Shuffle / Manipulation Layer

Randomly reorder values within a column. Similar to numpy's random.shuffle() or R's sample(replace=FALSE).

Example: Original: [1,2,3,4,5] Shuffled: [3,1,5,2,4]

Common applications:

Random permutation testing
Data randomization
Null hypothesis testing
Bootstrap sampling
Cross-validation preparation
Order bias elimination
Statistical significance tests
Pattern randomization studies

Note: Each value appears exactly once in the output, only the order changes. Other columns remain unchanged.

Table

Select

column

Column to randomly reorder. Typical uses:

Response variables for permutation tests
Group assignments for randomization
Order-sensitive values for bias checking
Sequential data for pattern testing
Categories for random assignment

Seed

u32

Random seed for reproducible shuffling. Essential for:

Reproducible research
Debugging analysis
Consistent testing
Verification procedures Same seed always produces identical shuffling

Name for the new column. If not provided, the system generates a unique name. If AsColumn matches an existing column, the existing column is replaced. The name should follow valid column naming conventions.