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中国软件杯---电力客户行为分析---图表联动echarts-demo(flask)

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内容摘要:中国软件杯---电力客户行为分析---图表联动echarts-demo(flask)题目链接(可下载原始CSV数据集):http://www.cnsoftbei.com/plus/view.php?aid=715注:其中引用的js文件自行查......

中国软件杯---电力客户行为分析---图表联动echarts-demo(flask)

中国软件杯---电力客户行为分析---图表联动echarts-demo(flask)


题目链接(可下载原始CSV数据集):http://www.cnsoftbei.com/plus/view.php?aid=715

注:其中引用的js文件自行查找

1)完整的原始数据(elec_0)

属性含义:

  1. userid:用户id

  2. money_sum:用户个人总缴费金额

  3. times:用户个人缴费次数

  4. money_aver:用户个人缴费平均金额

  5. std_money:全体用户缴费平均金额

  6. std_times:全体用户缴费平均次数

  7. usertype:初步判定用户类型

ps:判断用户类型的依据:


/*
SQLyog Ultimate v10.00 Beta1
MySQL - 5.5.15 : Database - spark
*********************************************************************
*/


/*!40101 SET NAMES utf8 */;

/*!40101 SET SQL_MODE=''*/;

/*!40014 SET @OLD_UNIQUE_CHECKS=@@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */;
/*!40014 SET @OLD_FOREIGN_KEY_CHECKS=@@FOREIGN_KEY_CHECKS, FOREIGN_KEY_CHECKS=0 */;
/*!40101 SET @OLD_SQL_MODE=@@SQL_MODE, SQL_MODE='NO_AUTO_VALUE_ON_ZERO' */;
/*!40111 SET @OLD_SQL_NOTES=@@SQL_NOTES, SQL_NOTES=0 */;
CREATE DATABASE /*!32312 IF NOT EXISTS*/`spark` /*!40100 DEFAULT CHARACTER SET utf8 */;

USE `spark`;

/*Table structure for table `elec_0` */

DROP TABLE IF EXISTS `elec_0`;

CREATE TABLE `elec_0` (
  `userid` varchar(45) DEFAULT NULL,
  `money_sum` varchar(45) DEFAULT NULL,
  `times` varchar(45) DEFAULT NULL,
  `money_aver` varchar(45) DEFAULT NULL,
  `std_money` varchar(45) DEFAULT NULL,
  `std_times` varchar(45) DEFAULT NULL,
  `usertype` varchar(45) DEFAULT NULL
) ENGINE=InnoDB DEFAULT CHARSET=utf8;

/*Data for the table `elec_0` */

insert  into `elec_0`(`userid`,`money_sum`,`times`,`money_aver`,`std_money`,`std_times`,`usertype`) values ('1000000001','1189','10','118.9','707.26','6.66','高价值型客户'),('1000000002','490','7','70','707.26','6.66','大众型客户'),('1000000003','1180','7','168.571','707.26','6.66','高价值型客户'),('1000000004','621','8','77.625','707.26','6.66','大众型客户'),('1000000005','1500','7','214.286','707.26','6.66','高价值型客户'),('1000000006','1010','7','144.286','707.26','6.66','高价值型客户'),('1000000007','1106','7','158','707.26','6.66','高价值型客户'),('1000000008','1074','7','153.429','707.26','6.66','高价值型客户'),('1000000009','970','7','138.571','707.26','6.66','高价值型客户'),('1000000010','773','8','96.625','707.26','6.66','高价值型客户'),('1000000011','748','7','106.857','707.26','6.66','高价值型客户'),('1000000012','911','7','130.143','707.26','6.66','高价值型客户'),('1000000013','835','7','119.286','707.26','6.66','高价值型客户'),('1000000014','749','7','107','707.26','6.66','高价值型客户'),('1000000015','700','7','100','707.26','6.66','大众型客户'),('1000000016','784','8','98','707.26','6.66','高价值型客户'),('1000000017','780','7','111.429','707.26','6.66','高价值型客户'),('1000000018','641','7','91.5714','707.26','6.66','大众型客户'),('1000000019','729','6','121.5','707.26','6.66','潜力型客户'),('1000000020','899','7','128.429','707.26','6.66','高价值型客户'),('1000000021','757','7','108.143','707.26','6.66','高价值型客户'),('1000000022','534','6','89','707.26','6.66','低价值型客户'),('1000000023','493','5','98.6','707.26','6.66','低价值型客户'),('1000000024','904','7','129.143','707.26','6.66','高价值型客户'),('1000000025','651','7','93','707.26','6.66','大众型客户'),('1000000026','777','7','111','707.26','6.66','高价值型客户'),('1000000027','631','7','90.1429','707.26','6.66','大众型客户'),('1000000028','571','6','95.1667','707.26','6.66','低价值型客户'),('1000000029','691','7','98.7143','707.26','6.66','大众型客户'),('1000000030','671','7','95.8571','707.26','6.66','大众型客户'),('1000000031','655','7','93.5714','707.26','6.66','大众型客户'),('1000000032','519','6','86.5','707.26','6.66','低价值型客户'),('1000000033','545','6','90.8333','707.26','6.66','低价值型客户'),('1000000034','721','7','103','707.26','6.66','高价值型客户'),('1000000035','769','7','109.857','707.26','6.66','高价值型客户'),('1000000036','645','6','107.5','707.26','6.66','低价值型客户'),('1000000037','627','7','89.5714','707.26','6.66','大众型客户'),('1000000038','534','6','89','707.26','6.66','低价值型客户'),('1000000039','750','7','107.143','707.26','6.66','高价值型客户'),('1000000040','656','7','93.7143','707.26','6.66','大众型客户'),('1000000041','683','6','113.833','707.26','6.66','低价值型客户'),('1000000042','612','7','87.4286','707.26','6.66','大众型客户'),('1000000043','640','7','91.4286','707.26','6.66','大众型客户'),('1000000044','601','6','100.167','707.26','6.66','低价值型客户'),('1000000045','711','7','101.571','707.26','6.66','高价值型客户'),('1000000046','711','6','118.5','707.26','6.66','潜力型客户'),('1000000047','654','7','93.4286','707.26','6.66','大众型客户'),('1000000048','678','6','113','707.26','6.66','低价值型客户'),('1000000049','589','7','84.1429','707.26','6.66','大众型客户'),('1000000050','568','7','81.1429','707.26','6.66','大众型客户'),('1000000051','597','6','99.5','707.26','6.66','低价值型客户'),('1000000052','766','7','109.429','707.26','6.66','高价值型客户'),('1000000053','694','7','99.1429','707.26','6.66','大众型客户'),('1000000054','459','6','76.5','707.26','6.66','低价值型客户'),('1000000055','788','7','112.571','707.26','6.66','高价值型客户'),('1000000056','714','7','102','707.26','6.66','高价值型客户'),('1000000057','711','7','101.571','707.26','6.66','高价值型客户'),('1000000058','685','7','97.8571','707.26','6.66','大众型客户'),('1000000059','740','8','92.5','707.26','6.66','高价值型客户'),('1000000060','730','7','104.286','707.26','6.66','高价值型客户'),('1000000061','683','7','97.5714','707.26','6.66','大众型客户'),('1000000062','773','7','110.429','707.26','6.66','高价值型客户'),('1000000063','628','7','89.7143','707.26','6.66','大众型客户'),('1000000064','520','6','86.6667','707.26','6.66','低价值型客户'),('1000000065','734','7','104.857','707.26','6.66','高价值型客户'),('1000000066','699','6','116.5','707.26','6.66','低价值型客户'),('1000000067','689','7','98.4286','707.26','6.66','大众型客户'),('1000000068','711','7','101.571','707.26','6.66','高价值型客户'),('1000000069','548','6','91.3333','707.26','6.66','低价值型客户'),('1000000070','667','8','83.375','707.26','6.66','大众型客户'),('1000000071','742','7','106','707.26','6.66','高价值型客户'),('1000000072','798','7','114','707.26','6.66','高价值型客户'),('1000000073','404','4','101','707.26','6.66','低价值型客户'),('1000000074','636','7','90.8571','707.26','6.66','大众型客户'),('1000000075','629','7','89.8571','707.26','6.66','大众型客户'),('1000000076','725','7','103.571','707.26','6.66','高价值型客户'),('1000000077','720','7','102.857','707.26','6.66','高价值型客户'),('1000000078','592','5','118.4','707.26','6.66','低价值型客户'),('1000000079','597','6','99.5','707.26','6.66','低价值型客户'),('1000000080','603','7','86.1429','707.26','6.66','大众型客户'),('1000000081','680','7','97.1429','707.26','6.66','大众型客户'),('1000000082','508','5','101.6','707.26','6.66','低价值型客户'),('1000000083','748','7','106.857','707.26','6.66','高价值型客户'),('1000000084','1289','7','184.143','707.26','6.66','高价值型客户'),('1000000085','569','7','81.2857','707.26','6.66','大众型客户'),('1000000086','325','4','81.25','707.26','6.66','低价值型客户'),('1000000087','651','7','93','707.26','6.66','大众型客户'),('1000000088','538','7','76.8571','707.26','6.66','大众型客户'),('1000000089','388','5','77.6','707.26','6.66','低价值型客户'),('1000000090','612','6','102','707.26','6.66','低价值型客户'),('1000000091','761','7','108.714','707.26','6.66','高价值型客户'),('1000000092','254','3','84.6667','707.26','6.66','低价值型客户'),('1000000093','463','5','92.6','707.26','6.66','低价值型客户'),('1000000094','626','6','104.333','707.26','6.66','低价值型客户'),('1000000095','999','7','142.714','707.26','6.66','高价值型客户'),('1000000096','916','7','130.857','707.26','6.66','高价值型客户'),('1000000097','649','6','108.167','707.26','6.66','低价值型客户'),('1000000098','735','6','122.5','707.26','6.66','潜力型客户'),('1000000099','853','6','142.167','707.26','6.66','潜力型客户'),('1000000100','943','7','134.714','707.26','6.66','高价值型客户');

/*!40101 SET SQL_MODE=@OLD_SQL_MODE */;
/*!40014 SET FOREIGN_KEY_CHECKS=@OLD_FOREIGN_KEY_CHECKS */;
/*!40014 SET UNIQUE_CHECKS=@OLD_UNIQUE_CHECKS */;
/*!40111 SET SQL_NOTES=@OLD_SQL_NOTES */;


2)环形图数据(user_type)

用户类型分析数据

/*
SQLyog Ultimate v10.00 Beta1
MySQL - 5.5.15 : Database - spark
*********************************************************************
*/


/*!40101 SET NAMES utf8 */;

/*!40101 SET SQL_MODE=''*/;

/*!40014 SET @OLD_UNIQUE_CHECKS=@@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */;
/*!40014 SET @OLD_FOREIGN_KEY_CHECKS=@@FOREIGN_KEY_CHECKS, FOREIGN_KEY_CHECKS=0 */;
/*!40101 SET @OLD_SQL_MODE=@@SQL_MODE, SQL_MODE='NO_AUTO_VALUE_ON_ZERO' */;
/*!40111 SET @OLD_SQL_NOTES=@@SQL_NOTES, SQL_NOTES=0 */;
CREATE DATABASE /*!32312 IF NOT EXISTS*/`spark` /*!40100 DEFAULT CHARACTER SET utf8 */;

USE `spark`;

/*Table structure for table `user_type` */

DROP TABLE IF EXISTS `user_type`;

CREATE TABLE `user_type` (
  `usertype` varchar(45) DEFAULT NULL,
  `userid` varchar(45) DEFAULT NULL
) ENGINE=InnoDB DEFAULT CHARSET=utf8;

/*Data for the table `user_type` */

insert  into `user_type`(`usertype`,`userid`) values ('高价值型客户','1000000001'),('大众型客户','1000000002'),('高价值型客户','1000000003'),('大众型客户','1000000004'),('高价值型客户','1000000005'),('高价值型客户','1000000006'),('高价值型客户','1000000007'),('高价值型客户','1000000008'),('高价值型客户','1000000009'),('高价值型客户','1000000010'),('高价值型客户','1000000011'),('高价值型客户','1000000012'),('高价值型客户','1000000013'),('高价值型客户','1000000014'),('大众型客户','1000000015'),('高价值型客户','1000000016'),('高价值型客户','1000000017'),('大众型客户','1000000018'),('潜力型客户','1000000019'),('高价值型客户','1000000020'),('高价值型客户','1000000021'),('低价值型客户','1000000022'),('低价值型客户','1000000023'),('高价值型客户','1000000024'),('大众型客户','1000000025'),('高价值型客户','1000000026'),('大众型客户','1000000027'),('低价值型客户','1000000028'),('大众型客户','1000000029'),('大众型客户','1000000030'),('大众型客户','1000000031'),('低价值型客户','1000000032'),('低价值型客户','1000000033'),('高价值型客户','1000000034'),('高价值型客户','1000000035'),('低价值型客户','1000000036'),('大众型客户','1000000037'),('低价值型客户','1000000038'),('高价值型客户','1000000039'),('大众型客户','1000000040'),('低价值型客户','1000000041'),('大众型客户','1000000042'),('大众型客户','1000000043'),('低价值型客户','1000000044'),('高价值型客户','1000000045'),('潜力型客户','1000000046'),('大众型客户','1000000047'),('低价值型客户','1000000048'),('大众型客户','1000000049'),('大众型客户','1000000050'),('低价值型客户','1000000051'),('高价值型客户','1000000052'),('大众型客户','1000000053'),('低价值型客户','1000000054'),('高价值型客户','1000000055'),('高价值型客户','1000000056'),('高价值型客户','1000000057'),('大众型客户','1000000058'),('高价值型客户','1000000059'),('高价值型客户','1000000060'),('大众型客户','1000000061'),('高价值型客户','1000000062'),('大众型客户','1000000063'),('低价值型客户','1000000064'),('高价值型客户','1000000065'),('低价值型客户','1000000066'),('大众型客户','1000000067'),('高价值型客户','1000000068'),('低价值型客户','1000000069'),('大众型客户','1000000070'),('高价值型客户','1000000071'),('高价值型客户','1000000072'),('低价值型客户','1000000073'),('大众型客户','1000000074'),('大众型客户','1000000075'),('高价值型客户','1000000076'),('高价值型客户','1000000077'),('低价值型客户','1000000078'),('低价值型客户','1000000079'),('大众型客户','1000000080'),('大众型客户','1000000081'),('低价值型客户','1000000082'),('高价值型客户','1000000083'),('高价值型客户','1000000084'),('大众型客户','1000000085'),('低价值型客户','1000000086'),('大众型客户','1000000087'),('大众型客户','1000000088'),('低价值型客户','1000000089'),('低价值型客户','1000000090'),('高价值型客户','1000000091'),('低价值型客户','1000000092'),('低价值型客户','1000000093'),('低价值型客户','1000000094'),('高价值型客户','1000000095'),('高价值型客户','1000000096'),('低价值型客户','1000000097'),('潜力型客户','1000000098'),('潜力型客户','1000000099'),('高价值型客户','1000000100');

/*!40101 SET SQL_MODE=@OLD_SQL_MODE */;
/*!40014 SET FOREIGN_KEY_CHECKS=@OLD_FOREIGN_KEY_CHECKS */;
/*!40014 SET UNIQUE_CHECKS=@OLD_UNIQUE_CHECKS */;
/*!40111 SET SQL_NOTES=@OLD_SQL_NOTES */;


实现环形图和表格图表联动(联动实现方式一)

4种用户类型数统计

liandong.html 完整代码

<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>图表联动(环形图)</title>
    <script type="text/javascript" src="../static/js/echarts.min.js"></script>
    <script src="../static/js/jquery-3.3.1.min.js"></script>
    <!-- 最新版本的 Bootstrap 核心 CSS 文件 -->
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@3.3.7/dist/css/bootstrap.min.css" integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" crossorigin="anonymous">
    <!-- 可选的 Bootstrap 主题文件(一般不用引入) -->
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@3.3.7/dist/css/bootstrap-theme.min.css" integrity="sha384-rHyoN1iRsVXV4nD0JutlnGaslCJuC7uwjduW9SVrLvRYooPp2bWYgmgJQIXwl/Sp" crossorigin="anonymous">
    <!-- 最新的 Bootstrap 核心 JavaScript 文件 -->
    <script src="https://cdn.jsdelivr.net/npm/bootstrap@3.3.7/dist/js/bootstrap.min.js" integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa" crossorigin="anonymous"></script>
</head>
<body>
    <div id="main" style="height: 400px;width: 600px"></div>
    <table class="table table-bordered table-hover" id="table">
        <thead>
            <tr>
                <th>用户类型</th>
                <th>用户人数</th>
            </tr>
        </thead>
        <tbody>
            <tr id="tr1">
                <td>{{ data[0][0] }}</td>
                <td>{{ data[0][1] }}</td>
            </tr>
            <tr id="tr2">
                <td>{{ data[1][0] }}</td>
                <td>{{ data[1][1] }}</td>
            </tr>
            <tr id="tr3">
                <td>{{ data[2][0] }}</td>
                <td>{{ data[2][1] }}</td>
            </tr>
            <tr id="tr4">
                <td>{{ data[3][0] }}</td>
                <td>{{ data[3][1] }}</td>
            </tr>
        </tbody>
    </table>
    <script type="text/javascript">
        // 页面加载函数
        $(function () {
            //进行echarts的初始化
            var myEcharts = echarts.init(document.getElementById("main"));
            var option = {
                // 定义标题
                title : {
                    text:"图表联动demo",
                    textStyle: {
                        color:'#deb252',
                        size:10
                    }
                },
                // 鼠标悬停显示数据
                tooltip:{
                },
                //图例
                legend : {
                    top: '10%',
                    left: 'center',
                    {#data: {{ data1|tojson }}#}
                },
                //数据
                series :[
                    {
                        radius:['55%','70%'], //半径
                        label:{
                            normal:{
                                // 取消在原来的位置显示
                                show:false,
                                // 在中间显示
                                position:'center'
                            },
                            // 高亮扇区
                            emphasis:{
                                show:true,
                                textStyle:{
                                    fontSize:30,
                                    fontWeight:'bold'
                                }
                            }
                        },
                        data:[
                                // 对应图例的值
                                {name:'高价值型客户',value:{{ data2[0] }}},
                                {name:'大众型客户',value:{{ data2[1] }}},
                                {name:'潜力型客户',value:{{ data2[2] }}},
                                {name:'低价值型客户',value:{{ data2[3] }}}

                            ],
                        type:'pie',
                        //关掉南丁格尔图
                        //roseType:'radius'
                    }
                ]
            };
            // 设置配置项
            myEcharts.setOption(option);

            // 设置echarts的点击事件
            myEcharts.on('click',function (params) {
                // 获取table下所有的tr
                let trs = $("#table tbody tr");
                for (let i = 0;i<trs.length;i++){
                    // 获取tr下所有的td
                    let tds = trs.eq(i).find("td");
                    // 先把之前的标记的success去掉
                    $("#table tbody tr").eq(i).removeClass('success');
                    // 如果点击图示的名字和table下的某一个行的第一个td的值一样
                    if (params.name == tds.eq(0).text()){
                        //设置success状态
                        $("#table tbody tr").eq(i).addClass('success');
                        // 跳转到页面指定的id位置
                        $("html,body").animate({scrollTop:$("#table tbody tr").eq(i).offset().top},1000);
                    }
                }
            });

            // 当鼠标落在tr时,显示浮动
            $("#table tbody").find("tr").on("mouseenter",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myEcharts.dispatchAction({ type: 'showTip',seriesIndex: 0, name:name});//选中高亮
            });
            // 当鼠标移开tr时候取消浮动
            $("#table tbody").find("tr").on("mouseleave",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myEcharts.dispatchAction({ type: 'hideTip', name:name});//选中高亮
            });
        });
    </script>
</body>
</html>

实现联动的js代码:

  1. 实现鼠标点击环形图表格高亮
            // 设置echarts的点击事件
            myEcharts.on('click',function (params) {
                // 获取table下所有的tr
                let trs = $("#table tbody tr");
                for (let i = 0;i<trs.length;i++){
                    // 获取tr下所有的td
                    let tds = trs.eq(i).find("td");
                    // 先把之前的标记的success去掉
                    $("#table tbody tr").eq(i).removeClass('success');
                    // 如果点击图示的名字和table下的某一个行的第一个td的值一样
                    if (params.name == tds.eq(0).text()){
                        //设置success状态
                        $("#table tbody tr").eq(i).addClass('success');
                        // 跳转到页面指定的id位置
                        $("html,body").animate({scrollTop:$("#table tbody tr").eq(i).offset().top},1000);
                    }
                }
            });
  1. 实现鼠标悬停在表格上环形图高亮
			// 当鼠标落在tr时,显示浮动
            $("#table tbody").find("tr").on("mouseenter",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myEcharts.dispatchAction({ type: 'showTip',seriesIndex: 0, name:name});//选中高亮
            });
            // 当鼠标移开tr时候取消浮动
            $("#table tbody").find("tr").on("mouseleave",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myEcharts.dispatchAction({ type: 'hideTip', name:name});//选中高亮
            });

其中需要注意的几个地方

  • 获取某表格中所有的tr

    let trs = $("#table tbody tr");
    
  • 遍历所有的tr,trs.length是该列表的长度。

  • 获取某一行的所有单元格td

    let tds = trs.eq(i).find("td");
    
  • 修改某处的CSS样式(移除或添加)

    $("#table tbody tr").eq(i).removeClass('xxx');
    
    $("#table tbody tr").eq(i).addClass('xxx');
    
  • 跳转页面的制定id位置

    $("html,body").animate({scrollTop:$("#table tbody tr").eq(i).offset().top},1000);
    

app.py的路由代码

@app.route('/liandong')
def liandong():
        data1 = []
        data2 = []
        sql = 'select usertype,count(*) from user_type group by usertype'
        db = mysql_util.MysqlHelper(database='spark', user='root', passwd='000429', port=3306, host='127.0.0.1')
        data = db.all(sql)
        for i in data:
                data1.append(i[0])
                data2.append(i[1])
        print("图表联动(路由)!")
        return render_template("liandong.html", data=data, data1=data1, data2=data2)

utils/mysql_util.py 数据库操作工具代码

import pymysql
class MysqlHelper():
    def __init__(self, host, port, database, user, passwd, charset='utf8'):
        self.host = host
        self.port = port
        self.db = database
        self.user = user
        self.password = passwd
        self.charset = charset

    def open(self):
        # 连接数据库
        self.conn = pymysql.connect(host=self.host, port=self.port, db=self.db,
                                    user=self.user, passwd=self.password, charset=self.charset)
        # 创建游标对象
        self.cursor = self.conn.cursor()

    # 关闭
    def close(self):
        self.cursor.close()
        self.conn.close()

    # 增加、修改、删除命令语句
    def cud(self, sql, params=(), msg="操作成功!"):
        try:
            self.open()
            # 处理逻辑数据,传入sql语句以及参数化
            self.cursor.execute(sql, params)
            # 执行事务
            self.conn.commit()
            self.close()
            # 这样可以修改输出的操作成功信息提示
            print(msg)
            return msg
        except Exception as e:
            self.conn.rollback()
            print("错误", e)
            return e

    # 查询所有数据,多个值
    def all(self, sql, params=()):
        try:
            self.open()
            self.cursor.execute(sql, params)
            data = self.cursor.fetchall()
            self.close()
            return data
        except Exception as e:
            print("错误", e)

if __name__ == '__main__':
    db = MysqlHelper(database='spark', user='root', passwd='000429', port=3306, host='127.0.0.1')
    sql = 'select * from user_type;'
    data = db.all(sql)
    print(data)

​ 可以看到这种方式是存在瑕疵的,最完美的实现方式应该是不设置点击事件,而是全部由鼠标悬停来触发图表变化。

最终实现效果:


3)实现南丁格尔玫瑰图和表格图表联动(联动实现方式二)

INSERT INTO user_top5 SELECT *,(times-std_times)*money_aver AS std_top5 FROM elec_0 ORDER BY std_top5 DESC LIMIT 5;

可能最有潜力成为高价值型用户的TOP5

数据来源:用每个用户自己的缴费次数 减去 全部用户的平均缴费次数 然后乘以该用户自己的平均缴费金额 最后取前五名

/*
SQLyog Ultimate v10.00 Beta1
MySQL - 5.5.15 : Database - spark
*********************************************************************
*/


/*!40101 SET NAMES utf8 */;

/*!40101 SET SQL_MODE=''*/;

/*!40014 SET @OLD_UNIQUE_CHECKS=@@UNIQUE_CHECKS, UNIQUE_CHECKS=0 */;
/*!40014 SET @OLD_FOREIGN_KEY_CHECKS=@@FOREIGN_KEY_CHECKS, FOREIGN_KEY_CHECKS=0 */;
/*!40101 SET @OLD_SQL_MODE=@@SQL_MODE, SQL_MODE='NO_AUTO_VALUE_ON_ZERO' */;
/*!40111 SET @OLD_SQL_NOTES=@@SQL_NOTES, SQL_NOTES=0 */;
CREATE DATABASE /*!32312 IF NOT EXISTS*/`spark` /*!40100 DEFAULT CHARACTER SET utf8 */;

USE `spark`;

/*Table structure for table `user_top5` */

DROP TABLE IF EXISTS `user_top5`;

CREATE TABLE `user_top5` (
  `userid` varchar(45) DEFAULT NULL,
  `money_sum` varchar(45) DEFAULT NULL,
  `times` varchar(45) DEFAULT NULL,
  `money_aver` varchar(45) DEFAULT NULL,
  `std_money` varchar(45) DEFAULT NULL,
  `std_times` varchar(45) DEFAULT NULL,
  `usertype` varchar(45) DEFAULT NULL,
  `std_top5` varchar(45) DEFAULT NULL
) ENGINE=InnoDB DEFAULT CHARSET=utf8;

/*Data for the table `user_top5` */

insert  into `user_top5`(`userid`,`money_sum`,`times`,`money_aver`,`std_money`,`std_times`,`usertype`,`std_top5`) values ('1000000001','1189','10','118.9','707.26','6.66','高价值型客户','397.126'),('1000000016','784','8','98','707.26','6.66','高价值型客户','131.32'),('1000000010','773','8','96.625','707.26','6.66','高价值型客户','129.4775'),('1000000059','740','8','92.5','707.26','6.66','高价值型客户','123.94999999999999'),('1000000070','667','8','83.375','707.26','6.66','大众型客户','111.72249999999998');

/*!40101 SET SQL_MODE=@OLD_SQL_MODE */;
/*!40014 SET FOREIGN_KEY_CHECKS=@OLD_FOREIGN_KEY_CHECKS */;
/*!40014 SET UNIQUE_CHECKS=@OLD_UNIQUE_CHECKS */;
/*!40111 SET SQL_NOTES=@OLD_SQL_NOTES */;


为了简便处理,没有连接数据库,而是直接在界面上完成了图表联动(数据固定填写在html页面上)。

meigui.html 完整代码

<!DOCTYPE html>
<html lang="en">
<head>
    <meta charset="UTF-8">
    <title>图表联动(玫瑰图)</title>
    <script type="text/javascript" src="../static/js/echarts.min.js"></script>
    <script src="../static/js/jquery-3.3.1.min.js"></script>
    <!-- 最新版本的 Bootstrap 核心 CSS 文件 -->
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@3.3.7/dist/css/bootstrap.min.css" integrity="sha384-BVYiiSIFeK1dGmJRAkycuHAHRg32OmUcww7on3RYdg4Va+PmSTsz/K68vbdEjh4u" crossorigin="anonymous">
    <!-- 可选的 Bootstrap 主题文件(一般不用引入) -->
    <link rel="stylesheet" href="https://cdn.jsdelivr.net/npm/bootstrap@3.3.7/dist/css/bootstrap-theme.min.css" integrity="sha384-rHyoN1iRsVXV4nD0JutlnGaslCJuC7uwjduW9SVrLvRYooPp2bWYgmgJQIXwl/Sp" crossorigin="anonymous">
    <!-- 最新的 Bootstrap 核心 JavaScript 文件 -->
    <script src="https://cdn.jsdelivr.net/npm/bootstrap@3.3.7/dist/js/bootstrap.min.js" integrity="sha384-Tc5IQib027qvyjSMfHjOMaLkfuWVxZxUPnCJA7l2mCWNIpG9mGCD8wGNIcPD7Txa" crossorigin="anonymous"></script>
    <style>
    *{
        margin:0px;
        padding:0px;
    }
    .mycss1{
        float:left;
        width:49%;
        border:1px solid #F00;
        height: 600px;
    }
    .mycss2{
        float:left;
        width:49%;
        border:1px solid #F00;
        height: 600px;
    }
    </style>
</head>
<body>
    <div id="main" class="mycss1" ></div>
    <div class="mycss2" >
    <table class="table table-bordered table-hover" id="table">
        <thead>
            <tr>
                <th>用户ID</th>
                <th>加权规则缴费金额</th>
            </tr>
        </thead>
        <tbody>
            <tr id="tr1">
                <td>1000000001</td>
                <td>397.126</td>
            </tr>
            <tr id="tr2">
                <td>1000000016</td>
                <td>131.32</td>
            </tr>
            <tr id="tr3">
                <td>1000000010</td>
                <td>129.4775</td>
            </tr>
            <tr id="tr4">
                <td>1000000059</td>
                <td>123.94999999999999</td>
            </tr>
            <tr id="tr5">
                <td>1000000070</td>
                <td>111.72249999999998</td>
            </tr>
        </tbody>
    </table>
    </div>

</body>
<script>
    var chartDom = document.getElementById('main');
    var myChart = echarts.init(chartDom);
    var option;
    option = {
      legend: {
        top: 'bottom'
      },
        // 鼠标悬停显示数据
       tooltip:{

       },
      toolbox: {
        show: true,
        feature: {
          mark: { show: true },
          dataView: { show: true, readOnly: false },
          restore: { show: true },
          saveAsImage: { show: true }
        }
      },
      series: [
        {
          name: '潜在高价值用户Top5',
          type: 'pie',
          radius: [50, 250],
          center: ['50%', '50%'],
          roseType: 'area',
          itemStyle: {
            borderRadius: 8
          },
          data: [
            { value: 397.126, name: '1000000001' },
            { value: 131.32, name: '1000000016' },
            { value: 129.4775, name: '1000000010' },
            { value: 123.94999999999999, name: '1000000059' },
            { value: 111.72249999999998, name: '1000000070' },
          ]
        }
      ]
    };

    option && myChart.setOption(option);
</script>
<!--  图表联动 -->
<script>
    //鼠标悬浮在表格上,玫瑰图高亮!
            // 当鼠标落在tr时,显示浮动
            $("#table tbody").find("tr").on("mouseenter",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myChart.dispatchAction({ type: 'showTip',seriesIndex: 0, name:name});//选中高亮
            });
            // 当鼠标移开tr时候取消浮动
            $("#table tbody").find("tr").on("mouseleave",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myChart.dispatchAction({ type: 'hideTip', name:name});//选中高亮
            });
    //----------------------------------------------------------------------------------------
    //鼠标悬停玫瑰图上,表格高亮!
            myChart.on('mouseOver', function (params) {
                let trs=$("#table tbody").find("tr")
                let row = trs.prevAll().length; //4 这里获取的是该tr之前的行数,一共5行,如果是第5行则最多有4行
                for (i=0;i<=row;i++){
                    let name = $("#table tbody").find("tr").eq(i).find("td").eq(0).text();
                    if(name == params.name){
                        $("#table tbody").children().eq(i).css("background", "rgba(176, 196, 222,1)")
                    }
                }
            });

            myChart.on('mouseOut', function (params) {
                let trs=$("#table tbody").find("tr")
                let row = trs.prevAll().length;
                for (i=0;i<=row;i++){
                    let name = $("#table tbody").find("tr").eq(i).find("td").eq(0).text();
                    if(name == params.name){
                        $("#table tbody").children().eq(i).css("background", "rgba(176, 196, 222,0.1)")
                    }
                }
            });
</script>
</html>

实现联动的js代码

<!--  图表联动 -->
<script>
    //鼠标悬浮在表格上,玫瑰图高亮!
            // 当鼠标落在tr时,显示浮动
            $("#table tbody").find("tr").on("mouseenter",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myChart.dispatchAction({ type: 'showTip',seriesIndex: 0, name:name});//选中高亮
            });
            // 当鼠标移开tr时候取消浮动
            $("#table tbody").find("tr").on("mouseleave",function () {
                // 获得当前匹配元素的个数
                let row = $(this).prevAll().length;
                // 获得当前tr下td的名字
                let name = $("#table tbody").find("tr").eq(row).find("td").eq(0).text();
                // 设置浮动
                myChart.dispatchAction({ type: 'hideTip', name:name});//选中高亮
            });
    //----------------------------------------------------------------------------------------
    //鼠标悬停玫瑰图上,表格高亮!
            myChart.on('mouseOver', function (params) {
                let trs=$("#table tbody").find("tr")
                let row = trs.prevAll().length; //4 这里获取的是该tr之前的行数,一共5行,如果是第5行则最多有4行
                for (i=0;i<=row;i++){
                    let name = $("#table tbody").find("tr").eq(i).find("td").eq(0).text();
                    if(name == params.name){
                        $("#table tbody").children().eq(i).css("background", "rgba(176, 196, 222,1)")
                    }
                }
            });

            myChart.on('mouseOut', function (params) {
                let trs=$("#table tbody").find("tr")
                let row = trs.prevAll().length;
                for (i=0;i<=row;i++){
                    let name = $("#table tbody").find("tr").eq(i).find("td").eq(0).text();
                    if(name == params.name){
                        $("#table tbody").children().eq(i).css("background", "rgba(176, 196, 222,0.1)")
                    }
                }
            });
</script>

这个方法实现了悬停动态效果,使用 myChart.on('mouseOver', function (params)myChart.on('mouseOut', function (params) 鼠标状态监听方法代替了 myEcharts.on('click',function (params) 的鼠标点击事件方法。


最终实现效果:

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