Hugging Face's logo

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

metafile

#1
by Mor-Li - opened
base: refs/heads/main
←
from: refs/pr/1
Discussion Files changed
+491
-3
Files changed (1) hide show
  1. README.md +491 -3
README.md CHANGED
@@ -1,3 +1,491 @@
1
- ---
2
- license: mit
3
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: mit
3
+ configs:
4
+ - config_name: anomaly
5
+ data_files:
6
+ - split: train
7
+ path:
8
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-5pct_length5000.csv
9
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_SNR20dB_length5000.csv
10
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-5pct_length5000.csv
11
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-1_length5000.csv
12
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-5_length5000.csv
13
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-1_length5000.csv
14
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-10_length5000.csv
15
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-5_length5000.csv
16
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-0pct_length5000.csv
17
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-20pct_length5000.csv
18
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-10pct_length5000.csv
19
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-0pct_length5000.csv
20
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_SNR20dB_length5000.csv
21
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-3_length5000.csv
22
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-3_length5000.csv
23
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-5pct_length5000.csv
24
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-20_length5000.csv
25
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-15pct_length5000.csv
26
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_SNR20dB_length5000.csv
27
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_SNR20dB_length5000.csv
28
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-20pct_length5000.csv
29
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-20pct_length5000.csv
30
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-1pct_length5000.csv
31
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-1pct_length5000.csv
32
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-5pct_length5000.csv
33
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_SNR20dB_length5000.csv
34
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-5pct_length5000.csv
35
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-1_length5000.csv
36
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-15pct_length5000.csv
37
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-15pct_length5000.csv
38
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-10pct_length5000.csv
39
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-10pct_length5000.csv
40
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-3_length5000.csv
41
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-5_length5000.csv
42
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-20_length5000.csv
43
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-20pct_length5000.csv
44
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_SNR20dB_length5000.csv
45
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-10pct_length5000.csv
46
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-10pct_length5000.csv
47
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-20_length5000.csv
48
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-5_length5000.csv
49
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-20_length5000.csv
50
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-15pct_length5000.csv
51
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-10_length5000.csv
52
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-1pct_length5000.csv
53
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-3_length5000.csv
54
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-5_length5000.csv
55
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-20pct_length5000.csv
56
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_point-anomaly-10pct_length5000.csv
57
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-1pct_length5000.csv
58
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_pulse-anomaly-10_length5000.csv
59
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_pulse-anomaly-1_length5000.csv
60
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-20_length5000.csv
61
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-5pct_length5000.csv
62
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-15pct_length5000.csv
63
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_point-anomaly-15pct_length5000.csv
64
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-1_length5000.csv
65
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-1pct_length5000.csv
66
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-1pct_length5000.csv
67
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-1_length5000.csv
68
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_point-anomaly-0pct_length5000.csv
69
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-5_length5000.csv
70
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Logistic-Trend_pulse-anomaly-10_length5000.csv
71
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-3_length5000.csv
72
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-20_length5000.csv
73
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-20pct_length5000.csv
74
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Linear-Trend_pulse-anomaly-3_length5000.csv
75
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Quadratic-Function_point-anomaly-0pct_length5000.csv
76
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Double-Sin_pulse-anomaly-10_length5000.csv
77
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_pulse-anomaly-10_length5000.csv
78
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Five-Sin_point-anomaly-0pct_length5000.csv
79
+ - SynTS_Dataset/Dataset_generated_anomaly/dataset1_Sin0.05_point-anomaly-0pct_length5000.csv
80
+ description: 'Synthetic time series data from Dataset_generated_anomaly with columns:
81
+ Feature1, date'
82
+ - config_name: autocorrelation_long_dependency
83
+ data_files:
84
+ - split: train
85
+ path:
86
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_White-Noise_raw_length5000.csv
87
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_ARMA(2,2)_raw_length5000.csv
88
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_ARMA-Long-Dependency_raw_length5000.csv
89
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_Random-Walk_raw_length5000.csv
90
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_Random-Walk_raw_length5000.csv
91
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_White-Noise_raw_length5000.csv
92
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_Random-Walk_raw_length5000.csv
93
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_White-Noise_raw_length5000.csv
94
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_ARMA(1,1)_raw_length5000.csv
95
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_ARMA(2,2)_raw_length5000.csv
96
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_White-Noise_raw_length5000.csv
97
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_ARMA(2,2)_raw_length5000.csv
98
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_Random-Walk_raw_length5000.csv
99
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_ARMA-Long-Dependency_raw_length5000.csv
100
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_White-Noise_raw_length5000.csv
101
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_Random-Walk_raw_length5000.csv
102
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_ARMA(1,1)_raw_length5000.csv
103
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_ARMA(2,2)_raw_length5000.csv
104
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_ARMA(2,2)_raw_length5000.csv
105
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_ARMA(2,2)_raw_length5000.csv
106
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_ARMA-Long-Dependency_raw_length5000.csv
107
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_ARMA(1,1)_raw_length5000.csv
108
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_ARMA(2,2)_raw_length5000.csv
109
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_Random-Walk_raw_length5000.csv
110
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_ARMA-Long-Dependency_raw_length5000.csv
111
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_ARMA(1,1)_raw_length5000.csv
112
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset4_ARMA(1,1)_raw_length5000.csv
113
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_ARMA(1,1)_raw_length5000.csv
114
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_ARMA-Long-Dependency_raw_length5000.csv
115
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_ARMA(1,1)_raw_length5000.csv
116
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_ARMA(2,2)_raw_length5000.csv
117
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_White-Noise_raw_length5000.csv
118
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset9_ARMA(2,2)_raw_length5000.csv
119
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_ARMA-Long-Dependency_raw_length5000.csv
120
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_Random-Walk_raw_length5000.csv
121
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_White-Noise_raw_length5000.csv
122
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_ARMA(1,1)_raw_length5000.csv
123
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_ARMA(1,1)_raw_length5000.csv
124
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset1_ARMA-Long-Dependency_raw_length5000.csv
125
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_ARMA(2,2)_raw_length5000.csv
126
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset10_White-Noise_raw_length5000.csv
127
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_ARMA-Long-Dependency_raw_length5000.csv
128
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset2_Random-Walk_raw_length5000.csv
129
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_White-Noise_raw_length5000.csv
130
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset6_ARMA-Long-Dependency_raw_length5000.csv
131
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_Random-Walk_raw_length5000.csv
132
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset3_ARMA(1,1)_raw_length5000.csv
133
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset5_White-Noise_raw_length5000.csv
134
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset8_Random-Walk_raw_length5000.csv
135
+ - SynTS_Dataset/Dataset_generated_autocorrelation-long-dependency/dataset7_ARMA-Long-Dependency_raw_length5000.csv
136
+ description: 'Synthetic time series data from Dataset_generated_autocorrelation-long-dependency
137
+ with columns: Feature1, date'
138
+ - config_name: complex_multivariate_struct0
139
+ data_files:
140
+ - split: train
141
+ path:
142
+ - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Lotka-Volterra_raw_length5000.csv
143
+ description: 'Synthetic time series data from Dataset_generated_complex_multivariate
144
+ with columns: Feature1, Feature2, date'
145
+ - config_name: complex_multivariate_struct1
146
+ data_files:
147
+ - split: train
148
+ path:
149
+ - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Macro-Economy_raw_length5000.csv
150
+ description: 'Synthetic time series data from Dataset_generated_complex_multivariate
151
+ with columns: consumer_spending, date, gdp_growth, inflation, interest_rate, unemployment_rate'
152
+ - config_name: complex_multivariate_struct2
153
+ data_files:
154
+ - split: train
155
+ path:
156
+ - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Weather-Sales_raw_length5000.csv
157
+ description: 'Synthetic time series data from Dataset_generated_complex_multivariate
158
+ with columns: beverage_sales, date, ice_cream_sales, rainfall, temperature, umbrella_sales'
159
+ - config_name: complex_multivariate_struct3
160
+ data_files:
161
+ - split: train
162
+ path:
163
+ - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_SIR-Model_raw_length5000.csv
164
+ description: 'Synthetic time series data from Dataset_generated_complex_multivariate
165
+ with columns: Feature1, Feature2, Feature3, date'
166
+ - config_name: complex_multivariate_struct4
167
+ data_files:
168
+ - split: train
169
+ path:
170
+ - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Intervention-Effect_raw_length5000.csv
171
+ description: 'Synthetic time series data from Dataset_generated_complex_multivariate
172
+ with columns: date, economic_growth, employment_rate, market_confidence, negative_indicator'
173
+ - config_name: complex_multivariate_struct5
174
+ data_files:
175
+ - split: train
176
+ path:
177
+ - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Ad-Sales_raw_length5000.csv
178
+ description: 'Synthetic time series data from Dataset_generated_complex_multivariate
179
+ with columns: ad_spend, date, sales'
180
+ - config_name: complex_multivariate_struct6
181
+ data_files:
182
+ - split: train
183
+ path:
184
+ - SynTS_Dataset/Dataset_generated_complex_multivariate/dataset1_Supply-Demand-Price_raw_length5000.csv
185
+ description: 'Synthetic time series data from Dataset_generated_complex_multivariate
186
+ with columns: date, demand, price, supply'
187
+ - config_name: complex_univariate
188
+ data_files:
189
+ - split: train
190
+ path:
191
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Network-Traffic_raw_length5000.csv
192
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Economic-Indicator_raw_length5000.csv
193
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Temperature-Sensor_raw_length5000.csv
194
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Website-Traffic_raw_length5000.csv
195
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Industrial-Sensor_raw_length5000.csv
196
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Industrial-Sensor-Normal_raw_length5000.csv
197
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Electricity-Consumption_raw_length5000.csv
198
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Stock-Price_raw_length5000.csv
199
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_IoT-Sensor-Battery_raw_length5000.csv
200
+ - SynTS_Dataset/Dataset_generated_complex_univariate/dataset1_Retail-Sales_raw_length5000.csv
201
+ description: 'Synthetic time series data from Dataset_generated_complex_univariate
202
+ with columns: Feature1, date'
203
+ - config_name: cross_variable_learning_struct0
204
+ data_files:
205
+ - split: train
206
+ path:
207
+ - SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag48_raw_length5000.csv
208
+ description: 'Synthetic time series data from Dataset_generated_cross-variable-learning
209
+ with columns: FeatureA_WhiteNoise, FeatureB_Lag48, date'
210
+ - config_name: cross_variable_learning_struct1
211
+ data_files:
212
+ - split: train
213
+ path:
214
+ - SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag10_raw_length5000.csv
215
+ description: 'Synthetic time series data from Dataset_generated_cross-variable-learning
216
+ with columns: FeatureA_WhiteNoise, FeatureB_Lag10, date'
217
+ - config_name: cross_variable_learning_struct2
218
+ data_files:
219
+ - split: train
220
+ path:
221
+ - SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_SinNoiseComposite_raw_length5000.csv
222
+ description: 'Synthetic time series data from Dataset_generated_cross-variable-learning
223
+ with columns: FeatureA_Sin, FeatureB_Noise_0dB, FeatureC_Sum, date'
224
+ - config_name: cross_variable_learning_struct3
225
+ data_files:
226
+ - split: train
227
+ path:
228
+ - SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag5_raw_length5000.csv
229
+ description: 'Synthetic time series data from Dataset_generated_cross-variable-learning
230
+ with columns: FeatureA_WhiteNoise, FeatureB_Lag5, date'
231
+ - config_name: cross_variable_learning_struct4
232
+ data_files:
233
+ - split: train
234
+ path:
235
+ - SynTS_Dataset/Dataset_generated_cross-variable-learning/dataset1_Lag24_raw_length5000.csv
236
+ description: 'Synthetic time series data from Dataset_generated_cross-variable-learning
237
+ with columns: FeatureA_WhiteNoise, FeatureB_Lag24, date'
238
+ - config_name: datasetlength
239
+ data_files:
240
+ - split: train
241
+ path:
242
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length20000.csv
243
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length50000.csv
244
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length20000.csv
245
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length1000.csv
246
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length50000.csv
247
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length20000.csv
248
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length5000.csv
249
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length10000.csv
250
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length5000.csv
251
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length50000.csv
252
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length10000.csv
253
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length50000.csv
254
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length10000.csv
255
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length20000.csv
256
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length5000.csv
257
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length10000.csv
258
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length10000.csv
259
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length10000.csv
260
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length10000.csv
261
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length20000.csv
262
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length10000.csv
263
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length5000.csv
264
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length5000.csv
265
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length10000.csv
266
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length10000.csv
267
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length5000.csv
268
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length1000.csv
269
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length50000.csv
270
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length1000.csv
271
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length1000.csv
272
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length5000.csv
273
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length10000.csv
274
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length10000.csv
275
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length10000.csv
276
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length20000.csv
277
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length50000.csv
278
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length20000.csv
279
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length5000.csv
280
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length5000.csv
281
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length50000.csv
282
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length50000.csv
283
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length1000.csv
284
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length10000.csv
285
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length5000.csv
286
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length50000.csv
287
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length5000.csv
288
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length5000.csv
289
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length20000.csv
290
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length50000.csv
291
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length20000.csv
292
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length1000.csv
293
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length50000.csv
294
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length20000.csv
295
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length1000.csv
296
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length10000.csv
297
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR20dB_length20000.csv
298
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length5000.csv
299
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length5000.csv
300
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length5000.csv
301
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length50000.csv
302
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length20000.csv
303
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length1000.csv
304
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length20000.csv
305
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length1000.csv
306
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length20000.csv
307
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length5000.csv
308
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length1000.csv
309
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length10000.csv
310
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length1000.csv
311
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length1000.csv
312
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length50000.csv
313
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR0dB_length5000.csv
314
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length50000.csv
315
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length20000.csv
316
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length5000.csv
317
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length10000.csv
318
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR-10dB_length20000.csv
319
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length5000.csv
320
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length50000.csv
321
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length5000.csv
322
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length5000.csv
323
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_raw_length20000.csv
324
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR0dB_length10000.csv
325
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length20000.csv
326
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length10000.csv
327
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR-10dB_length20000.csv
328
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length10000.csv
329
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length5000.csv
330
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length50000.csv
331
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length10000.csv
332
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length20000.csv
333
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR0dB_length50000.csv
334
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_raw_length1000.csv
335
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length10000.csv
336
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR20dB_length1000.csv
337
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length50000.csv
338
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length50000.csv
339
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length50000.csv
340
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length20000.csv
341
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length1000.csv
342
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length1000.csv
343
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR20dB_length1000.csv
344
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR0dB_length1000.csv
345
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length1000.csv
346
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_raw_length50000.csv
347
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length20000.csv
348
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR-10dB_length10000.csv
349
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length1000.csv
350
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_SNR20dB_length1000.csv
351
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Quadratic-Function_raw_length5000.csv
352
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR-10dB_length10000.csv
353
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR0dB_length50000.csv
354
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_SNR20dB_length20000.csv
355
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length20000.csv
356
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Sin0.005_SNR-10dB_length5000.csv
357
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Five-Sin_SNR0dB_length1000.csv
358
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_SNR20dB_length50000.csv
359
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Exponential-Trend_SNR-10dB_length50000.csv
360
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Linear-Trend_raw_length1000.csv
361
+ - SynTS_Dataset/Dataset_generated_datasetlength/dataset1_Double-Sin_raw_length1000.csv
362
+ description: 'Synthetic time series data from Dataset_generated_datasetlength with
363
+ columns: Feature1, date'
364
+ - config_name: longdistance
365
+ data_files:
366
+ - split: train
367
+ path:
368
+ - SynTS_Dataset/Dataset_generated_longdistance/dataset1_twopulse-triangles_raw_length5000.csv
369
+ - SynTS_Dataset/Dataset_generated_longdistance/dataset1_Triangle-Wave0.0025_raw_length5000.csv
370
+ - SynTS_Dataset/Dataset_generated_longdistance/dataset1_Triangle-Wave0.005_raw_length5000.csv
371
+ description: 'Synthetic time series data from Dataset_generated_longdistance with
372
+ columns: Feature1, date'
373
+ - config_name: noise
374
+ data_files:
375
+ - split: train
376
+ path:
377
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR0dB_length5000.csv
378
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR20dB_length5000.csv
379
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR10dB_length5000.csv
380
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR0dB_length5000.csv
381
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_raw_length5000.csv
382
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR10dB_length5000.csv
383
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR30dB_length5000.csv
384
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_point-anomaly_length5000.csv
385
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR30dB_length5000.csv
386
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_point-anomaly_length5000.csv
387
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_raw_length5000.csv
388
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR20dB_length5000.csv
389
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_pulse-anomaly_length5000.csv
390
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR20dB_length5000.csv
391
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR20dB_length5000.csv
392
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR30dB_length5000.csv
393
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR20dB_length5000.csv
394
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR-10dB_length5000.csv
395
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_pulse-anomaly_length5000.csv
396
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_pulse-anomaly_length5000.csv
397
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_point-anomaly_length5000.csv
398
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_point-anomaly_length5000.csv
399
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_raw_length5000.csv
400
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR20dB_length5000.csv
401
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR0dB_length5000.csv
402
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR0dB_length5000.csv
403
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR0dB_length5000.csv
404
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR-10dB_length5000.csv
405
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR10dB_length5000.csv
406
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_raw_length5000.csv
407
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR10dB_length5000.csv
408
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR10dB_length5000.csv
409
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_pulse-anomaly_length5000.csv
410
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_SNR10dB_length5000.csv
411
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR-10dB_length5000.csv
412
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_SNR-10dB_length5000.csv
413
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR0dB_length5000.csv
414
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_point-anomaly_length5000.csv
415
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Linear-Trend_pulse-anomaly_length5000.csv
416
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Double-Sin_SNR30dB_length5000.csv
417
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR-10dB_length5000.csv
418
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_SNR30dB_length5000.csv
419
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Five-Sin_SNR30dB_length5000.csv
420
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_raw_length5000.csv
421
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Quadratic-Function_raw_length5000.csv
422
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_pulse-anomaly_length5000.csv
423
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Sin0.05_point-anomaly_length5000.csv
424
+ - SynTS_Dataset/Dataset_generated_noise/dataset1_Logistic-Trend_SNR-10dB_length5000.csv
425
+ description: 'Synthetic time series data from Dataset_generated_noise with columns:
426
+ Feature1, date'
427
+ - config_name: period
428
+ data_files:
429
+ - split: train
430
+ path:
431
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Triple-Sin_raw_length5000.csv
432
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Five-Sin_raw_length5000.csv
433
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Sin0.05_raw_length5000.csv
434
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Sin0.005_raw_length5000.csv
435
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Ten-Sin_raw_length5000.csv
436
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Double-Sin_raw_length5000.csv
437
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Sawtooth-Wave_raw_length5000.csv
438
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Triangle-Wave_raw_length5000.csv
439
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Square-Wave_raw_length5000.csv
440
+ - SynTS_Dataset/Dataset_generated_period/dataset1_Exp-Sine-Wave_raw_length5000.csv
441
+ description: 'Synthetic time series data from Dataset_generated_period with columns:
442
+ Feature1, date'
443
+ - config_name: trend
444
+ data_files:
445
+ - split: train
446
+ path:
447
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Gompertz-Trend_raw_length5000.csv
448
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Step-Function_raw_length5000.csv
449
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Power-Law-Trend_raw_length5000.csv
450
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Exponential-Trend_raw_length5000.csv
451
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Negative-Exponential-Trend_raw_length5000.csv
452
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Linear-Trend_raw_length5000.csv
453
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Logarithmic-Function_raw_length5000.csv
454
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Piecewise-Linear_raw_length5000.csv
455
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Logistic-Trend_raw_length5000.csv
456
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Gaussian-Trend_raw_length5000.csv
457
+ - SynTS_Dataset/Dataset_generated_trend/dataset1_Quadratic-Function_raw_length5000.csv
458
+ description: 'Synthetic time series data from Dataset_generated_trend with columns:
459
+ Feature1, date'
460
+ task_categories:
461
+ - time-series-forecasting
462
+ ---
463
+
464
+ # SynTSBench: A Synthetic Time Series Benchmark
465
+
466
+ SynTSBench is a comprehensive synthetic time series benchmark dataset designed for evaluating machine learning models on various time series tasks.
467
+
468
+ ## Dataset Structure
469
+
470
+ The dataset is organized into distinct configurations based on different time series characteristics and column structures:
471
+
472
+ - **anomaly**: Synthetic time series data from Dataset_generated_anomaly with columns: Feature1, date
473
+ - **autocorrelation_long_dependency**: Synthetic time series data from Dataset_generated_autocorrelation-long-dependency with columns: Feature1, date
474
+ - **complex_multivariate_struct0**: Synthetic time series data from Dataset_generated_complex_multivariate with columns: Feature1, Feature2, date
475
+ - **complex_multivariate_struct1**: Synthetic time series data from Dataset_generated_complex_multivariate with columns: consumer_spending, date, gdp_growth, inflation, interest_rate, unemployment_rate
476
+ - **complex_multivariate_struct2**: Synthetic time series data from Dataset_generated_complex_multivariate with columns: beverage_sales, date, ice_cream_sales, rainfall, temperature, umbrella_sales
477
+ - **complex_multivariate_struct3**: Synthetic time series data from Dataset_generated_complex_multivariate with columns: Feature1, Feature2, Feature3, date
478
+ - **complex_multivariate_struct4**: Synthetic time series data from Dataset_generated_complex_multivariate with columns: date, economic_growth, employment_rate, market_confidence, negative_indicator
479
+ - **complex_multivariate_struct5**: Synthetic time series data from Dataset_generated_complex_multivariate with columns: ad_spend, date, sales
480
+ - **complex_multivariate_struct6**: Synthetic time series data from Dataset_generated_complex_multivariate with columns: date, demand, price, supply
481
+ - **complex_univariate**: Synthetic time series data from Dataset_generated_complex_univariate with columns: Feature1, date
482
+ - **cross_variable_learning_struct0**: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag48, date
483
+ - **cross_variable_learning_struct1**: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag10, date
484
+ - **cross_variable_learning_struct2**: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_Sin, FeatureB_Noise_0dB, FeatureC_Sum, date
485
+ - **cross_variable_learning_struct3**: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag5, date
486
+ - **cross_variable_learning_struct4**: Synthetic time series data from Dataset_generated_cross-variable-learning with columns: FeatureA_WhiteNoise, FeatureB_Lag24, date
487
+ - **datasetlength**: Synthetic time series data from Dataset_generated_datasetlength with columns: Feature1, date
488
+ - **longdistance**: Synthetic time series data from Dataset_generated_longdistance with columns: Feature1, date
489
+ - **noise**: Synthetic time series data from Dataset_generated_noise with columns: Feature1, date
490
+ - **period**: Synthetic time series data from Dataset_generated_period with columns: Feature1, date
491
+ - **trend**: Synthetic time series data from Dataset_generated_trend with columns: Feature1, date