有向图构建
核心代码
/**
*
* @return 招聘岗位群需求能力点展示
*/
public String findMajorCrowdAbility(){
try {
try {
Long fuzerenChooseId = UtilSession.getFuzerenChooseId();
Map<String,Integer> postCrowdMap=majorCrowdService.findMajorCrowdAbility(fuzerenChooseId);
List<Integer> countList=new ArrayList<>();
postCrowdMap=sortByValueDescending(postCrowdMap);
for(Entry<String, Integer> vo : postCrowdMap.entrySet()){
postList.add(vo.getKey());
countList.add(vo.getValue());
}
int total=0;
for (Integer integer : countList) {
total=total+integer;
}
for (int i = 0; i < 5; i++) {
String[] s=new String[2];
s[0]=postList.get(i);
s[1]=formatData(total,countList.get(i))+"%";
totalMap.add(s);
}
Map majorMap = new HashMap();
majorMap.put("postList", postList);
majorMap.put("countList", countList);
JSONArray jsonArray = JSONArray.fromObject(majorMap);
jsonData=jsonArray.toString();
} catch (Exception e) {
e.printStackTrace();
}
return "list";
}catch (UtilException e){
return INPUT;
}
}
/**
*
* @return 专业群专业能力点汇总分析
*/
public String majorCrowdSkill(){
try {
userId = String.valueOf(UtilSession.getUserId());
String filePath=ServletActionContext.getServletContext().getRealPath("/")+"attached/majorCrowdSkill"+userId+".gexf";
File file = new File(filePath);
if (file.exists()) {
file.delete();
}
//目录不存在 则创建
if (!file.getParentFile().exists()) {
boolean mkdir = file.getParentFile().mkdirs();
if (!mkdir) {
throw new RuntimeException("创建目标文件所在目录失败!");
}
}
Gexf gexf = new GexfImpl();
Calendar date = Calendar.getInstance();
gexf.getMetadata()
.setLastModified(date.getTime())
.setCreator("Gephi.org")
.setDescription("A Web network");
gexf.setVisualization(true);
Graph graph = gexf.getGraph();
graph.setDefaultEdgeType(EdgeType.UNDIRECTED).setMode(Mode.STATIC);
AttributeList attrList = new AttributeListImpl(AttributeClass.NODE);
graph.getAttributeLists().add(attrList);
Attribute attUrl = attrList.createAttribute("modularity_class", AttributeType.INTEGER, "Modularity Class");
Position p=new Position() {
@Override
public Position setZ(float z) {
// TODO Auto-generated method stub
return null;
}
@Override
public Position setY(float y) {
// TODO Auto-generated method stub
return null;
}
@Override
public Position setX(float x) {
// TODO Auto-generated method stub
return null;
}
@Override
public float getZ() {
// TODO Auto-generated method stub
return 0.0f;
}
@Override
public float getY() {
// TODO Auto-generated method stub
return nextDouble();
}
@Override
public float getX() {
// TODO Auto-generated method stub
return nextDouble();
}
};
Color c=new Color() {
@Override
public Color setR(int r) {
// TODO Auto-generated method stub
return null;
}
@Override
public Color setG(int g) {
// TODO Auto-generated method stub
return null;
}
@Override
public Color setB(int b) {
// TODO Auto-generated method stub
return null;
}
@Override
public int getR() {
// TODO Auto-generated method stub
return nextInt();
}
@Override
public int getG() {
// TODO Auto-generated method stub
return nextInt();
}
@Override
public int getB() {
// TODO Auto-generated method stub
return nextInt();
}
};
Color c1=new Color() {
@Override
public Color setR(int r) {
// TODO Auto-generated method stub
return null;
}
@Override
public Color setG(int g) {
// TODO Auto-generated method stub
return null;
}
@Override
public Color setB(int b) {
// TODO Auto-generated method stub
return null;
}
@Override
public int getR() {
// TODO Auto-generated method stub
return 231;
}
@Override
public int getG() {
// TODO Auto-generated method stub
return 111;
}
@Override
public int getB() {
// TODO Auto-generated method stub
return 23;
}
};
Color c2=new Color() {
@Override
public Color setR(int r) {
// TODO Auto-generated method stub
return null;
}
@Override
public Color setG(int g) {
// TODO Auto-generated method stub
return null;
}
@Override
public Color setB(int b) {
// TODO Auto-generated method stub
return null;
}
@Override
public int getR() {
// TODO Auto-generated method stub
return 111;
}
@Override
public int getG() {
// TODO Auto-generated method stub
return 111;
}
@Override
public int getB() {
// TODO Auto-generated method stub
return 231;
}
};
Long fuzerenChooseId = UtilSession.getFuzerenChooseId();
List<MajorCrowdEntity> majorCrowdList=majorCrowdService.findPropMajorCrowdByProfessionId(fuzerenChooseId);
for (MajorCrowdEntity majorCrowdEntity : majorCrowdList) {
String professionIds = majorCrowdEntity.getProfessionIds();
String majorCrowdName = majorCrowdEntity.getName();
Long majorCrowdId = majorCrowdEntity.getId();
Node gephi = graph.createNode(majorCrowdId.toString());
gephi
.setLabel(majorCrowdName)
.getAttributeValues()
.addValue(attUrl, majorCrowdId.toString());
gephi.setPosition(p);
gephi.setColor(c);
gephi.setSize(150f);
String[] split = professionIds.split(",");
for (String string : split) {
SysProfessionEntity sysProfessionEntity = sysProfessionService.getById(Long.parseLong(string));
String code = sysProfessionEntity.getCode();
String title = sysProfessionEntity.getTitle();
Node webatlas = graph.createNode(string);
webatlas
.setLabel(title)
.getAttributeValues()
.addValue(attUrl, majorCrowdId.toString());
webatlas.setPosition(p);
webatlas.setColor(c);
webatlas.setSize(nextFloat());
gephi.connectTo(majorCrowdId.toString(), webatlas).setWeight(3f);
//4为查询skill,其他查询ability
List<HashMap<String, Object>> spiderSkillList = zykIndustryService.findSpiderAbilityByCondition(4,code);
Set<String> postSet=new HashSet<>();
for (HashMap<String, Object> map : spiderSkillList) {
Set<Entry<String,Object>> entrySet = map.entrySet();
for (Entry<String, Object> entry : entrySet) {
postSet.add(entry.getKey());
}
}
List<String> postList=new ArrayList<>(postSet);
for (int i = 0; i < postList.size(); i++) {
Node webatlass = graph.createNode(String.valueOf(i+1008610086));
webatlass
.setLabel(postList.get(i))
.getAttributeValues()
.addValue(attUrl, majorCrowdId.toString());
webatlass.setPosition(p);
webatlass.setColor(c2);
webatlass.setSize(nextFloat());
webatlas.connectTo(string, webatlass).setWeight(0.8f);
}
}
}
/*Node gephi = graph.createNode("0");
gephi
.setLabel("郝大通")
.getAttributeValues()
.addValue(attUrl, "3");
gephi.setPosition(p);
gephi.setColor(c);
gephi.setSize(nextFloat());
Node webatlas = graph.createNode("1");
webatlas
.setLabel("郝大通1")
.getAttributeValues()
.addValue(attUrl, "3");
webatlas.setPosition(p);
webatlas.setColor(c);
webatlas.setSize(nextFloat());
gephi.connectTo("0", webatlas).setWeight(0.8f);
Node webatlass = graph.createNode("2");
webatlass
.setLabel("郝大通2")
.getAttributeValues()
.addValue(attUrl, "4");
webatlass.setPosition(p);
webatlass.setColor(c);
webatlass.setSize(nextFloat());
gephi.connectTo("0", webatlass).setWeight(0.8f);
Node webatlasss = graph.createNode("3");
webatlasss
.setLabel("郝大通3")
.getAttributeValues()
.addValue(attUrl, "5");
webatlasss.setPosition(p);
webatlasss.setColor(c);
webatlasss.setSize(nextFloat());
gephi.connectTo("0", webatlasss).setWeight(3f);
Node webatlassss = graph.createNode("4");
webatlassss
.setLabel("郝大通4")
.getAttributeValues()
.addValue(attUrl, "6");
webatlassss.setPosition(p);
webatlassss.setColor(c);
webatlassss.setSize(nextFloat());
gephi.connectTo("0", webatlassss).setWeight(5f);*/
StaxGraphWriter graphWriter = new StaxGraphWriter();
Writer out;
try {
out = new FileWriter(file, false);
graphWriter.writeToStream(gexf, out, "UTF-8");
//System.out.println(file.getAbsolutePath());
} catch (IOException e) {
e.printStackTrace();
}
return "list";
}catch (UtilException e){
return INPUT;
}
/*ProjectController pc = Lookup.getDefault().lookup(ProjectController.class);
pc.newProject();
Workspace workspace = pc.getCurrentWorkspace();
//Generate a new random graph into a container
Container container = Lookup.getDefault().lookup(Container.Factory.class).newContainer();
GraphModel graphModel = Lookup.getDefault().lookup(GraphController.class).getGraphModel();
DirectedGraph graph = graphModel.getDirectedGraph();
Node n0 = graphModel.factory().newNode("n0");
n0.setLabel("n0");
Node n1 = graphModel.factory().newNode("n1");
n1.setLabel("n1");
Edge edge = graphModel.factory().newEdge(n0, n1, true);
graph.addNode(n0);
graph.addNode(n1);
graph.addEdge(edge);
for(int i = 0 ; i < 100; i++) {
Node ntmp = graphModel.factory().newNode("tmp" + i);
Edge edgetmp = graphModel.factory().newEdge(n0, ntmp, true);
graph.addNode(ntmp);
graph.addEdge(edgetmp);
}
System.out.println("Nodes: " + graph.getNodeCount());
System.out.println("Edges: " + graph.getEdgeCount());
//Layout for 15 seconds
AutoLayout autoLayout = new AutoLayout(20, TimeUnit.SECONDS);
autoLayout.setGraphModel(graphModel);
YifanHuLayout firstLayout = new YifanHuLayout(null, new StepDisplacement(1f));
ForceAtlasLayout secondLayout = new ForceAtlasLayout(null);
AutoLayout.DynamicProperty adjustBySizeProperty = AutoLayout.createDynamicProperty("forceAtlas.adjustSizes.name", Boolean.TRUE, 0.1f);//True after 10% of layout time
AutoLayout.DynamicProperty repulsionProperty = AutoLayout.createDynamicProperty("forceAtlas.repulsionStrength.name", new Double(500.), 0f);//500 for the complete period
autoLayout.addLayout(firstLayout, 0.9f);
autoLayout.addLayout(secondLayout, 0.1f, new AutoLayout.DynamicProperty[]{adjustBySizeProperty, repulsionProperty});
autoLayout.execute();
//Export pdf & gexf
ExportController ec = Lookup.getDefault().lookup(ExportController.class);
try {
String filePath=ServletActionContext.getServletContext().getRealPath("/")+"attached";
File pdfFile = new File(filePath+"/tmp/data.pdf");
File gexfFile = new File(filePath+"/tmp/data.gexf");
pdfFile.getParentFile().mkdirs();
gexfFile.getParentFile().mkdirs();
ec.exportFile(pdfFile);
ec.exportFile(gexfFile);
} catch (IOException ex) {
ex.printStackTrace();
}
*/
}
//降序排序
public static <K, V extends Comparable<? super V>> Map<K, V> sortByValueDescending(Map<K, V> map)
{
List<Map.Entry<K, V>> list = new LinkedList<Map.Entry<K, V>>(map.entrySet());
Collections.sort(list, new Comparator<Map.Entry<K, V>>()
{
@Override
public int compare(Map.Entry<K, V> o1, Map.Entry<K, V> o2)
{
int compare = (o1.getValue()).compareTo(o2.getValue());
return -compare;
}
});
Map<K, V> result = new LinkedHashMap<K, V>();
for (Map.Entry<K, V> entry : list) {
result.put(entry.getKey(), entry.getValue());
}
return result;
}
public String formatData(int total,int data) {
DecimalFormat df = new DecimalFormat("0.00");
return df.format((float) data*100/total);
}
/**
* 生成-500到500范围的浮点数
* */
public static float nextDouble() {
double min=-500;
double max=500;
return (float)(min + ((max - min) * new Random().nextDouble()));
}
/**
* 生成0到255范围的整数
* */
public static int nextInt() {
double min=0;
double max=255;
return (int) (min + ((max - min) * new Random().nextDouble()));
}
/**
* 生成0到50范围的浮点数
* */
public static float nextFloat() {
double min=0;
double max=50;
return (float)(min + ((max - min) * new Random().nextDouble()));
}
/**
* 获取map中第一个key值
*
* @param map 数据源
* @return
*/
private static String getKeyOrNull(Map<String, Object> map) {
String obj = null;
for (Entry<String, Object> entry : map.entrySet()) {
obj = entry.getKey();
if (obj != null) {
break;
}
}
return obj;
}
页面
<%@ page language="java" import="java.util.*" pageEncoding="UTF-8"%>
<%@ include file="/common/taglibs.jsp" %>
<%
String contextpath = request.getContextPath();
%>
<!DOCTYPE HTML PUBLIC "-//W3C//DTD HTML 4.01 Transitional//EN">
<html>
<head>
<meta name="viewport" content="width=device-width,initial-scale=1,minimum-scale=1,maximum-scale=1,user-scalable=no">
<script src="${ctx}/modules/specialistCheck/assets/js/echarts.min.js"></script>
<script src="${ctx}/commonPage/js/jquery.min.js"></script>
<script src="${ctx}/modules/majorCrowd/assets/js/dataTool.min.js"></script>
</head>
<body style="overflow:auto;">
<div class="e-content clear nui-scroll">
<div class="e-wrap" >
<div class="e-title" style="color: black;" >专业群专业能力点汇总分析</div>
<div class="e-chart-wrap clear" >
<div class="fl" style="width: 100%;height:800px">
<div id="echart3" class="e-box" style="width: 100%;height:800px" >
</div>
</div>
</div>
</div>
</div>
<script >
var myChart = echarts.init(document.getElementById("echart3"));
myChart.showLoading();
$.get('${ctx}/attached/majorCrowdSkill'+'${userId}'+'.gexf', function (xml) {
myChart.hideLoading();
var graph = echarts.dataTool.gexf.parse(xml);
/* var categories = [];
for (var i = 0; i < graph.nodes.length; i++) {
categories[i] = {
name: '类目' + i
};
} */
graph.nodes.forEach(function (node) {
// node.itemStyle = null;
node.value = node.symbolSize;
node.symbolSize /= 1.5;
node.label = {
show: node.symbolSize > 30
};
node.category = node.attributes.modularity_class;
});
option = {
title: {
text: 'Les Miserables',
subtext: 'Default layout',
top: 'bottom',
left: 'right'
},
tooltip: {},
/* legend: [{
// selectedMode: 'single',
data: categories.map(function (a) {
return a.name;
})
}], */
animationDuration: 1500,
animationEasingUpdate: 'quinticInOut',
series : [
{
name: 'Les Miserables',
type: 'graph',
layout: 'none',
data: graph.nodes,
links: graph.links,
/* categories: categories, */
roam: true,
focusNodeAdjacency: true,
itemStyle: {
borderColor: '#fff',
borderWidth: 1,
shadowBlur: 10,
shadowColor: 'rgba(0, 0, 0, 0.3)'
},
label: {
position: 'right',
formatter: '{b}'
},
lineStyle: {
color: 'source',
curveness: 0.3
},
emphasis: {
lineStyle: {
width: 10
}
}
}
]
};
myChart.setOption(option,true);
}, 'xml');
<%-- $(function () {
var datas1=new Array();
var datas2=new Array();
$.get("<%=contextpath%>/industry/statThree.action",{"professionType":1,"id":"","professionCode":"${sysProfessionEntity.code}"},function(data){
if(data){
var temp=data.stat;
var trendData=temp.stat_trend;
if(temp){//不为空
if(trendData && trendData!="" && trendData.name.length>0 && trendData.trendValue.length>0 ){
var name=trendData.name;
var value=trendData.trendValue;
var sum=0;
for (var i = 0; i <name.length; i++) {
datas1.push(name[i]);
datas2.push(parseFloat(value[i]));
sum += parseFloat(value[i]);
}
var mean = sum / name.length;
$("#publishTextShow").empty();
$("#publishTextShow").append('<p>该${sysProfessionEntity.title }专业的岗位需求量显示数据如下:</p>');
$("#publishTextShow").append('<p>1.该专业日均需求量:'+parseInt(mean)+'个</p>');
$("#publishTextShow").append('<p>2.该专业日均最高需求量:'+eval("Math.max(" + value.toString() + ')')+'个</p>');
$("#publishTextShow").append('<p>3.该专业日均最低需求量:'+eval("Math.min(" + value.toString() + ')')+'个</p>');
var options = $.extend(true, {}, lineOption);
//options.xAxis.data = ["2019-06-24","2019-06-25","2019-06-26","2019-06-27","2019-06-28","2019-06-29","2019-06-30"];
//options.series[0].data = ["8927","14791","9967","1494","7554","3062","8372"];
options.xAxis.data = datas1;
options.series[0].data = datas2;
options.series[0].name = "岗位需求量";
echart3.setOption(options);
}
}
}
});
}); --%>
</script>
</body>
</html>
gexf文件
<?xml version='1.0' encoding='UTF-8'?>
<gexf xmlns="http://www.gexf.net/1.2draft" xmlns:viz="http://www.gexf.net/1.2draft/viz" version="1.2">
<meta lastmodifieddate="2020-04-24">
<creator>Gephi.org</creator>
<description>A Web network</description>
</meta>
<graph defaultedgetype="undirected" idtype="string" mode="static">
<attributes class="node" mode="static">
<attribute id="modularity_class" title="Modularity Class" type="integer"/>
</attributes>
<nodes count="263">
<node id="6" label="汽车制造与装配技术">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="59" g="9" b="141"/>
<viz:position x="28.554688" y="-420.86362" z="0.0"/>
<viz:size value="150.0"/>
</node>
<node id="11349" label="机械制造与自动化">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="242" g="80" b="41"/>
<viz:position x="-132.9165" y="-387.39407" z="0.0"/>
<viz:size value="28.179281"/>
</node>
<node id="11433" label="机电一体化技术">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="210" g="73" b="244"/>
<viz:position x="-99.697105" y="-213.05223" z="0.0"/>
<viz:size value="43.32076"/>
</node>
<node id="11547" label="汽车制造与装配技术">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="164" g="57" b="6"/>
<viz:position x="-356.93503" y="-441.7718" z="0.0"/>
<viz:size value="14.506098"/>
</node>
<node id="1008610086" label="车身内饰">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="227.7923" y="159.85464" z="0.0"/>
<viz:size value="28.771536"/>
</node>
<node id="1008610087" label="超声波焊">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-214.69147" y="406.38538" z="0.0"/>
<viz:size value="4.8594365"/>
</node>
<node id="1008610088" label="机械加工">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-498.11966" y="-161.32874" z="0.0"/>
<viz:size value="0.5835714"/>
</node>
<node id="1008610089" label="变速箱">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="383.2764" y="280.14685" z="0.0"/>
<viz:size value="18.844576"/>
</node>
<node id="1008610090" label="汽车匹配">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-54.67621" y="425.84637" z="0.0"/>
<viz:size value="17.411915"/>
</node>
<node id="1008610091" label="弱磁控制">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-333.75577" y="240.29787" z="0.0"/>
<viz:size value="22.381767"/>
</node>
<node id="1008610092" label="C语言编程">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-95.09267" y="301.78827" z="0.0"/>
<viz:size value="41.054512"/>
</node>
<node id="1008610093" label="模具成型">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-172.64429" y="428.59296" z="0.0"/>
<viz:size value="27.16023"/>
</node>
<node id="1008610094" label="汽车诊断">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-439.57043" y="-31.861164" z="0.0"/>
<viz:size value="5.9383545"/>
</node>
<node id="1008610095" label="汽车传感器">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="443.78894" y="250.65164" z="0.0"/>
<viz:size value="26.103815"/>
</node>
<node id="1008610096" label="液压">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-66.03839" y="196.12257" z="0.0"/>
<viz:size value="2.814013"/>
</node>
<node id="1008610097" label="汽车电子控制技术">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="281.82864" y="289.85162" z="0.0"/>
<viz:size value="16.040329"/>
</node>
<node id="1008610098" label="底盘结构设计">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="-192.8473" y="-104.387825" z="0.0"/>
<viz:size value="0.6110726"/>
</node>
<node id="1008610099" label="模具设计">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
<viz:color r="111" g="111" b="231"/>
<viz:position x="381.28415" y="100.4099" z="0.0"/>
<viz:size value="21.59417"/>
</node>
<node id="1008610100" label="相位调制波形">
<attvalues>
<attvalue for="modularity_class" value="6"/>
</attvalues>
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参考