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Excel or CSV with headers in row 1. Blank rows are ignored.
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Outcome
Auto-detect
Binary outcomes use logistic regression; numeric scales use ridge regression.
Drivers
Mix categorical and numeric predictors. Very high-cardinality text fields are skipped.
Load a file to see fields.
Settings
Stable defaults
Controls shrinkage to keep coefficients stable. 0 = none, 1 = strong.
Gradient steps for the logistic model. More steps for noisier data.
Load a file to get started.
Upload data, select an outcome and drivers, then run the model.