目前,我的数据框有两个字段,名称为
srand(time(NULL));
double rands1 = rand() % (4) + ((rand() % (10)) / 10.0);
我想创建另一个名称率的列,即id1中id的数量百分比显示为地图的键
似乎我无法在udf中安装for循环,想知道我该怎么做?
答案 0 :(得分:1)
使用Seq.count
和Map.isDefinedAt
检查地图中现有的密钥数量,然后使用udf
将其包裹起来:
val df = Seq((Seq("a", "b", "c"), Map("a" -> ("x", 1L, 2L), "x" -> ("y", 2L,2L)))).toDF("id1", "id2")
type CustMap = Map[String, (String, Long, Long)]
def percent_in = udf(
(id1: Seq[String], id2: CustMap) => id1.count(id2.isDefinedAt)/id1.length.toDouble
)
df.withColumn("rate", percent_in($"id1", $"id2")).show
+---------+--------------------+------------------+
| id1| id2| rate|
+---------+--------------------+------------------+
|[a, b, c]|Map(a -> [x,1,2],...|0.3333333333333333|
+---------+--------------------+------------------+