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TanQT24
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SynTSBench

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Time Series Forecasting
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SynTSBench / README.md
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Add 'complex_multivariate_struct0' config data files
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metadata 
license: mit
configs:
  - config_name: anomaly
    data_files:
      - split: train
        path: anomaly/train-*
  - config_name: autocorrelation_long_dependency
    data_files:
      - split: train
        path: autocorrelation_long_dependency/train-*
  - config_name: complex_multivariate_struct0
    data_files:
      - split: train
        path: complex_multivariate_struct0/train-*
  - config_name: complex_multivariate_struct1
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Macro-Economy_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_complex_multivariate
      with columns: consumer_spending, date, gdp_growth, inflation,
      interest_rate, unemployment_rate
  - config_name: complex_multivariate_struct2
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Weather-Sales_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_complex_multivariate
      with columns: beverage_sales, date, ice_cream_sales, rainfall,
      temperature, umbrella_sales
  - config_name: complex_multivariate_struct3
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_SIR-Model_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_complex_multivariate
      with columns: Feature1, Feature2, Feature3, date
  - config_name: complex_multivariate_struct4
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Intervention-Effect_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_complex_multivariate
      with columns: date, economic_growth, employment_rate, market_confidence,
      negative_indicator
  - config_name: complex_multivariate_struct5
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Ad-Sales_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_complex_multivariate
      with columns: ad_spend, date, sales
  - config_name: complex_multivariate_struct6
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Supply-Demand-Price_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_complex_multivariate
      with columns: date, demand, price, supply
  - config_name: complex_univariate
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Network-Traffic_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Economic-Indicator_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Temperature-Sensor_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Website-Traffic_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Industrial-Sensor_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Industrial-Sensor-Normal_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Electricity-Consumption_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Stock-Price_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_IoT-Sensor-Battery_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Retail-Sales_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_complex_univariate with
      columns: Feature1, date
  - config_name: cross_variable_learning_struct0
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag48_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_cross-variable-learning
      with columns: FeatureA_WhiteNoise, FeatureB_Lag48, date
  - config_name: cross_variable_learning_struct1
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag10_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_cross-variable-learning
      with columns: FeatureA_WhiteNoise, FeatureB_Lag10, date
  - config_name: cross_variable_learning_struct2
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_SinNoiseComposite_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_cross-variable-learning
      with columns: FeatureA_Sin, FeatureB_Noise_0dB, FeatureC_Sum, date
  - config_name: cross_variable_learning_struct3
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag5_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_cross-variable-learning
      with columns: FeatureA_WhiteNoise, FeatureB_Lag5, date
  - config_name: cross_variable_learning_struct4
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag24_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_cross-variable-learning
      with columns: FeatureA_WhiteNoise, FeatureB_Lag24, date
  - config_name: datasetlength
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length10000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length20000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length50000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length1000.csv
          - >-
            SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length1000.csv
    description: >-
      Synthetic time series data from Dataset_generated_datasetlength with
      columns: Feature1, date
  - config_name: longdistance
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_longdistance/dataset1_twopulse-triangles_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_longdistance/dataset1_Triangle-Wave0.0025_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_longdistance/dataset1_Triangle-Wave0.005_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_longdistance with
      columns: Feature1, date
  - config_name: noise
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR30dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_point-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR30dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_point-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_pulse-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR30dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_pulse-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_pulse-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_point-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_point-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR20dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_pulse-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR0dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_point-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_pulse-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR30dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR-10dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR30dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR30dB_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_pulse-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_point-anomaly_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR-10dB_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_noise with columns:
      Feature1, date
  - config_name: period
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Triple-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Five-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Sin0.05_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Sin0.005_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Ten-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Double-Sin_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Sawtooth-Wave_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Triangle-Wave_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Square-Wave_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_period/dataset1_Exp-Sine-Wave_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_period with columns:
      Feature1, date
  - config_name: trend
    data_files:
      - split: train
        path:
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Gompertz-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Step-Function_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Power-Law-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Exponential-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Negative-Exponential-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Linear-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Logarithmic-Function_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Piecewise-Linear_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Logistic-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Gaussian-Trend_raw_length5000.csv
          - >-
            SynTS_Dataset/Dataset_generated_trend/dataset1_Quadratic-Function_raw_length5000.csv
    description: >-
      Synthetic time series data from Dataset_generated_trend with columns:
      Feature1, date
task_categories:
  - time-series-forecasting
dataset_info:
  - config_name: anomaly
    features:
      - name: date
        dtype: int64
      - name: Feature1
        dtype: float64
    splits:
      - name: train
        num_bytes: 5760000
        num_examples: 360000
    download_size: 5378809
    dataset_size: 5760000
  - config_name: autocorrelation_long_dependency
    features:
      - name: date
        dtype: int64
      - name: Feature1
        dtype: float64
    splits:
      - name: train
        num_bytes: 4000000
        num_examples: 250000
    download_size: 3735387
    dataset_size: 4000000
  - config_name: complex_multivariate_struct0
    features:
      - name: date
        dtype: string
      - name: Feature1
        dtype: float64
      - name: Feature2
        dtype: float64
    splits:
      - name: train
        num_bytes: 150000
        num_examples: 5000
    download_size: 123368
    dataset_size: 150000

SynTSBench: A Synthetic Time Series Benchmark

SynTSBench is a comprehensive synthetic time series benchmark dataset designed for evaluating machine learning models on various time series tasks.

Dataset Structure

The dataset is organized into distinct configurations based on different time series characteristics and column structures:

  • anomaly: Synthetic time series data from Dataset_generated_anomaly with columns: Feature1, date
  • autocorrelation_long_dependency: Synthetic time series data from Dataset_generated_autocorrelation-long-dependency with columns: Feature1, date
  • complex_multivariate_struct0: Synthetic time series data from Dataset_generated_complex_multivariate with columns: Feature1, Feature2, date
  • complex_multivariate_struct1: Synthetic time series data from Dataset_generated_complex_multivariate with columns: consumer_spending, date, gdp_growth, inflation, interest_rate, unemployment_rate
  • complex_multivariate_struct2: Synthetic time series data from Dataset_generated_complex_multivariate with columns: beverage_sales, date, ice_cream_sales, rainfall, temperature, umbrella_sales
  • complex_multivariate_struct3: Synthetic time series data from Dataset_generated_complex_multivariate with columns: Feature1, Feature2, Feature3, date
  • complex_multivariate_struct4: Synthetic time series data from Dataset_generated_complex_multivariate with columns: date, economic_growth, employment_rate, market_confidence, negative_indicator
  • complex_multivariate_struct5: Synthetic time series data from Dataset_generated_complex_multivariate with columns: ad_spend, date, sales
  • complex_multivariate_struct6: Synthetic time series data from Dataset_generated_complex_multivariate with columns: date, demand, price, supply
  • complex_univariate: Synthetic time series data from Dataset_generated_complex_univariate with columns: Feature1, date
  • cross_variable_learning_struct0: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag48, date
  • cross_variable_learning_struct1: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag10, date
  • cross_variable_learning_struct2: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_Sin, FeatureB_Noise_0dB, FeatureC_Sum, date
  • cross_variable_learning_struct3: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag5, date
  • cross_variable_learning_struct4: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag24, date
  • datasetlength: Synthetic time series data from Dataset_generated_datasetlength with columns: Feature1, date
  • longdistance: Synthetic time series data from Dataset_generated_longdistance with columns: Feature1, date
  • noise: Synthetic time series data from Dataset_generated_noise with columns: Feature1, date
  • period: Synthetic time series data from Dataset_generated_period with columns: Feature1, date
  • trend: Synthetic time series data from Dataset_generated_trend with columns: Feature1, date