【问题标题】:how to find week difference between two dates如何找到两个日期之间的周差
【发布时间】:2016-11-29 02:47:40
【问题描述】:
我有一个数据框,它在 unixtime 中有两列日期,我想找到这两列之间的周差。 SparkSQL 中有一个weekOfYear UDF,但这仅在两个日期都在同一年时才有用。那我怎样才能找到周差呢?
附言我正在使用 Scala Spark。
【问题讨论】:
标签:
scala
apache-spark
apache-spark-sql
【解决方案1】:
您可以为此创建自定义 UDF:
scala> val df=sc.parallelize(Seq((1480401142453L,1480399932853L))).toDF("date1","date2")
df: org.apache.spark.sql.DataFrame = [date1: bigint, date2: bigint]
scala> df.show
+-------------+-------------+
| date1| date2|
+-------------+-------------+
|1480401142453|1480399932853|
+-------------+-------------+
scala> val udfDateDifference=udf((date1:Long,date2:Long)=>((date1-date2)/(60*60*24*7)).toInt
|
| )
udfDateDifference: org.apache.spark.sql.expressions.UserDefinedFunction = UserDefinedFunction(<function2>,IntegerType,Some(List(LongType, LongType)))
scala> val resultDF=df.withColumn("dateDiffernece",udfDateDifference(df("date1"),df("date2")))
resultDF: org.apache.spark.sql.DataFrame = [date1: bigint, date2: bigint ... 1 more field]
scala> resultDF.show
+-------------+-------------+--------------+
| date1| date2|dateDiffernece|
+-------------+-------------+--------------+
|1480401142453|1480399932853| 2|
+-------------+-------------+--------------+
因此您可以获得不同!
【解决方案2】:
由于您有UNIXTIME 日期格式,我们可以执行此表达式。
((date1-date2)/(60*60*24*7)).toInt
编辑:
用例子更新这个答案
spark.udf.register("weekdiff", (from: Long, to: Long) => ((from - to) / (604800)).toInt)
// 60*60*24*7 => 604800
df.withColumn("weekdiff", weekdiff(df("date1_col_name"), df("date2_col_name")))