2024-08-01 11:14:45 - __main__ - INFO - > Data loaded successfully from data/raw/Alarm_History.csv
2024-08-01 11:14:45 - __main__ - INFO -  >> Datetime conversion and date features engineering done
2024-08-01 11:14:45 - __main__ - INFO -  >> Unnecessary columns dropped
2024-08-01 11:14:45 - __main__ - INFO -  >> Null values handled
2024-08-01 11:14:45 - __main__ - INFO -  >> Outliers removed
2024-08-01 11:14:45 - __main__ - INFO -  >> Target column created
2024-08-01 11:14:45 - __main__ - INFO -  >> Cyclical encoding done
2024-08-01 11:14:45 - __main__ - INFO -  >> Categorical conversion done
2024-08-01 11:14:46 - __main__ - INFO - > Encoded labels saved successfully to data/interim/label_encoders_info.yaml
2024-08-01 11:14:46 - __main__ - INFO -  >> Label encoding done
2024-08-01 11:14:46 - __main__ - INFO - > Data preprocessed successfully
2024-08-01 11:14:47 - __main__ - INFO - > Data saved successfully to data/interim/cleaned_alarm_data.csv
2024-08-01 11:15:31 - src.inference - INFO - Converting list of AlarmDataModel to DataFrame with 1 rows
2024-08-01 11:15:31 - src.inference - INFO - New data saved to > data/external/raw_inference_data.csv
2024-08-01 11:15:31 - src.inference - INFO - Converting list of AlarmDataModel to DataFrame with 1 rows
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Column Event Time not found in the data...
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Column Clearance Time not found in the data...
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Column Acknoledgement Time not found in the data...
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Column FM Receive Time not found in the data...
2024-08-01 11:15:31 - src.alarm_data_processor - INFO -  >> Datetime conversion and date features engineering done
2024-08-01 11:15:31 - src.alarm_data_processor - INFO -  >> Unnecessary columns dropped
2024-08-01 11:15:31 - src.alarm_data_processor - INFO -  >> Cyclical encoding done
2024-08-01 11:15:31 - src.alarm_data_processor - INFO -  >> Categorical conversion done
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Value 22214 not found in categories for Technical ID
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Value 12345 not found in categories for Site ID
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Value NodeB_123 not found in categories for NE Name
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Value SourceA not found in categories for Source
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Value TypeA not found in categories for NE Type
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Value CategoryA not found in categories for Alarm Category
2024-08-01 11:15:31 - src.alarm_data_processor - WARNING - Value NodeParent not found in categories for Parent Node
2024-08-01 11:15:31 - src.alarm_data_processor - INFO -  >> Label encoding done
2024-08-01 11:15:31 - src.alarm_data_processor - INFO - > Data preprocessed successfully
2024-08-01 11:15:31 - src.inference - INFO - New data saved to > data/external/processed_inference_data.csv
2024-08-01 11:15:31 - src.inference - INFO - Predictions made on 1 rows
2024-08-01 11:15:31 - src.inference - INFO - New data saved to > data/external/predictions.csv
2024-08-01 11:16:59 - __main__ - INFO - Data loaded successfully from data/interim/cleaned_alarm_data.csv
2024-08-01 11:16:59 - __main__ - INFO - Stratified splitting done
2024-08-01 11:17:00 - __main__ - INFO - Data saved successfully to data/processed/X_train.csv
2024-08-01 11:17:00 - __main__ - INFO - Data saved successfully to data/processed/X_test.csv
2024-08-01 11:17:00 - __main__ - INFO - Data saved successfully to data/processed/y_train.csv
2024-08-01 11:17:00 - __main__ - INFO - Data saved successfully to data/processed/y_test.csv
2024-08-01 11:17:00 - __main__ - INFO - X_train, X_test, y_train, y_test saved successfully
2024-08-01 11:17:00 - __main__ - INFO - SMOTE applied
2024-08-01 11:17:01 - __main__ - INFO - Data saved successfully to data/processed/SMOTE/X_train_processed.csv
2024-08-01 11:17:01 - __main__ - INFO - Data saved successfully to data/processed/SMOTE/X_test_processed.csv
2024-08-01 11:17:01 - __main__ - INFO - Data saved successfully to data/processed/SMOTE/y_train_processed.csv
2024-08-01 11:17:01 - __main__ - INFO - Data saved successfully to data/processed/SMOTE/y_test_processed.csv
2024-08-01 11:17:01 - __main__ - INFO - X_train, X_test, y_train, y_test processed are saved successfully