可以绘制图片了，要更细的研究一下

package-lock.json

@@ -10,13 +10,39 @@
       "license": "ISC",
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@@ -25,14 +51,39 @@
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@@ -40,9 +91,53 @@
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@@ -51,9 +146,19 @@
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@@ -75,29 +180,61 @@
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@@ -133,14 +270,121 @@
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+      "dependencies": {
+        "ansi-regex": "^5.0.1"
+      },
+      "engines": {
+        "node": ">=8"
+      }
+    },
+    "node_modules/tar": {
+      "version": "6.2.0",
+      "resolved": "https://registry.npmjs.org/tar/-/tar-6.2.0.tgz",
+      "integrity": "sha512-/Wo7DcT0u5HUV486xg675HtjNd3BXZ6xDbzsCUZPt5iw8bTQ63bP0Raut3mvro9u+CUyq7YQd8Cx55fsZXxqLQ==",
+      "dependencies": {
+        "chownr": "^2.0.0",
+        "fs-minipass": "^2.0.0",
+        "minipass": "^5.0.0",
+        "minizlib": "^2.1.1",
+        "mkdirp": "^1.0.3",
+        "yallist": "^4.0.0"
+      },
+      "engines": {
+        "node": ">=10"
+      }
+    },
+    "node_modules/tr46": {
+      "version": "0.0.3",
+      "resolved": "https://registry.npmjs.org/tr46/-/tr46-0.0.3.tgz",
+      "integrity": "sha512-N3WMsuqV66lT30CrXNbEjx4GEwlow3v6rr4mCcv6prnfwhS01rkgyFdjPNBYd9br7LpXV1+Emh01fHnq2Gdgrw=="
+    },
+    "node_modules/tslib": {
+      "version": "2.3.0",
+      "resolved": "https://registry.npmjs.org/tslib/-/tslib-2.3.0.tgz",
+      "integrity": "sha512-N82ooyxVNm6h1riLCoyS9e3fuJ3AMG2zIZs2Gd1ATcSFjSA23Q0fzjjZeh0jbJvWVDZ0cJT8yaNNaaXHzueNjg=="
+    },
     "node_modules/universalify": {
       "version": "0.1.2",
-      "resolved": "https://registry.npmjs.org/universalify/-/universalify-0.1.2.tgz",
+      "resolved": "https://registry.npmmirror.com/universalify/-/universalify-0.1.2.tgz",
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       "engines": {
         "node": ">= 4.0.0"
       }
+    },
+    "node_modules/util-deprecate": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/util-deprecate/-/util-deprecate-1.0.2.tgz",
+      "integrity": "sha512-EPD5q1uXyFxJpCrLnCc1nHnq3gOa6DZBocAIiI2TaSCA7VCJ1UJDMagCzIkXNsUYfD1daK//LTEQ8xiIbrHtcw=="
+    },
+    "node_modules/webidl-conversions": {
+      "version": "3.0.1",
+      "resolved": "https://registry.npmjs.org/webidl-conversions/-/webidl-conversions-3.0.1.tgz",
+      "integrity": "sha512-2JAn3z8AR6rjK8Sm8orRC0h/bcl/DqL7tRPdGZ4I1CjdF+EaMLmYxBHyXuKL849eucPFhvBoxMsflfOb8kxaeQ=="
+    },
+    "node_modules/whatwg-url": {
+      "version": "5.0.0",
+      "resolved": "https://registry.npmjs.org/whatwg-url/-/whatwg-url-5.0.0.tgz",
+      "integrity": "sha512-saE57nupxk6v3HY35+jzBwYa0rKSy0XR8JSxZPwgLr7ys0IBzhGviA1/TUGJLmSVqs8pb9AnvICXEuOHLprYTw==",
+      "dependencies": {
+        "tr46": "~0.0.3",
+        "webidl-conversions": "^3.0.0"
+      }
+    },
+    "node_modules/wide-align": {
+      "version": "1.1.5",
+      "resolved": "https://registry.npmjs.org/wide-align/-/wide-align-1.1.5.tgz",
+      "integrity": "sha512-eDMORYaPNZ4sQIuuYPDHdQvf4gyCF9rEEV/yPxGfwPkRodwEgiMUUXTx/dex+Me0wxx53S+NgUHaP7y3MGlDmg==",
+      "dependencies": {
+        "string-width": "^1.0.2 || 2 || 3 || 4"
+      }
+    },
+    "node_modules/wrappy": {
+      "version": "1.0.2",
+      "resolved": "https://registry.npmjs.org/wrappy/-/wrappy-1.0.2.tgz",
+      "integrity": "sha512-l4Sp/DRseor9wL6EvV2+TuQn63dMkPjZ/sp9XkghTEbV9KlPS1xUsZ3u7/IQO4wxtcFB4bgpQPRcR3QCvezPcQ=="
+    },
+    "node_modules/yallist": {
+      "version": "4.0.0",
+      "resolved": "https://registry.npmjs.org/yallist/-/yallist-4.0.0.tgz",
+      "integrity": "sha512-3wdGidZyq5PB084XLES5TpOSRA3wjXAlIWMhum2kRcv/41Sn2emQ0dycQW4uZXLejwKvg6EsvbdlVL+FYEct7A=="
+    },
+    "node_modules/zrender": {
+      "version": "5.5.0",
+      "resolved": "https://registry.npmjs.org/zrender/-/zrender-5.5.0.tgz",
+      "integrity": "sha512-O3MilSi/9mwoovx77m6ROZM7sXShR/O/JIanvzTwjN3FORfLSr81PsUGd7jlaYOeds9d8tw82oP44+3YucVo+w==",
+      "dependencies": {
+        "tslib": "2.3.0"
+      }
     }
   }
 }

package.json

@@ -11,6 +11,8 @@
   "license": "ISC",
   "dependencies": {
     "axios": "^1.6.7",
+    "canvas": "^2.11.2",
+    "echarts": "^5.5.0",
     "log4js": "^6.9.1",
     "socks-proxy-agent": "^8.0.2"
   }

utils/chart-kit.js

@@ -0,0 +1,44 @@
+// npm install echarts canvas
+
+const fs = require('fs');
+const { createCanvas } = require('canvas');
+const echarts = require('echarts');
+
+module.exports = class ChartKit {
+  static printChart(dataList) {
+    // 创建一个 canvas 实例
+    const width = 1920; // 宽度
+    const height = 1080; // 高度
+    const canvas = createCanvas(width, height);
+
+    // 初始化 ECharts 实例
+    const chart = echarts.init(canvas);
+
+    // ECharts 配置项
+    let option = {
+      title: {
+        text: '散点图'
+      },
+      xAxis: {},
+      yAxis: {},
+      series: [
+        {
+          symbolSize: 10,
+          data: dataList,
+          type: 'scatter'
+        }
+      ]
+    };
+
+    // 设置图表的配置项和数据
+    chart.setOption(option);
+
+    // 等待图表渲染完毕
+    setTimeout(() => {
+      const buffer = canvas.toBuffer('image/png');
+      fs.writeFileSync('chart.png', buffer);
+      chart.dispose(); // 释放图表实例，防止内存泄漏
+      console.log('图表已保存为 chart.png');
+    }, 1000); // 设置一个延时以确保图表渲染完成
+  }
+}

十面埋伏分析.js

@@ -1,6 +1,7 @@
 const logger = require("./utils/logger");
 const NumKit = require('./utils/num-kit')
 const TimeKit = require('./utils/time-kit')
+const ChartKit = require('./utils/chart-kit');
 const fs = require('fs').promises;
 
 async function readData() {
@@ -73,16 +74,22 @@ function getFakeDragonMap(kLinesMap, dayCount, BUY_LIMIT_RATE) {
   return fakeDragonMap
 }
 
-// 统计过去7日累计涨幅，跟这个无关
+// 统计过去N日累计涨幅，跟这个无关
 function statisticA(kLines, index) {
-  let startK = kLines[index - 7]
+  let startK = kLines[index - 2]
   let endK = kLines[index - 1]
 
   if (!startK || !endK) {
     return 0
   }
 
-  return NumKit.getSubFloat(100 * (endK.Close - startK.Open) / startK.Open, 2)
+  let rst = NumKit.getSubFloat(100 * (endK.Close - startK.Open) / startK.Open, 2)
+
+  if (rst > 30 || rst < -30) {
+    return 0
+  }
+
+  return rst
 }
 
 // 过去30天的平均振幅，跟这个无关
@@ -105,12 +112,11 @@ function statisticB(kLines, index) {
   return NumKit.getSubFloat(totalRiseAndFall / kCount, 2)
 }
 
-// 过去30天的平均（High - Close），跟这个可能有关系
-// TODO 将最近一个月的所有二维数据（y为盈利，x为平均（High - Close），进行二维化展开分析）
+// 过去150天的平均（High - Close），跟这个无关
 function statisticC(kLines, index) {
   let kCount = 0
   let totalRiseAndFall = 0
-  for (let i = index - 1; i >= index - 30; i--) {
+  for (let i = index - 1; i >= index - 150; i--) {
     let kLine = kLines[i]
 
     if (!kLines[i - 1]) break
@@ -126,26 +132,139 @@ function statisticC(kLines, index) {
   return NumKit.getSubFloat(totalRiseAndFall / kCount, 2)
 }
 
+// 过去30天的平均上影线，跟这个无关
+function statisticD(kLines, index) {
+  let kCount = 0
+  let totalRiseAndFall = 0
+  for (let i = index - 1; i >= index - 30; i--) {
+    let kLine = kLines[i]
+
+    if (!kLines[i - 1]) break
+
+    kCount += 1
+    let target = kLine.Close > kLine.Open ? kLine.Close : kLine.Open
+    totalRiseAndFall += (100 * (kLine.High - target) / target)
+  }
+
+  if (kCount === 0) {
+    return 0
+  }
+
+  return NumKit.getSubFloat(totalRiseAndFall / kCount, 2)
+}
+
+// 过去30天的上影线幅度大于2.5%的次数，跟这个无关
+function statisticE(kLines, index) {
+  let kCount = 0
+  let count = 0
+  for (let i = index - 1; i >= index - 30; i--) {
+    let kLine = kLines[i]
+
+    if (!kLines[i - 1]) break
+
+    kCount += 1
+    let target = kLine.Close > kLine.Open ? kLine.Close : kLine.Open
+    let rise = (100 * (kLine.High - target) / target)
+    count += (rise > 2.5 ? 1 : 0)
+  }
+
+  if (kCount === 0) {
+    return 0
+  }
+
+  return count
+}
+
+// 过去30天的平均交易额(百万)，跟这个无关
+function statisticF(kLines, index) {
+  let kCount = 0
+  let rst = 0
+  for (let i = index - 1; i >= index - 30; i--) {
+    let kLine = kLines[i]
+
+    if (!kLines[i - 1]) break
+
+    kCount += 1
+    rst += (kLine.Turnover / 1e6)
+  }
+
+  if (kCount === 0) {
+    return 0
+  }
+
+  return NumKit.getSubFloat(rst / kCount, 2)
+}
+
+// 过去30天的平均买入交易额(百万)
+function statisticG(kLines, index) {
+  let kCount = 0
+  let rst = 0
+  for (let i = index - 1; i >= index - 30; i--) {
+    let kLine = kLines[i]
+
+    if (!kLines[i - 1]) break
+
+    let rise = (kLine.BuyTurnover / 1e6)
+    if (rise > 100) continue
+    kCount += 1
+    rst += rise
+  }
+
+  if (kCount === 0) {
+    return 0
+  }
+
+  return NumKit.getSubFloat(rst / kCount, 2)
+}
+
+// 过去N天的平均买入交易额的比例
+function statisticH(kLines, index) {
+  let kCount = 0
+  let rst = 0
+  for (let i = index - 1; i >= index - 7; i--) {
+    let kLine = kLines[i]
+
+    if (!kLines[i - 1]) break
+
+    let rise = 100 * (kLine.BuyTurnover / kLine.Turnover)
+
+    kCount += 1
+    rst += rise
+  }
+
+  if (kCount === 0) {
+    return 0
+  }
+
+  return NumKit.getSubFloat(rst / kCount, 2)
+}
+
+
+let dataList = []
 function dragonAnalysis(kLinesMap, dragonMap, dayCount) {
   for (let symbol in dragonMap) {
     let kLines = kLinesMap[symbol]
     let index = kLines.length - (dayCount + 1)
 
-    logger.info(
-      `${symbol}的分析(${dragonMap[symbol].Profit}%)`
-      // + `前7日累计涨幅${statisticA(kLines, index)}%。`
-      // + `前30日平均振幅${statisticB(kLines, index)}%。`
-      + `前30日平均(High - Close)${statisticC(kLines, index)}%。`
-    )
+    let x = statisticA(kLines, index)
+    let y = dragonMap[symbol].Profit
+
+    // logger.info(
+    //   `${symbol}的分析(${y}%)`
+    //   // + `前7日累计涨幅${statisticA(kLines, index)}%。`
+    //   // + `前30日平均振幅${statisticB(kLines, index)}%。`
+    //   + `前30日平均(High - Close)${x}%。`
+    // )
+    dataList.push([x, y])
   }
 }
 
 async function main() {
   let kLinesMap = await readData()
 
-  const FIRST_FEW_DAYS = 1            // 第几天的数据，0表示今天，1表示昨天，2表示前天，以此类推
+  const FIRST_FEW_DAYS = 10            // 第几天的数据，0表示今天，1表示昨天，2表示前天，以此类推
   const BUY_LIMIT_RATE = 2.5          // 从什么比例入场
-  const BAKE_TEST_DAYS = 1            // 一共回测多少天
+  const BAKE_TEST_DAYS = 10           // 一共回测多少天
 
   let totalProfit = 0
   for (let day_count = FIRST_FEW_DAYS; day_count < FIRST_FEW_DAYS + BAKE_TEST_DAYS; day_count++) {
@@ -193,6 +312,9 @@ async function main() {
     totalProfit = NumKit.getSubFloat(totalProfit, 2)
   }
 
+  logger.info(`${dataList.length}`)
+  ChartKit.printChart(dataList)
+
   // let dayProfit = NumKit.getSubFloat(totalProfit / BAKE_TEST_DAYS, 2)
   // logger.info(`利润期望值总和：${totalProfit}%，平均日化${dayProfit}%。`)
   // for (let symbol in fakeCountMap) {