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Upload a baseline CSV. Analyze distribution fields natively. Synthesize balanced data structures without server overloads.
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Input Profile Detected
Processing vectors and calculating variances locally...
Synthesization Pipeline Finished Successfully
Your new augmented data array is fully constructed and optimized.
Engine Mathematical Foundations
Gaussian Mathematical Noise
For quantitative columns (integers/floats), the parser isolates the mean and standard variance arrays. New instances are synthesized utilizing a Box-Muller transformation pipeline to introduce controlled mathematical noise without breaking data integrity profiles.
Bootstrap Probability Sampling
For discrete/categorical data features (strings, text classes), our client configuration applies random sampling loops with replacement. This system ensures category weights remain statistically uniform across expanded synthetic tables.