我早些时候在这里看过这个问题,并从中吸取了教训.但是,当我觉得它应该有效时,我不确定为什么会出现错误.
我想DataFrame通过一些规则在现有的Spark中创建一个新列.这是我写的.iris_spark是具有分类变量iris_spark的数据框,具有三个不同的类别.
from pyspark.sql import functions as F
iris_spark_df = iris_spark.withColumn(
"Class",
F.when(iris_spark.iris_class == 'Iris-setosa', 0, F.when(iris_spark.iris_class == 'Iris-versicolor',1)).otherwise(2))
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引发以下错误.
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-157-21818c7dc060> in <module>()
----> 1 iris_spark_df=iris_spark.withColumn("Class",F.when(iris_spark.iris_class=='Iris-setosa',0,F.when(iris_spark.iris_class=='Iris-versicolor',1)))
TypeError: when() takes exactly 2 arguments (3 given)
---------------------------------------------------------------------------
TypeError Traceback (most recent call last)
<ipython-input-157-21818c7dc060> in <module>()
----> 1 iris_spark_df=iris_spark.withColumn("Class",F.when(iris_spark.iris_class=='Iris-setosa',0,F.when(iris_spark.iris_class=='Iris-versicolor',1)))
TypeError: when() takes exactly 2 arguments (3 given)
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知道为什么吗?
Pyspark 中这个操作的等价物是什么?
import pandas as pd
import numpy as np
df = pd.DataFrame({'Type':list('ABBC'), 'Set':list('ZZXY')})
df['color'] = np.where(df['Set']=='Z', 'green', 'red')
print(df)
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输出
Set Type color
0 Z A green
1 Z B green
2 X B red
3 Y C red
Run Code Online (Sandbox Code Playgroud) 我想在userid = 22650984时更新值。如何在pyspark平台中执行此操作?感谢您的帮助。
>>>xxDF.select('userid','registration_time').filter('userid="22650984"').show(truncate=False)
18/04/08 10:57:00 WARN TaskSetManager: Lost task 0.1 in stage 57.0 (TID 874, shopee-hadoop-slave89, executor 9): TaskKilled (killed intentionally)
18/04/08 10:57:00 WARN TaskSetManager: Lost task 11.1 in stage 57.0 (TID 875, shopee-hadoop-slave97, executor 16): TaskKilled (killed intentionally)
+--------+----------------------------+
|userid |registration_time |
+--------+----------------------------+
|22650984|270972-04-26 13:14:46.345152|
+--------+----------------------------+
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