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milankuresmilankures
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Feat: Updated notebooks
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‎tutorial_notebooks/annotations.ipynb‎

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"name": "stderr",
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"text": [
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"[2025-11-08 21:01:13,156][cesnet_dataset][INFO] - Dataset is time-based. Use cesnet_tszoo.configs.TimeBasedConfig\n"
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"[2025-11-14 18:32:33,318][cesnet_dataset][INFO] - Dataset is time-based. Use cesnet_tszoo.configs.TimeBasedConfig\n"
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[2025-11-08 21:01:13,323][cesnet_dataset][INFO] - Annotations successfully saved to \\some_directory\\tszoo\\annotations\\test_name.csv\n"
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"[2025-11-14 18:32:33,481][cesnet_dataset][INFO] - Annotations successfully saved to \\some_directory\\tszoo\\annotations\\test_name.csv\n"
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}
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"name": "stderr",
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"output_type": "stream",
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"text": [
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"[2025-11-08 21:01:13,355][cesnet_dataset][INFO] - Dataset is time-based. Use cesnet_tszoo.configs.TimeBasedConfig\n"
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"[2025-11-14 18:32:33,516][cesnet_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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"[2025-11-08 21:01:13,366][cesnet_dataset][WARNING] - Built-in annotations test_name not found.\n",
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"[2025-11-08 21:01:13,367][cesnet_dataset][INFO] - Custom annotations found: test_name.\n",
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"[2025-11-08 21:01:13,369][cesnet_dataset][INFO] - Annotations detected as AnnotationType.BOTH (both id_ip and id_time)\n",
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"[2025-11-08 21:01:13,372][cesnet_dataset][INFO] - Successfully imported annotations from \\some_directory\\tszoo\\annotations\\test_name.csv\n"
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"[2025-11-14 18:32:33,525][cesnet_dataset][WARNING] - Built-in annotations test_name not found.\n",
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"[2025-11-14 18:32:33,525][cesnet_dataset][INFO] - Custom annotations found: test_name.\n",
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"[2025-11-14 18:32:33,526][cesnet_dataset][INFO] - Annotations detected as AnnotationType.BOTH (both id_ip and id_time)\n",
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"[2025-11-14 18:32:33,527][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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"[2025-11-08 21:01:13,383][cesnet_dataset][INFO] - Built-in annotations found: device_type_ip_address_full.\n",
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"[2025-11-08 21:01:13,408][cesnet_dataset][INFO] - Annotations detected as AnnotationType.TS_ID (id_ip only)\n",
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"[2025-11-08 21:01:18,001][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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"[2025-11-14 18:32:33,539][cesnet_dataset][INFO] - Built-in annotations found: device_type_ip_address_full.\n",
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"[2025-11-14 18:32:33,563][cesnet_dataset][INFO] - Annotations detected as AnnotationType.TS_ID (id_ip only)\n",
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"[2025-11-14 18:32:37,958][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, 101.18it/s]"
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"100%|██████████| 283/283 [00:02<00:00, 103.42it/s]\n",
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"dataset.set_batch_sizes()\n",
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"\n",
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"# Display final config\n",
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"dataset.display_config()"
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"dataset.summary(display_type=\"text\")"
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"100%|██████████| 283/283 [02:15<00:00, 2.09it/s]\n"
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"text": [
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"Mean RMSE: 0.082450\n",
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"Std RMSE: 0.142147\n"
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"Mean RMSE: 0.083626\n",
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"Std RMSE: 0.147531\n"
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}
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