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milankuresmilankures
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Docs: Rerun notebooks because of last fix
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‎tutorial_notebooks/annotations.ipynb‎

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"name": "stderr",
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"[2025-09-06 19:22:40,612][wrapper_dataset][INFO] - Dataset is time-based. Use cesnet_tszoo.configs.TimeBasedConfig\n"
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"[2025-09-15 11:54:57,770][wrapper_dataset][INFO] - Dataset is time-based. Use cesnet_tszoo.configs.TimeBasedConfig\n"
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"name": "stderr",
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"text": [
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"[2025-09-06 19:22:40,746][cesnet_dataset][INFO] - Annotations successfully saved to \\some_directory\\tszoo\\annotations\\test_name.csv\n"
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"[2025-09-15 11:54:57,900][cesnet_dataset][INFO] - Annotations successfully saved to \\some_directory\\tszoo\\annotations\\test_name.csv\n"
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[2025-09-06 19:22:40,765][wrapper_dataset][INFO] - Dataset is time-based. Use cesnet_tszoo.configs.TimeBasedConfig\n"
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"[2025-09-15 11:54:57,925][wrapper_dataset][INFO] - Dataset is time-based. Use cesnet_tszoo.configs.TimeBasedConfig\n"
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"name": "stderr",
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"text": [
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"[2025-09-06 19:22:40,775][cesnet_dataset][WARNING] - Built-in annotations test_name not found.\n",
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"[2025-09-06 19:22:40,776][cesnet_dataset][INFO] - Custom annotations found: test_name.\n",
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"[2025-09-06 19:22:40,777][cesnet_dataset][INFO] - Annotations detected as AnnotationType.BOTH (both id_ip and id_time)\n",
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"[2025-09-06 19:22:40,777][cesnet_dataset][INFO] - Successfully imported annotations from \\some_directory\\tszoo\\annotations\\test_name.csv\n"
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"[2025-09-15 11:54:57,933][cesnet_dataset][WARNING] - Built-in annotations test_name not found.\n",
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"[2025-09-15 11:54:57,934][cesnet_dataset][INFO] - Custom annotations found: test_name.\n",
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"[2025-09-15 11:54:57,935][cesnet_dataset][INFO] - Annotations detected as AnnotationType.BOTH (both id_ip and id_time)\n",
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"[2025-09-15 11:54:57,936][cesnet_dataset][INFO] - Successfully imported annotations from \\some_directory\\tszoo\\annotations\\test_name.csv\n"
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[2025-09-06 19:22:40,786][cesnet_dataset][INFO] - Built-in annotations found: device_type_ip_address_full.\n",
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"[2025-09-06 19:22:40,807][cesnet_dataset][INFO] - Annotations detected as AnnotationType.TS_ID (id_ip only)\n",
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"[2025-09-06 19:22:45,318][cesnet_dataset][INFO] - Successfully imported annotations from F:\\tszoo-library\\cesnet-tszoo\\cesnet_tszoo\\files\\annotation_files\\device_type_ip_address_full.csv\n"
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"[2025-09-15 11:54:57,947][cesnet_dataset][INFO] - Built-in annotations found: device_type_ip_address_full.\n",
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"[2025-09-15 11:54:57,970][cesnet_dataset][INFO] - Annotations detected as AnnotationType.TS_ID (id_ip only)\n",
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"[2025-09-15 11:55:02,344][cesnet_dataset][INFO] - Successfully imported annotations from F:\\tszoo-library\\cesnet-tszoo\\cesnet_tszoo\\files\\annotation_files\\device_type_ip_address_full.csv\n"
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{

‎tutorial_notebooks/benchmarks.ipynb‎

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‎tutorial_notebooks/disjoint_time_based_choosing_data.ipynb‎

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‎tutorial_notebooks/disjoint_time_based_loading_data.ipynb‎

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‎tutorial_notebooks/disjoint_time_based_using_transformers.ipynb‎

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‎tutorial_notebooks/handling_missing_data.ipynb‎

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‎tutorial_notebooks/series_based_choosing_data.ipynb‎

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‎tutorial_notebooks/series_based_loading_data.ipynb‎

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‎tutorial_notebooks/series_based_using_transformers.ipynb‎

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‎tutorial_notebooks/simple_forecasting.ipynb‎

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"100%|██████████| 283/283 [00:02<00:00, 98.32it/s]"
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"100%|██████████| 283/283 [00:02<00:00, 115.07it/s]"
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"100%|██████████| 283/283 [00:02<00:00, 99.36it/s]\n",
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"100%|██████████| 283/283 [00:02<00:00, 122.46it/s]\n",
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{
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"text": [
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"Mean RMSE: 0.083999\n",
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"Std RMSE: 0.148018\n"
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"Mean RMSE: 0.082763\n",
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"Std RMSE: 0.139844\n"
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}
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