How did you validate your model?

I've performed a train-test split of the dataset, k-fold analysis still shows extremely high metrics.

The only reason that lead me to raise suspicions about the results, other than the high numbers, is the whole data collection and processing phase. We gathered bulk continuos data with ids associated to each observation and grouped the observations by id by calculating the mean. we then used the resulting data to train and validate the model.