Dataframe Pyspark-基于列表中的值分解数据帧
这是我的数据框:Dataframe Pyspark-基于列表中的值分解数据帧,dataframe,pyspark,Dataframe,Pyspark,这是我的数据框: +--------------------+--------------------+ | core_id| movie_genres_upd| +--------------------+--------------------+ |12f99f04-5168-438...|[Comedy, Mockumen...| |32c7d12f-6bf2-4e5...|[Action, Blockbus...| |9f067041-3b49-4db...
+--------------------+--------------------+
| core_id| movie_genres_upd|
+--------------------+--------------------+
|12f99f04-5168-438...|[Comedy, Mockumen...|
|32c7d12f-6bf2-4e5...|[Action, Blockbus...|
|9f067041-3b49-4db...|[Animation, Comed...|
|c6d203cb-afcf-4e8...|[Action, Adventur...|
|b02416f9-5761-48f...|[Adventure, Anima...|
id genres
1 ["comedy", "blockbuster"]
2 ["drama", "animation", "comedy"]
id genres
1 "comedy"
1 "blockbuster"
2 "drama"
2 "animation"
2 "comedy"
以下是我的数据类型:
[('core_id', 'string'), ('movie_genres_upd', 'array<string>')]
所需数据帧:
+--------------------+--------------------+
| core_id| movie_genres_upd|
+--------------------+--------------------+
|12f99f04-5168-438...|[Comedy, Mockumen...|
|32c7d12f-6bf2-4e5...|[Action, Blockbus...|
|9f067041-3b49-4db...|[Animation, Comed...|
|c6d203cb-afcf-4e8...|[Action, Adventur...|
|b02416f9-5761-48f...|[Adventure, Anima...|
id genres
1 ["comedy", "blockbuster"]
2 ["drama", "animation", "comedy"]
id genres
1 "comedy"
1 "blockbuster"
2 "drama"
2 "animation"
2 "comedy"
我是pyspark的新手,所以我正在努力解决这个问题。任何帮助都将不胜感激 如果这有帮助,请告诉我:
>>> from pyspark.sql.functions import explode
>>> from pyspark.sql.types import (
... StringType,
... StructField,
... StructType,
... ArrayType
... )
>>>
>>> schema = StructType([
... StructField('core_id', StringType(), True),
... StructField('movie_genres_upd', ArrayType(StringType()), True)
... ])
>>>
>>> list = [[1, ["comedy", "blockbuster"]], [2, ["drama", "animation", "comedy"]]]
>>> df = spark.createDataFrame(list, schema)
>>> df2 = df.select('core_id', explode("movie_genres_upd").alias('genre'))
>>> df2.show()
+-------+-----------+
|core_id| genre|
+-------+-----------+
| 1| comedy|
| 1|blockbuster|
| 2| drama|
| 2| animation|
| 2| comedy|
+-------+-----------+
这回答了你的问题吗?