What is the meaning of confidence and predicted_intensity features ( columns in training/testing data ) ? Are they prior( temporal precedence ) to the prediction time ?
The confidence column reflects how certain the farmer is about their rainfall prediction (i.e., the subjective probability they attach to their answer). The predicted_intensity column captures the farmer’s forecast of the rainfall amount, categorized as no rain, small rain, medium rain, or heavy rain.
In other words, each farmer provides both a categorical prediction of rainfall intensity and an associated confidence level. Importantly, these are the farmer’s own predictions made before the ground-truth observation, and the target variable provides the actual measured rainfall outcome.
The confidence column reflects how certain the farmer is about their rainfall prediction (i.e., the subjective probability they attach to their answer). The predicted_intensity column captures the farmer’s forecast of the rainfall amount, categorized as no rain, small rain, medium rain, or heavy rain.
In other words, each farmer provides both a categorical prediction of rainfall intensity and an associated confidence level. Importantly, these are the farmer’s own predictions made before the ground-truth observation, and the target variable provides the actual measured rainfall outcome.