计算机毕业设计 基于大数据的心脏病患者数据分析管理系统的设计与实现 Java实战项目 附源码+文档+视频讲解

本文主要是介绍计算机毕业设计 基于大数据的心脏病患者数据分析管理系统的设计与实现 Java实战项目 附源码+文档+视频讲解，希望对大家解决编程问题提供一定的参考价值，需要的开发者们随着小编来一起学习吧！

博主介绍：✌从事软件开发10年之余，专注于Java技术领域、Python人工智能及数据挖掘、小程序项目开发和Android项目开发等。CSDN、掘金、华为云、InfoQ、阿里云等平台优质作者✌
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计算机毕业设计《1000套》✌

目录

1、项目介绍及开发技术

1.1 项目介绍

1.2 开发技术

2、系统功能模块设计

3、功能截图

4、数据库表结构设计

5、关键代码

5.1 数据分析管理Controller模块 

5.2 数据分析管理Service模块 

5.3 数据分析管理ServiceImpl模块

5.4 数据分析管理Dao模块

6、论文目录结构

7、源码获取

---

1、项目介绍及开发技术

1.1 项目介绍

随着大数据时代的到来，人们对于健康信息的需求越来越高。随着医疗技术的不断发展，心脏病的诊断和治疗手段不断完善，但心脏病的发病率仍然居高不下。心脏病患者需要长期进行健康管理，定期进行检查和调整治疗方案。为了更好地管理心脏病患者的健康信息，提高患者的生活质量，我们设计并实现了一套基于大数据的心脏病患者数据分析管理系统。该系统旨在为患者和医生提供一个便捷、高效的信息管理平台，通过对大量数据的分析和挖掘，为患者提供个性化的健康建议和管理方案。

1.2 开发技术

Java开发语言、SpringBoot、MyBatisPlus、MySQL数据库、Maven、IDEA开发工具、JDK1.8+、Vue、HTML、CSS、JS。

2、系统功能模块设计

用户：注册登录、首页、个人中心（修改密码、个人信息）、新闻期刊管理、健康信息管理、健康建议管理。

管理员：登录、个人中心（修改密码、个人信息）、用户管理、新闻期刊管理、健康信息管理、健康建议管理、数据分析管理。

3、功能截图

注册

登录

 首页

 个人中心

 用户管理

新闻期刊

 健康信息管理

 健康建议管理

 数据分析管理

4、数据库表结构设计

-- MySQL dump 10.13  Distrib 5.7.31, for Linux (x86_64)
--
-- Host: localhost    Database: springboot5416p
-- ------------------------------------------------------
-- Server version	5.7.31/*!40101 SET @OLD_CHARACTER_SET_CLIENT=@@CHARACTER_SET_CLIENT */;
/*!40101 SET @OLD_CHARACTER_SET_RESULTS=@@CHARACTER_SET_RESULTS */;
/*!40101 SET @OLD_COLLATION_CONNECTION=@@COLLATION_CONNECTION */;
/*!40101 SET NAMES utf8 */;
/*!40103 SET @OLD_TIME_ZONE=@@TIME_ZONE */;
/*!40103 SET TIME_ZONE='+00:00' */;
/*!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 */;--
-- Current Database: `springboot5416p`
--/*!40000 DROP DATABASE IF EXISTS `springboot5416p`*/;CREATE DATABASE /*!32312 IF NOT EXISTS*/ `springboot5416p` /*!40100 DEFAULT CHARACTER SET utf8mb4 */;USE `springboot5416p`;--
-- Table structure for table `config`
--DROP TABLE IF EXISTS `config`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `config` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`name` varchar(100) NOT NULL COMMENT '配置参数名称',`value` varchar(100) DEFAULT NULL COMMENT '配置参数值',PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=4 DEFAULT CHARSET=utf8 COMMENT='配置文件';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `config`
--LOCK TABLES `config` WRITE;
/*!40000 ALTER TABLE `config` DISABLE KEYS */;
INSERT INTO `config` VALUES (1,'picture1','upload/picture1.jpg'),(2,'picture2','upload/picture2.jpg'),(3,'picture3','upload/picture3.jpg');
/*!40000 ALTER TABLE `config` ENABLE KEYS */;
UNLOCK TABLES;--
-- Table structure for table `jiankangjianyi`
--DROP TABLE IF EXISTS `jiankangjianyi`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `jiankangjianyi` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',`zhanghao` varchar(200) DEFAULT NULL COMMENT '账号',`xingming` varchar(200) DEFAULT NULL COMMENT '姓名',`jiankangfenxi` longtext COMMENT '健康分析',`jiankangjianyi` longtext COMMENT '健康建议',PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=49 DEFAULT CHARSET=utf8 COMMENT='健康建议';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `jiankangjianyi`
--LOCK TABLES `jiankangjianyi` WRITE;
/*!40000 ALTER TABLE `jiankangjianyi` DISABLE KEYS */;
INSERT INTO `jiankangjianyi` VALUES (41,'2023-05-04 09:19:13','账号1','姓名1','健康分析1','健康建议1'),(42,'2023-05-04 09:19:13','账号2','姓名2','健康分析2','健康建议2'),(43,'2023-05-04 09:19:13','账号3','姓名3','健康分析3','健康建议3'),(44,'2023-05-04 09:19:13','账号4','姓名4','健康分析4','健康建议4'),(45,'2023-05-04 09:19:13','账号5','姓名5','健康分析5','健康建议5'),(46,'2023-05-04 09:19:13','账号6','姓名6','健康分析6','健康建议6'),(47,'2023-05-04 09:19:13','账号7','姓名7','健康分析7','健康建议7'),(48,'2023-05-04 09:19:13','账号8','姓名8','健康分析8','健康建议8');
/*!40000 ALTER TABLE `jiankangjianyi` ENABLE KEYS */;
UNLOCK TABLES;--
-- Table structure for table `jiankangxinxi`
--DROP TABLE IF EXISTS `jiankangxinxi`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `jiankangxinxi` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',`zhanghao` varchar(200) DEFAULT NULL COMMENT '账号',`xingming` varchar(200) DEFAULT NULL COMMENT '姓名',`jigaidanbai` varchar(200) DEFAULT NULL COMMENT '肌钙蛋白',`jihongdanbai` varchar(200) DEFAULT NULL COMMENT '肌红蛋白',`xinjimei` varchar(200) DEFAULT NULL COMMENT '心肌酶',`niaosuan` varchar(200) DEFAULT NULL COMMENT '尿酸',`xueya` varchar(200) DEFAULT NULL COMMENT '血压',`xuetang` varchar(200) DEFAULT NULL COMMENT '血糖',`xuezhi` varchar(200) DEFAULT NULL COMMENT '血脂',`xinlv` varchar(200) DEFAULT NULL COMMENT '心率',PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=39 DEFAULT CHARSET=utf8 COMMENT='健康信息';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `jiankangxinxi`
--LOCK TABLES `jiankangxinxi` WRITE;
/*!40000 ALTER TABLE `jiankangxinxi` DISABLE KEYS */;
INSERT INTO `jiankangxinxi` VALUES (31,'2023-05-04 09:19:13','账号1','姓名1','肌钙蛋白1','肌红蛋白1','心肌酶1','尿酸1','血压1','血糖1','血脂1','心率1'),(32,'2023-05-04 09:19:13','账号2','姓名2','肌钙蛋白2','肌红蛋白2','心肌酶2','尿酸2','血压2','血糖2','血脂2','心率2'),(33,'2023-05-04 09:19:13','账号3','姓名3','肌钙蛋白3','肌红蛋白3','心肌酶3','尿酸3','血压3','血糖3','血脂3','心率3'),(34,'2023-05-04 09:19:13','账号4','姓名4','肌钙蛋白4','肌红蛋白4','心肌酶4','尿酸4','血压4','血糖4','血脂4','心率4'),(35,'2023-05-04 09:19:13','账号5','姓名5','肌钙蛋白5','肌红蛋白5','心肌酶5','尿酸5','血压5','血糖5','血脂5','心率5'),(36,'2023-05-04 09:19:13','账号6','姓名6','肌钙蛋白6','肌红蛋白6','心肌酶6','尿酸6','血压6','血糖6','血脂6','心率6'),(37,'2023-05-04 09:19:13','账号7','姓名7','肌钙蛋白7','肌红蛋白7','心肌酶7','尿酸7','血压7','血糖7','血脂7','心率7'),(38,'2023-05-04 09:19:13','账号8','姓名8','肌钙蛋白8','肌红蛋白8','心肌酶8','尿酸8','血压8','血糖8','血脂8','心率8');
/*!40000 ALTER TABLE `jiankangxinxi` ENABLE KEYS */;
UNLOCK TABLES;--
-- Table structure for table `shujufenxi`
--DROP TABLE IF EXISTS `shujufenxi`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `shujufenxi` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',`xingming` varchar(200) DEFAULT NULL COMMENT '姓名',`nianling` int(11) DEFAULT NULL COMMENT '年龄',`xingbie` varchar(200) DEFAULT NULL COMMENT '性别',`shengao` varchar(200) DEFAULT NULL COMMENT '身高',`tizhong` varchar(200) DEFAULT NULL COMMENT '体重',`shousuoya` int(11) DEFAULT NULL COMMENT '收缩压',`shuzhangya` int(11) DEFAULT NULL COMMENT '舒张压',`danguchun` int(11) DEFAULT NULL COMMENT '胆固醇',`putaotang` int(11) DEFAULT NULL COMMENT '葡萄糖',`xiyan` varchar(200) DEFAULT NULL COMMENT '吸烟',`yinjiu` varchar(200) DEFAULT NULL COMMENT '饮酒',`yundong` varchar(200) DEFAULT NULL COMMENT '运动',`xinzangbing` varchar(200) DEFAULT NULL COMMENT '心脏病',PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=59 DEFAULT CHARSET=utf8 COMMENT='数据分析';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `shujufenxi`
--LOCK TABLES `shujufenxi` WRITE;
/*!40000 ALTER TABLE `shujufenxi` DISABLE KEYS */;
INSERT INTO `shujufenxi` VALUES (51,'2023-05-04 09:19:13','姓名1',1,'男','身高1','体重1',1,1,1,1,'无','无','无','无'),(52,'2023-05-04 09:19:13','姓名2',2,'男','身高2','体重2',2,2,2,2,'无','无','无','无'),(53,'2023-05-04 09:19:13','姓名3',3,'男','身高3','体重3',3,3,3,3,'无','无','无','无'),(54,'2023-05-04 09:19:13','姓名4',4,'男','身高4','体重4',4,4,4,4,'无','无','无','无'),(55,'2023-05-04 09:19:13','姓名5',5,'男','身高5','体重5',5,5,5,5,'无','无','无','无'),(56,'2023-05-04 09:19:13','姓名6',6,'男','身高6','体重6',6,6,6,6,'无','无','无','无'),(57,'2023-05-04 09:19:13','姓名7',7,'男','身高7','体重7',7,7,7,7,'无','无','无','无'),(58,'2023-05-04 09:19:13','姓名8',8,'男','身高8','体重8',8,8,8,8,'无','无','无','无');
/*!40000 ALTER TABLE `shujufenxi` ENABLE KEYS */;
UNLOCK TABLES;--
-- Table structure for table `token`
--DROP TABLE IF EXISTS `token`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `token` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`userid` bigint(20) NOT NULL COMMENT '用户id',`username` varchar(100) NOT NULL COMMENT '用户名',`tablename` varchar(100) DEFAULT NULL COMMENT '表名',`role` varchar(100) DEFAULT NULL COMMENT '角色',`token` varchar(200) NOT NULL COMMENT '密码',`addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '新增时间',`expiratedtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '过期时间',PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=2 DEFAULT CHARSET=utf8 COMMENT='token表';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `token`
--LOCK TABLES `token` WRITE;
/*!40000 ALTER TABLE `token` DISABLE KEYS */;
INSERT INTO `token` VALUES (1,1,'admin','users','管理员','0pf7w2ohb925s02vzo5sfhr8ci8vh7pl','2023-05-04 09:24:32','2023-05-04 10:24:53');
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UNLOCK TABLES;--
-- Table structure for table `users`
--DROP TABLE IF EXISTS `users`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `users` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`username` varchar(100) NOT NULL COMMENT '用户名',`password` varchar(100) NOT NULL COMMENT '密码',`role` varchar(100) DEFAULT '管理员' COMMENT '角色',`addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '新增时间',PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=2 DEFAULT CHARSET=utf8 COMMENT='用户表';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `users`
--LOCK TABLES `users` WRITE;
/*!40000 ALTER TABLE `users` DISABLE KEYS */;
INSERT INTO `users` VALUES (1,'admin','admin','管理员','2023-05-04 09:19:13');
/*!40000 ALTER TABLE `users` ENABLE KEYS */;
UNLOCK TABLES;--
-- Table structure for table `xinwenqikan`
--DROP TABLE IF EXISTS `xinwenqikan`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `xinwenqikan` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',`xinwenbiaoti` varchar(200) DEFAULT NULL COMMENT '新闻标题',`xinwenleixing` varchar(200) DEFAULT NULL COMMENT '新闻类型',`xinwenlaiyuan` varchar(200) DEFAULT NULL COMMENT '新闻来源',`xinwenneirong` longtext COMMENT '新闻内容',`fabushijian` date DEFAULT NULL COMMENT '发布时间',`xinwenfengmian` longtext COMMENT '新闻封面',PRIMARY KEY (`id`)
) ENGINE=InnoDB AUTO_INCREMENT=29 DEFAULT CHARSET=utf8 COMMENT='新闻期刊';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `xinwenqikan`
--LOCK TABLES `xinwenqikan` WRITE;
/*!40000 ALTER TABLE `xinwenqikan` DISABLE KEYS */;
INSERT INTO `xinwenqikan` VALUES (21,'2023-05-04 09:19:13','新闻标题1','新闻类型1','新闻来源1','新闻内容1','2023-05-04','upload/xinwenqikan_xinwenfengmian1.jpg,upload/xinwenqikan_xinwenfengmian2.jpg,upload/xinwenqikan_xinwenfengmian3.jpg'),(22,'2023-05-04 09:19:13','新闻标题2','新闻类型2','新闻来源2','新闻内容2','2023-05-04','upload/xinwenqikan_xinwenfengmian2.jpg,upload/xinwenqikan_xinwenfengmian3.jpg,upload/xinwenqikan_xinwenfengmian4.jpg'),(23,'2023-05-04 09:19:13','新闻标题3','新闻类型3','新闻来源3','新闻内容3','2023-05-04','upload/xinwenqikan_xinwenfengmian3.jpg,upload/xinwenqikan_xinwenfengmian4.jpg,upload/xinwenqikan_xinwenfengmian5.jpg'),(24,'2023-05-04 09:19:13','新闻标题4','新闻类型4','新闻来源4','新闻内容4','2023-05-04','upload/xinwenqikan_xinwenfengmian4.jpg,upload/xinwenqikan_xinwenfengmian5.jpg,upload/xinwenqikan_xinwenfengmian6.jpg'),(25,'2023-05-04 09:19:13','新闻标题5','新闻类型5','新闻来源5','新闻内容5','2023-05-04','upload/xinwenqikan_xinwenfengmian5.jpg,upload/xinwenqikan_xinwenfengmian6.jpg,upload/xinwenqikan_xinwenfengmian7.jpg'),(26,'2023-05-04 09:19:13','新闻标题6','新闻类型6','新闻来源6','新闻内容6','2023-05-04','upload/xinwenqikan_xinwenfengmian6.jpg,upload/xinwenqikan_xinwenfengmian7.jpg,upload/xinwenqikan_xinwenfengmian8.jpg'),(27,'2023-05-04 09:19:13','新闻标题7','新闻类型7','新闻来源7','新闻内容7','2023-05-04','upload/xinwenqikan_xinwenfengmian7.jpg,upload/xinwenqikan_xinwenfengmian8.jpg,upload/xinwenqikan_xinwenfengmian9.jpg'),(28,'2023-05-04 09:19:13','新闻标题8','新闻类型8','新闻来源8','新闻内容8','2023-05-04','upload/xinwenqikan_xinwenfengmian8.jpg,upload/xinwenqikan_xinwenfengmian9.jpg,upload/xinwenqikan_xinwenfengmian10.jpg');
/*!40000 ALTER TABLE `xinwenqikan` ENABLE KEYS */;
UNLOCK TABLES;--
-- Table structure for table `yonghu`
--DROP TABLE IF EXISTS `yonghu`;
/*!40101 SET @saved_cs_client     = @@character_set_client */;
/*!40101 SET character_set_client = utf8 */;
CREATE TABLE `yonghu` (`id` bigint(20) NOT NULL AUTO_INCREMENT COMMENT '主键',`addtime` timestamp NOT NULL DEFAULT CURRENT_TIMESTAMP COMMENT '创建时间',`zhanghao` varchar(200) NOT NULL COMMENT '账号',`mima` varchar(200) NOT NULL COMMENT '密码',`xingming` varchar(200) NOT NULL COMMENT '姓名',`xingbie` varchar(200) DEFAULT NULL COMMENT '性别',`dianhua` varchar(200) DEFAULT NULL COMMENT '电话',`touxiang` longtext COMMENT '头像',PRIMARY KEY (`id`),UNIQUE KEY `zhanghao` (`zhanghao`)
) ENGINE=InnoDB AUTO_INCREMENT=19 DEFAULT CHARSET=utf8 COMMENT='用户';
/*!40101 SET character_set_client = @saved_cs_client */;--
-- Dumping data for table `yonghu`
--LOCK TABLES `yonghu` WRITE;
/*!40000 ALTER TABLE `yonghu` DISABLE KEYS */;
INSERT INTO `yonghu` VALUES (11,'2023-05-04 09:19:13','账号1','123456','姓名1','男','13823888881','upload/yonghu_touxiang1.jpg'),(12,'2023-05-04 09:19:13','账号2','123456','姓名2','男','13823888882','upload/yonghu_touxiang2.jpg'),(13,'2023-05-04 09:19:13','账号3','123456','姓名3','男','13823888883','upload/yonghu_touxiang3.jpg'),(14,'2023-05-04 09:19:13','账号4','123456','姓名4','男','13823888884','upload/yonghu_touxiang4.jpg'),(15,'2023-05-04 09:19:13','账号5','123456','姓名5','男','13823888885','upload/yonghu_touxiang5.jpg'),(16,'2023-05-04 09:19:13','账号6','123456','姓名6','男','13823888886','upload/yonghu_touxiang6.jpg'),(17,'2023-05-04 09:19:13','账号7','123456','姓名7','男','13823888887','upload/yonghu_touxiang7.jpg'),(18,'2023-05-04 09:19:13','账号8','123456','姓名8','男','13823888888','upload/yonghu_touxiang8.jpg');
/*!40000 ALTER TABLE `yonghu` ENABLE KEYS */;
UNLOCK TABLES;
/*!40103 SET TIME_ZONE=@OLD_TIME_ZONE */;/*!40101 SET SQL_MODE=@OLD_SQL_MODE */;
/*!40014 SET FOREIGN_KEY_CHECKS=@OLD_FOREIGN_KEY_CHECKS */;
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/*!40101 SET CHARACTER_SET_CLIENT=@OLD_CHARACTER_SET_CLIENT */;
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/*!40101 SET COLLATION_CONNECTION=@OLD_COLLATION_CONNECTION */;
/*!40111 SET SQL_NOTES=@OLD_SQL_NOTES */;-- Dump completed on 2023-05-04 17:48:08

5、关键代码

5.1 数据分析管理Controller模块 

package com.controller;import java.math.BigDecimal;
import java.text.SimpleDateFormat;
import java.text.ParseException;
import java.util.ArrayList;
import java.util.Arrays;
import java.util.Calendar;
import java.util.Map;
import java.util.HashMap;
import java.util.Iterator;
import java.util.Date;
import java.util.List;
import javax.servlet.http.HttpServletRequest;import com.utils.ValidatorUtils;
import org.apache.commons.lang3.StringUtils;
import org.springframework.beans.factory.annotation.Autowired;
import org.springframework.transaction.annotation.Transactional;
import org.springframework.format.annotation.DateTimeFormat;
import org.springframework.web.bind.annotation.PathVariable;
import org.springframework.web.bind.annotation.RequestBody;
import org.springframework.web.bind.annotation.RequestMapping;
import org.springframework.web.bind.annotation.RequestParam;
import org.springframework.web.bind.annotation.RestController;
import com.baomidou.mybatisplus.mapper.EntityWrapper;
import com.baomidou.mybatisplus.mapper.Wrapper;
import com.annotation.IgnoreAuth;import com.entity.ShujufenxiEntity;
import com.entity.view.ShujufenxiView;import com.service.ShujufenxiService;
import com.service.TokenService;
import com.utils.PageUtils;
import com.utils.R;
import com.utils.MD5Util;
import com.utils.MPUtil;
import com.utils.CommonUtil;
import java.io.IOException;
import org.apache.spark.api.java.JavaSparkContext;
import org.apache.spark.api.java.JavaPairRDD;
import scala.Tuple2;/*** 数据分析* 后端接口* @author * @email * @date 2023-05-04 17:19:01*/
@RestController
@RequestMapping("/shujufenxi")
public class ShujufenxiController {@Autowiredprivate ShujufenxiService shujufenxiService;@Autowiredprivate JavaSparkContext javaSparkContext;/*** 后端列表*/@RequestMapping("/page")public R page(@RequestParam Map<String, Object> params,ShujufenxiEntity shujufenxi,HttpServletRequest request){EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();PageUtils page = shujufenxiService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, shujufenxi), params), params));return R.ok().put("data", page);}/*** 前端列表*/@IgnoreAuth@RequestMapping("/list")public R list(@RequestParam Map<String, Object> params,ShujufenxiEntity shujufenxi, HttpServletRequest request){EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();PageUtils page = shujufenxiService.queryPage(params, MPUtil.sort(MPUtil.between(MPUtil.likeOrEq(ew, shujufenxi), params), params));return R.ok().put("data", page);}/*** 列表*/@RequestMapping("/lists")public R list( ShujufenxiEntity shujufenxi){EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();ew.allEq(MPUtil.allEQMapPre( shujufenxi, "shujufenxi")); return R.ok().put("data", shujufenxiService.selectListView(ew));}/*** 查询*/@RequestMapping("/query")public R query(ShujufenxiEntity shujufenxi){EntityWrapper< ShujufenxiEntity> ew = new EntityWrapper< ShujufenxiEntity>();ew.allEq(MPUtil.allEQMapPre( shujufenxi, "shujufenxi")); ShujufenxiView shujufenxiView =  shujufenxiService.selectView(ew);return R.ok("查询数据分析成功").put("data", shujufenxiView);}/*** 后端详情*/@RequestMapping("/info/{id}")public R info(@PathVariable("id") Long id){ShujufenxiEntity shujufenxi = shujufenxiService.selectById(id);return R.ok().put("data", shujufenxi);}/*** 前端详情*/@IgnoreAuth@RequestMapping("/detail/{id}")public R detail(@PathVariable("id") Long id){ShujufenxiEntity shujufenxi = shujufenxiService.selectById(id);return R.ok().put("data", shujufenxi);}/*** 后端保存*/@RequestMapping("/save")public R save(@RequestBody ShujufenxiEntity shujufenxi, HttpServletRequest request){shujufenxi.setId(new Date().getTime()+new Double(Math.floor(Math.random()*1000)).longValue());//ValidatorUtils.validateEntity(shujufenxi);shujufenxiService.insert(shujufenxi);return R.ok();}/*** 前端保存*/@RequestMapping("/add")public R add(@RequestBody ShujufenxiEntity shujufenxi, HttpServletRequest request){shujufenxi.setId(new Date().getTime()+new Double(Math.floor(Math.random()*1000)).longValue());//ValidatorUtils.validateEntity(shujufenxi);shujufenxiService.insert(shujufenxi);return R.ok();}/*** 修改*/@RequestMapping("/update")@Transactionalpublic R update(@RequestBody ShujufenxiEntity shujufenxi, HttpServletRequest request){//ValidatorUtils.validateEntity(shujufenxi);shujufenxiService.updateById(shujufenxi);//全部更新return R.ok();}/*** 删除*/@RequestMapping("/delete")public R delete(@RequestBody Long[] ids){shujufenxiService.deleteBatchIds(Arrays.asList(ids));return R.ok();}/*** （按值统计）*/@RequestMapping("/value/{xColumnName}/{yColumnName}")public R value(@PathVariable("yColumnName") String yColumnName, @PathVariable("xColumnName") String xColumnName,HttpServletRequest request) {Map<String, Object> params = new HashMap<String, Object>();params.put("xColumn", xColumnName);params.put("yColumn", yColumnName);EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();List<Map<String, Object>> result = shujufenxiService.selectValue(params, ew);SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");for(Map<String, Object> m : result) {for(String k : m.keySet()) {if(m.get(k) instanceof Date) {m.put(k, sdf.format((Date)m.get(k)));}}}List<Map<String, Object>> result2 = new ArrayList<Map<String,Object>>();for(Map<String, Object> m : result) {List<Tuple2<String, Object>> data = new ArrayList<>();for(String s : m.keySet()) {data.add(new Tuple2<>(s, m.get(s)));}JavaPairRDD<String, Object> originRDD = javaSparkContext.parallelizePairs(data);result2.add(originRDD.collectAsMap());}return R.ok().put("data", result2);}/*** （按值统计(多)）*/@RequestMapping("/valueMul/{xColumnName}")public R valueMul(@PathVariable("xColumnName") String xColumnName,@RequestParam String yColumnNameMul, HttpServletRequest request) {String[] yColumnNames = yColumnNameMul.split(",");Map<String, Object> params = new HashMap<String, Object>();params.put("xColumn", xColumnName);List<List<Map<String, Object>>> result2 = new ArrayList<List<Map<String,Object>>>();SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();for(int i=0;i<yColumnNames.length;i++) {params.put("yColumn", yColumnNames[i]);List<Map<String, Object>> result = shujufenxiService.selectValue(params, ew);for(Map<String, Object> m : result) {for(String k : m.keySet()) {if(m.get(k) instanceof Date) {m.put(k, sdf.format((Date)m.get(k)));}}}result2.add(result);}return R.ok().put("data", result2);}/*** （按值统计）时间统计类型*/@RequestMapping("/value/{xColumnName}/{yColumnName}/{timeStatType}")public R valueDay(@PathVariable("yColumnName") String yColumnName, @PathVariable("xColumnName") String xColumnName, @PathVariable("timeStatType") String timeStatType,HttpServletRequest request) {Map<String, Object> params = new HashMap<String, Object>();params.put("xColumn", xColumnName);params.put("yColumn", yColumnName);params.put("timeStatType", timeStatType);EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();List<Map<String, Object>> result = shujufenxiService.selectTimeStatValue(params, ew);SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");for(Map<String, Object> m : result) {for(String k : m.keySet()) {if(m.get(k) instanceof Date) {m.put(k, sdf.format((Date)m.get(k)));}}}List<Map<String, Object>> result2 = new ArrayList<Map<String,Object>>();for(Map<String, Object> m : result) {List<Tuple2<String, Object>> data = new ArrayList<>();for(String s : m.keySet()) {data.add(new Tuple2<>(s, m.get(s)));}JavaPairRDD<String, Object> originRDD = javaSparkContext.parallelizePairs(data);result2.add(originRDD.collectAsMap());}return R.ok().put("data", result2);}/*** （按值统计）时间统计类型(多)*/@RequestMapping("/valueMul/{xColumnName}/{timeStatType}")public R valueMulDay(@PathVariable("xColumnName") String xColumnName, @PathVariable("timeStatType") String timeStatType,@RequestParam String yColumnNameMul,HttpServletRequest request) {String[] yColumnNames = yColumnNameMul.split(",");Map<String, Object> params = new HashMap<String, Object>();params.put("xColumn", xColumnName);params.put("timeStatType", timeStatType);List<List<Map<String, Object>>> result2 = new ArrayList<List<Map<String,Object>>>();SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();for(int i=0;i<yColumnNames.length;i++) {params.put("yColumn", yColumnNames[i]);List<Map<String, Object>> result = shujufenxiService.selectTimeStatValue(params, ew);for(Map<String, Object> m : result) {for(String k : m.keySet()) {if(m.get(k) instanceof Date) {m.put(k, sdf.format((Date)m.get(k)));}}}result2.add(result);}return R.ok().put("data", result2);}/*** 分组统计*/@RequestMapping("/group/{columnName}")public R group(@PathVariable("columnName") String columnName,HttpServletRequest request) {Map<String, Object> params = new HashMap<String, Object>();params.put("column", columnName);EntityWrapper<ShujufenxiEntity> ew = new EntityWrapper<ShujufenxiEntity>();List<Map<String, Object>> result = shujufenxiService.selectGroup(params, ew);SimpleDateFormat sdf = new SimpleDateFormat("yyyy-MM-dd");for(Map<String, Object> m : result) {for(String k : m.keySet()) {if(m.get(k) instanceof Date) {m.put(k, sdf.format((Date)m.get(k)));}}}List<Map<String, Object>> result2 = new ArrayList<Map<String,Object>>();for(Map<String, Object> m : result) {List<Tuple2<String, Object>> data = new ArrayList<>();for(String s : m.keySet()) {data.add(new Tuple2<>(s, m.get(s)));}JavaPairRDD<String, Object> originRDD = javaSparkContext.parallelizePairs(data);result2.add(originRDD.collectAsMap());}return R.ok().put("data", result2);}
}

5.2 数据分析管理Service模块 

package com.service;import com.baomidou.mybatisplus.mapper.Wrapper;
import com.baomidou.mybatisplus.service.IService;
import com.utils.PageUtils;
import com.entity.ShujufenxiEntity;
import java.util.List;
import java.util.Map;
import com.entity.vo.ShujufenxiVO;
import org.apache.ibatis.annotations.Param;
import com.entity.view.ShujufenxiView;/*** 数据分析** @author * @email * @date 2023-05-04 17:19:01*/
public interface ShujufenxiService extends IService<ShujufenxiEntity> {PageUtils queryPage(Map<String, Object> params);List<ShujufenxiVO> selectListVO(Wrapper<ShujufenxiEntity> wrapper);ShujufenxiVO selectVO(@Param("ew") Wrapper<ShujufenxiEntity> wrapper);List<ShujufenxiView> selectListView(Wrapper<ShujufenxiEntity> wrapper);ShujufenxiView selectView(@Param("ew") Wrapper<ShujufenxiEntity> wrapper);PageUtils queryPage(Map<String, Object> params,Wrapper<ShujufenxiEntity> wrapper);List<Map<String, Object>> selectValue(Map<String, Object> params,Wrapper<ShujufenxiEntity> wrapper);List<Map<String, Object>> selectTimeStatValue(Map<String, Object> params,Wrapper<ShujufenxiEntity> wrapper);List<Map<String, Object>> selectGroup(Map<String, Object> params,Wrapper<ShujufenxiEntity> wrapper);}

5.3 数据分析管理ServiceImpl模块

package com.service.impl;import org.springframework.stereotype.Service;
import java.util.Map;
import java.util.List;import com.baomidou.mybatisplus.mapper.Wrapper;
import com.baomidou.mybatisplus.mapper.EntityWrapper;
import com.baomidou.mybatisplus.plugins.Page;
import com.baomidou.mybatisplus.service.impl.ServiceImpl;
import com.utils.PageUtils;
import com.utils.Query;import com.dao.ShujufenxiDao;
import com.entity.ShujufenxiEntity;
import com.service.ShujufenxiService;
import com.entity.vo.ShujufenxiVO;
import com.entity.view.ShujufenxiView;@Service("shujufenxiService")
public class ShujufenxiServiceImpl extends ServiceImpl<ShujufenxiDao, ShujufenxiEntity> implements ShujufenxiService {@Overridepublic PageUtils queryPage(Map<String, Object> params) {Page<ShujufenxiEntity> page = this.selectPage(new Query<ShujufenxiEntity>(params).getPage(),new EntityWrapper<ShujufenxiEntity>());return new PageUtils(page);}@Overridepublic PageUtils queryPage(Map<String, Object> params, Wrapper<ShujufenxiEntity> wrapper) {Page<ShujufenxiView> page =new Query<ShujufenxiView>(params).getPage();page.setRecords(baseMapper.selectListView(page,wrapper));PageUtils pageUtil = new PageUtils(page);return pageUtil;}@Overridepublic List<ShujufenxiVO> selectListVO(Wrapper<ShujufenxiEntity> wrapper) {return baseMapper.selectListVO(wrapper);}@Overridepublic ShujufenxiVO selectVO(Wrapper<ShujufenxiEntity> wrapper) {return baseMapper.selectVO(wrapper);}@Overridepublic List<ShujufenxiView> selectListView(Wrapper<ShujufenxiEntity> wrapper) {return baseMapper.selectListView(wrapper);}@Overridepublic ShujufenxiView selectView(Wrapper<ShujufenxiEntity> wrapper) {return baseMapper.selectView(wrapper);}@Overridepublic List<Map<String, Object>> selectValue(Map<String, Object> params, Wrapper<ShujufenxiEntity> wrapper) {return baseMapper.selectValue(params, wrapper);}@Overridepublic List<Map<String, Object>> selectTimeStatValue(Map<String, Object> params, Wrapper<ShujufenxiEntity> wrapper) {return baseMapper.selectTimeStatValue(params, wrapper);}@Overridepublic List<Map<String, Object>> selectGroup(Map<String, Object> params, Wrapper<ShujufenxiEntity> wrapper) {return baseMapper.selectGroup(params, wrapper);}
}

5.4 数据分析管理Dao模块

package com.dao;import com.entity.ShujufenxiEntity;
import com.baomidou.mybatisplus.mapper.BaseMapper;
import java.util.List;
import java.util.Map;
import com.baomidou.mybatisplus.mapper.Wrapper;
import com.baomidou.mybatisplus.plugins.pagination.Pagination;import org.apache.ibatis.annotations.Param;
import com.entity.vo.ShujufenxiVO;
import com.entity.view.ShujufenxiView;/*** 数据分析* * @author * @email * @date 2023-05-04 17:19:01*/
public interface ShujufenxiDao extends BaseMapper<ShujufenxiEntity> {List<ShujufenxiVO> selectListVO(@Param("ew") Wrapper<ShujufenxiEntity> wrapper);ShujufenxiVO selectVO(@Param("ew") Wrapper<ShujufenxiEntity> wrapper);List<ShujufenxiView> selectListView(@Param("ew") Wrapper<ShujufenxiEntity> wrapper);List<ShujufenxiView> selectListView(Pagination page,@Param("ew") Wrapper<ShujufenxiEntity> wrapper);ShujufenxiView selectView(@Param("ew") Wrapper<ShujufenxiEntity> wrapper);List<Map<String, Object>> selectValue(@Param("params") Map<String, Object> params,@Param("ew") Wrapper<ShujufenxiEntity> wrapper);List<Map<String, Object>> selectTimeStatValue(@Param("params") Map<String, Object> params,@Param("ew") Wrapper<ShujufenxiEntity> wrapper);List<Map<String, Object>> selectGroup(@Param("params") Map<String, Object> params,@Param("ew") Wrapper<ShujufenxiEntity> wrapper);}

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