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() => { |
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var script = document.createElement("script"); |
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script.src = "https://visjs.github.io/vis-network/standalone/umd/vis-network.min.js"; |
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document.head.appendChild(script); |
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showing_node = undefined; |
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showing_edge = undefined; |
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function obtain_node_object(node_id) { |
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var title = "Node " + node_id.toString() + " (Pass Prob = " + node_pass_prob[node_id].toFixed(2) + ")\n"; |
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title += "==========\n" |
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for(var j=0;j<5;j++){ |
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if(node_probs[node_id][j]> 0.01){ |
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title += node_tokens[node_id][j] + "\t" + node_probs[node_id][j].toFixed(2) + "\n"; |
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} |
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} |
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var currentNode = {"id": node_id, "label": node_tokens[node_id][0], "value":node_pass_prob[node_id], "title": title}; |
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if (current_options.show_node_detail){ |
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currentNode.label = title; |
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} |
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if(map_max_path[node_id] !== undefined){ |
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currentNode.x = map_max_path[node_id].x; |
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currentNode.y = map_max_path[node_id].y; |
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currentNode.fixed = true; |
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currentNode.mass = 5; |
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currentNode.color = {border: "red", background: "orange", highlight: {border: "red", background: "#ffcc66"}}; |
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} |
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return currentNode; |
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} |
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function set_node_visibility(node_id, flag){ |
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if(visible_nodes[node_id] == flag) return; |
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visible_nodes[node_id] = flag; |
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if(flag){ |
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nodes.add(obtain_node_object(node_id)); |
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}else{ |
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nodes.remove(node_id); |
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} |
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} |
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function update_visible_nodes(clear_state=false){ |
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if(typeof visible_nodes === "undefined" || clear_state){ |
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visible_nodes = [...Array(prelen)].map((_, __) => false); |
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map_max_path = {}; |
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var accumulated_x = 0; |
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for (var i=0;i<tarlen;i++){ |
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accumulated_x += node_tokens[max_path[i]][0].length * 5 |
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var y = Math.floor(Math.random() * 3) * 100 - 100; |
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map_max_path[max_path[i]] = {position: i, x: accumulated_x, y:y}; |
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accumulated_x += node_tokens[max_path[i]][0].length * 5 + 100; |
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} |
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nodes = new vis.DataSet(); |
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} |
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for (var i=0;i<prelen;i++){ |
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if(node_pass_prob[i] >= current_options.minimum_node_pass_prob || map_max_path[i] !== undefined){ |
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set_node_visibility(i, true); |
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}else{ |
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set_node_visibility(i, false); |
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} |
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} |
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} |
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function update_node_details(){ |
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for(var i=0;i<prelen;i++) if (visible_nodes[i]){ |
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currentNode = obtain_node_object(i); |
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nodes.updateOnly(currentNode); |
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} |
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} |
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function obtain_edge_object(i, j){ |
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var edge_id = i.toString() + "-" + j.toString(); |
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var label = links[i][j].toFixed(2); |
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var pass_label = (node_pass_prob[i] * links[i][j]).toFixed(2); |
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var title = "From Node " + i.toString() + " to Node " + j.toString() + "\n" + "Transition Probability:" + label + "\nPassing Probability:" + pass_label; |
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var currentEdge = {id: edge_id, |
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from: i, to: j, value: links[i][j] * node_pass_prob[i], title: title}; |
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if (map_max_path[i] !== undefined && map_max_path[j] !== undefined && map_max_path[i].position + 1 == map_max_path[j].position){ |
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currentEdge.color = "red"; |
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} |
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if(current_options.show_edge_label){ |
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currentEdge.label = label; |
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}else{ |
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currentEdge.label = " "; |
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} |
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return currentEdge; |
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} |
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function set_edge_visibility(i, j, flag){ |
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if(visible_edges[i][j] == flag) return; |
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visible_edges[i][j] = flag; |
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if(flag){ |
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edges.add(obtain_edge_object(i, j)); |
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}else{ |
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var edge_id = i.toString() + "-" + j.toString(); |
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edges.remove(edge_id); |
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} |
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} |
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function update_visible_edges(clear_state=false){ |
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if(typeof visible_edges === "undefined" || clear_state){ |
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visible_edges = [...Array(prelen)].map((_, __) => {return [...Array(prelen)].map((_, __) => false);}); |
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sorted_links_out = []; |
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for (var i=0;i<prelen;i++){ |
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sorted_links_out.push(links[i].map((val, idx) => {return {'idx': idx, 'val': val};}). |
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sort((v1, v2) => v2.val - v1.val) |
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); |
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} |
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sorted_links_in = []; |
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for (var i=0;i<prelen;i++){ |
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links_in = [] |
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for(var j=0;j<prelen;j++) links_in.push({idx: j, val: links[j][i] * node_pass_prob[j]}) |
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sorted_links_in.push(links_in.sort((v1, v2) => v2.val - v1.val)); |
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} |
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edges = new vis.DataSet(); |
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} |
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var next_visible_edges = [...Array(prelen)].map((_, __) => {return [...Array(prelen)].map((_, __) => false);}); |
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var links_in_num = [...Array(prelen)].map((_, __) => 0); |
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for (var i=0;i<prelen - 1;i++){ |
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if(!visible_nodes[i]) continue; |
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var left_visible_edge_num = current_options.max_out_edge_num; |
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var left_visible_edge_prob = current_options.max_out_edge_prob; |
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for(var j=0; j<prelen;j++){ |
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var idx = sorted_links_out[i][j]['idx']; |
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if (sorted_links_out[i][j]['val'] < current_options.minimum_edge_prob) break; |
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if (visible_nodes[idx]){ |
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links_in_num[idx]++; |
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next_visible_edges[i][idx] = true; |
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left_visible_edge_num--; |
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left_visible_edge_prob -= sorted_links_out[i][j]['val']; |
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if (left_visible_edge_num==0 || left_visible_edge_prob < 0){ |
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break; |
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} |
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} |
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} |
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} |
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if(current_options.force_in_edge){ |
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for (var i=0;i<prelen;i++){ |
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if(i == 0 || !visible_nodes[i] || links_in_num[i] > 0) continue; |
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for(var j=0; j<prelen;j++){ |
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var idx = sorted_links_in[i][j]['idx']; |
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if (visible_nodes[idx]){ |
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next_visible_edges[idx][i] = true; |
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break; |
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} |
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} |
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} |
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} |
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for(var i=0;i<prelen;i++){ |
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for(var j=i+1;j<prelen;j++){ |
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set_edge_visibility(i, j, next_visible_edges[i][j]); |
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} |
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} |
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} |
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function update_edge_label(){ |
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for(var i=0;i<prelen;i++){ |
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for(var j=i+1;j<prelen;j++) if (visible_edges[i][j]){ |
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currentEdge = obtain_edge_object(i, j); |
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edges.updateOnly(currentEdge); |
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} |
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} |
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} |
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function customScalingFunction(min,max,total,value) { |
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min = 0; |
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var scale = 1 / (max - min); |
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return Math.max(0,(value - min)*scale); |
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} |
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function escapeHtml(unsafe) |
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{ |
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return unsafe |
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.replace(/&/g, "&") |
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.replace(/</g, "<") |
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.replace(/>/g, ">") |
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.replace(/"/g, """) |
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.replace(/'/g, "'"); |
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} |
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function get_jumpable_node(idx){ |
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if(visible_nodes[idx]){ |
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return "<a href=\"javascript:network.selectNodes(["+ idx.toString() +"]);show_hint_node(" + idx.toString() + ");\">" + idx.toString() + "</a>"; |
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}else{ |
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return "<a class=\"invisible\" href=\"javascript:show_hint_node(["+ idx.toString() +"]);network.unselectAll();\">" + idx.toString() + "</a>"; |
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} |
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} |
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function get_jumpable_edge(i, j, label){ |
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var edge_id = i.toString() + "-" + j.toString(); |
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if(visible_edges[i][j]){ |
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return "<a href=\"javascript:network.selectEdges(['"+ edge_id +"']);show_hint_edge('" + edge_id + "');\">" + label + "</a>"; |
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}else{ |
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return "<a class=\"invisible\" href=\"javascript:show_hint_edge('" + edge_id + "');network.unselectAll();\">" + label + "</a>"; |
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} |
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} |
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show_hint_node = function(node_id){ |
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showing_node = node_id; |
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showing_edge = undefined; |
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var title = "<p>You selected <b>Node " + node_id.toString() + "</b> "; |
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if (visible_nodes[node_id]){ |
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title += "(<a href=\"javascript:network.fit({nodes:[" + node_id.toString() + "],animation:true});\">Find Me!</a>). " |
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}else{ |
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title += "(Not shown). " |
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} |
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title += "Passing Probability: <b>" + node_pass_prob[node_id].toFixed(2) + "</b>. You can click the links below to jump to other edges or nodes.</p>"; |
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document.getElementById("hintsupper").innerHTML = title; |
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title = "<table><thead><tr><th>Rank</th><th>Candidate</th><th>Probability</th></tr></thead><tbody>"; |
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for (var j=0;j<5;j++){ |
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title += "<tr><td>#" + (j+1).toString() + "</td><td>" + escapeHtml(node_tokens[node_id][j]) + "</td><td>" + node_probs[node_id][j].toFixed(2) + "</td></tr>"; |
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} |
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title += "</tbody>" |
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title += "<p>Top-5 Token Candidates: </p>"; |
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document.getElementById("hintsleft").innerHTML = title; |
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title = "<table><thead><tr><th>Rank</th><th>To</th><th>Transition Prob.</th><th>Passing Prob.</th></tr></thead><tbody>"; |
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for (var j=0;j<prelen;j++){ |
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var idx = sorted_links_out[node_id][j].idx; |
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if(j < 5 || visible_edges[node_id][idx]){ |
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title += "<tr><td>" + get_jumpable_edge(node_id, idx, "#" + (j+1).toString()) + "</td><td>" + get_jumpable_node(idx) + "</td><td>" + links[node_id][idx].toFixed(2) + "</td><td>" + |
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(node_pass_prob[node_id] * links[node_id][idx]).toFixed(2) + "</td></tr>"; |
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} |
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} |
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title += "</tbody>" |
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title += "<p>Top Outgoing Edges: </p>" |
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document.getElementById("hintscenter").innerHTML = title; |
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title = "<table><thead><tr><th>Rank</th><th>From</th><th>Transition Prob.</th><th>Passing Prob.</th></tr></thead><tbody>"; |
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for (var j=0;j<prelen;j++){ |
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var idx = sorted_links_in[node_id][j].idx; |
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if(j < 5 || visible_edges[idx][node_id]){ |
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title += "<tr><td>" + get_jumpable_edge(idx, node_id, "#" + (j+1).toString()) + "</td><td>" + get_jumpable_node(idx) + "</td><td>" + links[idx][node_id].toFixed(2) + "</td><td>" + |
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(node_pass_prob[idx] * links[idx][node_id]).toFixed(2) + "</td></tr>"; |
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} |
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} |
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title += "</tbody>" |
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title += "<p>Top Incoming Edges: </p>" |
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document.getElementById("hintsright").innerHTML = title; |
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document.getElementById("hintsbottom").innerHTML = |
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"<br>"+ |
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"Passing probability of a node V represents how likely the node will be choosen in a random path, i.e., P(V \\in A). <br>" + |
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"Passing probability of an edge from U to V represents how likely the node V follows the node U in a random path, i.e., P(a_i = U && a_{i+1} = V). <br>" + |
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"Token probability represents how likely a token is predicted on the given node, i.e., P(y_i| v_{a_{i}}). <br>" + |
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"Transition probability represents how likely a specific node is following the given node, i.e. P(a_{i+1} | a_{i}).<br>" |
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} |
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show_hint_edge = function(edge_id){ |
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showing_edge = edge_id; |
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showing_node = undefined; |
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var i = parseInt(edge_id.split("-")[0]); |
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var j = parseInt(edge_id.split("-")[1]); |
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var label = links[i][j].toFixed(2); |
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var passing_label = (links[i][j] * node_pass_prob[i]).toFixed(2); |
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var title = "You selected an edge from <b>Node " + get_jumpable_node(i) + " to Node " + get_jumpable_node(j) + "</b>." |
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if (visible_edges[i][j]){ |
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title += "(<a href=\"javascript:network.fit({nodes:[" + i.toString() + "," + j.toString() + "],animation:true});\">Find Me!</a>). " |
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}else{ |
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title += "(Not shown). " |
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} |
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title += "<br> You can click the links above to jump to the nodes. <br><br>" |
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title += "Transition Probability:<b>" + label + "</b><br>"; |
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title += "Passing Probability:<b>" + passing_label + "</b><br>"; |
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title += "<br>" + |
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"Transition probability represents how likely a specific node is following the given node, i.e. P(a_{i+1} | a_{i}).<br>" + |
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"Passing probability of an edge from U to V represents how likely the node V follows the node U in a random path, i.e., P(a_i = U && a_{i+1} = V). <br>" |
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document.getElementById("hintsupper").innerHTML = title; |
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document.getElementById("hintsleft").innerHTML = ""; |
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document.getElementById("hintsright").innerHTML = ""; |
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document.getElementById("hintscenter").innerHTML = ""; |
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document.getElementById("hintsbottom").innerHTML = ""; |
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} |
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function clear_hint(){ |
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showing_node = undefined; |
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showing_edge = undefined; |
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document.getElementById("hintsupper").innerHTML = "Use scroll to zoom in or out. Select or Hover over nodes and edges for more information ... (Try dragging nodes to replace them.)"; |
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document.getElementById("hintsleft").innerHTML = ""; |
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document.getElementById("hintsright").innerHTML = ""; |
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document.getElementById("hintscenter").innerHTML = ""; |
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document.getElementById("hintsbottom").innerHTML = ""; |
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} |
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startNetwork = function(graph_info, options) { |
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current_options = options; |
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global_graph_info = graph_info; |
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node_pass_prob = graph_info['node_pass_prob'][0] |
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prelen = node_pass_prob.length |
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max_path = graph_info['max_paths'][0] |
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tarlen = max_path.length |
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node_tokens = graph_info['node_tokens'][0] |
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node_probs = graph_info['node_probs'][0] |
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links = graph_info['links'][0] |
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update_visible_nodes(true); |
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update_visible_edges(true); |
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var container = document.getElementById("daggraph"); |
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var data = { |
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nodes: nodes, |
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edges: edges, |
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}; |
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network_options = { |
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nodes: { |
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shape: "ellipse", |
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scaling: { |
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label: { |
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min: 8, |
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max: 20, |
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}, |
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customScalingFunction: customScalingFunction, |
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}, |
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}, |
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edges: { |
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arrowStrikethrough: false, |
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arrows: "to", |
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smooth: { |
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type: "continuous" |
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}, |
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color: "#2B7CE9", |
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font: { align: "bottom" }, |
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length: 120, |
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scaling: { |
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min: 0.5, |
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max: 3, |
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label: { |
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min: 8, |
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max: 15, |
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}, |
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customScalingFunction: customScalingFunction, |
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} |
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} |
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}; |
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network = new vis.Network(container, data, network_options); |
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network.off("dragStart"); |
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network.on("dragStart", function (params) { |
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var idx = this.getNodeAt(params.pointer.DOM); |
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if (idx !== undefined) { |
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if (map_max_path[idx] !== undefined){ |
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data.nodes.update({id: idx, fixed: false}); |
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} |
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} |
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}); |
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network.off("dragEnd"); |
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network.on("dragEnd", function (params) { |
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var idx = this.getNodeAt(params.pointer.DOM); |
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if (idx !== undefined){ |
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if (map_max_path[idx] !== undefined){ |
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data.nodes.update({id: idx, fixed: true}); |
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map_max_path[idx].x = params.pointer.canvas.x; |
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map_max_path[idx].y = params.pointer.canvas.y; |
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} |
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} |
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}); |
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disable_edge_select = false; |
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network.off("selectNode"); |
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network.on("selectNode", function (params) { |
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var node_id = params.nodes[0]; |
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show_hint_node(node_id); |
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disable_edge_select = true; |
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setTimeout(() => {disable_edge_select=false;}, 200); |
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}); |
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network.off("selectEdge"); |
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network.on("selectEdge", function (params) { |
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if(disable_edge_select) return; |
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var edge_id = params.edges[0]; |
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show_hint_edge(edge_id); |
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}); |
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network.off("deselectNode"); |
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network.on("deselectNode", function (params) { |
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clear_hint(); |
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showing_node = undefined; |
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showing_edge = undefined; |
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}); |
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network.off("deselectEdge"); |
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network.on("deselectEdge", function (params) { |
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clear_hint(); |
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}); |
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} |
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updateNetwork = function(options) { |
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if(typeof node_pass_prob === "undefined") return; |
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old_options = current_options; |
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current_options = options; |
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if(options.minimum_node_pass_prob != old_options.minimum_node_pass_prob){ |
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update_visible_nodes(); |
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} |
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if(options.minimum_node_pass_prob != old_options.minimum_node_pass_prob || |
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options.minimum_edge_prob != old_options.minimum_edge_prob || |
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options.max_out_edge_num != old_options.max_out_edge_num || |
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options.max_out_edge_prob != old_options.max_out_edge_prob || |
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options.force_in_edge != old_options.force_in_edge){ |
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update_visible_edges(); |
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} |
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if(options.show_node_detail != old_options.show_node_detail){ |
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if(options.show_node_detail) { |
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network_options.nodes.shape = "dot"; |
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network_options.nodes.scaling.label.min=10; |
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network_options.nodes.scaling.label.max=10; |
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}else{ |
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network_options.nodes.shape = "ellipse"; |
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network_options.nodes.scaling.label.min=8; |
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network_options.nodes.scaling.label.max=20; |
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} |
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network.setOptions(network_options); |
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update_node_details(); |
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} |
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if(options.show_edge_label != old_options.show_edge_label){ |
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update_edge_label(); |
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} |
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|
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if(showing_node != undefined){ |
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show_hint_node(showing_node); |
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} |
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if(showing_edge != undefined){ |
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show_hint_edge(showing_edge); |
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} |
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} |
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} |
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