【问题标题】:How to count state changes by date in Looker?如何在 Looker 中按日期计算状态变化?
【发布时间】:2021-01-18 09:22:14
【问题描述】:

我在 BigQuery 中有一个包含创建日期和上次修改日期的任务。如果可能的话,我希望能够在同一个表中按日期报告任务打开和任务关闭事件的数量。

view: tasks {
  derived_table: {
    sql:
        SELECT *
        FROM UNNEST(ARRAY<STRUCT<CREATED_DATE DATE, LAST_MODIFIED DATE, ID INT64, STATE STRING>>[
        ('2020-12-01', '2020-12-01', 1, "OPEN"),
        ('2020-12-01', '2020-12-03', 2, "CLOSED"),
        ('2020-12-02', '2020-12-03', 3, "CLOSED"),
        ('2020-12-03', '2020-12-05', 4, "OPEN"),
        ('2020-12-05', '2020-12-05', 5, "CLOSED")])
      ;;
  }
  dimension_group: created {
    type: time
    datatype: date
    sql: ${TABLE}.created_date ;;
  }
  dimension_group: last_modified {
    type: time
    datatype: date
    sql: ${TABLE}.last_modified ;;
  }
  dimension: id {
    type: number
  }
  dimension: state {
    type: string
  }
  measure: number_of_tasks {
    type: count_distinct
    sql: ${id} ;;
  }
  measure: number_of_open_tasks {
    type: count_distinct
    sql: ${id} ;;
    filters: {
      field: "state"
      value: "OPEN"
    }
  }
  measure: number_of_closed_tasks {
    type: count_distinct
    sql: ${id} ;;
    filters: {
      field: "state"
      value: "CLOSED"
    }
  }
}
explore: tasks {}

我可以使用创建日期获取打开任务的数量。

我可以通过计算任务来获得关闭的任务数,其中最后修改日期在聚合期间并且状态为关闭,并带有过滤度量。

但是,如果我尝试将这些组合在一个表中,我会为每个日期组合得到一行。

如何按日期计算任务状态更改?

Date Number of Opened Tasks Number of Closed Tasks
2020-12-01 2 0
2020-12-02 1 0
2020-12-03 1 2
2020-12-04 0 0
2020-12-05 1 1

【问题讨论】:

    标签: sql business-intelligence looker


    【解决方案1】:

    一位同事提出了解决方案。将任务表堆叠在自身上会为每个任务创建(最多)两行。

    view: tasks {
      derived_table: {
        sql:
            WITH tab AS (
              SELECT *
              FROM UNNEST(ARRAY<STRUCT<CREATED_DATE DATE, LAST_MODIFIED DATE, ID INT64, STATE STRING>>[
              ('2020-12-01', '2020-12-01', 1, "OPEN"),
              ('2020-12-01', '2020-12-03', 2, "CLOSED"),
              ('2020-12-02', '2020-12-03', 3, "CLOSED"),
              ('2020-12-03', '2020-12-05', 4, "OPEN"),
              ('2020-12-05', '2020-12-05', 5, "CLOSED")])
            )
            SELECT *, 1 open_count, 0 closed_count, created_date AS action_date 
            FROM tab
            UNION DISTINCT
            SELECT *, 0 open_count, 1 closed_count, last_modified AS action_date 
            FROM tab
            WHERE state = "CLOSED"
          ;;
      }
      dimension_group: created {
        type: time
        datatype: date
        sql: ${TABLE}.created_date ;;
      }
      dimension_group: last_modified {
        type: time
        datatype: date
        sql: ${TABLE}.last_modified ;;
      }
      dimension_group: action {
        type: time
        datatype: date
        sql: ${TABLE}.action_date ;;
      }
      dimension: id {
        type: number
      }
      dimension: state {
        type: string
      }
      dimension: open_count {
        type: number
        hidden: yes
      }
      dimension: closed_count {
        type: number
        hidden: yes
      }
      measure: number_opened{
        type: sum
        sql: ${open_count} ;;
      }
      measure: number_closed {
        type: sum
        sql: ${closed_count} ;;
      }
    }
    explore: tasks {}
    

    然后可以计算打开和关闭的标签。

    【讨论】:

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