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How to remove columns with null value alone in pipeline?

amardeep2021
New Contributor III

Hi,

I have a scenario where I have few columns have null value few not. Objective is to not to bring in columns with null value for each records.

source:

id a b c d e
abc null 1 2 null null
def 11 null 22 33 null
ijk 111 222 null 333 444
lmo null null null null 5555

Expected:
abc 1 2

samething with other records as well. Does anyone know any trick on this? Please let me know.

Regards,
Amar.

6 REPLIES 6

cjhoward18
Employee
Employee

@amardeep2021

Hi,

You can achieve this by using a mapper snap with the following expression:
$.filter(value => value != null) mapped to the target path $
this will filter all values out that equal null, keeping only the key-value pairs in which the value is not null.

Keep in mind this will only work for 1 level of nesting as I noticed your data was. If it does need to work with nested JSON fields it would be a different expression that I can provide you with as well if needed.

amardeep2021
New Contributor III

Thanks Cole. Kindly share the other expression also.

Regards,
Amar.

You can use this expression:

{ filterEmptyKeys: (value, key) => value != null, cleanupTree: value => value instanceof Object ? value.mapValues(this.cleanupTree).filter(this.filterEmptyKeys) : value }.cleanupTree($)

mapped to the target path $ to remove all null values from a nested JSON object

amardeep2021
New Contributor III

Thanks Cole again. For the first expression, I am getting none null columns all coming as array for each rows. Is that expected?