I predict you'll find this logistic regression example with R to be helpful for gleaning useful information from common binary classification problems.

The R language can be used to perform a sign test, which is handy for comparing 'before and after' data.

If you want the best shot at retrieving lost data without resorting to a service, R-Studio Data Recovery is the bullet.