2021-10-12/17:28:35 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/17:37:54 *** Model Prediction started !! *** 2021-10-12/17:38:03 Data load successful !! 2021-10-12/17:38:28 Entered the is_null_present method of the Preprocessor class 2021-10-12/17:38:28 Missing values found and written to null_values.csv 2021-10-12/17:38:33 Entered the impute_missing method of the Preprocessor class 2021-10-12/17:38:34 Data imputation successful !! 2021-10-12/17:39:30 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-12/17:39:32 Columns with zero standard deviation found successfully !! 2021-10-12/17:39:36 Entered the remove_columns method of the Preprocessor class 2021-10-12/17:39:36 Column removal successful !! 2021-10-12/17:39:54 Entered the load_model method of the FileOperations class 2021-10-12/17:39:54 Model file KMeans loaded successfully !! 2021-10-12/17:41:41 *** Model Prediction started !! *** 2021-10-12/17:41:41 Data load successful !! 2021-10-12/17:41:43 Entered the is_null_present method of the Preprocessor class 2021-10-12/17:41:43 Missing values found and written to null_values.csv 2021-10-12/17:41:44 Entered the impute_missing method of the Preprocessor class 2021-10-12/17:41:45 Data imputation successful !! 2021-10-12/17:41:46 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-12/17:41:48 Columns with zero standard deviation found successfully !! 2021-10-12/17:41:49 Entered the remove_columns method of the Preprocessor class 2021-10-12/17:41:49 Column removal successful !! 2021-10-12/17:41:52 Entered the load_model method of the FileOperations class 2021-10-12/17:41:52 Model file KMeans loaded successfully !! 2021-10-12/17:42:00 *** Prediction started !! *** 2021-10-12/17:42:44 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/17:42:44 Correct model file Random Forest0 found successfully !! 2021-10-12/17:42:54 Entered the load_model method of the FileOperations class 2021-10-12/17:42:54 Model file Random Forest0 loaded successfully !! 2021-10-12/17:42:58 Starting prediction for cluster 0 2021-10-12/17:43:11 Time elapsed in prediction for cluster 0: 0.0636 mins 2021-10-12/17:47:08 *** Model Prediction started !! *** 2021-10-12/17:47:09 Data load successful !! 2021-10-12/17:47:09 Entered the is_null_present method of the Preprocessor class 2021-10-12/17:47:09 Missing values found and written to null_values.csv 2021-10-12/17:47:09 Entered the impute_missing method of the Preprocessor class 2021-10-12/17:47:09 Data imputation successful !! 2021-10-12/17:47:09 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-12/17:47:11 Columns with zero standard deviation found successfully !! 2021-10-12/17:47:11 Entered the remove_columns method of the Preprocessor class 2021-10-12/17:47:11 Column removal successful !! 2021-10-12/17:47:11 Entered the load_model method of the FileOperations class 2021-10-12/17:47:11 Model file KMeans loaded successfully !! 2021-10-12/17:47:11 *** Prediction started !! *** 2021-10-12/17:47:11 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/17:47:11 Correct model file Random Forest0 found successfully !! 2021-10-12/17:47:11 Entered the load_model method of the FileOperations class 2021-10-12/17:47:11 Model file Random Forest0 loaded successfully !! 2021-10-12/17:47:11 Starting prediction for cluster 0 2021-10-12/17:47:11 Time elapsed in prediction for cluster 0: 0.0001 mins 2021-10-12/17:47:48 Predictions for cluster 0 appended to Predictions.csv 2021-10-12/17:47:52 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/17:47:52 Correct model file Random Forest2 found successfully !! 2021-10-12/17:47:52 Entered the load_model method of the FileOperations class 2021-10-12/17:47:52 Model file Random Forest2 loaded successfully !! 2021-10-12/17:47:52 Starting prediction for cluster 2 2021-10-12/17:47:52 Time elapsed in prediction for cluster 2: 0.0001 mins 2021-10-12/17:48:07 Predictions for cluster 2 appended to Predictions.csv 2021-10-12/17:48:12 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/17:48:12 Correct model file Random Forest1 found successfully !! 2021-10-12/17:48:12 Entered the load_model method of the FileOperations class 2021-10-12/17:48:12 Model file Random Forest1 loaded successfully !! 2021-10-12/17:48:12 Starting prediction for cluster 1 2021-10-12/17:48:12 Time elapsed in prediction for cluster 1: 0.0002 mins 2021-10-12/17:48:17 Predictions for cluster 1 appended to Predictions.csv 2021-10-12/17:48:21 *** Data Prediction successful !! *** 2021-10-12/18:03:33 *** Model Prediction started !! *** 2021-10-12/18:03:33 Data load successful !! 2021-10-12/18:03:33 Entered the is_null_present method of the Preprocessor class 2021-10-12/18:03:33 Missing values found and written to null_values.csv 2021-10-12/18:03:33 Entered the impute_missing method of the Preprocessor class 2021-10-12/18:03:34 Data imputation successful !! 2021-10-12/18:03:34 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-12/18:03:36 Columns with zero standard deviation found successfully !! 2021-10-12/18:03:36 Entered the remove_columns method of the Preprocessor class 2021-10-12/18:03:36 Column removal successful !! 2021-10-12/18:03:36 Entered the load_model method of the FileOperations class 2021-10-12/18:03:36 Model file KMeans loaded successfully !! 2021-10-12/18:03:36 *** Prediction started !! *** 2021-10-12/18:03:36 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/18:03:36 Correct model file Random Forest0 found successfully !! 2021-10-12/18:03:36 Entered the load_model method of the FileOperations class 2021-10-12/18:03:36 Model file Random Forest0 loaded successfully !! 2021-10-12/18:03:36 Starting prediction for cluster 0 2021-10-12/18:03:36 Time elapsed in prediction for cluster 0: 0.0001 mins 2021-10-12/18:03:36 Predictions for cluster 0 appended to Predictions.csv 2021-10-12/18:03:36 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/18:03:36 Correct model file Random Forest2 found successfully !! 2021-10-12/18:03:36 Entered the load_model method of the FileOperations class 2021-10-12/18:03:36 Model file Random Forest2 loaded successfully !! 2021-10-12/18:03:36 Starting prediction for cluster 2 2021-10-12/18:03:36 Time elapsed in prediction for cluster 2: 0.0001 mins 2021-10-12/18:03:36 Predictions for cluster 2 appended to Predictions.csv 2021-10-12/18:03:36 Entered the find_correct_model_file method of the FileOperations class 2021-10-12/18:03:36 Correct model file Random Forest1 found successfully !! 2021-10-12/18:03:36 Entered the load_model method of the FileOperations class 2021-10-12/18:03:36 Model file Random Forest1 loaded successfully !! 2021-10-12/18:03:36 Starting prediction for cluster 1 2021-10-12/18:03:36 Time elapsed in prediction for cluster 1: 0.0001 mins 2021-10-12/18:03:36 Predictions for cluster 1 appended to Predictions.csv 2021-10-12/18:03:36 *** Data Prediction successful !! *** 2021-10-13/06:38:39 *** Model Prediction started !! *** 2021-10-13/06:38:39 Data load successful !! 2021-10-13/06:38:39 Entered the is_null_present method of the Preprocessor class 2021-10-13/06:38:39 Missing values found and written to null_values.csv 2021-10-13/06:38:39 Entered the impute_missing method of the Preprocessor class 2021-10-13/06:38:39 Data imputation successful !! 2021-10-13/06:38:39 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/06:38:40 Columns with zero standard deviation found successfully !! 2021-10-13/06:38:40 Entered the remove_columns method of the Preprocessor class 2021-10-13/06:38:40 Column removal successful !! 2021-10-13/06:38:40 Entered the load_model method of the FileOperations class 2021-10-13/06:38:40 Model file KMeans loaded successfully !! 2021-10-13/06:38:41 *** Prediction started !! *** 2021-10-13/06:38:41 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:38:41 Correct model file Random Forest0 found successfully !! 2021-10-13/06:38:41 Entered the load_model method of the FileOperations class 2021-10-13/06:38:41 Model file Random Forest0 loaded successfully !! 2021-10-13/06:38:41 Starting prediction for cluster 0 2021-10-13/06:38:41 Time elapsed in prediction for cluster 0: 0.0000 mins 2021-10-13/06:38:41 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/06:38:41 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:38:41 Correct model file Random Forest2 found successfully !! 2021-10-13/06:38:41 Entered the load_model method of the FileOperations class 2021-10-13/06:38:41 Model file Random Forest2 loaded successfully !! 2021-10-13/06:38:41 Starting prediction for cluster 2 2021-10-13/06:38:41 Time elapsed in prediction for cluster 2: 0.0000 mins 2021-10-13/06:38:41 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/06:38:41 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:38:41 Correct model file Random Forest1 found successfully !! 2021-10-13/06:38:41 Entered the load_model method of the FileOperations class 2021-10-13/06:38:41 Model file Random Forest1 loaded successfully !! 2021-10-13/06:38:41 Starting prediction for cluster 1 2021-10-13/06:38:41 Time elapsed in prediction for cluster 1: 0.0001 mins 2021-10-13/06:38:41 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/06:38:41 *** Data Prediction successful !! *** 2021-10-13/06:39:50 *** Model Prediction started !! *** 2021-10-13/06:39:50 Data load successful !! 2021-10-13/06:39:50 Entered the is_null_present method of the Preprocessor class 2021-10-13/06:39:50 Missing values found and written to null_values.csv 2021-10-13/06:39:50 Entered the impute_missing method of the Preprocessor class 2021-10-13/06:39:51 Data imputation successful !! 2021-10-13/06:39:51 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/06:39:52 Columns with zero standard deviation found successfully !! 2021-10-13/06:39:52 Entered the remove_columns method of the Preprocessor class 2021-10-13/06:39:52 Column removal successful !! 2021-10-13/06:39:52 Entered the load_model method of the FileOperations class 2021-10-13/06:39:52 Model file KMeans loaded successfully !! 2021-10-13/06:39:52 *** Prediction started !! *** 2021-10-13/06:39:52 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:39:52 Correct model file Random Forest0 found successfully !! 2021-10-13/06:39:52 Entered the load_model method of the FileOperations class 2021-10-13/06:39:52 Model file Random Forest0 loaded successfully !! 2021-10-13/06:39:52 Starting prediction for cluster 0 2021-10-13/06:39:52 Time elapsed in prediction for cluster 0: 0.0000 mins 2021-10-13/06:39:52 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/06:39:52 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:39:52 Correct model file Random Forest2 found successfully !! 2021-10-13/06:39:52 Entered the load_model method of the FileOperations class 2021-10-13/06:39:52 Model file Random Forest2 loaded successfully !! 2021-10-13/06:39:52 Starting prediction for cluster 2 2021-10-13/06:39:52 Time elapsed in prediction for cluster 2: 0.0000 mins 2021-10-13/06:39:52 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/06:39:52 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:39:52 Correct model file Random Forest1 found successfully !! 2021-10-13/06:39:52 Entered the load_model method of the FileOperations class 2021-10-13/06:39:52 Model file Random Forest1 loaded successfully !! 2021-10-13/06:39:52 Starting prediction for cluster 1 2021-10-13/06:39:52 Time elapsed in prediction for cluster 1: 0.0001 mins 2021-10-13/06:39:52 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/06:39:52 *** Data Prediction successful !! *** 2021-10-13/06:49:07 *** Model Prediction started !! *** 2021-10-13/06:49:08 Data load successful !! 2021-10-13/06:49:08 Entered the is_null_present method of the Preprocessor class 2021-10-13/06:49:08 Missing values found and written to null_values.csv 2021-10-13/06:49:08 Entered the impute_missing method of the Preprocessor class 2021-10-13/06:49:08 Data imputation successful !! 2021-10-13/06:49:08 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/06:49:09 Columns with zero standard deviation found successfully !! 2021-10-13/06:49:09 Entered the remove_columns method of the Preprocessor class 2021-10-13/06:49:09 Column removal successful !! 2021-10-13/06:49:09 Entered the load_model method of the FileOperations class 2021-10-13/06:49:09 Model file KMeans loaded successfully !! 2021-10-13/06:49:09 *** Prediction started !! *** 2021-10-13/06:49:09 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:49:09 Correct model file Random Forest0 found successfully !! 2021-10-13/06:49:09 Entered the load_model method of the FileOperations class 2021-10-13/06:49:09 Model file Random Forest0 loaded successfully !! 2021-10-13/06:49:09 Starting prediction for cluster 0 2021-10-13/06:49:09 Time elapsed in prediction for cluster 0: 0.0001 mins 2021-10-13/06:49:09 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/06:49:09 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:49:09 Correct model file Random Forest2 found successfully !! 2021-10-13/06:49:09 Entered the load_model method of the FileOperations class 2021-10-13/06:49:09 Model file Random Forest2 loaded successfully !! 2021-10-13/06:49:09 Starting prediction for cluster 2 2021-10-13/06:49:09 Time elapsed in prediction for cluster 2: 0.0001 mins 2021-10-13/06:49:09 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/06:49:09 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:49:09 Correct model file Random Forest1 found successfully !! 2021-10-13/06:49:09 Entered the load_model method of the FileOperations class 2021-10-13/06:49:09 Model file Random Forest1 loaded successfully !! 2021-10-13/06:49:09 Starting prediction for cluster 1 2021-10-13/06:49:09 Time elapsed in prediction for cluster 1: 0.0001 mins 2021-10-13/06:49:09 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/06:49:09 *** Data Prediction successful !! *** 2021-10-13/06:57:43 *** Model Prediction started !! *** 2021-10-13/06:57:43 Data load successful !! 2021-10-13/06:57:43 Entered the is_null_present method of the Preprocessor class 2021-10-13/06:57:43 Missing values found and written to null_values.csv 2021-10-13/06:57:43 Entered the impute_missing method of the Preprocessor class 2021-10-13/06:57:44 Data imputation successful !! 2021-10-13/06:57:44 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/06:57:46 Columns with zero standard deviation found successfully !! 2021-10-13/06:57:46 Entered the remove_columns method of the Preprocessor class 2021-10-13/06:57:46 Column removal successful !! 2021-10-13/06:57:46 Entered the load_model method of the FileOperations class 2021-10-13/06:57:46 Model file KMeans loaded successfully !! 2021-10-13/06:57:46 *** Prediction started !! *** 2021-10-13/06:57:46 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/06:57:46 Correct model file Random Forest0 found successfully !! 2021-10-13/06:57:46 Entered the load_model method of the FileOperations class 2021-10-13/06:57:46 Model file Random Forest0 loaded successfully !! 2021-10-13/06:57:46 Starting prediction for cluster 0 2021-10-13/06:57:46 Time elapsed in prediction for cluster 0: 0.0001 mins 2021-10-13/07:00:05 Error when generating predictions, error: 'list' object has no attribute 'to_csv' 2021-10-13/07:01:34 *** Model Prediction started !! *** 2021-10-13/07:01:34 Data load successful !! 2021-10-13/07:01:34 Entered the is_null_present method of the Preprocessor class 2021-10-13/07:01:34 Missing values found and written to null_values.csv 2021-10-13/07:01:34 Entered the impute_missing method of the Preprocessor class 2021-10-13/07:01:34 Data imputation successful !! 2021-10-13/07:01:34 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/07:01:36 Columns with zero standard deviation found successfully !! 2021-10-13/07:01:36 Entered the remove_columns method of the Preprocessor class 2021-10-13/07:01:36 Column removal successful !! 2021-10-13/07:01:36 Entered the load_model method of the FileOperations class 2021-10-13/07:01:36 Model file KMeans loaded successfully !! 2021-10-13/07:01:36 *** Prediction started !! *** 2021-10-13/07:01:36 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:01:36 Correct model file Random Forest0 found successfully !! 2021-10-13/07:01:36 Entered the load_model method of the FileOperations class 2021-10-13/07:01:36 Model file Random Forest0 loaded successfully !! 2021-10-13/07:01:36 Starting prediction for cluster 0 2021-10-13/07:01:36 Time elapsed in prediction for cluster 0: 0.0001 mins 2021-10-13/07:01:54 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/07:01:59 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:01:59 Correct model file Random Forest2 found successfully !! 2021-10-13/07:01:59 Entered the load_model method of the FileOperations class 2021-10-13/07:01:59 Model file Random Forest2 loaded successfully !! 2021-10-13/07:01:59 Starting prediction for cluster 2 2021-10-13/07:01:59 Time elapsed in prediction for cluster 2: 0.0001 mins 2021-10-13/07:02:26 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/07:02:26 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:02:26 Correct model file Random Forest1 found successfully !! 2021-10-13/07:02:26 Entered the load_model method of the FileOperations class 2021-10-13/07:02:26 Model file Random Forest1 loaded successfully !! 2021-10-13/07:02:26 Starting prediction for cluster 1 2021-10-13/07:02:26 Time elapsed in prediction for cluster 1: 0.0002 mins 2021-10-13/07:02:28 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/07:02:28 *** Data Prediction successful !! *** 2021-10-13/07:07:46 *** Model Prediction started !! *** 2021-10-13/07:07:46 Data load successful !! 2021-10-13/07:07:46 Entered the is_null_present method of the Preprocessor class 2021-10-13/07:07:46 Missing values found and written to null_values.csv 2021-10-13/07:07:46 Entered the impute_missing method of the Preprocessor class 2021-10-13/07:07:47 Data imputation successful !! 2021-10-13/07:07:47 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/07:07:48 Columns with zero standard deviation found successfully !! 2021-10-13/07:07:48 Entered the remove_columns method of the Preprocessor class 2021-10-13/07:07:48 Column removal successful !! 2021-10-13/07:07:48 Entered the load_model method of the FileOperations class 2021-10-13/07:07:48 Model file KMeans loaded successfully !! 2021-10-13/07:07:48 *** Prediction started !! *** 2021-10-13/07:07:48 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:07:48 Correct model file Random Forest0 found successfully !! 2021-10-13/07:07:48 Entered the load_model method of the FileOperations class 2021-10-13/07:07:48 Model file Random Forest0 loaded successfully !! 2021-10-13/07:07:48 Starting prediction for cluster 0 2021-10-13/07:07:48 Time elapsed in prediction for cluster 0: 0.0000 mins 2021-10-13/07:07:48 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/07:07:48 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:07:48 Correct model file Random Forest2 found successfully !! 2021-10-13/07:07:48 Entered the load_model method of the FileOperations class 2021-10-13/07:07:48 Model file Random Forest2 loaded successfully !! 2021-10-13/07:07:48 Starting prediction for cluster 2 2021-10-13/07:07:48 Time elapsed in prediction for cluster 2: 0.0000 mins 2021-10-13/07:07:48 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/07:07:48 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:07:48 Correct model file Random Forest1 found successfully !! 2021-10-13/07:07:48 Entered the load_model method of the FileOperations class 2021-10-13/07:07:48 Model file Random Forest1 loaded successfully !! 2021-10-13/07:07:48 Starting prediction for cluster 1 2021-10-13/07:07:48 Time elapsed in prediction for cluster 1: 0.0001 mins 2021-10-13/07:07:48 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/07:07:48 *** Data Prediction successful !! *** 2021-10-13/07:10:53 *** Model Prediction started !! *** 2021-10-13/07:10:53 Data load successful !! 2021-10-13/07:10:53 Entered the is_null_present method of the Preprocessor class 2021-10-13/07:10:53 Missing values found and written to null_values.csv 2021-10-13/07:10:53 Entered the impute_missing method of the Preprocessor class 2021-10-13/07:10:54 Data imputation successful !! 2021-10-13/07:10:54 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/07:10:55 Columns with zero standard deviation found successfully !! 2021-10-13/07:10:55 Entered the remove_columns method of the Preprocessor class 2021-10-13/07:10:55 Column removal successful !! 2021-10-13/07:10:55 Entered the load_model method of the FileOperations class 2021-10-13/07:10:55 Model file KMeans loaded successfully !! 2021-10-13/07:10:55 *** Prediction started !! *** 2021-10-13/07:10:55 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:10:55 Correct model file Random Forest0 found successfully !! 2021-10-13/07:10:55 Entered the load_model method of the FileOperations class 2021-10-13/07:10:55 Model file Random Forest0 loaded successfully !! 2021-10-13/07:10:55 Starting prediction for cluster 0 2021-10-13/07:10:55 Time elapsed in prediction for cluster 0: 0.0000 mins 2021-10-13/07:10:55 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/07:10:55 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:10:55 Correct model file Random Forest2 found successfully !! 2021-10-13/07:10:55 Entered the load_model method of the FileOperations class 2021-10-13/07:10:55 Model file Random Forest2 loaded successfully !! 2021-10-13/07:10:55 Starting prediction for cluster 2 2021-10-13/07:10:55 Time elapsed in prediction for cluster 2: 0.0000 mins 2021-10-13/07:10:55 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/07:10:55 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/07:10:55 Correct model file Random Forest1 found successfully !! 2021-10-13/07:10:55 Entered the load_model method of the FileOperations class 2021-10-13/07:10:55 Model file Random Forest1 loaded successfully !! 2021-10-13/07:10:55 Starting prediction for cluster 1 2021-10-13/07:10:55 Time elapsed in prediction for cluster 1: 0.0001 mins 2021-10-13/07:10:55 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/07:10:55 *** Data Prediction successful !! *** 2021-10-13/20:28:00 *** Model Prediction started !! *** 2021-10-13/20:28:00 Data load successful !! 2021-10-13/20:28:00 Entered the is_null_present method of the Preprocessor class 2021-10-13/20:28:00 Missing values found and written to null_values.csv 2021-10-13/20:28:00 Entered the impute_missing method of the Preprocessor class 2021-10-13/20:28:01 Data imputation successful !! 2021-10-13/20:28:01 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/20:28:02 Columns with zero standard deviation found successfully !! 2021-10-13/20:28:02 Entered the remove_columns method of the Preprocessor class 2021-10-13/20:28:02 Column removal successful !! 2021-10-13/20:28:02 Entered the load_model method of the FileOperations class 2021-10-13/20:28:02 Model file KMeans loaded successfully !! 2021-10-13/20:28:02 *** Prediction started !! *** 2021-10-13/20:28:02 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/20:28:02 Correct model file Random Forest0 found successfully !! 2021-10-13/20:28:02 Entered the load_model method of the FileOperations class 2021-10-13/20:28:02 Model file Random Forest0 loaded successfully !! 2021-10-13/20:28:02 Starting prediction for cluster 0 2021-10-13/20:28:02 Time elapsed in prediction for cluster 0: 0.0000 mins 2021-10-13/20:28:02 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/20:28:02 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/20:28:02 Correct model file Random Forest2 found successfully !! 2021-10-13/20:28:02 Entered the load_model method of the FileOperations class 2021-10-13/20:28:02 Model file Random Forest2 loaded successfully !! 2021-10-13/20:28:02 Starting prediction for cluster 2 2021-10-13/20:28:02 Time elapsed in prediction for cluster 2: 0.0000 mins 2021-10-13/20:28:02 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/20:28:02 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/20:28:02 Correct model file Random Forest1 found successfully !! 2021-10-13/20:28:02 Entered the load_model method of the FileOperations class 2021-10-13/20:28:02 Model file Random Forest1 loaded successfully !! 2021-10-13/20:28:02 Starting prediction for cluster 1 2021-10-13/20:28:02 Time elapsed in prediction for cluster 1: 0.0000 mins 2021-10-13/20:28:02 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/20:28:02 *** Data Prediction successful !! *** 2021-10-13/20:38:06 *** Model Prediction started !! *** 2021-10-13/20:38:07 Data load successful !! 2021-10-13/20:38:07 Entered the is_null_present method of the Preprocessor class 2021-10-13/20:38:07 Missing values found and written to null_values.csv 2021-10-13/20:38:07 Entered the impute_missing method of the Preprocessor class 2021-10-13/20:38:07 Data imputation successful !! 2021-10-13/20:38:07 Entered the cols_with_zero_standard_deviation method of the Preprocessor class 2021-10-13/20:38:08 Columns with zero standard deviation found successfully !! 2021-10-13/20:38:08 Entered the remove_columns method of the Preprocessor class 2021-10-13/20:38:08 Column removal successful !! 2021-10-13/20:38:08 Entered the load_model method of the FileOperations class 2021-10-13/20:38:08 Model file KMeans loaded successfully !! 2021-10-13/20:38:08 *** Prediction started !! *** 2021-10-13/20:38:08 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/20:38:08 Correct model file Random Forest0 found successfully !! 2021-10-13/20:38:08 Entered the load_model method of the FileOperations class 2021-10-13/20:38:08 Model file Random Forest0 loaded successfully !! 2021-10-13/20:38:08 Starting prediction for cluster 0 2021-10-13/20:38:08 Time elapsed in prediction for cluster 0: 0.0001 mins 2021-10-13/20:38:08 Predictions for cluster 0 appended to Predictions.csv 2021-10-13/20:38:08 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/20:38:08 Correct model file Random Forest2 found successfully !! 2021-10-13/20:38:08 Entered the load_model method of the FileOperations class 2021-10-13/20:38:08 Model file Random Forest2 loaded successfully !! 2021-10-13/20:38:08 Starting prediction for cluster 2 2021-10-13/20:38:08 Time elapsed in prediction for cluster 2: 0.0000 mins 2021-10-13/20:38:08 Predictions for cluster 2 appended to Predictions.csv 2021-10-13/20:38:08 Entered the find_correct_model_file method of the FileOperations class 2021-10-13/20:38:08 Correct model file Random Forest1 found successfully !! 2021-10-13/20:38:08 Entered the load_model method of the FileOperations class 2021-10-13/20:38:08 Model file Random Forest1 loaded successfully !! 2021-10-13/20:38:08 Starting prediction for cluster 1 2021-10-13/20:38:08 Time elapsed in prediction for cluster 1: 0.0000 mins 2021-10-13/20:38:08 Predictions for cluster 1 appended to Predictions.csv 2021-10-13/20:38:08 *** Data Prediction successful !! ***