【实时数仓】省份交易额统计接口、新老访客对比接口、访客分时统计接口

一 省份交易额统计接口

1 Sugar配置

(1)图表配置

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(2)接口地址

https://m23o108551.zicp.fun/api/sugar/province?date=20221215

(3)数据格式

{
    
    
  "status": 0,
  "data": {
    
    
    "mapData": [
      {
    
    
        "name": "北京",
        "value": 9350,
      },
      {
    
    
        "name": "天津",
        "value": 9317,
      }
    ],
    "valueName": "交易额",
  }
}

(4)执行SQL

province_stats_2022表结构:
在这里插入图片描述

select province_id,province_name,sum(order_amount) order_amount from province_stats_2022 where toYYYYMMDD(stt)=20221215 group by province_id,province_name;

2 数据接口实现

(1)创建地区交易额统计实体类ProvinceStats

package com.hzy.gmall.publisher.beans;
/**
 * Desc: 地区交易额统计实体类
 */
@AllArgsConstructor
@Data
@NoArgsConstructor
public class ProvinceStats {
    
    
    private String stt;
    private String edt;
    private String province_id;
    private String province_name;
    private BigDecimal order_amount;
    private String ts;
}

(2)Mapper层:创建ProvinceStatsMapper接口

package com.hzy.gmall.publisher.mapper;
/**
 * 地区统计Mapper
 */
public interface ProvinceStatsMapper {
    
    
    @Select("select province_id,province_name,sum(order_amount) order_amount " +
            "from province_stats_2022 " +
            "where toYYYYMMDD(stt)=#{date} " +
            "group by province_id,province_name;")
    List<ProvinceStatsMapper> selectProvinceStats(Integer date);
}

(3)Service层:创建ProvinceStatsService接口

package com.hzy.gmall.publisher.service;
/**
 *地区统计service接口
 */
public interface ProvinceStatsService {
    
    
    List<ProvinceStats> getProvinceStats(Integer date);
}

(4)Service层:创建ProvinceStatsServiceImpl实现类

package com.hzy.gmall.publisher.service.impl;
/**
 * 地区统计service实现类
 */
@Service
public class ProvinceStatsServiceImpl implements ProvinceStatsService {
    
    

    @Autowired
    private ProvinceStatsMapper provinceStatsMapper;
    @Override
    public List<ProvinceStats> getProvinceStats(Integer date) {
    
    
        return provinceStatsMapper.selectProvinceStats(date);
    }
}

(5)Controller层:在SugarController中增加方法

@Autowired
private ProvinceStatsService provinceStatsService;

@RequestMapping("/province")
public String getProvinnceStats(@RequestParam(value = "date",defaultValue = "0") Integer date){
    if (date == 0) {
        date = now();
    }

    List<ProvinceStats> provinceStatsList = provinceStatsService.getProvinceStats(date);

    StringBuilder jsonBuilder = new StringBuilder("{\"status\": 0,\"data\": {\"mapData\": [");

    for (int i = 0; i < provinceStatsList.size(); i++) {
        ProvinceStats provinceStats = provinceStatsList.get(i);
        jsonBuilder.append("{\"name\": \""+provinceStats.getProvince_name()+"\",\"value\": "+provinceStats.getOrder_amount()+"}");

        if (i < provinceStatsList.size() - 1 ){
            jsonBuilder.append(",");
        }
    }

    jsonBuilder.append("],\"valueName\": \"交易额\"}}");

    return jsonBuilder.toString();
}

(6)测试

$API_HOST/api/sugar/province?date=20221215

在这里插入图片描述
在这里插入图片描述

二 新老访客对比接口

1 Sugar配置

(1)图表配置

在这里插入图片描述
在这里插入图片描述

(2)接口地址

https://m23o108551.zicp.fun/api/sugar/visitor?date=20221213

(3)数据格式

{
    
    
  "status": 0,
  "data": {
    
    
    "columns": [
      {
    
    
        "name": "类别",
        "id": "type"
      },
      {
    
    
        "name": "新用户",
        "id": "new"
      },
      {
    
    
        "name": "老用户",
        "id": "old"
      }
    ],
    "rows": [
      {
    
    
        "type": "用户数(人)",
        "new": 200,
        "old": 500
      },
      {
    
    
        "type": "总访问页面(次)",
        "new": 200,
        "old": 500
      },
      {
    
    
        "type": "跳出率(%)",
        "new": 200,
        "old": 500
      },
      {
    
    
        "type": "平均在线时长(秒)",
        "new": 200,
        "old": 500
      },
      {
    
    
        "type": "平均访问页面数(次)",
        "new": 200,
        "old": 500
      }
    ]
  }
}

(4)执行SQL

visitor_stats_2022表结构:

在这里插入图片描述

select is_new,sum(uv_ct) uv_ct,sum(pv_ct) pv_ct,sum(sv_ct) sv_ct,sum(uj_ct) uj_ct,sum(dur_sum) dur_sum from visitor_stats_2022 where toYYYYMMDD(stt)=20221213 group by is_new;

2 数据接口实现

(1)创建访问流量统计实体类VisitorStats

package com.hzy.gmall.publisher.beans;
/**
 * Desc: 访客流量统计实体类
 */
@Data
@AllArgsConstructor
@NoArgsConstructor
public class VisitorStats {
    
    

    private String stt;
    private String edt;
    private String vc;
    private String ch;
    private String ar;
    private String is_new;
    private Long uv_ct = 0L;
    private Long pv_ct = 0L;
    private Long sv_ct = 0L;
    private Long uj_ct = 0L;
    private Long dur_sum = 0L;
    private Long new_uv = 0L;
    private Long ts;
    private int hr;

    //计算跳出率  = 跳出次数*100/访问次数
    public BigDecimal getUjRate() {
    
    
        if (sv_ct != 0L) {
    
    
            return BigDecimal.valueOf(uj_ct)
                    .multiply(BigDecimal.valueOf(100))
                    .divide(BigDecimal.valueOf(sv_ct), 2, RoundingMode.HALF_UP);
        } else {
    
    
            return BigDecimal.ZERO;
        }
    }

    //计算每次访问停留时间(秒)  = 当日总停留时间(毫秒)/当日访问次数/1000
    public BigDecimal getDurPerSv() {
    
    
        if (sv_ct != 0L) {
    
    
            return BigDecimal.valueOf(dur_sum)
                    .divide(BigDecimal.valueOf(sv_ct), 0, RoundingMode.HALF_UP)
                    .divide(BigDecimal.valueOf(1000), 1, RoundingMode.HALF_UP);
        } else {
    
    
            return BigDecimal.ZERO;
        }
    }

    //计算每次访问停留页面数 = 当日总访问页面数/当日访问次数
    public BigDecimal getPvPerSv() {
    
    
        if (sv_ct != 0L) {
    
    
            return BigDecimal.valueOf(pv_ct)
                    .divide(BigDecimal.valueOf(sv_ct), 2, RoundingMode.HALF_UP);
        } else {
    
    
            return BigDecimal.ZERO;
        }
    }
}

(2)Mapper层:创建VisitorStatsMapper

package com.hzy.gmall.publisher.mapper;

public interface VisitorStatsMapper {
    
    
    @Select("select is_new,sum(uv_ct) uv_ct,sum(pv_ct) pv_ct,sum(sv_ct) sv_ct," +
            "sum(uj_ct) uj_ct,sum(dur_sum) dur_sum " +
            "from visitor_stats_2022 " +
            "where toYYYYMMDD(stt)=#{date} " +
            "group by is_new")
    List<VisitorStats> selectVisitorStats(Integer date);
}

(3)Service层:创建VisitorStatsService接口

package com.hzy.gmall.publisher.service;

public interface VisitorStatsService {
    
    
    List<VisitorStats> getVisitorStats(Integer date);
}

(4)Service层:创建VisitorStatsServiceImpl实现类

package com.hzy.gmall.publisher.service.impl;

@Service
public class VisitorStatsServiceImpl implements VisitorStatsService {
    
    
    @Autowired
    private VisitorStatsMapper visitorStatsMapper;
    @Override
    public List<VisitorStats> getVisitorStats(Integer date) {
    
    
        return visitorStatsMapper.selectVisitorStats(date);
    }
}

(5)Controller层:在SugarController中增加方法

@Autowired
private VisitorStatsService visitorStatsService;

@RequestMapping("visitor")
public String getVisitorStats(@RequestParam(value = "date",defaultValue = "0") Integer date){
    if (date == 0){
        date = now();
    }
    List<VisitorStats> visitorStatsList = visitorStatsService.getVisitorStats(date);
    VisitorStats newVisitorStats = new VisitorStats();
    VisitorStats oldVisitorStats = new VisitorStats();
    for (VisitorStats visitorStats : visitorStatsList) {
        if ("1".equals(visitorStats.getIs_new())){
            // 新访客
            newVisitorStats = visitorStats;
        }else{
            // 老访客
            oldVisitorStats = visitorStats;
        }
    }
    String json = "{\"status\": 0,\"data\": {\"columns\": [" +
            "      {\"name\": \"类别\",\"id\": \"type\"}," +
            "      {\"name\": \"新用户\",\"id\": \"new\"}," +
            "      {\"name\": \"老用户\",\"id\": \"old\"}],\"rows\": [" +
            "      {\"type\": \"用户数(人)\",\"new\": "+newVisitorStats.getUv_ct()+",\"old\": "+oldVisitorStats.getUv_ct()+"}," +
            "      {\"type\": \"总访问页面(次)\",\"new\": "+newVisitorStats.getPv_ct()+",\"old\": "+oldVisitorStats.getPv_ct()+"}," +
            "      {\"type\": \"跳出率(%)\",\"new\": "+newVisitorStats.getUjRate()+",\"old\": "+oldVisitorStats.getUjRate()+"}," +
            "      {\"type\": \"平均在线时长(秒)\",\"new\": "+newVisitorStats.getDurPerSv()+",\"old\": "+oldVisitorStats.getDurPerSv()+"}," +
            "      {\"type\": \"平均访问页面数(次)\",\"new\": "+newVisitorStats.getPvPerSv()+",\"old\": "+oldVisitorStats.getPvPerSv()+"}]}}";
    return json;
}

(6)测试

https://m23o108551.zicp.fun/api/sugar/visitor?date=20221213

在这里插入图片描述

三 访客分时统计接口

统计指标:uv,pv,新访客uv

1 Sugar配置

(1)图表配置

在这里插入图片描述

(2)接口地址

https://m23o108551.zicp.fun/api/sugar/hr?date=20221213

(3)数据格式

{
    
    
  "status": 0,
  "data": {
    
    
    "categories": [
      "00",
      "01",
      "02",
      "...",
      "23"
    ],
    "series": [
      {
    
    
        "name": "UV",
        "data": [
          4919,
          2252,
          ...,
          2537
        ]
      },
      {
    
    
        "name": "PV",
        "data": [
          7979,
          10500,
          ...,
          8428
        ]
      },
      {
    
    
        "name": "NewUV",
        "data": [
          11291,
          20146,
          ...,
          6257
        ]
      }
    ]
  }
}

(4)执行SQL

select toHour(stt) hr,sum(uv_ct) uv_ct,sum(pv_ct) pv_ct,sum(if(is_new='1',visitor_stats_2022.uv_ct,0)) new_uv from visitor_stats_2022 where toYYYYMMDD(stt)=20221213 group by hr;

2 数据接口实现

(1)Mapper

@Select("select toHour(stt) hr,sum(uv_ct) uv_ct,sum(pv_ct) pv_ct," +
        "sum(if(is_new='1',visitor_stats_2022.uv_ct,0)) new_uv " +
        "from visitor_stats_2022 " +
        "where toYYYYMMDD(stt)=#{date} " +
        "group by hr;")
List<VisitorStats> selectVisitorStatsByHr(Integer date);

(2)Service

List<VisitorStats> getVisitorStatsByHr(Integer date);

(3)ServiceIml

@Override
public List<VisitorStats> getVisitorStatsByHr(Integer date) {
    
    
    return visitorStatsMapper.selectVisitorStatsByHr();
}

(4)Controller

@RequestMapping("hr")
public String getVisitorStatsByHr(@RequestParam(value = "date",defaultValue = "0") Integer date){
    
    
    if (date == 0){
    
    
        date = now();
    }
    // 从service中获取分时访问情况
    List<VisitorStats> visitorStatsList = visitorStatsService.getVisitorStatsByHr(date);
    // 定义数组,存放24小时的分时统计情况
    VisitorStats[] visitorStatsArr = new VisitorStats[24];
    // 从集合中获取结果,赋值给数组中相对应的小时
    for (VisitorStats visitorStats : visitorStatsList) {
    
    
        visitorStatsArr[visitorStats.getHr()] = visitorStats;
    }

    // 用于存放24小时的集合
    List hrList = new ArrayList();
    // 用于存放每个小时uv情况的集合
    List uvList = new ArrayList();
    // 用于存放每个小时pv情况的集合
    List pvList = new ArrayList();
    // 用于存放新访客每个小时uv情况的集合
    List newUvList = new ArrayList();

    // 从数组中获取一天24小时的数据
    for (int hr = 0; hr < visitorStatsArr.length; hr++) {
    
    
        VisitorStats visitorStats = visitorStatsArr[hr];
        if (visitorStats != null){
    
    
            uvList.add(visitorStats.getUv_ct());
            pvList.add(visitorStats.getPv_ct());
            newUvList.add(visitorStats.getNew_uv());
        }else{
    
    
            uvList.add(0L);
            pvList.add(0L);
            newUvList.add(0L);
        }
        hrList.add(String.format("%02d",hr));
    }

    String json = "{\"status\": 0,\"data\": {\"categories\": " +
            "[\""+ StringUtils.join(hrList,"\",\"")+"\"]," +
            "\"series\": [" +
            "{\"name\": \"UV\",\"data\":["+StringUtils.join(uvList,",")+"]}," +
            "{\"name\": \"PV\",\"data\":["+StringUtils.join(pvList,",")+"]}," +
            "{\"name\": \"NewUV\",\"data\":["+StringUtils.join(newUvList,",")+"]" +
            "}]}}";

    return json;
}

(5)测试

$API_HOST/api/sugar/hr?date=20221213

在这里插入图片描述

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转载自blog.csdn.net/weixin_43923463/article/details/128430598