前端用JavaScript实现桑基图（Sankey图）

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用户8703799

发布于 2023-09-18 07:54:29

2570

发布于 2023-09-18 07:54:29

文章被收录于专栏：javascript技术

前端用JavaScript实现桑基图（Sankey图）

桑基图（Sankey图），是流图的一种，常用来展示事物的数量、发展方向、数据量大小等，在可视化分析中经常使用。

本文，演示如何在前端用JavaScript绘制桑基图。注：本例使用JShaman数据展示JS代码混淆加密流程。

先看效果：

因为已有成熟的库可用，比如，可以使用d3引擎，所以sankey的实现较为简单。

众所周知，JShaman是国内知名的JS代码混淆加密平台，我们将用JShaman英文版的混淆返回内容做为数据源，绘制一张JS代码混淆加密流程桑基图。

JShaman数据采集，直接复制即可：

用d3实现桑基图绘制，核心代码如下，文末会提供完整代码。

绘图成功：

桑基图效果说明：从图中，可以看到JShaman对JS代码的混淆加密流程：初始的JS代码，先转为AST（抽象语法树），再进行String reverse、Dead Code Insertion、Eval Encryption等数十种混淆加密操作，生成了新的AST，最后再根据AST重新生成JS代码，这便是JS代码混淆加密的完整流程，由图可以让人一目了然的知晓全过程。

最后，附上完整代码，如果您也需要绘制桑基图，可以参考此代码：

<!DOCTYPE html>
<html>
<head>
<meta charset="UTF-8">
<meta name="viewport" content="width=device-width, initial-scale=1.0">
<meta http-equiv="X-UA-Compatible" content="ie=edge">
<script src="./libs/d3/d3.min.js"></script>
<script src="./libs/d3-sankey/d3-sankey.js"></script>
<script src="./libs/d3-sankey-util.js"></script>
</head>
<body>
<div id="obfuscate_sankey"></div>
<script>
obfuscate_result = {
"status": [
{
"feature": "JavaScript 2 AST",
"time": "2023/09/14 07:56:36",
"status": 282
},
{
"feature": "Encode JSON",
"time": "2023/09/14 07:56:36",
"status": 0
},
{
"feature": "Encode Regexp",
"time": "2023/09/14 07:56:36",
"status": 0
},
{
"feature": "String reverse",
"time": "2023/09/14 07:56:36",
"status": 2
},
{
"feature": "Dead Code Insertion",
"time": "2023/09/14 07:56:36",
"status": 4
},
{
"feature": "Rename Private Identifiers",
"time": "2023/09/14 07:56:36",
"status": 2
},
{
"feature": "Rename Global Identifiers",
"time": "2023/09/14 07:56:36",
"status": 2
},
{
"feature": "Rename Global Functions",
"time": "2023/09/14 07:56:36",
"status": 1
},
{
"feature": "Rename Private Functions",
"time": "2023/09/14 07:56:36",
"status": 0
},
{
"feature": "AST Executing",
"time": "2023/09/14 07:56:36",
"status": 9
},
{
"feature": "Property Indirection",
"time": "2023/09/14 07:56:36",
"status": 34
},
{
"feature": "Assignment To Function",
"time": "2023/09/14 07:56:36",
"status": 6
},
{
"feature": "Numbers To Expressions",
"time": "2023/09/14 07:56:36",
"status": 9
},
{
"feature": "VM Executing",
"time": "2023/09/14 07:56:36",
"status": 15
},
{
"feature": "Expression To Function",
"time": "2023/09/14 07:56:36",
"status": 30
},
{
"feature": "Boolean Encoding",
"time": "2023/09/14 07:56:36",
"status": 30
},
{
"feature": "Eval Encryption",
"time": "2023/09/14 07:56:36",
"status": 27
},
{
"feature": "Encode Strings",
"time": "2023/09/14 07:56:36",
"status": 33
},
{
"feature": "Control Flow Flattening",
"time": "2023/09/14 07:56:36",
"status": 15
},
{
"feature": "Control Flow Shrinking",
"time": "2023/09/14 07:56:36",
"status": 3
},
{
"feature": "String Array",
"time": "2023/09/14 07:56:36",
"status": 41
},
{
"feature": "String Array Encoding",
"time": "2023/09/14 07:56:36",
"status": 41
},
{
"feature": "AST 2 JavaScript",
"time": "2023/09/14 07:56:36",
"status": 5086
}
]
}
var label = [{"name":"JavaScript"},{"name":"AST"}];
var source = [0];
var target =[1];
var value = [obfuscate_result.status[0].status];
for(i=1; i<obfuscate_result.status.length-1; i++){

label.push({"name":obfuscate_result.status[i].feature + " " + obfuscate_result.status[i].status} );
source.push(1)
target.push(i+1);
if(obfuscate_result.status[i].status == 0){
obfuscate_result.status[i].status =1;
}
value.push(obfuscate_result.status[i].status);
source.push(i+1)
target.push(obfuscate_result.status.length);
value.push(obfuscate_result.status[i].status);
}
label.push({"name":"AST"});
label.push({"name":"ObFuscated JavaScript"});
source.push(label.length-2)
target.push(label.length-1);
value.push(obfuscate_result.status[obfuscate_result.status.length-1].status);
var sankey_data= {}
sankey_data.nodes = label;
sankey_data.links = [];
for(i=0;i<source.length;i++){
sankey_data.links.push({"source":source[i],"target":target[i],"value":value[i]});
}
renderSankey({
el: 'obfuscate_sankey',
layoutStyle: {
width: 1000,
height: 680
},
data: sankey_data
})

</script>
</body>
</html>

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