* test_dict_multimodal_input_for_api fix

* fix pipeline_preprocessing_through_api_correctly

* change api_predict_correct train_data

* add metric to the notorious tests

* 1 trial

* + TODO

* fix problems with lagged window

* pep8

* pep8

* switch off boosting mutation due to some problem with it

* move some fixes for lagged window

* 2 trial

* 3 trial (partial)

* 3 trial (partial 2)

* Fix problems with hyperopt and data.numerical_idx

* Fix errors with uncorrect cat features

* Fix some problems with lagged window

* pep8

* small fix

* Fix last error

* Fix error with boosting strategy

* fix error with scaling

* fix misprint

* fix boosting classification

* fix of fix

* add comment

* fix catboost parameter error

* Fix some preprocessing operations

* Revert "Fix some preprocessing operations"

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Co-authored-by: Sergey Kasyanov <kus7466@gmail.com>