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  - climate
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  size_categories:
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  - 100K<n<1M
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- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  - climate
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  size_categories:
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  - 100K<n<1M
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+ ---
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+
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+ ## Cluj Napoca Weather Dataset
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+
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+ A weather dataset of Cluj Napoca taken from the OpenWheather History API. It was scraped from the Open Weather
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+ Map using their Weather API. The data collected was from January 1st 2008 until May 2023
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+ at an hourly rate. The columns are presented in the image below:
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+
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6376481a48baeb86b0c3038b/DnLOpVnoBFJANEb7B44ny.png)
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+
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+ The data is licensed per OpenWeather under the [odbl license](https://opendatacommons.org/licenses/odbl/).
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+
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+ ### Long Time Series Predictions
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+
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+ Clone the [Time-Series-Library](https://github.com/thuml/Time-Series-Library) repository.
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+ ```
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+ git clone https://github.com/thuml/Time-Series-Library.git
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+ ```
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+
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+ For training the model create a folder called dataset. After that you can either modify the .sh files (for me it didn't work), or run the predict.ipynb file found in the Files Folder.
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+ Alternatively, check the HuggingFace implementations for [Informer](https://huggingface.co/docs/transformers/model_doc/informer),
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+ [Autoformer](https://huggingface.co/docs/transformers/model_doc/autoformer), [Vanilla Transformer](https://huggingface.co/docs/transformers/model_doc/time_series_transformer),
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+ [PatchTST](https://huggingface.co/docs/transformers/model_doc/patchtst) and [PatchTSMixer](https://huggingface.co/docs/transformers/model_doc/patchtsmixer)
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+
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+ ### Results
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+
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+ Without any hyperparameter tuning the results on this dataset were the following:
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+
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+ ![image/png](https://cdn-uploads.huggingface.co/production/uploads/6376481a48baeb86b0c3038b/MQ3G4h7Y04ttSlXvdXCSw.png)
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+
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+ A description of waht I did can be found [here]()