COX PH RESIDUALS

Stratifying Type using Cox PH Fitter 4X Transformations for each covariate.

Deviations away from the constant line are violations of the PH assumption.

stratifying TYPE M&H EFFECT

For each covariate (feature) in our model, scaled Schoenfeld residuals are calculated. These residuals represent the difference between the observed covariate value at a failure time and its expected value, weighted over time.

OSF INTERACTION EFFECT

Below is the interaction effect between Torque and Rotational Speed for Overstrain Failure with Harrell's C-index: 0.945. Given these results, the model confirms that both 'Torque_Nm' and 'Rotational_speed_rpm' are significant predictors of failure.

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