Hi Nagaraj,

percentile is a hyperparameter for SelectPercentile, you need to evaluate the performance of the model for various percentile values, and come to conclusion.

You can use an elbow plot (X-axis: percentiles, Y-axis: evaluation metric), to decide an optimal value of the percentile.

Thanks