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Data Wrangling

Single Line to Multiline

Overview

Single Line to Multiline converts single-line JSON data into multiline JSON format for structured storage and processing.

Description

This operation restructures flat JSON records into multiline format, improving readability and compatibility with downstream operations.

Number of Parameters

1

Parameter: Chopkey

Adds a new key dynamically with static or dynamic values.

['bizdata_dataset_response']['data']

Delimiter to JSON

Overview

Delimiter to JSON converts delimited text data into structured JSON format.

Description

This operation parses delimiter-separated values and transforms them into JSON objects for standardized data handling.

Number of Parameters

6

Parameters

  • Key Data: Holds delimiter data.
  • Delimiter: Separator character.
  • Fields: Optional column headers.
  • Autodetect Column Names: Enables auto header generation.
  • Skip Header: Controls header processing.
  • Response Key: Stores output JSON.

"Customer ID","Organization Name","Month","Item"

JSON to Delimiter

Overview

JSON to Delimiter converts structured JSON data into delimiter-separated format.

Description

This operation transforms JSON arrays into flat, delimited text files suitable for export.

Number of Parameters

6

Example

"Item1","Item2","Item3"

Data Aggregation

Overview

Data Aggregation groups and summarizes raw datasets for easier analysis.

Description

This operation organizes related records into grouped structures based on unique identifiers.

Number of Parameters

3

Parameters

  • Agg Data Key: Source data key.
  • Groupby Key: Grouping identifier.
  • Array Key: Stores grouped records.

['bizdata_dataset_response']['items']

Unpivot

Overview

Unpivot converts a single object into multiple objects based on transposed values.

Description

This operation restructures column-based values into row-based records.

Number of Parameters

2

"bucket_type","bucket_value"

Pivot

Overview

Pivot combines multiple objects into a single object using transposed keys and values.

Description

This operation restructures datasets by promoting selected attributes to root-level keys.

Number of Parameters

3

Example Parameters

Get Key: attributes
Transposed Key: "attributename"
Transposed Value: "attributevalue"

Single Line to Tuple

Overview

Single Line to Tuple converts flat data into tuple structures.

Description

This operation maps single-line records into ordered tuples based on header configuration.

Number of Parameters

3

"Item","Customer","Month"

Tuple to Single Line

Overview

Tuple to Single Line converts tuple data into flat JSON format.

Description

This operation maps tuple elements back into structured single-line records.

Number of Parameters

3

Delimiter to Array

Overview

Delimiter to Array converts delimiter-separated values into arrays.

Description

This operation splits delimited strings into list structures for processing.

Number of Parameters

2

"email"
Delimiter: ","

Zipfile in Base64

Overview

Zipfile in Base64 generates a Base64-encoded ZIP file from multiple records.

Description

This operation packages multiple files into a ZIP archive and encodes it as a Base64 string.

Number of Parameters

5

Parameters

  • Source Key
  • File Name Key
  • File Extension Key
  • File Data Key
  • Base64 Response Key

"items","FILE_NAME","EXTENSION","FILE_DATA","File_string"

Frequently Asked Questions

What is the purpose of Delimiter to JSON?

It converts delimiter-separated text into structured JSON format.

When should Data Aggregation be used?

It should be used when grouping and summarizing related records.

What does Pivot operation do?

It promotes selected attributes to root-level keys in the dataset.

Can Text files be converted into arrays?

Yes, using the Delimiter to Array operation.

Why use Zipfile in Base64?

It enables secure packaging and transmission of multiple files.

Notes

  • Verify parameter formatting before execution.
  • Test transformations using sample datasets.
  • Apply operations sequentially for consistent results.
Updated on February 20, 2026

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Data CleaningData Transformation
Table of Contents
  • Single Line to Multiline
    • Overview
    • Description
    • Number of Parameters
    • Parameter: Chopkey
  • Delimiter to JSON
    • Overview
    • Description
    • Number of Parameters
    • Parameters
  • JSON to Delimiter
    • Overview
    • Description
    • Number of Parameters
    • Example
  • Data Aggregation
    • Overview
    • Description
    • Number of Parameters
    • Parameters
  • Unpivot
    • Overview
    • Description
    • Number of Parameters
  • Pivot
    • Overview
    • Description
    • Number of Parameters
    • Example Parameters
  • Single Line to Tuple
    • Overview
    • Description
    • Number of Parameters
  • Tuple to Single Line
    • Overview
    • Description
    • Number of Parameters
  • Delimiter to Array
    • Overview
    • Description
    • Number of Parameters
  • Zipfile in Base64
    • Overview
    • Description
    • Number of Parameters
    • Parameters
  • Frequently Asked Questions
    • What is the purpose of Delimiter to JSON?
    • When should Data Aggregation be used?
    • What does Pivot operation do?
    • Can Text files be converted into arrays?
    • Why use Zipfile in Base64?
  • Notes
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