2025-02-24 13:58:20,310 - main.py - DEBUG - 60 - loading sales data..
2025-02-24 13:58:21,118 - reading_data.py - DEBUG - 129 - start date: 2022-03-01 00:00:00 end date: 2025-04-30 00:00:00
2025-02-24 13:58:53,806 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 13:58:53,915 - algorithm.py - DEBUG - 78 - shape: (58278, 269) start: 2022-03-01 00:00:00 end: 2023-12-06 00:00:00
2025-02-24 13:59:00,414 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
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2025-02-24 13:59:00,416 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 13:59:10,090 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 1)
2025-02-24 13:59:10,092 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 1)
2025-02-24 13:59:10,092 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 13:59:10,567 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 1)
2025-02-24 13:59:10,570 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 1)
2025-02-24 13:59:10,570 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 13:59:10,678 - algorithm.py - DEBUG - 78 - shape: (60855, 269) start: 2022-03-01 00:00:00 end: 2024-01-06 00:00:00
2025-02-24 13:59:17,316 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
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2025-02-24 13:59:17,319 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 13:59:26,956 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 2)
2025-02-24 13:59:26,959 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 2)
2025-02-24 13:59:26,959 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 13:59:27,443 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 2)
2025-02-24 13:59:27,445 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 2)
2025-02-24 13:59:27,445 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 13:59:27,559 - algorithm.py - DEBUG - 78 - shape: (63739, 269) start: 2022-03-01 00:00:00 end: 2024-02-06 00:00:00
2025-02-24 13:59:34,446 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
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2025-02-24 13:59:34,450 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 13:59:44,160 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 3)
2025-02-24 13:59:44,162 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 3)
2025-02-24 13:59:44,163 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 13:59:44,647 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 3)
2025-02-24 13:59:44,649 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 3)
2025-02-24 13:59:44,649 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 13:59:44,772 - algorithm.py - DEBUG - 78 - shape: (66484, 269) start: 2022-03-01 00:00:00 end: 2024-03-06 00:00:00
2025-02-24 13:59:51,709 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
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2025-02-24 13:59:51,712 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:01,551 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 4)
2025-02-24 14:00:01,554 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 4)
2025-02-24 14:00:01,554 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:02,053 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 4)
2025-02-24 14:00:02,056 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 4)
2025-02-24 14:00:02,056 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:00:02,183 - algorithm.py - DEBUG - 78 - shape: (69259, 269) start: 2022-03-01 00:00:00 end: 2024-04-06 00:00:00
2025-02-24 14:00:09,183 - algorithm.py - INFO - 115 - parameters:
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2025-02-24 14:00:09,186 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:18,756 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 5)
2025-02-24 14:00:18,759 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 5)
2025-02-24 14:00:18,759 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:19,245 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 5)
2025-02-24 14:00:19,247 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 5)
2025-02-24 14:00:19,247 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:00:19,379 - algorithm.py - DEBUG - 78 - shape: (71921, 269) start: 2022-03-01 00:00:00 end: 2024-05-06 00:00:00
2025-02-24 14:00:26,880 - algorithm.py - INFO - 115 - parameters:
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2025-02-24 14:00:26,883 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:36,601 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 6)
2025-02-24 14:00:36,604 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 6)
2025-02-24 14:00:36,604 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:37,102 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 6)
2025-02-24 14:00:37,104 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 6)
2025-02-24 14:00:37,105 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:00:37,238 - algorithm.py - DEBUG - 78 - shape: (74585, 269) start: 2022-03-01 00:00:00 end: 2024-06-06 00:00:00
2025-02-24 14:00:44,595 - algorithm.py - INFO - 115 - parameters:
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2025-02-24 14:00:44,600 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:54,002 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 7)
2025-02-24 14:00:54,005 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 7)
2025-02-24 14:00:54,005 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:00:54,487 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 7)
2025-02-24 14:00:54,489 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 7)
2025-02-24 14:00:54,489 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:00:54,623 - algorithm.py - DEBUG - 78 - shape: (77469, 269) start: 2022-03-01 00:00:00 end: 2024-07-06 00:00:00
2025-02-24 14:01:01,866 - algorithm.py - INFO - 115 - parameters:
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2025-02-24 14:01:01,869 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:01:11,629 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 8)
2025-02-24 14:01:11,631 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 8)
2025-02-24 14:01:11,631 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:01:12,114 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 8)
2025-02-24 14:01:12,116 - prediction_task.py - DEBUG - 31 - test data not found for 195 Kelheim in period (2024, 8)
2025-02-24 14:01:12,116 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:01:12,255 - algorithm.py - DEBUG - 78 - shape: (80338, 269) start: 2022-03-01 00:00:00 end: 2024-08-06 00:00:00
2025-02-24 14:01:19,754 - algorithm.py - INFO - 115 - parameters:
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2025-02-24 14:01:19,757 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:01:29,540 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 9)
2025-02-24 14:01:29,624 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:01:30,112 - prediction_task.py - DEBUG - 31 - test data not found for 194 Michelfeld in period (2024, 9)
2025-02-24 14:01:30,116 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:01:30,261 - algorithm.py - DEBUG - 78 - shape: (83257, 269) start: 2022-03-01 00:00:00 end: 2024-09-06 00:00:00
2025-02-24 14:01:38,037 - algorithm.py - INFO - 115 - parameters:
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2025-02-24 14:01:38,040 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:01:38,897 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2024, 10)
2025-02-24 14:01:47,758 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:01:47,806 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2024, 10)
2025-02-24 14:01:48,245 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:01:48,389 - algorithm.py - DEBUG - 78 - shape: (85917, 269) start: 2022-03-01 00:00:00 end: 2024-10-05 00:00:00
2025-02-24 14:01:56,262 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
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2025-02-24 14:01:56,265 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:01:57,303 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2024, 11)
2025-02-24 14:02:06,192 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:02:06,240 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2024, 11)
2025-02-24 14:02:06,675 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:02:06,828 - algorithm.py - DEBUG - 78 - shape: (88832, 269) start: 2022-03-01 00:00:00 end: 2024-11-06 00:00:00
2025-02-24 14:02:14,804 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
'booster': None,
'callbacks': None,
'colsample_bylevel': None,
'colsample_bynode': None,
'colsample_bytree': 0.85,
'device': None,
'early_stopping_rounds': None,
'enable_categorical': False,
'eval_metric': <function mean_absolute_percentage_error at 0x7aa75e3679d0>,
'feature_types': None,
'gamma': None,
'grow_policy': None,
'importance_type': None,
'interaction_constraints': None,
'learning_rate': 0.01,
'max_bin': None,
'max_cat_threshold': None,
'max_cat_to_onehot': None,
'max_delta_step': None,
'max_depth': 7,
'max_leaves': None,
'min_child_weight': None,
'missing': nan,
'monotone_constraints': None,
'multi_strategy': None,
'n_estimators': 1100,
'n_jobs': -1,
'num_parallel_tree': None,
'objective': 'reg:squarederror',
'random_state': None,
'reg_alpha': 0.01,
'reg_lambda': 1.0,
'sampling_method': None,
'scale_pos_weight': None,
'subsample': 1.0,
'tree_method': None,
'validate_parameters': None,
'verbosity': None}
2025-02-24 14:02:14,807 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:02:15,657 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2024, 12)
2025-02-24 14:02:24,300 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:02:24,348 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2024, 12)
2025-02-24 14:02:24,788 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:02:24,947 - algorithm.py - DEBUG - 78 - shape: (91727, 269) start: 2022-03-01 00:00:00 end: 2024-12-06 00:00:00
2025-02-24 14:02:33,313 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
'booster': None,
'callbacks': None,
'colsample_bylevel': None,
'colsample_bynode': None,
'colsample_bytree': 0.85,
'device': None,
'early_stopping_rounds': None,
'enable_categorical': False,
'eval_metric': <function mean_absolute_percentage_error at 0x7aa75e3679d0>,
'feature_types': None,
'gamma': None,
'grow_policy': None,
'importance_type': None,
'interaction_constraints': None,
'learning_rate': 0.01,
'max_bin': None,
'max_cat_threshold': None,
'max_cat_to_onehot': None,
'max_delta_step': None,
'max_depth': 7,
'max_leaves': None,
'min_child_weight': None,
'missing': nan,
'monotone_constraints': None,
'multi_strategy': None,
'n_estimators': 1100,
'n_jobs': -1,
'num_parallel_tree': None,
'objective': 'reg:squarederror',
'random_state': None,
'reg_alpha': 0.01,
'reg_lambda': 1.0,
'sampling_method': None,
'scale_pos_weight': None,
'subsample': 1.0,
'tree_method': None,
'validate_parameters': None,
'verbosity': None}
2025-02-24 14:02:33,318 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:02:34,359 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2025, 1)
2025-02-24 14:02:37,090 - prediction_task.py - DEBUG - 31 - test data not found for 96 Hof in period (2025, 1)
2025-02-24 14:02:42,944 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:02:42,990 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2025, 1)
2025-02-24 14:02:43,129 - prediction_task.py - DEBUG - 31 - test data not found for 96 Hof in period (2025, 1)
2025-02-24 14:02:43,424 - algorithm.py - DEBUG - 72 - start training with xgboost...
2025-02-24 14:02:43,584 - algorithm.py - DEBUG - 78 - shape: (97208, 269) start: 2022-03-01 00:00:00 end: 2025-02-06 00:00:00
2025-02-24 14:02:52,047 - algorithm.py - INFO - 115 - parameters:
{ 'base_score': None,
'booster': None,
'callbacks': None,
'colsample_bylevel': None,
'colsample_bynode': None,
'colsample_bytree': 0.85,
'device': None,
'early_stopping_rounds': None,
'enable_categorical': False,
'eval_metric': <function mean_absolute_percentage_error at 0x7aa75e3679d0>,
'feature_types': None,
'gamma': None,
'grow_policy': None,
'importance_type': None,
'interaction_constraints': None,
'learning_rate': 0.01,
'max_bin': None,
'max_cat_threshold': None,
'max_cat_to_onehot': None,
'max_delta_step': None,
'max_depth': 7,
'max_leaves': None,
'min_child_weight': None,
'missing': nan,
'monotone_constraints': None,
'multi_strategy': None,
'n_estimators': 1100,
'n_jobs': -1,
'num_parallel_tree': None,
'objective': 'reg:squarederror',
'random_state': None,
'reg_alpha': 0.01,
'reg_lambda': 1.0,
'sampling_method': None,
'scale_pos_weight': None,
'subsample': 1.0,
'tree_method': None,
'validate_parameters': None,
'verbosity': None}
2025-02-24 14:02:52,050 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:02:52,903 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2025, 3)
2025-02-24 14:02:55,608 - prediction_task.py - DEBUG - 31 - test data not found for 96 Hof in period (2025, 3)
2025-02-24 14:03:01,707 - prediction_task.py - DEBUG - 21 - predictions starting...
2025-02-24 14:03:01,756 - prediction_task.py - DEBUG - 31 - test data not found for 29 Kelheim II in period (2025, 3)
2025-02-24 14:03:01,899 - prediction_task.py - DEBUG - 31 - test data not found for 96 Hof in period (2025, 3)
2025-02-24 14:03:21,284 - functions.py - INFO - 87 - No duplicates found in predictions.
2025-02-24 14:03:48,724 - functions.py - DEBUG - 206 - metric: mae
2025-02-24 14:03:54,409 - functions.py - DEBUG - 206 - metric: mape
2025-02-24 14:04:00,140 - functions.py - DEBUG - 206 - metric: jensen_shannon
2025-02-24 14:04:05,816 - functions.py - DEBUG - 206 - metric: kullback_leibler
2025-02-24 14:04:12,750 - conversion_functions.py - DEBUG - 168 - business hours file: (1332, 9) Index(['fg_sg', 'fg_bez', 'Bundesland', 'year', 'month', 'weekday_hours', 'saturday_hours', 'weekday_hours_extra', 'saturday_hours_extra'], dtype='object')
2025-02-24 14:04:13,003 - conversion_functions.py - DEBUG - 168 - business hours file: (2664, 9) Index(['fg_sg', 'fg_bez', 'Bundesland', 'year', 'month', 'weekday_hours', 'saturday_hours', 'weekday_hours_extra', 'saturday_hours_extra'], dtype='object')
2025-02-24 14:04:13,255 - conversion_functions.py - DEBUG - 168 - business hours file: (3996, 9) Index(['fg_sg', 'fg_bez', 'Bundesland', 'year', 'month', 'weekday_hours', 'saturday_hours', 'weekday_hours_extra', 'saturday_hours_extra'], dtype='object')
2025-02-24 14:04:13,351 - conversion_functions.py - DEBUG - 168 - business hours file: (4662, 10) Index(['fg_sg', 'fg_bez', 'Bundesland', 'year', 'month', 'weekday_hours', 'saturday_hours', 'weekday_hours_extra', 'saturday_hours_extra', 'season'], dtype='object')