Problem $8-$ Logistic Regression: Applying the Model

The code cell below contains an array named X$\_$new. This array represents a collection of new observations that the model should be applied to$.$ Use the predict$\_$proba$()$ function to apply your optimal model to these observations. Print the resulting probability estimates rounded to $4$ decimal places.