Update README.md

README.md

@@ -8,4 +8,34 @@ tags:
 - climate
 size_categories:
 - 100K<n<1M
----
+---
+
+## Cluj Napoca Weather Dataset
+
+A weather dataset of Cluj Napoca taken from the OpenWheather History API. It was scraped from the Open Weather
+Map using their Weather API. The data collected was from January 1st 2008 until May 2023
+at an hourly rate. The columns are presented in the image below:
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6376481a48baeb86b0c3038b/DnLOpVnoBFJANEb7B44ny.png)
+
+The data is licensed per OpenWeather under the [odbl license](https://opendatacommons.org/licenses/odbl/).  
+
+### Long Time Series Predictions
+
+Clone the [Time-Series-Library](https://github.com/thuml/Time-Series-Library) repository.
+```
+git clone https://github.com/thuml/Time-Series-Library.git
+```
+
+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.
+Alternatively, check the HuggingFace implementations for [Informer](https://huggingface.co/docs/transformers/model_doc/informer),
+[Autoformer](https://huggingface.co/docs/transformers/model_doc/autoformer), [Vanilla Transformer](https://huggingface.co/docs/transformers/model_doc/time_series_transformer),
+[PatchTST](https://huggingface.co/docs/transformers/model_doc/patchtst) and [PatchTSMixer](https://huggingface.co/docs/transformers/model_doc/patchtsmixer)
+
+### Results
+
+Without any hyperparameter tuning the results on this dataset were the following: 
+
+![image/png](https://cdn-uploads.huggingface.co/production/uploads/6376481a48baeb86b0c3038b/MQ3G4h7Y04ttSlXvdXCSw.png)
+
+A description of waht I did can be found [here]()