79. Databricks | Pyspark | Split Array Elements into Separate Columns
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- เผยแพร่เมื่อ 6 ก.พ. 2025
- Explode Function == • 11. Databricks | Pyspa...
Azure Databricks Learning: Pyspark Transformation
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How to split elements of a array column of a dataframe into Separate columns in Databricks development?
In Databricks pyspark development, we used to come across various unique requirements and one of them is splitting the array elements of a dataframe column into separate columns.
To get through understanding of this concept, please watch this video
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Why cant we just explode and pivot afterwards taking the first value?
Avoid UDF no?
In case, if name of array_column is different then we have to change the array column name in function too. Rather than that, we can use this function:
def splitArrayToColumns(df, array_column, max_value_in_array):
df_size = df.withColumn("NoOfArrayElements" ,size(array_column))
max_value = df_size.agg({"NoOfArrayElements": "max"}).collect()[0][0]
for i in range(max_value_in_array):
df = df.withColumn(f"new_col_{i+1}", df[array_column][i])
return df
Thanks for sharing a solution
Great Videos Raja .
Thanks Akash!
I have doubt. Daily basis i am getting the column and appended to existing table. But day to day col count diff. Then arrayofstruct, arrayof string those datatype. How i resolve.
Nice video. Any examples on other way to convert single column into array columns
Hi Raja, How can we use this for arrays which contains json with some key value pairs seperated by "=" ..for eg [{name = Joseph, city = newyork },{org = xx}]
I m a new learner .. what u
Is the meaning of using f in df=df.withcolumn(f"new_col_{i} ???????
Hi Raja, please share git-repo storing all the source codes of this learning series. Much appreciated!
Can't we use explode() or explode_outer() function?
Explode will flatten to new rows, not new columns