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November 7, 2024 23:16
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Forward Fill in Pyspark
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import pyspark.sql.functions as F | |
from pyspark.sql import Window | |
df = spark.createDataFrame([ | |
('d1',None), | |
('d2',10), | |
('d3',None), | |
('d4',30), | |
('d5',None), | |
('d6',None), | |
],('day','temperature')) | |
w_forward = Window.partitionBy().orderBy('day').rowsBetween(Window.unboundedPreceding,Window.currentRow) | |
w_backward = Window.partitionBy().orderBy('day').rowsBetween(Window.currentRow,Window.unboundedFollowing) | |
df.withColumn('fill_forward',F.last('temperature',ignorenulls=True).over(w_forward))\ | |
.withColumn('fill_both',F.first('fill_forward',ignorenulls=True).over(w_backward)).show() | |
''' | |
+---+-----------+------------+---------+ | |
|day|temperature|fill_forward|fill_both| | |
+---+-----------+------------+---------+ | |
| d1| null| null| 10| | |
| d2| 10| 10| 10| | |
| d3| null| 10| 10| | |
| d4| 30| 30| 30| | |
| d5| null| 30| 30| | |
| d6| null| 30| 30| | |
+---+-----------+------------+---------+ | |
''' |
Thank you, it's very useful.
But before using it we need to import some libraries:-
import pyspark.sql.functions as F
from pyspark.sql import Window
Thank you
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Thank you !!