerouted edges to the childNode
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this._connectEdgeBackToChild(parentNode,childNode); |
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this._connectEdgeBackToChild(parentNode,childNode); |
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// validate all edges in dynamicEdges
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this._validateEdges(parentNode); |
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// undo the changes from the clustering operation on the parent node
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// undo the changes from the clustering operation on the parent node
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parentNode.mass -= this.constants.clustering.massTransferCoefficient * childNode.mass; |
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parentNode.mass -= this.constants.clustering.massTransferCoefficient * childNode.mass; |
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parentNode.fontSize -= this.constants.clustering.fontSizeMultiplier * childNode.clusterSize; |
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parentNode.fontSize -= this.constants.clustering.fontSizeMultiplier * childNode.clusterSize; |
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@ -281,26 +282,20 @@ Cluster.prototype._expelChildFromParent = function(parentNode, containedNodeID, |
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/** |
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/** |
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* This function checks if any nodes at the end of their trees have edges below a threshold length |
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* This function checks if any nodes at the end of their trees have edges below a threshold length |
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* This function is called only from _updateClusters() |
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* This function is called only from updateClusters() |
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* forceLevelCollapse ignores the length of the edge and collapses one level |
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* forceLevelCollapse ignores the length of the edge and collapses one level |
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* This means that a node with only one edge will be clustered with its connected node |
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* This means that a node with only one edge will be clustered with its connected node |
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* |
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* |
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* @private |
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* @private |
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* @param force_level_collapse | Boolean |
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* @param {Boolean} force |
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*/ |
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*/ |
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Cluster.prototype._formClusters = function(forceLevelCollapse) { |
|
|
|
|
|
var amountOfNodes = this.nodeIndices.length; |
|
|
|
|
|
|
|
|
|
|
|
if (forceLevelCollapse == false) { |
|
|
|
|
|
|
|
|
Cluster.prototype._formClusters = function(force) { |
|
|
|
|
|
if (force == false) { |
|
|
this._formClustersByZoom(); |
|
|
this._formClustersByZoom(); |
|
|
} |
|
|
} |
|
|
else { |
|
|
else { |
|
|
this._forceClustersByZoom(); |
|
|
this._forceClustersByZoom(); |
|
|
} |
|
|
} |
|
|
|
|
|
|
|
|
if (this.nodeIndices.length != amountOfNodes) { // this means a clustering operation has taken place
|
|
|
|
|
|
this.clusterSession += 1; |
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|
|
|
|
} |
|
|
|
|
|
}; |
|
|
}; |
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|
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|
|
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|
/** |
|
|
/** |
|
@ -323,37 +318,35 @@ Cluster.prototype._formClustersByZoom = function() { |
|
|
// the clustering favours the node with the larger mass
|
|
|
// the clustering favours the node with the larger mass
|
|
|
for (var i = 0; i < edgesIDarray.length; i++) { |
|
|
for (var i = 0; i < edgesIDarray.length; i++) { |
|
|
var edgeID = edgesIDarray[i]; |
|
|
var edgeID = edgesIDarray[i]; |
|
|
var edge = this.edges[edgeID]; |
|
|
|
|
|
if (edge.connected) { |
|
|
|
|
|
dx = (edge.to.x - edge.from.x); |
|
|
|
|
|
dy = (edge.to.y - edge.from.y); |
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|
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|
length = Math.sqrt(dx * dx + dy * dy); |
|
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|
|
|
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|
|
|
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|
|
|
if (length < minLength) { |
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|
|
|
|
// first check which node is larger
|
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|
|
|
|
var parentNode = edge.from |
|
|
|
|
|
var childNode = edge.to |
|
|
|
|
|
if (edge.to.mass > edge.from.mass) { |
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|
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|
parentNode = edge.to |
|
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|
|
|
childNode = edge.from |
|
|
|
|
|
} |
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|
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|
// this is checked because edges can be deleted from this.edges during this function
|
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|
|
|
|
// most likely example, two nodes connected to eachother with a double connection
|
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|
|
|
|
if (this.edges.hasOwnProperty(edgeID)) { |
|
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|
|
var edge = this.edges[edgeID]; |
|
|
|
|
|
if (edge.connected) { |
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|
dx = (edge.to.x - edge.from.x); |
|
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|
dy = (edge.to.y - edge.from.y); |
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|
length = Math.sqrt(dx * dx + dy * dy); |
|
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|
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|
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|
|
|
|
|
|
if (length < minLength) { |
|
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|
|
|
// first check which node is larger
|
|
|
|
|
|
var parentNode = edge.from |
|
|
|
|
|
var childNode = edge.to |
|
|
|
|
|
if (edge.to.mass > edge.from.mass) { |
|
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|
|
|
parentNode = edge.to |
|
|
|
|
|
childNode = edge.from |
|
|
|
|
|
} |
|
|
|
|
|
|
|
|
// we allow clustering from outside in
|
|
|
|
|
|
// if we do not cluster from outside in, we would have to reconnect edges or keep
|
|
|
|
|
|
// a second set of edges for the clusters.
|
|
|
|
|
|
// This will also have to be altered in the force calculation and rendering.
|
|
|
|
|
|
// This method is non-destructive and does not require a second set of data.
|
|
|
|
|
|
if (childNode.dynamicEdgesLength == 1) { |
|
|
|
|
|
this._addToCluster(parentNode,childNode,false); |
|
|
|
|
|
} |
|
|
|
|
|
else if (parentNode.dynamicEdgesLength == 1) { |
|
|
|
|
|
this._addToCluster(childNode,parentNode,false); |
|
|
|
|
|
|
|
|
if (childNode.dynamicEdgesLength == 1) { |
|
|
|
|
|
this._addToCluster(parentNode,childNode,false); |
|
|
|
|
|
} |
|
|
|
|
|
else if (parentNode.dynamicEdgesLength == 1) { |
|
|
|
|
|
this._addToCluster(childNode,parentNode,false); |
|
|
|
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
this._updateNodeIndexList(); |
|
|
|
|
|
}; |
|
|
}; |
|
|
|
|
|
|
|
|
/** |
|
|
/** |
|
@ -364,77 +357,39 @@ Cluster.prototype._formClustersByZoom = function() { |
|
|
*/ |
|
|
*/ |
|
|
Cluster.prototype._forceClustersByZoom = function() { |
|
|
Cluster.prototype._forceClustersByZoom = function() { |
|
|
for (var nodeID = 0; nodeID < this.nodeIndices.length; nodeID++) { |
|
|
for (var nodeID = 0; nodeID < this.nodeIndices.length; nodeID++) { |
|
|
var childNode = this.nodes[this.nodeIndices[nodeID]]; |
|
|
|
|
|
if (childNode.dynamicEdgesLength == 1) { |
|
|
|
|
|
var edge = childNode.dynamicEdges[0]; |
|
|
|
|
|
var parentNode = (edge.toId == childNode.id) ? this.nodes[edge.fromId] : this.nodes[edge.toId]; |
|
|
|
|
|
this._addToCluster(parentNode,childNode,true); |
|
|
|
|
|
|
|
|
// another node could have absorbed this child.
|
|
|
|
|
|
if (this.nodes.hasOwnProperty(this.nodeIndices[nodeID])) { |
|
|
|
|
|
var childNode = this.nodes[this.nodeIndices[nodeID]]; |
|
|
|
|
|
|
|
|
|
|
|
// the edges can be swallowed by another decrease
|
|
|
|
|
|
if (childNode.dynamicEdgesLength == 1 && childNode.dynamicEdges.length != 0) { |
|
|
|
|
|
var edge = childNode.dynamicEdges[0]; |
|
|
|
|
|
var parentNode = (edge.toId == childNode.id) ? this.nodes[edge.fromId] : this.nodes[edge.toId]; |
|
|
|
|
|
|
|
|
|
|
|
// group to the largest node
|
|
|
|
|
|
if (parentNode.mass > childNode.mass) { |
|
|
|
|
|
this._addToCluster(parentNode,childNode,true); |
|
|
|
|
|
} |
|
|
|
|
|
else { |
|
|
|
|
|
this._addToCluster(childNode,parentNode,true); |
|
|
|
|
|
} |
|
|
|
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
|
|
|
|
|
|
this._updateNodeIndexList(); |
|
|
|
|
|
this._updateDynamicEdges(); |
|
|
|
|
|
}; |
|
|
}; |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
/** |
|
|
|
|
|
* this functions starts clustering by hubs |
|
|
|
|
|
* The minimum hub threshold is set globally |
|
|
|
|
|
*/ |
|
|
|
|
|
Cluster.prototype.aggregateHubs = function() { |
|
|
|
|
|
var isMovingBeforeClustering = this.moving; |
|
|
|
|
|
var amountOfNodes = this.nodeIndices.length; |
|
|
|
|
|
|
|
|
|
|
|
this._getHubSize(); |
|
|
|
|
|
this._forceClustersByHub(); |
|
|
|
|
|
|
|
|
|
|
|
// if the simulation was settled, we restart the simulation if a cluster has been formed or expanded
|
|
|
|
|
|
if (this.moving != isMovingBeforeClustering) { |
|
|
|
|
|
this.start(); |
|
|
|
|
|
} |
|
|
|
|
|
|
|
|
|
|
|
if (this.nodeIndices.length != amountOfNodes) { // this means a clustering operation has taken place
|
|
|
|
|
|
this.clusterSession += 1; |
|
|
|
|
|
} |
|
|
|
|
|
}; |
|
|
|
|
|
|
|
|
|
|
|
/** |
|
|
/** |
|
|
* 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%) |
|
|
|
|
|
* |
|
|
* |
|
|
|
|
|
* @param {Boolean} force |
|
|
* @private |
|
|
* @private |
|
|
*/ |
|
|
*/ |
|
|
Cluster.prototype._getHubSize = function() { |
|
|
|
|
|
var average = 0; |
|
|
|
|
|
var averageSquared = 0; |
|
|
|
|
|
var hubCounter = 0; |
|
|
|
|
|
|
|
|
|
|
|
for (var i = 0; i < this.nodeIndices.length; i++) { |
|
|
|
|
|
var node = this.nodes[this.nodeIndices[i]]; |
|
|
|
|
|
average += node.dynamicEdgesLength; |
|
|
|
|
|
averageSquared += Math.pow(node.dynamicEdgesLength,2); |
|
|
|
|
|
hubCounter += 1; |
|
|
|
|
|
} |
|
|
|
|
|
average = average / hubCounter; |
|
|
|
|
|
averageSquared = averageSquared / hubCounter; |
|
|
|
|
|
|
|
|
|
|
|
var variance = averageSquared - Math.pow(average,2); |
|
|
|
|
|
|
|
|
|
|
|
var standardDeviation = Math.sqrt(variance); |
|
|
|
|
|
|
|
|
|
|
|
this.hubThreshold = Math.floor(average + 2*standardDeviation); |
|
|
|
|
|
|
|
|
|
|
|
//console.log("average",average,"averageSQ",averageSquared,"var",variance,"std",standardDeviation);
|
|
|
|
|
|
//console.log("hubThreshold:",this.hubThreshold);
|
|
|
|
|
|
}; |
|
|
|
|
|
|
|
|
Cluster.prototype._clusterByHub = function(force) { |
|
|
|
|
|
var dx,dy,length; |
|
|
|
|
|
var minLength = this.constants.clustering.clusterLength/this.scale; |
|
|
|
|
|
var allowCluster = false; |
|
|
|
|
|
|
|
|
/** |
|
|
|
|
|
* |
|
|
|
|
|
* @param hubThresholdOverride |
|
|
|
|
|
* @param EqualityOverride |
|
|
|
|
|
* @private |
|
|
|
|
|
*/ |
|
|
|
|
|
Cluster.prototype._forceClustersByHub = function(hubThresholdOverride,EqualityOverride) { |
|
|
|
|
|
// we loop over all nodes in the list
|
|
|
// we loop over all nodes in the list
|
|
|
for (var i = 0; i < this.nodeIndices.length; i++) { |
|
|
for (var i = 0; i < this.nodeIndices.length; i++) { |
|
|
// we check if it is still available since it can be used by the clustering in this loop
|
|
|
// we check if it is still available since it can be used by the clustering in this loop
|
|
@ -450,78 +405,62 @@ Cluster.prototype._forceClustersByHub = function(hubThresholdOverride,EqualityOv |
|
|
edgesIDarray.push(hubNode.dynamicEdges[j].id); |
|
|
edgesIDarray.push(hubNode.dynamicEdges[j].id); |
|
|
} |
|
|
} |
|
|
|
|
|
|
|
|
// we loop over all edges INITIALLY connected to this hub
|
|
|
|
|
|
for (var j = 0; j < amountOfInitialEdges; j++) { |
|
|
|
|
|
var edge = this.edges[edgesIDarray[j]]; |
|
|
|
|
|
var childNode = this.nodes[(edge.fromId == hubNode.id) ? edge.toId : edge.fromId]; |
|
|
|
|
|
|
|
|
|
|
|
// we do not want hubs to merge with other hubs.
|
|
|
|
|
|
if (childNode.dynamicEdges.length < this.hubThreshold) { |
|
|
|
|
|
this._addToCluster(hubNode,childNode,true); |
|
|
|
|
|
|
|
|
// if the hub clustering is not forces, we check if one of the edges connected
|
|
|
|
|
|
// to a cluster is small enough based on the constants.clustering.clusterLength
|
|
|
|
|
|
if (force == false) { |
|
|
|
|
|
allowCluster = false; |
|
|
|
|
|
for (var j = 0; j < amountOfInitialEdges; j++) { |
|
|
|
|
|
var edge = this.edges[edgesIDarray[j]]; |
|
|
|
|
|
if (edge !== undefined) { |
|
|
|
|
|
if (edge.connected) { |
|
|
|
|
|
dx = (edge.to.x - edge.from.x); |
|
|
|
|
|
dy = (edge.to.y - edge.from.y); |
|
|
|
|
|
length = Math.sqrt(dx * dx + dy * dy); |
|
|
|
|
|
|
|
|
|
|
|
if (length < minLength) { |
|
|
|
|
|
allowCluster = true; |
|
|
|
|
|
break; |
|
|
|
|
|
} |
|
|
|
|
|
} |
|
|
|
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
|
|
|
} |
|
|
|
|
|
} |
|
|
|
|
|
this._updateNodeIndexList(); |
|
|
|
|
|
this._updateDynamicEdges(); |
|
|
|
|
|
this._updateLabels(); |
|
|
|
|
|
}; |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
/** |
|
|
|
|
|
* |
|
|
|
|
|
* @param hubThreshold |
|
|
|
|
|
* @private |
|
|
|
|
|
*/ |
|
|
|
|
|
Cluster.prototype._forceClustersByHub = function() { |
|
|
|
|
|
// we loop over all nodes in the list
|
|
|
|
|
|
for (var i = 0; i < this.nodeIndices.length; i++) { |
|
|
|
|
|
// we check if it is still available since it can be used by the clustering in this loop
|
|
|
|
|
|
if (this.nodes.hasOwnProperty(this.nodeIndices[i])) { |
|
|
|
|
|
var hubNode = this.nodes[this.nodeIndices[i]]; |
|
|
|
|
|
|
|
|
// start the clustering if allowed
|
|
|
|
|
|
if ((!force && allowCluster) || force) { |
|
|
|
|
|
// we loop over all edges INITIALLY connected to this hub
|
|
|
|
|
|
for (var j = 0; j < amountOfInitialEdges; j++) { |
|
|
|
|
|
var edge = this.edges[edgesIDarray[j]]; |
|
|
|
|
|
|
|
|
// we decide if the node is a hub
|
|
|
|
|
|
if (hubNode.dynamicEdgesLength >= this.hubThreshold) { |
|
|
|
|
|
// we create a list of edges because the dynamicEdges change over the course of this loop
|
|
|
|
|
|
var edgesIDarray = [] |
|
|
|
|
|
var amountOfInitialEdges = hubNode.dynamicEdges.length; |
|
|
|
|
|
for (var j = 0; j < amountOfInitialEdges; j++) { |
|
|
|
|
|
edgesIDarray.push(hubNode.dynamicEdges[j].id); |
|
|
|
|
|
} |
|
|
|
|
|
|
|
|
// the edge can be clustered by this function in a previous loop
|
|
|
|
|
|
if (edge !== undefined) { |
|
|
|
|
|
var childNode = this.nodes[(edge.fromId == hubNode.id) ? edge.toId : edge.fromId]; |
|
|
|
|
|
|
|
|
// we loop over all edges INITIALLY connected to this hub
|
|
|
|
|
|
for (var j = 0; j < amountOfInitialEdges; j++) { |
|
|
|
|
|
var edge = this.edges[edgesIDarray[j]]; |
|
|
|
|
|
var childNode = this.nodes[(edge.fromId == hubNode.id) ? edge.toId : edge.fromId]; |
|
|
|
|
|
|
|
|
|
|
|
// we do not want hubs to merge with other hubs.
|
|
|
|
|
|
if (childNode.dynamicEdges.length < this.hubThreshold) { |
|
|
|
|
|
this._addToCluster(hubNode,childNode,true); |
|
|
|
|
|
|
|
|
// we do not want hubs to merge with other hubs.
|
|
|
|
|
|
if (childNode.dynamicEdges.length <= this.hubThreshold) { |
|
|
|
|
|
this._addToCluster(hubNode,childNode,force); |
|
|
|
|
|
} |
|
|
|
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
//break;
|
|
|
|
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
} |
|
|
this._updateNodeIndexList(); |
|
|
|
|
|
this._updateDynamicEdges(); |
|
|
|
|
|
this._updateLabels(); |
|
|
|
|
|
}; |
|
|
}; |
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
/** |
|
|
/** |
|
|
* This function adds the child node to the parent node, creating a cluster if it is not already. |
|
|
* This function adds the child node to the parent node, creating a cluster if it is not already. |
|
|
* This function is called only from _updateClusters() |
|
|
|
|
|
|
|
|
* This function is called only from updateClusters() |
|
|
* |
|
|
* |
|
|
* @param parent_node | Node object: this is the node that will house the child node |
|
|
|
|
|
* @param child_node | Node object: this node will be deleted from the global this.nodes and stored in the parent node |
|
|
|
|
|
* @param force_level_collapse | Boolean: true will only update the remainingEdges at the very end of the clustering, ensuring single level collapse |
|
|
|
|
|
|
|
|
* @param {Node} parentNode | this is the node that will house the child node |
|
|
|
|
|
* @param {Node} childNode | this node will be deleted from the global this.nodes and stored in the parent node |
|
|
|
|
|
* @param {Boolean} force | true will only update the remainingEdges at the very end of the clustering, ensuring single level collapse |
|
|
* @private |
|
|
* @private |
|
|
*/ |
|
|
*/ |
|
|
Cluster.prototype._addToCluster = function(parentNode, childNode, forceLevelCollapse) { |
|
|
|
|
|
|
|
|
Cluster.prototype._addToCluster = function(parentNode, childNode, force) { |
|
|
// join child node in the parent node
|
|
|
// join child node in the parent node
|
|
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parentNode.containedNodes[childNode.id] = childNode; |
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parentNode.containedNodes[childNode.id] = childNode; |
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@ -537,29 +476,37 @@ Cluster.prototype._addToCluster = function(parentNode, childNode, forceLevelColl |
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} |
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} |
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childNode.dynamicEdges = []; |
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childNode.dynamicEdges = []; |
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// remove the childNode from the global nodes object
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// remove the childNode from the global nodes object
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delete this.nodes[childNode.id]; |
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delete this.nodes[childNode.id]; |
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var massBefore = parentNode.mass; |
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childNode.clusterSession = this.clusterSession; |
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childNode.clusterSession = this.clusterSession; |
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parentNode.mass += this.constants.clustering.massTransferCoefficient * childNode.mass; |
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parentNode.mass += this.constants.clustering.massTransferCoefficient * childNode.mass; |
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parentNode.clusterSize += childNode.clusterSize; |
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parentNode.clusterSize += childNode.clusterSize; |
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parentNode.fontSize += this.constants.clustering.fontSizeMultiplier * childNode.clusterSize |
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parentNode.fontSize += this.constants.clustering.fontSizeMultiplier * childNode.clusterSize |
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// giving the clusters a dynamic formationScale to ensure not all clusters open up when zoomed
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// giving the clusters a dynamic formationScale to ensure not all clusters open up when zoomed
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if (forceLevelCollapse == true) { |
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parentNode.formationScale = 1.0 * Math.pow(1 - (1.0/11.0),this.clusterSession + parentNode.clusterSize); |
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if (force == true) { |
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parentNode.formationScale = 1.0 * Math.pow(1 - (1.0/11.0),this.clusterSession+2); |
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console.log(".formationScale",parentNode.formationScale) |
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} |
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} |
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else { |
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else { |
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parentNode.formationScale = this.scale; // The latest child has been added on this scale
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parentNode.formationScale = this.scale; // The latest child has been added on this scale
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} |
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} |
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console.log("formationScale",parentNode.formationScale) |
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parentNode.dynamicEdgesLength = parentNode.dynamicEdges.length; |
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// recalculate the size of the node on the next time the node is rendered
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// recalculate the size of the node on the next time the node is rendered
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parentNode.clearSizeCache(); |
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parentNode.clearSizeCache(); |
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parentNode.containedNodes[childNode.id].formationScale = this.scale; // this child has been added at this scale.
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// set the pop-out scale for the childnode
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parentNode.containedNodes[childNode.id].formationScale = parentNode.formationScale; |
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// nullify the movement velocity of the child, this is to avoid hectic behaviour
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childNode.clearVelocity(); |
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// the mass has altered, preservation of energy dictates the velocity to be updated
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parentNode.updateVelocity(massBefore); |
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// restart the simulation to reorganise all nodes
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// restart the simulation to reorganise all nodes
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this.moving = true; |
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this.moving = true; |
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@ -576,23 +523,27 @@ Cluster.prototype._updateDynamicEdges = function() { |
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for (var i = 0; i < this.nodeIndices.length; i++) { |
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for (var i = 0; i < this.nodeIndices.length; i++) { |
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var node = this.nodes[this.nodeIndices[i]]; |
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var node = this.nodes[this.nodeIndices[i]]; |
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node.dynamicEdgesLength = node.dynamicEdges.length; |
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node.dynamicEdgesLength = node.dynamicEdges.length; |
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} |
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}; |
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Cluster.prototype._repositionNodes = function() { |
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for (var i = 0; i < this.nodeIndices.length; i++) { |
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var node = this.nodes[this.nodeIndices[i]]; |
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if (!node.isFixed()) { |
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// TODO: position new nodes in a smarter way!
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var radius = this.constants.edges.length * (1 + 0.5*node.clusterSize); |
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var angle = 2 * Math.PI * Math.random(); |
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node.x = radius * Math.cos(angle); |
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node.y = radius * Math.sin(angle); |
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// this corrects for multiple edges pointing at the same other node
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var correction = 0 |
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if (node.dynamicEdgesLength > 1) { |
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for (var j = 0; j < node.dynamicEdgesLength - 1; j++) { |
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var edgeToId = node.dynamicEdges[j].toId; |
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var edgeFromId = node.dynamicEdges[j].fromId; |
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for (var k = j+1; k < node.dynamicEdgesLength; k++) { |
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if ((node.dynamicEdges[k].toId == edgeToId && node.dynamicEdges[k].fromId == edgeFromId) || |
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(node.dynamicEdges[k].fromId == edgeToId && node.dynamicEdges[k].toId == edgeFromId)) { |
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correction += 1; |
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} |
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} |
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} |
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} |
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} |
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node.dynamicEdgesLength -= correction; |
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} |
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} |
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}; |
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}; |
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/** |
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/** |
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* This adds an edge from the childNode to the contained edges of the parent node |
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* This adds an edge from the childNode to the contained edges of the parent node |
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* |
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* |
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@ -706,6 +657,27 @@ Cluster.prototype._connectEdgeBackToChild = function(parentNode, childNode) { |
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} |
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} |
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}; |
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}; |
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/** |
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* When loops are clustered, an edge can be both in the rerouted array and the contained array. |
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* This function is called last to verify that all edges in dynamicEdges are in fact connected to the |
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* parentNode |
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* |
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* @param parentNode | Node object |
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* @param childNode | Node object |
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* @private |
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*/ |
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Cluster.prototype._validateEdges = function(parentNode) { |
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// TODO: check if good idea
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for (var i = 0; i < parentNode.dynamicEdges.length; i++) { |
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var edge = parentNode.dynamicEdges[i]; |
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if (parentNode.id != edge.toId && parentNode.id != edge.fromId) { |
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parentNode.dynamicEdges.splice(i,1); |
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} |
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} |
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}; |
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/** |
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/** |
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* This function released the contained edges back into the global domain and puts them back into the |
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* This function released the contained edges back into the global domain and puts them back into the |
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* dynamic edges of both parent and child. |
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* dynamic edges of both parent and child. |
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@ -729,3 +701,123 @@ Cluster.prototype._releaseContainedEdges = function(parentNode, childNode) { |
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delete parentNode.containedEdges[childNode.id]; |
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delete parentNode.containedEdges[childNode.id]; |
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}; |
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}; |
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// ------------------- UTILITY FUNCTIONS ---------------------------- //
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/** |
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* This updates the node labels for all nodes (for debugging purposes) |
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* @private |
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*/ |
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Cluster.prototype._updateLabels = function() { |
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// update node labels
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for (var nodeID in this.nodes) { |
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if (this.nodes.hasOwnProperty(nodeID)) { |
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var node = this.nodes[nodeID]; |
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if (node.clusterSize > 1) { |
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node.label = "[".concat(String(node.clusterSize),"]"); |
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} |
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} |
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} |
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// update node labels
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for (var nodeID in this.nodes) { |
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var node = this.nodes[nodeID]; |
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if (node.clusterSize == 1) { |
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node.label = String(node.id); |
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} |
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} |
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/* Debug Override */ |
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for (var nodeID in this.nodes) { |
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if (this.nodes.hasOwnProperty(nodeID)) { |
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var node = this.nodes[nodeID]; |
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node.label = String(node.dynamicEdges.length).concat(":",node.dynamicEdgesLength,":",String(node.clusterSize),":::",String(node.id)); |
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} |
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} |
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}; |
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/** |
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* This function determines if the cluster we want to decluster is in the active area |
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* this means around the zoom center |
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* |
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* @param {Node} |
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* @returns {boolean} |
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* @private |
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*/ |
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Cluster.prototype._parentNodeInActiveArea = function(node) { |
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if (Math.abs(node.x - this.zoomCenter.x) <= this.constants.clustering.activeAreaBoxSize/this.scale && |
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Math.abs(node.y - this.zoomCenter.y) <= this.constants.clustering.activeAreaBoxSize/this.scale) { |
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return true; |
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} |
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else { |
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return false; |
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} |
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}; |
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/** |
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* This is an adaptation of the original repositioning function. This is called if the system is clustered initially |
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* It puts large clusters away from the center and randomizes the order. |
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* |
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* @private |
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*/ |
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Cluster.prototype._repositionNodes = function() { |
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for (var i = 0; i < this.nodeIndices.length; i++) { |
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var node = this.nodes[this.nodeIndices[i]]; |
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|
if (!node.isFixed()) { |
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var radius = this.constants.edges.length * (1 + 0.6*node.clusterSize); |
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|
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var angle = 2 * Math.PI * Math.random(); |
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node.x = radius * Math.cos(angle); |
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node.y = radius * Math.sin(angle); |
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} |
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} |
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}; |
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/** |
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* We determine how many connections denote an important hub. |
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* We take the mean + 2*std as the important hub size. (Assuming a normal distribution of data, ~2.2%) |
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* |
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* @private |
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*/ |
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Cluster.prototype._getHubSize = function() { |
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var average = 0; |
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var averageSquared = 0; |
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var hubCounter = 0; |
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var largestHub = 0; |
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for (var i = 0; i < this.nodeIndices.length; i++) { |
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var node = this.nodes[this.nodeIndices[i]]; |
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if (node.dynamicEdgesLength > largestHub) { |
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largestHub = node.dynamicEdgesLength; |
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} |
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|
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average += node.dynamicEdgesLength; |
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|
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averageSquared += Math.pow(node.dynamicEdgesLength,2); |
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|
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hubCounter += 1; |
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} |
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|
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average = average / hubCounter; |
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|
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averageSquared = averageSquared / hubCounter; |
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var variance = averageSquared - Math.pow(average,2); |
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var standardDeviation = Math.sqrt(variance); |
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this.hubThreshold = Math.floor(average + 2*standardDeviation); |
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|
// always have at least one to cluster
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|
|
if (this.hubThreshold > largestHub) { |
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|
|
this.hubThreshold = largestHub; |
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} |
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|
|
// console.log("average",average,"averageSQ",averageSquared,"var",variance,"std",standardDeviation);
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|
|
// console.log("hubThreshold:",this.hubThreshold);
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|
}; |