1:工单事实指标需求分析
- 目标:掌握DWB层工单事实指标表的需求分析
- 路径
- step1:目标需求
- step2:数据来源
- 实施
- 目标需求:基于工单信息统计等待分配工单数量、完成工单数量、处理工单数量、响应时长、服务时长等指标
字段名 | 说明 | 数据来源 |
wo_id | 工单id | one_make_dwd.ciss_service_workorder |
callaccept_id | 来电受理单id | one_make_dwd.ciss_service_workorder |
oil_station_id | 油站id | one_make_dwd.ciss_service_workorder |
userids | 服务该工单用户id(注意:可能会有多个,以逗号分隔) | one_make_dwd.ciss_service_workorder |
wo_num | 工单单据数量 | one_make_dwd.ciss_service_workorder |
back_num | 退回工单数量(如果工单没有被退回,数量是0) | one_make_dwd.ciss_service_workorder、ciss_service_workorder_back |
abolished_num | 已作废工单数量 | one_make_dwd.ciss_service_workorder |
wait_dispatch_num | 待派工数量 | one_make_dwd.ciss_service_workorder、eos_dict_type、eos_dict_entry派工单状态:待派工(status=4) |
alread_complete_num | 已完工工单数量(已完工、已回访) | 派工单状态:已完工、已回访(status=5 || 6) |
processing_num | 正在处理工单数量(待离站、待完工) | 派工单状态:待离站、待完工(status=3 || 4) |
people_num | 工单人数数量(一个工单由多人完成) | one_make_dwd.ciss_service_workorder、ciss_service_workorder_user默认为1数据预处理;工单用户id是否为空;工单用户id是否为空 |
service_total_duration | 服务总时长(按小时)->从出发到完工时间(leave_time - start_time) | one_make_dwd.ciss_service_workorder |
repair_service_duration | 报修响应时长(按小时)->呼叫中心受理到出发时间(start_time-submit_time) | one_make_dwd.ciss_service_workorder |
customer_repair_num | 客户报修工单数量 | one_make_dwd.ciss_service_workorder;is_customer_repairs字段 |
charg_num | 收费工单数量 | one_make_dwd.ciss_service_workorder;is_charg字段 |
repair_device_num | 维修设备数量 | ciss_service_order、ciss_service_order_device;状态:维修(type=2) |
install_device_num | 安装设备数据量 | ciss_service_order、ciss_service_order_device;状态:安装(type=1) |
install_num | 安装单数量(以下四个单据的数量有可能会有重叠,例如:一个工单有可能有巡检、也有可能有维修) | one_make_dwd.ciss_service_install |
repair_num | 维修单数量 | ciss4.ciss_service_repair |
remould_num | 巡检单数量 | ciss4.ciss_service_remould |
inspection_num | 改造单数量 | ciss4.ciss_service_inspection |
workorder_trvl_exp | 工单差旅费(通过工单id与ciss4.ciss_service_trvl_exp_dtl关联,取submoney5即可) | ciss4.ciss_service_trvl_exp_dtl |
- 数据来源
- ciss_service_workorder:工单详情事实表
select id,--工单id callaccept_id,--来电受理id oil_station_id, --油站id service_userid,--工程师id status,--工单状态 submit_time,--提交时间 start_time,--开始时间 leave_time,--离开时间 is_customer_repairs,--是否为报修工单 is_charg --是否为收费工单 from ciss_service_workorder;
- ciss_service_workorder_back:回退工单信息表
select id, --回退id workorder_id --工单id from ciss_service_workorder_back;
- ciss_service_workorder_user:工程师信息表
select workorder_id, --工单id userid, --工程师id username --工程师姓名 from ciss_service_workorder_user;
- ciss_service_trvl_exp_dtl:差旅费用信息表
select work_order_id, --工单id submoney5 --应收会计扣款金额 from ciss_service_trvl_exp_dtl;
- ciss_service_order:服务单信息表
select id, --服务单id workorder_id, --工单id type --工单类型,1-安装,2-维修,3-巡检 from ciss_service_order;
- ciss_service_order_device:服务单设备信息表
select id, --设备id service_order_id --服务单id from ciss_service_order_device;
- 工单类型合并表
- ciss_service_install:设备安装信息表
- 服务单id、安装工单id
- ciss_service_repair:设备维修信息表
- 服务单id、维修工单id
- ciss_service_remould:设备改造信息表
- 服务单id、改造工单id
- ciss_service_inspection:设备巡检信息表
- 服务单id、巡检工单id
select so.id, --服务单id so.workorder_id, --工单id install.id installid, --安装单id repair.id repairid, --维修单id remould.id remouldid, --改造单id inspection.id inspectionid --巡检单id --服务单信息表 from one_make_dwd.ciss_service_order so left join one_make_dwd.ciss_service_install install on so.id = install.service_id left join one_make_dwd.ciss_service_repair repair on so.id = repair.service_id left join one_make_dwd.ciss_service_remould remould on so.id = remould.service_id left join one_make_dwd.ciss_service_inspection inspection on so.id = inspection.service_id where so.dt = '20210101';
- 小结
- 掌握DWB层呼叫中心事实指标表的需求分析
2:工单事实指标构建
- 目标:实现DWB层工单事实指标表的构建
- 实施
- 建表
drop table if exists one_make_dwb.fact_worker_order; create table if not exists one_make_dwb.fact_worker_order( wo_id string comment '工单id' , callaccept_id string comment '来电受理单id' , oil_station_id string comment '油站id' , userids string comment '服务该工单用户id(注意:可能会有多个,以逗号分隔)' , wo_num bigint comment '工单单据数量' , back_num bigint comment '退回工单数量,默认为0' , abolished_num bigint comment '已作废工单数量' , wait_dispatch_num bigint comment '待派工数量' , wait_departure_num bigint comment '待出发数量' , alread_complete_num bigint comment '已完工工单数量(已完工、已回访)' , processing_num bigint comment '正在处理工单数量(待离站、待完工)' , people_num int comment '工单人数数量(一个工单由多人完成)' , service_total_duration int comment '服务总时长(按小时),(leave_time - start_time)' , repair_service_duration int comment '报修响应时长(按小时),(start_time-submit_time)' , customer_repair_num bigint comment '客户报修工单数量' , charg_num bigint comment '收费工单数量' , repair_device_num bigint comment '维修设备数量' , install_device_num bigint comment '安装设备数据量' , install_num bigint comment '安装单数量' , repair_num bigint comment '维修单数量' , remould_num bigint comment '改造单数量' , inspection_num bigint comment '巡检单数量' , workorder_trvl_exp decimal(20,1) comment '工单差旅费' ) partitioned by (dt string) stored as orc location '/data/dw/dwb/one_make/fact_worker_order' ;
- 抽取
insert overwrite table one_make_dwb.fact_worker_order partition(dt = '20210101') select --工单id wo.id wo_id --来电受理单id , max(callaccept_id) callaccept_id --油站id , max(oil_station_id) oil_station_id --工程师id , max(case when wo.service_userids is not null then concat_ws(',', wo.service_userid, wo.service_userids) else wo.service_userid end) userids --工单单据数量:安装单、维修单…… , count(wo.id) wo_num --退回工单数量 , count(wob.id) back_num --已作废工单数量 , sum(case when status = '-1' then 1 else 0 end) abolished_num --待派发工单数量 , sum(case when status = '4' then 1 else 0 end) wait_dispatch_num --待出发工单数量 , sum(case when status = '2' then 1 else 0 end) wait_departure_num --已完工工单数量 , sum(case when status = '5' then 1 when status = '6' then 1 else 0 end) alread_complete_num --处理中工单数量 , sum(case when status = '3' then 1 when status = '4' then 1 else 0 end) processing_num --工单人数 , case when count(usr.id) = 0 then 1 else count(usr.id) end people_num --服务总时长 , max((wo.leave_time - wo.start_time) / 3600000) service_total_duration --报修响应时长 , max((wo.start_time - wo.submit_time) / 3600000) repair_service_duration --客户报修工单数量 , sum(case when wo.is_customer_repairs = '2' then 1 else 0 end) customer_repairs --收费工单数量 , sum(case when wo.is_charg = '1' then 1 else 0 end) charg_num --维修设备数量 , max(case when sod.repair_device_num = 0 then 1 when sod.repair_device_num is null then 0 else sod.repair_device_num end) repair_device_num --安装设备数量 , max(case when sod2.install_device_num = 0 then 1 when sod2.install_device_num is null then 0 else sod2.install_device_num end) install_device_num --安装单数量 , sum(case when sertype.installid is not null then 1 else 0 end) install_num --维修单数量 , sum(case when sertype.repairid is not null then 1 else 0 end) repair_num --改造单数量 , sum(case when sertype.remouldid is not null then 1 else 0 end) remould_num --巡检单数量 , sum(case when sertype.inspectionid is not null then 1 else 0 end) inspection_num --工单差旅费 , max(case when ed.submoney5 is null then 0.0 else ed.submoney5 end) workorder_trvl_exp -- 工单信息表 from one_make_dwd.ciss_service_workorder wo --关联回退工单:回退工单个数 left join one_make_dwd.ciss_service_workorder_back wob on wo.id = wob.workorder_id --关联工程师信息表:工程师人数 left join one_make_dwd.ciss_service_workorder_user usr on wo.id = usr.workorder_id --关联差旅费用信息表:工单差旅费用 left join one_make_dwd.ciss_service_trvl_exp_dtl ed on wo.id = ed.work_order_id --关联维修设备个数信息 left join ( --统计每个工单的维修设备个数 select so.workorder_id, count(sod.id) repair_device_num --服务单表关联设备表:每个工单对应的设备id from one_make_dwd.ciss_service_order so left join one_make_dwd.ciss_service_order_device sod on so.id = sod.service_order_id where so.type = '2' and so.dt='20210101' group by so.workorder_id ) sod on wo.id = sod.workorder_id --关联安装设备个数信息 left join ( --统计每个工单的安装设备个数 select so.workorder_id, count(sod.id) install_device_num from one_make_dwd.ciss_service_order so left join one_make_dwd.ciss_service_order_device sod on so.id = sod.service_order_id --过滤服务单的类型为安装类型的服务单 where so.type = '1' and so.dt='20210101' group by so.workorder_id ) sod2 on wo.id = sod2.workorder_id --工单类型合并表:安装、维修、改造、巡检单id left join ( select so.id, so.workorder_id, install.id installid, repair.id repairid, remould.id remouldid, inspection.id inspectionid from one_make_dwd.ciss_service_order so left join one_make_dwd.ciss_service_install install on so.id = install.service_id left join one_make_dwd.ciss_service_repair repair on so.id = repair.service_id left join one_make_dwd.ciss_service_remould remould on so.id = remould.service_id left join one_make_dwd.ciss_service_inspection inspection on so.id = inspection.service_id where so.dt = '20210101' ) sertype on wo.id = sertype.workorder_id where wo.dt='20210101' group by wo.id ;
- 小结
- 实现DWB层呼叫中心事实指标表的构建