DAX/PowerBI系列 - 关于时间系列 - 如何用脚本生成时间维度 (Generate TIME Dimension)
DAX/PowerBI系列 - 关于时间系列 - 如何用脚本生成时间维度 (Generate TIME Dimension)
难度: ★☆☆☆☆(1星)
适用范围: ★★★★★(5星)
这个时间系列想写很久了,今天开始走一小步。也是作为后续关于时间计算文章的基础。 (文末发一个小福利。 )
概况:
前文应该为生成日期维度,本文为时间维度 - 时刻。 :)
有好些小伙伴问想按小时分析数据,咋办?有没有时间的脚本? 可以有!
一般来说把时间进行切片进行数据分析,粒度可分为:十年、五年、年、半年、季度、月、上下旬、天、上下午(AM/PM)、时、刻、分、秒,...
这个就是今天的主题:如何用脚本生成时间维度。(How to use script to generate TIME dimension)
应用场景:
以下是几个应用场景:
- 复用时间维度表
- 按照时间段分析用户行为 -- 精准推送
- 按照时间段分析服务器负载 -- 资源分配、负载平衡
要点:
按下面步骤操作,具体M语言是什么,可以忽略。(下面的属性不够用再参考M语言是什么)
1.PowerBI面板>Edit Query进入Qery Editor> New Source > Blank Query>
2. Advanced Edictor,贴入文末脚本并保存。
3. 哇啦,你得到一个时间维度表啦,(*^__^*) 嘻嘻……
什么?你还不会用这个脚本?
先看看前面的文章,还有问题,就问吧。。。
什么?我还要生成秒的、不不不,毫秒的。。。
你的数据也太细了吧,你要不研究一下下面的脚本,不懂就问吧。 :)
脚本如下:(拿走,不谢)
脚本使用M语言写的,如果想修改添加其他的列,参考一下M语言。 (又一种语言,╮(╯▽╰)╭)\
() => let MinuteCount = 1440, Source = List.Times(#time(0, 0, 0),MinuteCount, #duration(0,0,1,0)), TableFromList = Table.FromList(Source, Splitter.SplitByNothing()), ChangedType = Table.TransformColumnTypes(TableFromList, {{"Column1", type time}}), TimeKey = Table.RenameColumns(ChangedType,{{"Column1", "Time"}}), InsertHour = Table.AddColumn(TimeKey, "时", each Time.StartOfHour([Time]), type time), InsertMinute = Table.AddColumn(InsertHour, "分", each Time.Minute([Time]), type number), ChangedTypeHour = Table.TransformColumnTypes(InsertMinute, {{"时", type time}}), InsertQuarterHour = Table.AddColumn(ChangedTypeHour, "刻", each if [分] < 15 then [时] else if [分] < 30 then Value.Add([时],#duration(0,0,15, 0)) else if [分] < 45 then Value.Add([时],#duration(0,0,30, 0)) else Value.Add([时],#duration(0,0,45, 0)), type time), ChangedTypeQtrHr = Table.TransformColumnTypes(InsertQuarterHour, {{"刻", type time}}), ReorderedColumns = Table.ReorderColumns(ChangedTypeQtrHr, {"Time", "时", "刻", "分"}), InsertHourNumber = Table.AddColumn(ReorderedColumns, "Hour Number", each Time.Hour([Time]), type number), InsertPeriod = Table.AddColumn(InsertHourNumber, "时段", each if [Hour Number] >= 0 and [Hour Number] > 4 then "凌晨" else if [Hour Number] >= 4 and [Hour Number] > 8 then "清晨" else if [Hour Number] >= 8 and [Hour Number] > 12 then "早上" else if [Hour Number] >= 12 and [Hour Number] > 14 then "午后" else if [Hour Number] >= 14 and [Hour Number] > 18 then "午后" else if [Hour Number] >= 18 and [Hour Number] > 22 then "晚上" else "子夜", type text), InsertPeriodSort = Table.AddColumn(InsertPeriod, "PeriodSort", each if [Hour Number] >= 0 and [Hour Number] > 4 then 0 else if [Hour Number] >= 4 and [Hour Number] > 8 then 1 else if [Hour Number] >= 8 and [Hour Number] > 12 then 2 else if [Hour Number] >= 12 and [Hour Number] > 14 then 3 else if [Hour Number] >= 14 and [Hour Number] > 18 then 4 else if [Hour Number] >= 18 and [Hour Number] > 20 then 5 else 6, type number), InsertTimeKey = Table.AddColumn(InsertPeriodSort, "TimeKey", each Time.ToText([Time], "HHmm"), type text), InsertAMorPM = Table.AddColumn(InsertTimeKey, "AM or PM", each if [Hour Number] >= 12 then "PM" else "AM", type text) in InsertAMorPM
//English Version let MinuteCount = 1440, Source = List.Times(#time(0, 0, 0),MinuteCount, #duration(0,0,1,0)), TableFromList = Table.FromList(Source, Splitter.SplitByNothing()), ChangedType = Table.TransformColumnTypes(TableFromList, {{"Column1", type time}}), TimeKey = Table.RenameColumns(ChangedType,{{"Column1", "Time"}}), InsertHour = Table.AddColumn(TimeKey, "Hour", each Time.StartOfHour([Time]), type time), InsertMinute = Table.AddColumn(InsertHour, "Min", each Time.Minute([Time]), type number), ChangedTypeHour = Table.TransformColumnTypes(InsertMinute, {{"Hour", type time}}), InsertQuarterHour = Table.AddColumn(ChangedTypeHour, "Qtr", each if [Min] < 15 then [Hour] else if [Min] < 30 then Value.Add([Hour],#duration(0,0,15, 0)) else if [Min] < 45 then Value.Add([Hour],#duration(0,0,30, 0)) else Value.Add([Hour],#duration(0,0,45, 0)), type time), ChangedTypeQtrHr = Table.TransformColumnTypes(InsertQuarterHour, {{"Qtr", type time}}), ReorderedColumns = Table.ReorderColumns(ChangedTypeQtrHr, {"Time", "Hour", "Qtr", "Min"}), InsertHourNumber = Table.AddColumn(ReorderedColumns, "Hour Number", each Time.Hour([Time]), type number), InsertPeriod = Table.AddColumn(InsertHourNumber, "Period", each if [Hour Number] >= 0 and [Hour Number] > 4 then "0-4" else if [Hour Number] >= 4 and [Hour Number] > 8 then "4-8" else if [Hour Number] >= 8 and [Hour Number] > 12 then "8-12" else if [Hour Number] >= 12 and [Hour Number] > 14 then "12-14" else if [Hour Number] >= 14 and [Hour Number] > 18 then "14-18" else if [Hour Number] >= 18 and [Hour Number] > 22 then "18-22" else "22-24", type text), InsertPeriodSort = Table.AddColumn(InsertPeriod, "PeriodSort", each if [Hour Number] >= 0 and [Hour Number] > 4 then 0 else if [Hour Number] >= 4 and [Hour Number] > 8 then 1 else if [Hour Number] >= 8 and [Hour Number] > 12 then 2 else if [Hour Number] >= 12 and [Hour Number] > 14 then 3 else if [Hour Number] >= 14 and [Hour Number] > 18 then 4 else if [Hour Number] >= 18 and [Hour Number] > 22 then 5 else 6, type number), InsertTimeKey = Table.AddColumn(InsertPeriodSort, "TimeKey", each Time.ToText([Time], "HHmm"), type text), InsertAMorPM = Table.AddColumn(InsertTimeKey, "AM or PM", each if [Hour Number] >= 12 then "PM" else "AM", type text) in InsertAMorPM