New feature: Lag or windows features grouped by

[Ezzaldin97]

Create a New feature for the #668 issue

• create a feature for lag features to create lag features based on a list or variable.
• create a feature for window features to create rolling window features based on a list or variable.
• create a feature for expanding window features to create expanding window features based on a list or variable.
• fix type-hint error in drop_psi_features.

[codecov[bot]]

Codecov Report

All modified and coverable lines are covered by tests :white_check_mark:

Project coverage is 98.33%. Comparing base (1a090ba) to head (9d999b0). Report is 4 commits behind head on main.

:exclamation: Current head 9d999b0 differs from pull request most recent head 09db782. Consider uploading reports for the commit 09db782 to get more accurate results

Additional details and impacted files

```diff @@ Coverage Diff @@ ## main #727 +/- ## ========================================== + Coverage 98.31% 98.33% +0.01% ========================================== Files 103 103 Lines 3928 3965 +37 Branches 764 774 +10 ========================================== + Hits 3862 3899 +37 Misses 23 23 Partials 43 43 ```

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[Ezzaldin97]

hi @solegalli, I am looking forward to your feedback and any suggestions you may have to improve the pull request. Thank you in advance for your time and assistance.

[Ezzaldin97]

Hi @solegalli I have updated, and pushed the latest changes according to your last instructions, but there is still no enhancement in lag_features.py file can be done, I have checked many solution to remove the loop when working with freq argument, but no one get the expected output. the unit test of CircleCI unexpectedly failed, I don't know why, but all tests passed on local please advice to resolve this issue