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Datasets:
Real-TSF
/
TIME-Output

Tasks:
Time Series Forecasting
Modalities:
Tabular
Text
Formats:
csv
Size:
1K - 10K
Tags:
time-series
forecasting
benchmark
Libraries:
Datasets
Dask
Polars
License:
Dataset card Data Studio Files
xet
 Community
37
Dataset Viewer
The dataset viewer is not available for this dataset.
The JWT signature verification failed. Check the signing key and the algorithm.
Error code:   JWTInvalidSignature
Exception:    InvalidSignatureError
Message:      Signature verification failed
Traceback:    Traceback (most recent call last):
                File "/src/libs/libapi/src/libapi/jwt_token.py", line 286, in validate_jwt
                  decoded = jwt.decode(
                      jwt=token,
                  ...<2 lines>...
                      options=options,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 368, in decode
                  decoded = self.decode_complete(
                      jwt,
                  ...<8 lines>...
                      leeway=leeway,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jwt.py", line 265, in decode_complete
                  decoded = self._jws.decode_complete(
                      jwt,
                  ...<3 lines>...
                      detached_payload=detached_payload,
                  )
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 270, in decode_complete
                  self._verify_signature(
                  ~~~~~~~~~~~~~~~~~~~~~~^
                      signing_input,
                      ^^^^^^^^^^^^^^
                  ...<4 lines>...
                      options=merged_options,
                      ^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/usr/local/lib/python3.14/site-packages/jwt/api_jws.py", line 417, in _verify_signature
                  raise InvalidSignatureError("Signature verification failed")
              jwt.exceptions.InvalidSignatureError: Signature verification failed

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This repository contains the extracted time series features (tsfeatures) for each variate and the detailed forecasting results for every experiment.

Note: These files are for building leaderboard and visualization; users do not need to download this directory.

  • features/: Statistical Features (tsfeatures)

    Each dataset's features are saved to: output/features/{dataset}/{freq}/. This directory stores the computed tsfeatures for the variates in the dataset. The folder contains a CSV file named either:

    • test.csv: Features calculated on the test split.
    • full.csv: Features calculated on the full dataset.

  • results/: Experimental Results

    Each experiment is saved to: output/results/{model}/{dataset}/{freq}/{horizon}/. Each directory represents a specific model-dataset-frequency-horizon combination and contains the following files:

    • config.json: The experiment settings and hyperparameters.
    • metrics.npz: Window-level forecasting metrics (e.g., MASE, CRPS).
    • predictions.npz: Quantile prediction results for each sliding window.
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