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Datasets:
TanQT24
/
SynTSBench

Tasks:
Time Series Forecasting
Modalities:
Tabular
Text
Formats:
csv
Size:
1M - 10M
Libraries:
Datasets
pandas
License:
Dataset card Data Studio Files
xet
Community
4
SynTSBench
File size: 40,705 Bytes 
8d93317
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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---
license: mit
configs:
- config_name: anomaly
  data_files:
  - split: train
    path:
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-5pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_SNR20dB_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-5pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-1_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-5_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-1_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-10_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-5_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-0pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-20pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-10pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-0pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_SNR20dB_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-3_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-3_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-5pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-20_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-15pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_SNR20dB_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_SNR20dB_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-20pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-20pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-1pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-1pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-5pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_SNR20dB_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-5pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-1_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-15pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-15pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-10pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-10pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-3_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-5_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-20_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-20pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_SNR20dB_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-10pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-10pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-20_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-5_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-20_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-15pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-10_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-1pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-3_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-5_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-20pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-10pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-1pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-10_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-1_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-20_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-5pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-15pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-15pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-1_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-1pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-1pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-1_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-0pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-5_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-10_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-3_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-20_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-20pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-3_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-0pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-10_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-10_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-0pct_length5000.csv
    - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-0pct_length5000.csv
  description: 'Synthetic time series data from Dataset_generated_anomaly with columns:
    Feature1, date'
- config_name: autocorrelation_long_dependency
  data_files:
  - split: train
    path:
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_ARMA(2,2)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_ARMA-Long-Dependency_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_ARMA(1,1)_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_White-Noise_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_Random-Walk_raw_length5000.csv
    - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_ARMA-Long-Dependency_raw_length5000.csv
  description: 'Synthetic time series data from Dataset_generated_autocorrelation-long-dependency
    with columns: Feature1, date'
- config_name: complex_multivariate_struct0
  data_files:
  - split: train
    path:
    - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Lotka-Volterra_raw_length5000.csv
  description: 'Synthetic time series data from Dataset_generated_complex_multivariate
    with columns: Feature1, Feature2, date'
- 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
---

# 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