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Calibration can refer to adjustment of measurements to agree with value of some standard; to transform classifier scores into class membership probabilities; etc. Do not use for predicting an explanatory variable from an observation of the dependent variable, for that use the tag inverse-prediction.

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Scikit correct way to calibrate classifiers with CalibratedClassifierCV

cv: If “prefit” is passed, it is assumed that base_estimator has been fitted already and all data is used for calibration. … Because your model is untrained, X and y have to be used for both training and calibration. …
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