细化用户行为画像，为rfm(用户价值管理)分析添加每个单独提交

src/main/java/com/sztzjy/marketing/config/Constant.java

@@ -23,7 +23,20 @@ public class Constant {
     public static final String YONGHUDENGLUHUOYUEBIAO= "用户登录活跃表";
     public static final String YONGHUXIAOFEINENGLIBIAO= "用户消费能力表";
     public static final String YONGHUXINGWEIBIAO= "用户行为表";
-    public static final String YONGHUPINGLUNBIAO= "用户评论表";
+
+
+    public static final String FILTEROUTSTATIS_ONE= "剔除";
+    public static final String FILTEROUTSTATIS_TWO= "纳入";
+    public static final String FILTEROUTSTATIS_THREE= "4";
+    public static final String FILTEROUTSTATIS_FOUR= "2";
+    public static final String FILTEROUTSTATIS_FIVE= "5000";
+    public static final String FILTEROUTSTATIS_SIX= "3";
+    public static final String FILTEROUTSTATIS_SEVEN= "1000";
+    public static final String FILTEROUTSTATIS_EIGHT= "1";
+    public static final String FILTEROUTSTATIS_NINE= "500";
+
+
+
 
 
 

src/main/java/com/sztzjy/marketing/controller/stu/DownloadDataController.java

@@ -0,0 +1,113 @@
+package com.sztzjy.marketing.controller.stu;
+
+import com.sztzjy.marketing.annotation.AnonymousAccess;
+import com.sztzjy.marketing.util.file.IFileUtil;
+import io.swagger.annotations.Api;
+import io.swagger.annotations.ApiOperation;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.GetMapping;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+import javax.servlet.http.HttpServletResponse;
+
+/**
+ * @author 17803
+ * @date 2024-06-17 10:29
+ */
+
+@Api(tags = "用户画像模型下载数据")
+@RestController
+@RequestMapping("api/downDataByUserPortrait")
+public class DownloadDataController {
+
+
+    @Autowired
+    private IFileUtil iFileUtil;
+
+
+    @AnonymousAccess
+    @ApiOperation("RFM分析方法下载数据")
+    @GetMapping("/analysisByRfmDown")
+    public void analysisByRfmDown(HttpServletResponse response){
+
+        iFileUtil.download(response,"RFM分析方法data.xlsx");
+
+    }
+
+
+    @AnonymousAccess
+    @ApiOperation("帕累托分析方法下载数据")
+    @GetMapping("/analysisByPareto")
+    public void analysisByPareto(HttpServletResponse response){
+
+        iFileUtil.download(response,"帕累托分析方法data.xlsx");
+
+    }
+
+
+
+    @AnonymousAccess
+    @ApiOperation("波士顿矩阵分析图下载数据")
+    @GetMapping("/bostonMatrixAnalysisData")
+    public void bostonMatrixAnalysisData(HttpServletResponse response){
+
+        iFileUtil.download(response,"波士顿矩阵分析图data.xlsx");
+
+    }
+
+
+
+
+    @AnonymousAccess
+    @ApiOperation("漏斗模型分析下载数据")
+    @GetMapping("/analysisByFunnelModel")
+    public void analysisByFunnelModel(HttpServletResponse response){
+
+        iFileUtil.download(response,"漏斗模型分析data.xlsx");
+
+    }
+
+
+    @AnonymousAccess
+    @ApiOperation("购物篮分析下载数据")
+    @GetMapping("/analysisByShopBasket")
+    public void analysisByShopBasket(HttpServletResponse response){
+
+        iFileUtil.download(response,"购物篮分析data.xlsx");
+
+    }
+
+
+    @AnonymousAccess
+    @ApiOperation("复购分析下载数据")
+    @GetMapping("/analysisByRepurchase")
+    public void analysisByRepurchase(HttpServletResponse response){
+
+        iFileUtil.download(response,"复购分析data.xlsx");
+
+    }
+
+    @AnonymousAccess
+    @ApiOperation("留存分析下载数据")
+    @GetMapping("/analysisByRetention")
+    public void analysisByRetention(HttpServletResponse response){
+
+        iFileUtil.download(response,"留存分析data.xlsx");
+
+    }
+
+    @AnonymousAccess
+    @ApiOperation("用户粘性分析下载数据")
+    @GetMapping("/analysisByStickiness")
+    public void analysisByStickiness(HttpServletResponse response){
+
+        iFileUtil.download(response,"用户粘性分析data.xlsx");
+
+    }
+
+
+
+
+
+}

src/main/java/com/sztzjy/marketing/controller/stu/UserBehaviorProfilingAnaController.java

@@ -4,14 +4,11 @@ import com.sztzjy.marketing.annotation.AnonymousAccess;
 import com.sztzjy.marketing.entity.StuMachineLearning;
 import com.sztzjy.marketing.service.UserBehaviorProfilingAnaService;
 import com.sztzjy.marketing.util.ResultEntity;
-import com.sztzjy.marketing.util.file.IFileUtil;
 import io.swagger.annotations.Api;
 import io.swagger.annotations.ApiOperation;
 import org.springframework.beans.factory.annotation.Autowired;
 import org.springframework.web.bind.annotation.*;
 
-import javax.servlet.http.HttpServletResponse;
-
 
 @Api(tags = "用户行为画像分析")
 @RestController
@@ -19,61 +16,35 @@ import javax.servlet.http.HttpServletResponse;
 public class UserBehaviorProfilingAnaController {
 
 
-    @Autowired
-    private IFileUtil iFileUtil;
-
     @Autowired
     private UserBehaviorProfilingAnaService userBehaviorProfilingAnaService;
 
 
-
-    @AnonymousAccess
-    @ApiOperation("RFM分析方法下载数据")
-    @GetMapping("/analysisByRfmDown")
-    public void analysisByRfm(HttpServletResponse response){
-
-        iFileUtil.download(response,"RFM分析方法data.xlsx");
-
-    }
-
-
     @AnonymousAccess
-    @ApiOperation("波士顿矩阵分析图下载数据")
-    @GetMapping("/analysisByRfmDown")
-    public void bostonMatrixAnalysisData(HttpServletResponse response){
-
-        iFileUtil.download(response,"波士顿矩阵分析图Data.xlsx");
-
-    }
-
-    @AnonymousAccess
-    @ApiOperation("用户行为画像分析自动保存")
+    @ApiOperation("用户画像模型根据对应模块名自动保存")
     @PostMapping("/analysisByAutoSave")
-    public ResultEntity analysisByAutoSave(@RequestBody StuMachineLearning stuMachineLearning){
+    public ResultEntity analysisByAutoSave(@RequestBody StuMachineLearning stuMachineLearning) {
 
-      return   userBehaviorProfilingAnaService.analysisByAutoSave(stuMachineLearning);
+        return userBehaviorProfilingAnaService.analysisByAutoSave(stuMachineLearning);
 
     }
 
 
-
-
-    @ApiOperation("查看接口")
+    @ApiOperation("用户画像模型数据根据对应模块名回显")
     @AnonymousAccess
     @GetMapping("/readTrainInfo")
-    public ResultEntity readTrainInfo(String module,String userId){
+    public ResultEntity readTrainInfo(String module, String userId) {
 
-        return  userBehaviorProfilingAnaService.readTrainInfo(module,userId);
+        return userBehaviorProfilingAnaService.readTrainInfo(module, userId);
     }
 
 
-
-    @ApiOperation("重新实训")
+    @ApiOperation("根据对应模块名重新实训")
     @AnonymousAccess
     @GetMapping("/restartByTraining")
-    public ResultEntity restartByTraining(String module,String userId){
+    public ResultEntity restartByTraining(String module, String userId) {
 
-        return  userBehaviorProfilingAnaService.restartByTraining(module,userId);
+        return userBehaviorProfilingAnaService.restartByTraining(module, userId);
     }
 
 

src/main/java/com/sztzjy/marketing/controller/stu/UserBehaviorProfilingByRFM.java

@@ -0,0 +1,53 @@
+package com.sztzjy.marketing.controller.stu;
+
+import com.sztzjy.marketing.annotation.AnonymousAccess;
+import com.sztzjy.marketing.entity.StuMachineLearning;
+import com.sztzjy.marketing.service.UserBehaviorProfilingByRfmService;
+import com.sztzjy.marketing.util.ResultEntity;
+import io.swagger.annotations.Api;
+import io.swagger.annotations.ApiOperation;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.web.bind.annotation.PostMapping;
+import org.springframework.web.bind.annotation.RequestBody;
+import org.springframework.web.bind.annotation.RequestMapping;
+import org.springframework.web.bind.annotation.RestController;
+
+/**
+ * @author 17803
+ * @date 2024-06-17 13:38
+ */
+
+@Api(tags = "用户行为画像分析<rfm(用户价值管理)分析>")
+@RestController
+@RequestMapping("api/userBehaviorByRFM")
+public class UserBehaviorProfilingByRFM {
+
+
+    @Autowired
+    private UserBehaviorProfilingByRfmService userBehaviorProfilingByRFMService;
+
+
+    @AnonymousAccess
+    @ApiOperation("第一步:筛选出统计样本")
+    @PostMapping("/filterOutStatisSample")
+    public ResultEntity filterOutStatisSample(@RequestBody StuMachineLearning stuMachineLearning) {
+
+        return userBehaviorProfilingByRFMService.filterOutStatisSample(stuMachineLearning);
+
+    }
+
+
+
+    @AnonymousAccess
+    @ApiOperation("第二步:计算每个用户的RFM值")
+    @PostMapping("/calculateRfm")
+    public ResultEntity calculateRfm(@RequestBody StuMachineLearning stuMachineLearning) {
+
+        return userBehaviorProfilingByRFMService.calculateRfm(stuMachineLearning);
+
+    }
+
+
+
+
+}

src/main/java/com/sztzjy/marketing/entity/StuMachineLearning.java

@@ -1,5 +1,7 @@
 package com.sztzjy.marketing.entity;
 
+import java.util.Date;
+
 import io.swagger.annotations.ApiModelProperty;
 /**
  * 实验实训根据模块存储
@@ -113,18 +115,72 @@ public class StuMachineLearning {
     @ApiModelProperty("33")
     private String stepNineC;
 
-    @ApiModelProperty("错误次数")
-    private Integer errorNumber;
+    @ApiModelProperty("正确次数")
+    private Integer successNumber;
 
-    @ApiModelProperty("用户ID（-1 未提交     1已提交）")
+    @ApiModelProperty("用户ID")
     private String userId;
 
-    @ApiModelProperty("提交状态")
+    @ApiModelProperty("提交状态（-1 未提交     1已提交）")
     private Integer subState;
 
     @ApiModelProperty("归属模块（小模块）")
     private String module;
 
+    @ApiModelProperty("步骤1提交状态（-1 未提交     1已提交）")
+    private Integer oneSubState;
+
+    @ApiModelProperty("步骤2提交状态（-1 未提交     1已提交）")
+    private Integer twoSubState;
+
+    @ApiModelProperty("步骤3提交状态（-1 未提交     1已提交）")
+    private Integer threeSubState;
+
+    @ApiModelProperty("步骤4提交状态（-1 未提交     1已提交）")
+    private Integer fourSubState;
+
+    @ApiModelProperty("步骤5提交状态（-1 未提交     1已提交）")
+    private Integer fiveSubState;
+
+    @ApiModelProperty("步骤6提交状态（-1 未提交     1已提交）")
+    private Integer sixSubState;
+
+    @ApiModelProperty("步骤7提交状态（-1 未提交     1已提交）")
+    private Integer sevenSubState;
+
+    @ApiModelProperty("创建时间")
+    private Date createTime;
+
+    @ApiModelProperty("更新时间")
+    private Date updateTime;
+
+    @ApiModelProperty("34")
+    private String stepNineD;
+
+    @ApiModelProperty("35")
+    private String stepTenA;
+
+    @ApiModelProperty("36")
+    private String stepTenB;
+
+    @ApiModelProperty("37")
+    private String stepTenC;
+
+    @ApiModelProperty("38")
+    private String stepTenD;
+
+    @ApiModelProperty("39")
+    private String stepElevenA;
+
+    @ApiModelProperty("40")
+    private String stepElevenB;
+
+    @ApiModelProperty("41")
+    private String stepElevenC;
+
+    @ApiModelProperty("错误字段")
+    private String errorField;
+
     public Integer getId() {
         return id;
     }
@@ -405,12 +461,12 @@ public class StuMachineLearning {
         this.stepNineC = stepNineC == null ? null : stepNineC.trim();
     }
 
-    public Integer getErrorNumber() {
-        return errorNumber;
+    public Integer getSuccessNumber() {
+        return successNumber;
     }
 
-    public void setErrorNumber(Integer errorNumber) {
-        this.errorNumber = errorNumber;
+    public void setSuccessNumber(Integer successNumber) {
+        this.successNumber = successNumber;
     }
 
     public String getUserId() {
@@ -436,4 +492,148 @@ public class StuMachineLearning {
     public void setModule(String module) {
         this.module = module == null ? null : module.trim();
     }
+
+    public Integer getOneSubState() {
+        return oneSubState;
+    }
+
+    public void setOneSubState(Integer oneSubState) {
+        this.oneSubState = oneSubState;
+    }
+
+    public Integer getTwoSubState() {
+        return twoSubState;
+    }
+
+    public void setTwoSubState(Integer twoSubState) {
+        this.twoSubState = twoSubState;
+    }
+
+    public Integer getThreeSubState() {
+        return threeSubState;
+    }
+
+    public void setThreeSubState(Integer threeSubState) {
+        this.threeSubState = threeSubState;
+    }
+
+    public Integer getFourSubState() {
+        return fourSubState;
+    }
+
+    public void setFourSubState(Integer fourSubState) {
+        this.fourSubState = fourSubState;
+    }
+
+    public Integer getFiveSubState() {
+        return fiveSubState;
+    }
+
+    public void setFiveSubState(Integer fiveSubState) {
+        this.fiveSubState = fiveSubState;
+    }
+
+    public Integer getSixSubState() {
+        return sixSubState;
+    }
+
+    public void setSixSubState(Integer sixSubState) {
+        this.sixSubState = sixSubState;
+    }
+
+    public Integer getSevenSubState() {
+        return sevenSubState;
+    }
+
+    public void setSevenSubState(Integer sevenSubState) {
+        this.sevenSubState = sevenSubState;
+    }
+
+    public Date getCreateTime() {
+        return createTime;
+    }
+
+    public void setCreateTime(Date createTime) {
+        this.createTime = createTime;
+    }
+
+    public Date getUpdateTime() {
+        return updateTime;
+    }
+
+    public void setUpdateTime(Date updateTime) {
+        this.updateTime = updateTime;
+    }
+
+    public String getStepNineD() {
+        return stepNineD;
+    }
+
+    public void setStepNineD(String stepNineD) {
+        this.stepNineD = stepNineD == null ? null : stepNineD.trim();
+    }
+
+    public String getStepTenA() {
+        return stepTenA;
+    }
+
+    public void setStepTenA(String stepTenA) {
+        this.stepTenA = stepTenA == null ? null : stepTenA.trim();
+    }
+
+    public String getStepTenB() {
+        return stepTenB;
+    }
+
+    public void setStepTenB(String stepTenB) {
+        this.stepTenB = stepTenB == null ? null : stepTenB.trim();
+    }
+
+    public String getStepTenC() {
+        return stepTenC;
+    }
+
+    public void setStepTenC(String stepTenC) {
+        this.stepTenC = stepTenC == null ? null : stepTenC.trim();
+    }
+
+    public String getStepTenD() {
+        return stepTenD;
+    }
+
+    public void setStepTenD(String stepTenD) {
+        this.stepTenD = stepTenD == null ? null : stepTenD.trim();
+    }
+
+    public String getStepElevenA() {
+        return stepElevenA;
+    }
+
+    public void setStepElevenA(String stepElevenA) {
+        this.stepElevenA = stepElevenA == null ? null : stepElevenA.trim();
+    }
+
+    public String getStepElevenB() {
+        return stepElevenB;
+    }
+
+    public void setStepElevenB(String stepElevenB) {
+        this.stepElevenB = stepElevenB == null ? null : stepElevenB.trim();
+    }
+
+    public String getStepElevenC() {
+        return stepElevenC;
+    }
+
+    public void setStepElevenC(String stepElevenC) {
+        this.stepElevenC = stepElevenC == null ? null : stepElevenC.trim();
+    }
+
+    public String getErrorField() {
+        return errorField;
+    }
+
+    public void setErrorField(String errorField) {
+        this.errorField = errorField == null ? null : errorField.trim();
+    }
 }

src/main/java/com/sztzjy/marketing/entity/dto/StuBehaviorProfilingDTO.java

@@ -0,0 +1,22 @@
+package com.sztzjy.marketing.entity.dto;
+
+import lombok.Builder;
+import lombok.Data;
+
+import java.util.Map;
+
+/**
+ * @author 17803
+ * @date 2024-06-17 15:03
+ */
+
+@Data
+@Builder
+public class StuBehaviorProfilingDTO {
+
+
+    private Map<String,String> map;
+
+    private Integer count ;
+
+}

src/main/java/com/sztzjy/marketing/service/UserBehaviorProfilingByRfmService.java

@@ -0,0 +1,26 @@
+package com.sztzjy.marketing.service;
+
+import com.sztzjy.marketing.entity.StuMachineLearning;
+import com.sztzjy.marketing.util.ResultEntity;
+
+/**
+ * @author 17803
+ * @date 2024-06-17 13:47
+ */
+public interface UserBehaviorProfilingByRfmService {
+    /**
+        * 第一步:筛选出统计样本
+        * @param stuMachineLearning
+        * @return
+    */
+
+    ResultEntity filterOutStatisSample(StuMachineLearning stuMachineLearning);
+
+    /**
+        * 计算每个用户的RFM值
+        * @param stuMachineLearning
+        * @return
+    */
+
+    ResultEntity calculateRfm(StuMachineLearning stuMachineLearning);
+}

src/main/java/com/sztzjy/marketing/service/UserBehaviorProfilingByRfmServiceImpl.java

@@ -0,0 +1,292 @@
+package com.sztzjy.marketing.service;
+
+import cn.hutool.core.util.IdUtil;
+import com.alibaba.fastjson.JSON;
+import com.sztzjy.marketing.config.Constant;
+import com.sztzjy.marketing.entity.StuMachineLearning;
+import com.sztzjy.marketing.entity.StuMachineLearningExample;
+import com.sztzjy.marketing.entity.dto.StuBehaviorProfilingDTO;
+import com.sztzjy.marketing.mapper.StuMachineLearningMapper;
+import com.sztzjy.marketing.util.ResultEntity;
+import org.springframework.beans.BeanUtils;
+import org.springframework.beans.factory.annotation.Autowired;
+import org.springframework.http.HttpStatus;
+import org.springframework.stereotype.Service;
+
+import java.util.Arrays;
+import java.util.HashMap;
+import java.util.List;
+import java.util.Map;
+
+/**
+ * @author 17803
+ * @date 2024-06-17 13:47
+ */
+
+@Service
+public class UserBehaviorProfilingByRfmServiceImpl implements UserBehaviorProfilingByRfmService {
+
+    @Autowired
+    private StuMachineLearningMapper machineLearningMapper;
+
+    /**
+     * 第一步:筛选出统计样本
+     *
+     * @param learning
+     * @return
+     */
+
+    @Override
+    public ResultEntity filterOutStatisSample(StuMachineLearning learning) {
+
+        //判断结果是否正确
+        StuBehaviorProfilingDTO behaviorProfilingDTO = checkAnswerByOneSub(learning);
+
+        //查询是否提交，已提交不做任何修改，未提交校验结果并保存，修改对应提交状态
+
+        StuMachineLearningExample machineLearningExample = new StuMachineLearningExample();
+        machineLearningExample.createCriteria().andUserIdEqualTo(learning.getUserId()).andModuleEqualTo(learning.getModule());
+        List<StuMachineLearning> machineLearningList = machineLearningMapper.selectByExample(machineLearningExample);
+
+
+        if (!machineLearningList.isEmpty()) {
+            //有用户数据
+            if (machineLearningList.get(0).getOneSubState() == null) {
+                machineLearningList.get(0).setOneSubState(0);
+            }
+
+            if (machineLearningList.get(0).getOneSubState() == 1) {
+                //二次提交不做任何修改
+                return new ResultEntity<>(HttpStatus.OK, "提交成功！");
+            }
+
+            //已经有数据
+            StuMachineLearning machineLearning = machineLearningList.get(0);
+
+
+            Integer id = machineLearning.getId();
+
+            BeanUtils.copyProperties(learning, machineLearning);
+            machineLearning.setId(id);
+            machineLearning.setSuccessNumber(behaviorProfilingDTO.getCount());
+            machineLearning.setOneSubState(1);
+
+            machineLearning.setErrorField(JSON.toJSONString(behaviorProfilingDTO.getMap()));
+
+            machineLearningMapper.updateByPrimaryKeySelective(machineLearning);
+
+            return new ResultEntity<>(HttpStatus.OK, "提交成功！");
+
+        } else {
+
+            //第一次提交
+            learning.setId((int) IdUtil.getSnowflakeNextId());
+            learning.setSuccessNumber(behaviorProfilingDTO.getCount());
+            learning.setOneSubState(1);
+            learning.setErrorField(JSON.toJSONString(behaviorProfilingDTO.getMap()));
+            machineLearningMapper.insertSelective(learning);
+
+            return new ResultEntity<>(HttpStatus.OK, "提交成功！");
+
+        }
+
+    }
+
+    /**
+        * 计算每个用户的RFM值
+        * @param learning
+        * @return
+    */
+
+    @Override
+    public ResultEntity calculateRfm(StuMachineLearning learning) {
+
+
+        //判断结果是否正确
+        StuBehaviorProfilingDTO behaviorProfilingDTO = checkAnswerByTwoSub(learning);
+
+        //查询是否提交，已提交不做任何修改，未提交校验结果并保存，修改对应提交状态
+
+        StuMachineLearningExample machineLearningExample = new StuMachineLearningExample();
+        machineLearningExample.createCriteria().andUserIdEqualTo(learning.getUserId()).andModuleEqualTo(learning.getModule());
+        List<StuMachineLearning> machineLearningList = machineLearningMapper.selectByExample(machineLearningExample);
+
+
+        if (!machineLearningList.isEmpty()) {
+            //有用户数据
+            if (machineLearningList.get(0).getTwoSubState() == null) {
+                machineLearningList.get(0).setTwoSubState(-1);
+            }
+
+            if (machineLearningList.get(0).getTwoSubState() == 1) {
+                //二次提交不做任何修改
+                return new ResultEntity<>(HttpStatus.OK, "提交成功！");
+            }
+
+            //已经有数据
+            StuMachineLearning machineLearning = machineLearningList.get(0);
+
+
+            Integer id = machineLearning.getId();
+
+            BeanUtils.copyProperties(learning, machineLearning);
+            machineLearning.setId(id);
+            machineLearning.setSuccessNumber(behaviorProfilingDTO.getCount());
+            machineLearning.setTwoSubState(1);
+            machineLearning.setErrorField(JSON.toJSONString(behaviorProfilingDTO.getMap()));
+
+            machineLearningMapper.updateByPrimaryKeySelective(machineLearning);
+
+            return new ResultEntity<>(HttpStatus.OK, "提交成功！");
+
+        } else {
+
+            //第一次提交
+            learning.setId((int) IdUtil.getSnowflakeNextId());
+            learning.setSuccessNumber(behaviorProfilingDTO.getCount());
+            learning.setTwoSubState(1);
+            learning.setErrorField(JSON.toJSONString(behaviorProfilingDTO.getMap()));
+            machineLearningMapper.insertSelective(learning);
+
+            return new ResultEntity<>(HttpStatus.OK, "提交成功！");
+
+        }
+    }
+
+
+
+
+
+
+
+    //第一步:筛选出统计样本结果校验
+
+    private StuBehaviorProfilingDTO checkAnswerByOneSub(StuMachineLearning learning) {
+
+        //用来存储错误字段和正确答案
+        Map<String, String> map = new HashMap<>();
+
+
+        //错误次数
+        int count = 0;
+
+
+        if (!Constant.FILTEROUTSTATIS_ONE.equals(learning.getStepOneA())){
+            count ++;
+            map.put("stepOneA",Constant.FILTEROUTSTATIS_ONE);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_TWO.equals(learning.getStepOneB())){
+            count ++;
+            map.put("stepOneB",Constant.FILTEROUTSTATIS_TWO);
+
+        }
+
+        if (!Constant.FILTEROUTSTATIS_TWO.equals(learning.getStepOneC())){
+            count ++;
+            map.put("stepOneC",Constant.FILTEROUTSTATIS_TWO);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_TWO.equals(learning.getStepOneD())){
+            count ++;
+            map.put("stepOneD",Constant.FILTEROUTSTATIS_TWO);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_TWO.equals(learning.getStepTwoA())){
+            count ++;
+            map.put("stepTwoA",Constant.FILTEROUTSTATIS_TWO);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_TWO.equals(learning.getStepTwoB())){
+            count ++;
+            map.put("stepTwoB",Constant.FILTEROUTSTATIS_TWO);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_TWO.equals(learning.getStepTwoC())){
+            count ++;
+            map.put("stepTwoC",Constant.FILTEROUTSTATIS_TWO);
+        }
+
+        Integer number = 7 - count;
+
+
+        StuBehaviorProfilingDTO stuBehaviorProfilingDTO = StuBehaviorProfilingDTO.builder().map(map).count(number).build();
+
+        return stuBehaviorProfilingDTO;
+
+
+    }
+
+    private StuBehaviorProfilingDTO  checkAnswerByTwoSub(StuMachineLearning learning){
+        //用来存储错误字段和正确答案
+        // 使用 fastjson 将 JSON 字符串转换回 Map
+        Map<String, String> map = JSON.parseObject(learning.getErrorField(), HashMap.class);
+
+
+        //错误次数
+        int count = 0;
+
+
+        if (!Constant.FILTEROUTSTATIS_THREE.equals(learning.getStepThreeA())){
+            count ++;
+
+            map.put("stepThreeA",Constant.FILTEROUTSTATIS_THREE);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_FOUR.equals(learning.getStepThreeB())){
+            count ++;
+            map.put("stepThreeB",Constant.FILTEROUTSTATIS_FOUR);
+
+        }
+
+        if (!Constant.FILTEROUTSTATIS_FIVE.equals(learning.getStepThreeC())){
+            count ++;
+            map.put("stepThreeC",Constant.FILTEROUTSTATIS_FIVE);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_FOUR.equals(learning.getStepThreeD())){
+            count ++;
+            map.put("stepThreeD",Constant.FILTEROUTSTATIS_FOUR);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_SIX.equals(learning.getStepFourA())){
+            count ++;
+            map.put("stepFourA",Constant.FILTEROUTSTATIS_SIX);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_SEVEN.equals(learning.getStepFourB())){
+            count ++;
+            map.put("stepFourB",Constant.FILTEROUTSTATIS_SEVEN);
+        }
+
+        if (!Constant.FILTEROUTSTATIS_EIGHT.equals(learning.getStepFourC())){
+            count ++;
+            map.put("stepFourC",Constant.FILTEROUTSTATIS_EIGHT);
+        }
+        if (!Constant.FILTEROUTSTATIS_EIGHT.equals(learning.getStepFourD())){
+            count ++;
+            map.put("stepFourD",Constant.FILTEROUTSTATIS_EIGHT);
+        }
+        if (!Constant.FILTEROUTSTATIS_NINE.equals(learning.getStepFiveA())){
+            count ++;
+            map.put("stepFiveA",Constant.FILTEROUTSTATIS_NINE);
+        }
+
+
+        Integer number = 9 - count;
+
+        //获取上一次得分
+
+       Integer sum =  learning.getSuccessNumber() + number;
+
+
+        //拼接上一次错误字段
+        learning.getErrorField();
+
+
+        StuBehaviorProfilingDTO stuBehaviorProfilingDTO = StuBehaviorProfilingDTO.builder().map(map).count(sum).build();
+
+        return stuBehaviorProfilingDTO;
+
+    }
+}

src/main/java/com/sztzjy/marketing/service/impl/UserBehaviorProfilingAnaServiceImpl.java

@@ -84,6 +84,7 @@ public class UserBehaviorProfilingAnaServiceImpl implements UserBehaviorProfilin
         StuMachineLearningExample machineLearningExample = new StuMachineLearningExample();
         machineLearningExample.createCriteria().andUserIdEqualTo(userId).andModuleEqualTo(module);
         List<StuMachineLearning> machineLearningList = machineLearningMapper.selectByExample(machineLearningExample);
+        //查询是否有数据
         if (machineLearningList.isEmpty())
         {
             return new ResultEntity<>(HttpStatus.OK);
@@ -103,6 +104,8 @@ public class UserBehaviorProfilingAnaServiceImpl implements UserBehaviorProfilin
 
     @Override
     public ResultEntity restartByTraining(String module, String userId) {
+
+        //删除做题记录  第二次成绩是否有效？
         StuMachineLearningExample machineLearningExample = new StuMachineLearningExample();
         machineLearningExample.createCriteria().andUserIdEqualTo(userId).andModuleEqualTo(module);
         machineLearningMapper.deleteByExample(machineLearningExample);

src/main/resources/mappers/StuMachineLearningMapper.xml

@@ -37,10 +37,28 @@
     <result column="step_nine_a" jdbcType="VARCHAR" property="stepNineA" />
     <result column="step_nine_b" jdbcType="VARCHAR" property="stepNineB" />
     <result column="step_nine_c" jdbcType="VARCHAR" property="stepNineC" />
-    <result column="error_number" jdbcType="INTEGER" property="errorNumber" />
+    <result column="success_number" jdbcType="INTEGER" property="successNumber" />
     <result column="user_id" jdbcType="VARCHAR" property="userId" />
     <result column="sub_state" jdbcType="INTEGER" property="subState" />
     <result column="module" jdbcType="VARCHAR" property="module" />
+    <result column="one_sub_state" jdbcType="INTEGER" property="oneSubState" />
+    <result column="two_sub_state" jdbcType="INTEGER" property="twoSubState" />
+    <result column="three_sub_state" jdbcType="INTEGER" property="threeSubState" />
+    <result column="four_sub_state" jdbcType="INTEGER" property="fourSubState" />
+    <result column="five_sub_state" jdbcType="INTEGER" property="fiveSubState" />
+    <result column="six_sub_state" jdbcType="INTEGER" property="sixSubState" />
+    <result column="seven_sub_state" jdbcType="INTEGER" property="sevenSubState" />
+    <result column="create_time" jdbcType="TIMESTAMP" property="createTime" />
+    <result column="update_time" jdbcType="TIMESTAMP" property="updateTime" />
+    <result column="step_nine_d" jdbcType="VARCHAR" property="stepNineD" />
+    <result column="step_ten_a" jdbcType="VARCHAR" property="stepTenA" />
+    <result column="step_ten_b" jdbcType="VARCHAR" property="stepTenB" />
+    <result column="step_ten_c" jdbcType="VARCHAR" property="stepTenC" />
+    <result column="step_ten_d" jdbcType="VARCHAR" property="stepTenD" />
+    <result column="step_eleven_a" jdbcType="VARCHAR" property="stepElevenA" />
+    <result column="step_eleven_b" jdbcType="VARCHAR" property="stepElevenB" />
+    <result column="step_eleven_c" jdbcType="VARCHAR" property="stepElevenC" />
+    <result column="error_field" jdbcType="VARCHAR" property="errorField" />
   </resultMap>
   <sql id="Example_Where_Clause">
     <where>
@@ -106,7 +124,10 @@
     step_four_c, step_four_d, step_five_a, step_five_b, step_five_c, step_five_d, step_six_a, 
     step_six_b, step_six_c, step_six_d, step_seven_a, step_seven_b, step_seven_c, step_seven_d, 
     step_eight_a, step_eight_b, step_eight_c, step_eight_d, step_nine_a, step_nine_b, 
-    step_nine_c, error_number, user_id, sub_state, module
+    step_nine_c, success_number, user_id, sub_state, module, one_sub_state, two_sub_state, 
+    three_sub_state, four_sub_state, five_sub_state, six_sub_state, seven_sub_state, 
+    create_time, update_time, step_nine_d, step_ten_a, step_ten_b, step_ten_c, step_ten_d, 
+    step_eleven_a, step_eleven_b, step_eleven_c, error_field
   </sql>
   <select id="selectByExample" parameterType="com.sztzjy.marketing.entity.StuMachineLearningExample" resultMap="BaseResultMap">
     select
@@ -150,8 +171,14 @@
       step_seven_a, step_seven_b, step_seven_c, 
       step_seven_d, step_eight_a, step_eight_b, 
       step_eight_c, step_eight_d, step_nine_a, 
-      step_nine_b, step_nine_c, error_number, 
-      user_id, sub_state, module
+      step_nine_b, step_nine_c, success_number, 
+      user_id, sub_state, module, 
+      one_sub_state, two_sub_state, three_sub_state, 
+      four_sub_state, five_sub_state, six_sub_state, 
+      seven_sub_state, create_time, update_time, 
+      step_nine_d, step_ten_a, step_ten_b, 
+      step_ten_c, step_ten_d, step_eleven_a, 
+      step_eleven_b, step_eleven_c, error_field
       )
     values (#{id,jdbcType=INTEGER}, #{stepOneA,jdbcType=VARCHAR}, #{stepOneB,jdbcType=VARCHAR}, 
       #{stepOneC,jdbcType=VARCHAR}, #{stepOneD,jdbcType=VARCHAR}, #{stepTwoA,jdbcType=VARCHAR}, 
@@ -164,8 +191,14 @@
       #{stepSevenA,jdbcType=VARCHAR}, #{stepSevenB,jdbcType=VARCHAR}, #{stepSevenC,jdbcType=VARCHAR}, 
       #{stepSevenD,jdbcType=VARCHAR}, #{stepEightA,jdbcType=VARCHAR}, #{stepEightB,jdbcType=VARCHAR}, 
       #{stepEightC,jdbcType=VARCHAR}, #{stepEightD,jdbcType=VARCHAR}, #{stepNineA,jdbcType=VARCHAR}, 
-      #{stepNineB,jdbcType=VARCHAR}, #{stepNineC,jdbcType=VARCHAR}, #{errorNumber,jdbcType=INTEGER}, 
-      #{userId,jdbcType=VARCHAR}, #{subState,jdbcType=INTEGER}, #{module,jdbcType=VARCHAR}
+      #{stepNineB,jdbcType=VARCHAR}, #{stepNineC,jdbcType=VARCHAR}, #{successNumber,jdbcType=INTEGER}, 
+      #{userId,jdbcType=VARCHAR}, #{subState,jdbcType=INTEGER}, #{module,jdbcType=VARCHAR}, 
+      #{oneSubState,jdbcType=INTEGER}, #{twoSubState,jdbcType=INTEGER}, #{threeSubState,jdbcType=INTEGER}, 
+      #{fourSubState,jdbcType=INTEGER}, #{fiveSubState,jdbcType=INTEGER}, #{sixSubState,jdbcType=INTEGER}, 
+      #{sevenSubState,jdbcType=INTEGER}, #{createTime,jdbcType=TIMESTAMP}, #{updateTime,jdbcType=TIMESTAMP}, 
+      #{stepNineD,jdbcType=VARCHAR}, #{stepTenA,jdbcType=VARCHAR}, #{stepTenB,jdbcType=VARCHAR}, 
+      #{stepTenC,jdbcType=VARCHAR}, #{stepTenD,jdbcType=VARCHAR}, #{stepElevenA,jdbcType=VARCHAR}, 
+      #{stepElevenB,jdbcType=VARCHAR}, #{stepElevenC,jdbcType=VARCHAR}, #{errorField,jdbcType=VARCHAR}
       )
   </insert>
   <insert id="insertSelective" parameterType="com.sztzjy.marketing.entity.StuMachineLearning">
@@ -276,8 +309,8 @@
       <if test="stepNineC != null">
         step_nine_c,
       </if>
-      <if test="errorNumber != null">
-        error_number,
+      <if test="successNumber != null">
+        success_number,
       </if>
       <if test="userId != null">
         user_id,
@@ -288,6 +321,60 @@
       <if test="module != null">
         module,
       </if>
+      <if test="oneSubState != null">
+        one_sub_state,
+      </if>
+      <if test="twoSubState != null">
+        two_sub_state,
+      </if>
+      <if test="threeSubState != null">
+        three_sub_state,
+      </if>
+      <if test="fourSubState != null">
+        four_sub_state,
+      </if>
+      <if test="fiveSubState != null">
+        five_sub_state,
+      </if>
+      <if test="sixSubState != null">
+        six_sub_state,
+      </if>
+      <if test="sevenSubState != null">
+        seven_sub_state,
+      </if>
+      <if test="createTime != null">
+        create_time,
+      </if>
+      <if test="updateTime != null">
+        update_time,
+      </if>
+      <if test="stepNineD != null">
+        step_nine_d,
+      </if>
+      <if test="stepTenA != null">
+        step_ten_a,
+      </if>
+      <if test="stepTenB != null">
+        step_ten_b,
+      </if>
+      <if test="stepTenC != null">
+        step_ten_c,
+      </if>
+      <if test="stepTenD != null">
+        step_ten_d,
+      </if>
+      <if test="stepElevenA != null">
+        step_eleven_a,
+      </if>
+      <if test="stepElevenB != null">
+        step_eleven_b,
+      </if>
+      <if test="stepElevenC != null">
+        step_eleven_c,
+      </if>
+      <if test="errorField != null">
+        error_field,
+      </if>
     </trim>
     <trim prefix="values (" suffix=")" suffixOverrides=",">
       <if test="id != null">
@@ -395,8 +482,8 @@
       <if test="stepNineC != null">
         #{stepNineC,jdbcType=VARCHAR},
       </if>
-      <if test="errorNumber != null">
-        #{errorNumber,jdbcType=INTEGER},
+      <if test="successNumber != null">
+        #{successNumber,jdbcType=INTEGER},
       </if>
       <if test="userId != null">
         #{userId,jdbcType=VARCHAR},
@@ -407,6 +494,60 @@
       <if test="module != null">
         #{module,jdbcType=VARCHAR},
       </if>
+      <if test="oneSubState != null">
+        #{oneSubState,jdbcType=INTEGER},
+      </if>
+      <if test="twoSubState != null">
+        #{twoSubState,jdbcType=INTEGER},
+      </if>
+      <if test="threeSubState != null">
+        #{threeSubState,jdbcType=INTEGER},
+      </if>
+      <if test="fourSubState != null">
+        #{fourSubState,jdbcType=INTEGER},
+      </if>
+      <if test="fiveSubState != null">
+        #{fiveSubState,jdbcType=INTEGER},
+      </if>
+      <if test="sixSubState != null">
+        #{sixSubState,jdbcType=INTEGER},
+      </if>
+      <if test="sevenSubState != null">
+        #{sevenSubState,jdbcType=INTEGER},
+      </if>
+      <if test="createTime != null">
+        #{createTime,jdbcType=TIMESTAMP},
+      </if>
+      <if test="updateTime != null">
+        #{updateTime,jdbcType=TIMESTAMP},
+      </if>
+      <if test="stepNineD != null">
+        #{stepNineD,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenA != null">
+        #{stepTenA,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenB != null">
+        #{stepTenB,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenC != null">
+        #{stepTenC,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenD != null">
+        #{stepTenD,jdbcType=VARCHAR},
+      </if>
+      <if test="stepElevenA != null">
+        #{stepElevenA,jdbcType=VARCHAR},
+      </if>
+      <if test="stepElevenB != null">
+        #{stepElevenB,jdbcType=VARCHAR},
+      </if>
+      <if test="stepElevenC != null">
+        #{stepElevenC,jdbcType=VARCHAR},
+      </if>
+      <if test="errorField != null">
+        #{errorField,jdbcType=VARCHAR},
+      </if>
     </trim>
   </insert>
   <select id="countByExample" parameterType="com.sztzjy.marketing.entity.StuMachineLearningExample" resultType="java.lang.Long">
@@ -523,8 +664,8 @@
       <if test="record.stepNineC != null">
         step_nine_c = #{record.stepNineC,jdbcType=VARCHAR},
       </if>
-      <if test="record.errorNumber != null">
-        error_number = #{record.errorNumber,jdbcType=INTEGER},
+      <if test="record.successNumber != null">
+        success_number = #{record.successNumber,jdbcType=INTEGER},
       </if>
       <if test="record.userId != null">
         user_id = #{record.userId,jdbcType=VARCHAR},
@@ -535,6 +676,60 @@
       <if test="record.module != null">
         module = #{record.module,jdbcType=VARCHAR},
       </if>
+      <if test="record.oneSubState != null">
+        one_sub_state = #{record.oneSubState,jdbcType=INTEGER},
+      </if>
+      <if test="record.twoSubState != null">
+        two_sub_state = #{record.twoSubState,jdbcType=INTEGER},
+      </if>
+      <if test="record.threeSubState != null">
+        three_sub_state = #{record.threeSubState,jdbcType=INTEGER},
+      </if>
+      <if test="record.fourSubState != null">
+        four_sub_state = #{record.fourSubState,jdbcType=INTEGER},
+      </if>
+      <if test="record.fiveSubState != null">
+        five_sub_state = #{record.fiveSubState,jdbcType=INTEGER},
+      </if>
+      <if test="record.sixSubState != null">
+        six_sub_state = #{record.sixSubState,jdbcType=INTEGER},
+      </if>
+      <if test="record.sevenSubState != null">
+        seven_sub_state = #{record.sevenSubState,jdbcType=INTEGER},
+      </if>
+      <if test="record.createTime != null">
+        create_time = #{record.createTime,jdbcType=TIMESTAMP},
+      </if>
+      <if test="record.updateTime != null">
+        update_time = #{record.updateTime,jdbcType=TIMESTAMP},
+      </if>
+      <if test="record.stepNineD != null">
+        step_nine_d = #{record.stepNineD,jdbcType=VARCHAR},
+      </if>
+      <if test="record.stepTenA != null">
+        step_ten_a = #{record.stepTenA,jdbcType=VARCHAR},
+      </if>
+      <if test="record.stepTenB != null">
+        step_ten_b = #{record.stepTenB,jdbcType=VARCHAR},
+      </if>
+      <if test="record.stepTenC != null">
+        step_ten_c = #{record.stepTenC,jdbcType=VARCHAR},
+      </if>
+      <if test="record.stepTenD != null">
+        step_ten_d = #{record.stepTenD,jdbcType=VARCHAR},
+      </if>
+      <if test="record.stepElevenA != null">
+        step_eleven_a = #{record.stepElevenA,jdbcType=VARCHAR},
+      </if>
+      <if test="record.stepElevenB != null">
+        step_eleven_b = #{record.stepElevenB,jdbcType=VARCHAR},
+      </if>
+      <if test="record.stepElevenC != null">
+        step_eleven_c = #{record.stepElevenC,jdbcType=VARCHAR},
+      </if>
+      <if test="record.errorField != null">
+        error_field = #{record.errorField,jdbcType=VARCHAR},
+      </if>
     </set>
     <if test="_parameter != null">
       <include refid="Update_By_Example_Where_Clause" />
@@ -577,10 +772,28 @@
       step_nine_a = #{record.stepNineA,jdbcType=VARCHAR},
       step_nine_b = #{record.stepNineB,jdbcType=VARCHAR},
       step_nine_c = #{record.stepNineC,jdbcType=VARCHAR},
-      error_number = #{record.errorNumber,jdbcType=INTEGER},
+      success_number = #{record.successNumber,jdbcType=INTEGER},
       user_id = #{record.userId,jdbcType=VARCHAR},
       sub_state = #{record.subState,jdbcType=INTEGER},
-      module = #{record.module,jdbcType=VARCHAR}
+      module = #{record.module,jdbcType=VARCHAR},
+      one_sub_state = #{record.oneSubState,jdbcType=INTEGER},
+      two_sub_state = #{record.twoSubState,jdbcType=INTEGER},
+      three_sub_state = #{record.threeSubState,jdbcType=INTEGER},
+      four_sub_state = #{record.fourSubState,jdbcType=INTEGER},
+      five_sub_state = #{record.fiveSubState,jdbcType=INTEGER},
+      six_sub_state = #{record.sixSubState,jdbcType=INTEGER},
+      seven_sub_state = #{record.sevenSubState,jdbcType=INTEGER},
+      create_time = #{record.createTime,jdbcType=TIMESTAMP},
+      update_time = #{record.updateTime,jdbcType=TIMESTAMP},
+      step_nine_d = #{record.stepNineD,jdbcType=VARCHAR},
+      step_ten_a = #{record.stepTenA,jdbcType=VARCHAR},
+      step_ten_b = #{record.stepTenB,jdbcType=VARCHAR},
+      step_ten_c = #{record.stepTenC,jdbcType=VARCHAR},
+      step_ten_d = #{record.stepTenD,jdbcType=VARCHAR},
+      step_eleven_a = #{record.stepElevenA,jdbcType=VARCHAR},
+      step_eleven_b = #{record.stepElevenB,jdbcType=VARCHAR},
+      step_eleven_c = #{record.stepElevenC,jdbcType=VARCHAR},
+      error_field = #{record.errorField,jdbcType=VARCHAR}
     <if test="_parameter != null">
       <include refid="Update_By_Example_Where_Clause" />
     </if>
@@ -690,8 +903,8 @@
       <if test="stepNineC != null">
         step_nine_c = #{stepNineC,jdbcType=VARCHAR},
       </if>
-      <if test="errorNumber != null">
-        error_number = #{errorNumber,jdbcType=INTEGER},
+      <if test="successNumber != null">
+        success_number = #{successNumber,jdbcType=INTEGER},
       </if>
       <if test="userId != null">
         user_id = #{userId,jdbcType=VARCHAR},
@@ -702,6 +915,60 @@
       <if test="module != null">
         module = #{module,jdbcType=VARCHAR},
       </if>
+      <if test="oneSubState != null">
+        one_sub_state = #{oneSubState,jdbcType=INTEGER},
+      </if>
+      <if test="twoSubState != null">
+        two_sub_state = #{twoSubState,jdbcType=INTEGER},
+      </if>
+      <if test="threeSubState != null">
+        three_sub_state = #{threeSubState,jdbcType=INTEGER},
+      </if>
+      <if test="fourSubState != null">
+        four_sub_state = #{fourSubState,jdbcType=INTEGER},
+      </if>
+      <if test="fiveSubState != null">
+        five_sub_state = #{fiveSubState,jdbcType=INTEGER},
+      </if>
+      <if test="sixSubState != null">
+        six_sub_state = #{sixSubState,jdbcType=INTEGER},
+      </if>
+      <if test="sevenSubState != null">
+        seven_sub_state = #{sevenSubState,jdbcType=INTEGER},
+      </if>
+      <if test="createTime != null">
+        create_time = #{createTime,jdbcType=TIMESTAMP},
+      </if>
+      <if test="updateTime != null">
+        update_time = #{updateTime,jdbcType=TIMESTAMP},
+      </if>
+      <if test="stepNineD != null">
+        step_nine_d = #{stepNineD,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenA != null">
+        step_ten_a = #{stepTenA,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenB != null">
+        step_ten_b = #{stepTenB,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenC != null">
+        step_ten_c = #{stepTenC,jdbcType=VARCHAR},
+      </if>
+      <if test="stepTenD != null">
+        step_ten_d = #{stepTenD,jdbcType=VARCHAR},
+      </if>
+      <if test="stepElevenA != null">
+        step_eleven_a = #{stepElevenA,jdbcType=VARCHAR},
+      </if>
+      <if test="stepElevenB != null">
+        step_eleven_b = #{stepElevenB,jdbcType=VARCHAR},
+      </if>
+      <if test="stepElevenC != null">
+        step_eleven_c = #{stepElevenC,jdbcType=VARCHAR},
+      </if>
+      <if test="errorField != null">
+        error_field = #{errorField,jdbcType=VARCHAR},
+      </if>
     </set>
     where id = #{id,jdbcType=INTEGER}
   </update>
@@ -741,10 +1008,28 @@
       step_nine_a = #{stepNineA,jdbcType=VARCHAR},
       step_nine_b = #{stepNineB,jdbcType=VARCHAR},
       step_nine_c = #{stepNineC,jdbcType=VARCHAR},
-      error_number = #{errorNumber,jdbcType=INTEGER},
+      success_number = #{successNumber,jdbcType=INTEGER},
       user_id = #{userId,jdbcType=VARCHAR},
       sub_state = #{subState,jdbcType=INTEGER},
-      module = #{module,jdbcType=VARCHAR}
+      module = #{module,jdbcType=VARCHAR},
+      one_sub_state = #{oneSubState,jdbcType=INTEGER},
+      two_sub_state = #{twoSubState,jdbcType=INTEGER},
+      three_sub_state = #{threeSubState,jdbcType=INTEGER},
+      four_sub_state = #{fourSubState,jdbcType=INTEGER},
+      five_sub_state = #{fiveSubState,jdbcType=INTEGER},
+      six_sub_state = #{sixSubState,jdbcType=INTEGER},
+      seven_sub_state = #{sevenSubState,jdbcType=INTEGER},
+      create_time = #{createTime,jdbcType=TIMESTAMP},
+      update_time = #{updateTime,jdbcType=TIMESTAMP},
+      step_nine_d = #{stepNineD,jdbcType=VARCHAR},
+      step_ten_a = #{stepTenA,jdbcType=VARCHAR},
+      step_ten_b = #{stepTenB,jdbcType=VARCHAR},
+      step_ten_c = #{stepTenC,jdbcType=VARCHAR},
+      step_ten_d = #{stepTenD,jdbcType=VARCHAR},
+      step_eleven_a = #{stepElevenA,jdbcType=VARCHAR},
+      step_eleven_b = #{stepElevenB,jdbcType=VARCHAR},
+      step_eleven_c = #{stepElevenC,jdbcType=VARCHAR},
+      error_field = #{errorField,jdbcType=VARCHAR}
     where id = #{id,jdbcType=INTEGER}
   </update>
 </mapper>