55 KiB
55 KiB
1 | ds | NHITS | Informer | LSTM | iTransformer | TSMixer | TSMixerx | PatchTST | RNN | GRU | TCN | BiTCN | DilatedRNN | MLP | DLinear | NLinear | TFT | StemGNN | MLPMultivariate | TiDE | DeepNPTS | y | min_within_quantile | max_within_quantile | min_model | max_model | NLinear_abs_error_rate | TiDE_abs_error_rate | GRU_abs_error_rate | TSMixer_abs_error_rate | PatchTST_abs_error_rate | TSMixerx_abs_error_rate | BiTCN_abs_error_rate | DLinear_abs_error_rate | TFT_abs_error_rate | LSTM_abs_error_rate | NHITS_abs_error_rate | MLP_abs_error_rate | DeepNPTS_abs_error_rate | Informer_abs_error_rate | TCN_abs_error_rate | MLPMultivariate_abs_error_rate | iTransformer_abs_error_rate | StemGNN_abs_error_rate | DilatedRNN_abs_error_rate | RNN_abs_error_rate | min_abs_error_rate_prediction | min_abs_error_rate_column_name |
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2 | 2024-02-12 | 81.1 | 80.12 | 82.53 | 78.83 | 81.21 | 81.32 | 81.88 | 58.13 | 81.47 | 78.99 | 81.16 | 85.07 | 80.63 | 80.9 | 81.98 | 79.33 | 79.14 | 80.38 | 81.65 | 81.61 | 81.51 | 78.83 | 82.53 | iTransformer | LSTM | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.03 | 0.01 | 0.01 | 0.01 | 0.0 | 0.02 | 0.03 | 0.01 | 0.03 | 0.03 | 0.04 | 0.29 | 81.47 | GRU |
3 | 2024-02-13 | 80.91 | 79.76 | 82.42 | 78.88 | 81.48 | 81.32 | 81.4 | 58.13 | 81.43 | 79.35 | 81.28 | 85.01 | 81.26 | 81.28 | 81.32 | 79.36 | 79.26 | 80.45 | 81.54 | 81.49 | 82.07 | 78.88 | 82.42 | iTransformer | LSTM | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.0 | 0.01 | 0.01 | 0.01 | 0.03 | 0.03 | 0.02 | 0.04 | 0.03 | 0.04 | 0.29 | 82.42 | LSTM |
4 | 2024-02-14 | 81.96 | 80.9 | 82.9 | 80.89 | 81.9 | 82.09 | 82.64 | 58.13 | 81.99 | 79.73 | 82.05 | 85.61 | 82.81 | 82.01 | 82.36 | 79.56 | 79.41 | 81.04 | 82.25 | 82.07 | 80.99 | 79.41 | 82.9 | StemGNN | LSTM | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.0 | 0.02 | 0.0 | 0.0 | 0.02 | 0.06 | 0.28 | 81.04 | MLPMultivariate |
5 | 2024-02-15 | 81.39 | 80.91 | 81.97 | 80.61 | 81.33 | 81.47 | 82.44 | 58.13 | 81.11 | 79.48 | 81.42 | 84.74 | 81.42 | 81.22 | 80.77 | 80.72 | 79.49 | 80.33 | 81.34 | 80.99 | 82.16 | 79.48 | 82.44 | TCN | PatchTST | 0.02 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 0.02 | 0.02 | 0.03 | 0.03 | 0.29 | 81.97 | LSTM |
6 | 2024-02-16 | 82.35 | 82.19 | 83.01 | 78.93 | 81.96 | 82.45 | 83.91 | 58.13 | 82.19 | 79.9 | 82.24 | 85.8 | 82.83 | 82.23 | 81.88 | 80.74 | 79.58 | 81.21 | 82.18 | 82.16 | 82.74 | 78.93 | 83.91 | iTransformer | PatchTST | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.03 | 0.02 | 0.05 | 0.04 | 0.04 | 0.3 | 82.83 | MLP |
7 | 2024-02-19 | 83.22 | 81.94 | 83.45 | 77.15 | 82.38 | 83.27 | 83.99 | 58.13 | 82.65 | 80.12 | 82.58 | 86.5 | 84.24 | 82.4 | 82.7 | 81.48 | 79.69 | 81.62 | 82.59 | 82.74 | 82.73 | 77.15 | 84.24 | iTransformer | MLP | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.01 | 0.0 | 0.0 | 0.02 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.03 | 0.01 | 0.07 | 0.04 | 0.05 | 0.3 | 82.74 | DeepNPTS |
8 | 2024-02-20 | 83.85 | 81.78 | 83.42 | 77.51 | 82.59 | 83.28 | 83.26 | 58.13 | 82.63 | 80.19 | 82.33 | 86.6 | 84.06 | 82.95 | 82.42 | 81.81 | 79.81 | 81.76 | 82.46 | 82.73 | 81.5 | 77.51 | 84.06 | iTransformer | MLP | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.0 | 0.02 | 0.03 | 0.03 | 0.02 | 0.0 | 0.02 | 0.0 | 0.05 | 0.02 | 0.06 | 0.29 | 81.76 | MLPMultivariate |
9 | 2024-02-21 | 82.01 | 79.61 | 82.39 | 77.43 | 81.74 | 82.44 | 81.76 | 58.13 | 81.66 | 79.83 | 81.78 | 85.44 | 82.27 | 81.92 | 81.98 | 80.81 | 79.89 | 81.3 | 81.46 | 81.49 | 82.11 | 77.43 | 82.44 | iTransformer | TSMixerx | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 | 0.0 | 0.0 | 0.01 | 0.03 | 0.03 | 0.01 | 0.06 | 0.03 | 0.04 | 0.29 | 82.01 | NHITS |
10 | 2024-02-22 | 82.38 | 80.45 | 82.95 | 76.8 | 81.97 | 82.13 | 82.57 | 58.13 | 82.26 | 79.9 | 82.06 | 85.98 | 83.04 | 82.42 | 81.81 | 80.86 | 79.95 | 82.01 | 81.73 | 82.09 | 82.7 | 76.8 | 83.04 | iTransformer | MLP | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.02 | 0.0 | 0.0 | 0.0 | 0.01 | 0.03 | 0.03 | 0.01 | 0.07 | 0.03 | 0.04 | 0.3 | 82.57 | PatchTST |
11 | 2024-02-23 | 83.13 | 81.32 | 83.42 | 77.52 | 82.62 | 82.53 | 83.48 | 58.13 | 82.71 | 80.02 | 82.33 | 86.55 | 83.82 | 82.74 | 83.28 | 81.94 | 80.06 | 83.32 | 82.91 | 82.68 | 80.8 | 77.52 | 83.82 | iTransformer | MLP | 0.03 | 0.03 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.01 | 0.03 | 0.03 | 0.04 | 0.02 | 0.01 | 0.01 | 0.03 | 0.04 | 0.01 | 0.07 | 0.28 | 81.32 | Informer |
12 | 2024-02-26 | 81.0 | 79.9 | 81.79 | 77.18 | 81.69 | 81.15 | 81.73 | 58.13 | 81.08 | 79.54 | 81.27 | 84.79 | 81.57 | 81.18 | 80.77 | 81.0 | 80.15 | 81.64 | 81.58 | 80.82 | 81.67 | 77.18 | 81.79 | iTransformer | LSTM | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.02 | 0.03 | 0.0 | 0.05 | 0.02 | 0.04 | 0.29 | 81.69 | TSMixer |
13 | 2024-02-27 | 81.58 | 79.91 | 82.61 | 77.58 | 81.86 | 81.56 | 82.49 | 58.13 | 81.92 | 79.81 | 81.7 | 85.44 | 82.1 | 81.84 | 81.93 | 82.11 | 80.26 | 81.63 | 82.28 | 81.57 | 82.66 | 77.58 | 85.44 | iTransformer | DilatedRNN | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.03 | 0.03 | 0.01 | 0.06 | 0.03 | 0.03 | 0.3 | 82.61 | LSTM |
14 | 2024-02-28 | 81.6 | 81.16 | 83.41 | 77.27 | 82.34 | 81.98 | 82.8 | 58.13 | 82.69 | 80.13 | 82.03 | 86.44 | 81.66 | 82.2 | 82.9 | 82.98 | 80.42 | 81.75 | 82.73 | 82.13 | 82.15 | 77.27 | 83.41 | iTransformer | LSTM | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.02 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.0 | 0.06 | 0.02 | 0.05 | 0.29 | 82.13 | DeepNPTS |
15 | 2024-02-29 | 80.99 | 81.28 | 82.94 | 77.14 | 82.18 | 81.24 | 82.21 | 58.13 | 82.19 | 80.06 | 82.11 | 86.03 | 81.24 | 81.87 | 82.65 | 83.02 | 80.53 | 81.6 | 82.53 | 82.13 | 81.91 | 77.14 | 83.02 | iTransformer | TFT | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.0 | 0.06 | 0.02 | 0.05 | 0.29 | 81.87 | DLinear |
16 | 2024-03-01 | 78.63 | 81.9 | 82.76 | 77.04 | 81.84 | 81.66 | 81.73 | 58.13 | 82.04 | 80.15 | 81.92 | 85.75 | 78.86 | 82.0 | 82.13 | 83.0 | 80.64 | 80.53 | 81.93 | 81.8 | 83.55 | 77.04 | 85.75 | iTransformer | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.06 | 0.06 | 0.02 | 0.02 | 0.04 | 0.04 | 0.08 | 0.03 | 0.03 | 0.3 | 83.0 | TFT |
17 | 2024-03-04 | 81.17 | 84.04 | 84.13 | 78.47 | 83.01 | 83.04 | 83.33 | 58.13 | 83.42 | 80.68 | 82.96 | 87.32 | 82.43 | 83.61 | 83.08 | 83.97 | 80.79 | 82.99 | 83.14 | 83.54 | 82.8 | 78.47 | 84.13 | iTransformer | LSTM | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.02 | 0.02 | 0.0 | 0.01 | 0.02 | 0.03 | 0.0 | 0.05 | 0.02 | 0.05 | 0.3 | 82.96 | BiTCN |
18 | 2024-03-05 | 82.08 | 83.91 | 83.45 | 78.96 | 83.01 | 82.99 | 82.95 | 58.13 | 82.74 | 80.53 | 83.18 | 86.76 | 82.71 | 82.88 | 82.9 | 83.73 | 80.95 | 82.49 | 83.06 | 82.8 | 82.04 | 78.96 | 83.91 | iTransformer | Informer | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.0 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.04 | 0.01 | 0.06 | 0.29 | 82.08 | NHITS |
19 | 2024-03-06 | 81.61 | 83.59 | 82.84 | 78.85 | 82.65 | 82.54 | 82.35 | 58.13 | 82.18 | 80.39 | 82.92 | 86.01 | 82.59 | 82.93 | 81.98 | 82.92 | 81.06 | 82.79 | 82.72 | 82.04 | 82.96 | 78.85 | 83.59 | iTransformer | Informer | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 | 0.01 | 0.01 | 0.03 | 0.0 | 0.05 | 0.02 | 0.04 | 0.3 | 82.93 | DLinear |
20 | 2024-03-07 | 82.67 | 84.41 | 83.64 | 79.11 | 83.19 | 83.53 | 83.41 | 58.13 | 83.0 | 80.6 | 83.45 | 86.85 | 83.52 | 83.11 | 83.3 | 83.46 | 81.2 | 82.96 | 83.4 | 82.96 | 82.96 | 79.11 | 84.41 | iTransformer | Informer | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.02 | 0.03 | 0.0 | 0.05 | 0.02 | 0.05 | 0.3 | 82.96 | MLPMultivariate |
21 | 2024-03-08 | 83.24 | 84.21 | 83.61 | 79.74 | 83.42 | 83.59 | 83.98 | 58.13 | 82.95 | 80.5 | 83.66 | 86.94 | 83.89 | 83.28 | 83.38 | 83.34 | 81.34 | 83.47 | 83.64 | 82.96 | 82.08 | 79.74 | 84.21 | iTransformer | Informer | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.03 | 0.02 | 0.02 | 0.03 | 0.01 | 0.06 | 0.29 | 81.34 | StemGNN |
22 | 2024-03-11 | 83.38 | 83.31 | 82.88 | 79.74 | 82.62 | 82.38 | 83.17 | 58.13 | 82.22 | 80.29 | 83.0 | 86.1 | 83.6 | 83.04 | 82.51 | 82.07 | 81.43 | 83.29 | 82.92 | 82.08 | 82.21 | 79.74 | 83.6 | iTransformer | MLP | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.02 | 0.01 | 0.03 | 0.01 | 0.05 | 0.29 | 82.22 | GRU |
23 | 2024-03-12 | 82.28 | 83.23 | 83.02 | 79.72 | 82.36 | 82.31 | 82.3 | 58.13 | 82.38 | 80.3 | 82.64 | 86.19 | 82.5 | 83.23 | 82.62 | 81.53 | 81.53 | 82.46 | 82.35 | 82.09 | 81.92 | 79.72 | 83.23 | iTransformer | Informer | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.02 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.02 | 0.02 | 0.01 | 0.03 | 0.0 | 0.05 | 0.29 | 82.09 | DeepNPTS |
24 | 2024-03-13 | 81.22 | 82.49 | 82.77 | 79.65 | 82.02 | 81.99 | 81.88 | 58.13 | 82.12 | 80.11 | 82.4 | 85.95 | 82.36 | 82.64 | 82.4 | 80.52 | 81.61 | 82.19 | 82.31 | 81.82 | 84.03 | 79.65 | 85.95 | iTransformer | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.04 | 0.01 | 0.03 | 0.02 | 0.03 | 0.02 | 0.05 | 0.02 | 0.05 | 0.03 | 0.02 | 0.31 | 82.77 | LSTM |
25 | 2024-03-14 | 83.5 | 83.92 | 84.53 | 80.61 | 83.32 | 83.89 | 83.59 | 58.13 | 83.84 | 80.85 | 83.51 | 87.81 | 84.25 | 83.06 | 83.79 | 82.13 | 81.77 | 83.33 | 83.49 | 84.02 | 85.42 | 80.61 | 87.81 | iTransformer | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.04 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.05 | 0.02 | 0.06 | 0.04 | 0.03 | 0.32 | 84.53 | LSTM |
26 | 2024-03-15 | 85.58 | 85.59 | 85.61 | 81.37 | 84.62 | 85.52 | 85.43 | 58.13 | 84.85 | 81.53 | 84.7 | 89.13 | 85.45 | 84.53 | 84.84 | 83.79 | 81.96 | 84.85 | 85.02 | 85.42 | 85.34 | 81.37 | 85.61 | iTransformer | LSTM | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.02 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04 | 0.01 | 0.05 | 0.04 | 0.04 | 0.32 | 85.42 | DeepNPTS |
27 | 2024-03-18 | 84.85 | 85.12 | 85.5 | 81.51 | 85.12 | 85.69 | 85.27 | 58.13 | 84.76 | 81.89 | 84.82 | 89.22 | 85.48 | 85.09 | 85.27 | 84.53 | 82.15 | 85.24 | 85.34 | 85.34 | 86.89 | 81.51 | 89.22 | iTransformer | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.06 | 0.02 | 0.06 | 0.05 | 0.03 | 0.33 | 85.69 | TSMixerx |
28 | 2024-03-19 | 86.85 | 86.77 | 86.76 | 82.2 | 86.3 | 87.03 | 86.51 | 58.13 | 86.06 | 82.74 | 85.81 | 90.53 | 86.88 | 85.92 | 86.85 | 85.79 | 82.39 | 86.84 | 86.7 | 86.87 | 87.38 | 82.2 | 90.53 | iTransformer | DilatedRNN | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.0 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.05 | 0.01 | 0.06 | 0.06 | 0.04 | 0.33 | 87.03 | TSMixerx |
29 | 2024-03-20 | 88.26 | 87.74 | 87.13 | 83.04 | 86.97 | 87.27 | 87.5 | 58.13 | 86.44 | 83.12 | 86.51 | 91.16 | 88.48 | 87.16 | 87.06 | 87.56 | 82.65 | 83.77 | 87.26 | 87.32 | 85.38 | 82.65 | 88.48 | StemGNN | MLP | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.03 | 0.02 | 0.03 | 0.04 | 0.02 | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | 0.07 | 0.32 | 86.44 | GRU |
30 | 2024-03-21 | 86.72 | 86.07 | 85.51 | 82.01 | 85.84 | 85.58 | 86.11 | 58.13 | 84.97 | 82.65 | 85.4 | 89.67 | 85.55 | 85.78 | 85.62 | 85.77 | 82.81 | 82.62 | 85.82 | 85.38 | 85.24 | 82.01 | 86.72 | iTransformer | NHITS | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.02 | 0.0 | 0.0 | 0.01 | 0.03 | 0.03 | 0.04 | 0.03 | 0.05 | 0.32 | 85.38 | DeepNPTS |
31 | 2024-03-22 | 85.69 | 85.75 | 85.47 | 81.59 | 85.48 | 85.41 | 85.53 | 58.13 | 85.06 | 82.55 | 85.31 | 89.51 | 85.22 | 85.56 | 85.31 | 85.47 | 82.92 | 82.25 | 85.36 | 85.23 | 84.83 | 81.59 | 85.75 | iTransformer | Informer | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.03 | 0.03 | 0.04 | 0.02 | 0.06 | 0.31 | 85.06 | GRU |
32 | 2024-03-25 | 84.68 | 86.68 | 85.14 | 81.52 | 85.2 | 84.7 | 84.71 | 58.13 | 84.74 | 82.21 | 85.16 | 89.21 | 85.83 | 85.42 | 84.76 | 85.64 | 82.99 | 81.76 | 85.11 | 84.83 | 86.08 | 81.52 | 86.68 | iTransformer | Informer | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.01 | 0.04 | 0.05 | 0.05 | 0.04 | 0.04 | 0.32 | 85.83 | MLP |
33 | 2024-03-26 | 86.61 | 87.29 | 86.17 | 81.65 | 85.83 | 85.92 | 85.89 | 58.13 | 85.7 | 82.53 | 85.65 | 90.28 | 86.64 | 85.64 | 86.08 | 85.87 | 83.13 | 82.18 | 86.02 | 86.08 | 85.63 | 81.65 | 87.29 | iTransformer | Informer | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.04 | 0.04 | 0.05 | 0.03 | 0.05 | 0.32 | 85.64 | DLinear |
34 | 2024-03-27 | 84.81 | 87.07 | 85.77 | 81.88 | 85.93 | 86.14 | 85.52 | 58.13 | 85.27 | 82.41 | 85.52 | 89.93 | 86.04 | 85.63 | 85.92 | 85.59 | 83.23 | 82.31 | 85.86 | 85.63 | 85.41 | 81.88 | 87.07 | iTransformer | Informer | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.02 | 0.04 | 0.04 | 0.04 | 0.03 | 0.05 | 0.32 | 85.52 | BiTCN |
35 | 2024-03-28 | 85.28 | 86.1 | 85.59 | 82.75 | 85.81 | 86.18 | 85.41 | 58.13 | 85.14 | 82.47 | 85.5 | 89.74 | 84.97 | 85.88 | 86.09 | 85.61 | 83.37 | 82.39 | 85.98 | 85.4 | 87.0 | 82.39 | 89.74 | MLPMultivariate | DilatedRNN | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.05 | 0.05 | 0.05 | 0.04 | 0.03 | 0.33 | 86.18 | TSMixerx |
36 | 2024-04-01 | 86.27 | 87.66 | 86.88 | 83.41 | 86.7 | 86.77 | 86.92 | 58.13 | 86.38 | 83.0 | 86.17 | 91.05 | 86.34 | 86.84 | 87.23 | 87.26 | 83.58 | 83.35 | 87.11 | 86.94 | 87.42 | 83.0 | 87.66 | TCN | Informer | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.05 | 0.05 | 0.05 | 0.04 | 0.04 | 0.34 | 87.26 | TFT |
37 | 2024-04-02 | 87.51 | 87.3 | 87.18 | 84.06 | 87.35 | 86.75 | 87.33 | 58.13 | 86.62 | 83.27 | 86.63 | 91.52 | 87.98 | 87.62 | 87.46 | 87.75 | 83.82 | 82.79 | 87.51 | 87.42 | 88.92 | 82.79 | 91.52 | MLPMultivariate | DilatedRNN | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.03 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.06 | 0.07 | 0.05 | 0.06 | 0.03 | 0.35 | 87.98 | MLP |
38 | 2024-04-03 | 88.04 | 88.63 | 88.36 | 85.25 | 88.53 | 88.7 | 89.0 | 58.13 | 87.77 | 84.15 | 87.92 | 92.78 | 89.02 | 88.37 | 89.14 | 88.47 | 84.1 | 84.2 | 89.13 | 88.92 | 89.35 | 84.1 | 92.78 | StemGNN | DilatedRNN | 0.0 | 0.0 | 0.02 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.06 | 0.06 | 0.05 | 0.06 | 0.04 | 0.35 | 89.14 | NLinear |
39 | 2024-04-04 | 88.43 | 89.85 | 88.69 | 86.1 | 89.19 | 88.65 | 89.48 | 58.13 | 88.08 | 84.58 | 88.55 | 93.31 | 89.55 | 88.56 | 89.05 | 88.78 | 84.39 | 84.13 | 89.63 | 89.35 | 90.65 | 84.13 | 93.31 | MLPMultivariate | DilatedRNN | 0.02 | 0.01 | 0.03 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.07 | 0.07 | 0.05 | 0.07 | 0.03 | 0.36 | 89.85 | Informer |
40 | 2024-04-05 | 89.65 | 90.78 | 89.72 | 87.15 | 90.13 | 89.63 | 90.8 | 58.13 | 89.1 | 85.45 | 89.68 | 94.51 | 90.14 | 90.23 | 90.51 | 89.48 | 84.73 | 84.72 | 90.72 | 90.65 | 91.17 | 84.72 | 94.51 | MLPMultivariate | DilatedRNN | 0.01 | 0.0 | 0.02 | 0.01 | 0.0 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.0 | 0.06 | 0.07 | 0.04 | 0.07 | 0.04 | 0.36 | 90.8 | PatchTST |
41 | 2024-04-08 | 90.48 | 91.81 | 90.13 | 87.42 | 90.71 | 91.01 | 91.58 | 58.13 | 89.51 | 85.93 | 90.49 | 95.12 | 91.58 | 90.71 | 91.39 | 90.01 | 85.05 | 85.33 | 91.23 | 91.17 | 90.38 | 85.05 | 91.81 | StemGNN | Informer | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.02 | 0.05 | 0.06 | 0.03 | 0.06 | 0.05 | 0.36 | 90.48 | NHITS |
42 | 2024-04-09 | 89.88 | 91.77 | 89.52 | 86.18 | 90.4 | 90.43 | 91.0 | 58.13 | 89.01 | 85.83 | 90.02 | 94.78 | 90.44 | 90.52 | 90.59 | 89.95 | 85.31 | 85.72 | 90.62 | 90.38 | 89.42 | 85.31 | 91.77 | StemGNN | Informer | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.03 | 0.04 | 0.04 | 0.04 | 0.05 | 0.06 | 0.35 | 89.52 | LSTM |
43 | 2024-04-10 | 89.24 | 91.12 | 88.79 | 85.75 | 89.78 | 90.17 | 90.09 | 58.13 | 88.45 | 85.55 | 89.43 | 94.08 | 89.87 | 90.26 | 89.58 | 88.96 | 85.53 | 86.11 | 89.58 | 89.42 | 90.48 | 85.53 | 91.12 | StemGNN | Informer | 0.01 | 0.01 | 0.02 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.05 | 0.05 | 0.05 | 0.05 | 0.04 | 0.36 | 90.26 | DLinear |
44 | 2024-04-11 | 90.78 | 91.53 | 89.64 | 87.76 | 90.36 | 90.24 | 91.03 | 58.13 | 89.31 | 85.78 | 90.19 | 94.99 | 92.17 | 90.64 | 90.21 | 89.67 | 85.78 | 88.6 | 90.42 | 90.47 | 89.74 | 85.78 | 92.17 | TCN | MLP | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.03 | 0.01 | 0.02 | 0.04 | 0.01 | 0.02 | 0.04 | 0.06 | 0.35 | 89.67 | TFT |
45 | 2024-04-12 | 90.95 | 91.36 | 89.05 | 88.76 | 90.09 | 89.99 | 90.38 | 58.13 | 88.71 | 85.48 | 89.82 | 94.48 | 90.81 | 90.45 | 89.87 | 89.27 | 86.01 | 86.93 | 90.27 | 89.73 | 90.45 | 85.48 | 91.36 | TCN | Informer | 0.01 | 0.0 | 0.02 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.0 | 0.01 | 0.01 | 0.05 | 0.04 | 0.02 | 0.05 | 0.04 | 0.36 | 90.45 | DLinear |
46 | 2024-04-15 | 90.51 | 91.4 | 89.62 | 89.53 | 90.64 | 90.71 | 90.97 | 58.13 | 89.28 | 85.77 | 90.02 | 95.05 | 90.52 | 90.6 | 90.61 | 89.72 | 86.25 | 86.07 | 90.79 | 90.44 | 90.1 | 85.77 | 91.4 | TCN | Informer | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.05 | 0.04 | 0.01 | 0.04 | 0.05 | 0.35 | 90.02 | BiTCN |
47 | 2024-04-16 | 90.78 | 90.74 | 89.33 | 89.31 | 90.56 | 90.57 | 90.4 | 58.13 | 89.0 | 85.68 | 90.02 | 94.78 | 90.41 | 90.05 | 90.64 | 89.7 | 86.45 | 86.41 | 90.83 | 90.09 | 90.02 | 85.68 | 90.83 | TCN | TiDE | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.05 | 0.04 | 0.01 | 0.04 | 0.05 | 0.35 | 90.02 | BiTCN |
48 | 2024-04-17 | 91.21 | 90.45 | 89.27 | 89.48 | 90.23 | 89.8 | 89.93 | 58.13 | 88.97 | 85.73 | 89.6 | 94.77 | 89.92 | 90.82 | 90.51 | 89.75 | 86.65 | 86.3 | 90.57 | 89.91 | 87.29 | 85.73 | 91.21 | TCN | NHITS | 0.04 | 0.04 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 | 0.04 | 0.03 | 0.02 | 0.04 | 0.03 | 0.03 | 0.04 | 0.02 | 0.01 | 0.03 | 0.01 | 0.09 | 0.33 | 86.65 | StemGNN |
49 | 2024-04-18 | 88.46 | 87.26 | 87.1 | 87.73 | 88.19 | 87.74 | 87.55 | 58.13 | 86.94 | 84.79 | 87.92 | 92.49 | 86.8 | 88.69 | 88.24 | 87.54 | 86.78 | 83.85 | 88.29 | 87.35 | 87.11 | 83.85 | 88.69 | MLPMultivariate | DLinear | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.0 | 0.0 | 0.02 | 0.0 | 0.0 | 0.0 | 0.03 | 0.04 | 0.01 | 0.0 | 0.06 | 0.33 | 87.1 | LSTM |
50 | 2024-04-19 | 86.49 | 87.36 | 87.01 | 86.13 | 87.53 | 87.47 | 87.12 | 58.13 | 86.94 | 84.55 | 87.29 | 92.18 | 86.42 | 88.01 | 87.78 | 87.67 | 86.89 | 84.42 | 87.61 | 87.22 | 87.29 | 84.42 | 88.01 | MLPMultivariate | DLinear | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.03 | 0.03 | 0.01 | 0.0 | 0.06 | 0.33 | 87.29 | BiTCN |
51 | 2024-04-22 | 87.39 | 87.26 | 87.14 | 86.79 | 87.51 | 87.31 | 87.67 | 58.13 | 86.98 | 84.3 | 87.5 | 92.15 | 87.98 | 87.96 | 87.45 | 87.83 | 86.99 | 85.02 | 87.91 | 87.96 | 87.0 | 84.3 | 87.98 | TCN | MLP | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.03 | 0.02 | 0.0 | 0.0 | 0.06 | 0.33 | 86.99 | StemGNN |
52 | 2024-04-23 | 88.01 | 87.83 | 86.89 | 88.97 | 87.29 | 87.29 | 87.38 | 58.13 | 86.65 | 84.17 | 87.18 | 91.89 | 87.33 | 87.18 | 86.78 | 87.93 | 87.11 | 86.22 | 87.44 | 87.54 | 87.39 | 84.17 | 88.97 | TCN | iTransformer | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.04 | 0.01 | 0.02 | 0.0 | 0.05 | 0.33 | 87.38 | PatchTST |
53 | 2024-04-24 | 87.67 | 87.97 | 87.2 | 89.83 | 87.6 | 87.35 | 88.01 | 58.13 | 86.91 | 84.34 | 87.68 | 92.03 | 87.03 | 87.89 | 87.58 | 87.76 | 87.23 | 86.79 | 88.03 | 87.47 | 87.04 | 84.34 | 89.83 | TCN | iTransformer | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.03 | 0.0 | 0.03 | 0.0 | 0.06 | 0.33 | 87.03 | MLP |
54 | 2024-04-25 | 87.2 | 88.9 | 86.9 | 90.1 | 87.48 | 87.02 | 87.61 | 58.13 | 86.58 | 84.22 | 87.4 | 91.74 | 87.58 | 87.97 | 87.78 | 87.54 | 87.32 | 87.41 | 87.72 | 87.3 | 87.77 | 84.22 | 90.1 | TCN | iTransformer | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.04 | 0.0 | 0.03 | 0.01 | 0.05 | 0.34 | 87.78 | NLinear |
55 | 2024-04-26 | 88.56 | 89.34 | 87.49 | 91.22 | 87.87 | 88.02 | 88.14 | 58.13 | 87.13 | 84.44 | 88.0 | 92.26 | 88.38 | 88.02 | 87.88 | 87.51 | 87.43 | 87.84 | 88.0 | 88.08 | 88.21 | 84.44 | 91.22 | TCN | iTransformer | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.04 | 0.0 | 0.03 | 0.01 | 0.05 | 0.34 | 88.14 | PatchTST |
56 | 2024-04-29 | 87.03 | 89.38 | 87.82 | 92.89 | 88.25 | 88.14 | 88.27 | 58.13 | 87.41 | 84.62 | 88.47 | 92.64 | 88.59 | 88.99 | 88.38 | 87.92 | 87.56 | 88.56 | 88.36 | 88.15 | 87.2 | 84.62 | 92.64 | TCN | DilatedRNN | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.0 | 0.02 | 0.01 | 0.02 | 0.03 | 0.02 | 0.07 | 0.0 | 0.06 | 0.33 | 87.03 | NHITS |
57 | 2024-04-30 | 86.2 | 88.56 | 87.01 | 91.06 | 87.75 | 87.59 | 87.41 | 58.13 | 86.63 | 84.36 | 87.77 | 91.85 | 87.41 | 88.26 | 87.45 | 87.62 | 87.64 | 88.11 | 87.8 | 87.82 | 86.33 | 84.36 | 91.06 | TCN | iTransformer | 0.01 | 0.02 | 0.0 | 0.02 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.03 | 0.02 | 0.02 | 0.05 | 0.02 | 0.06 | 0.33 | 86.2 | NHITS |
58 | 2024-05-01 | 87.31 | 87.44 | 86.33 | 89.64 | 87.04 | 86.94 | 87.09 | 58.13 | 86.05 | 84.07 | 86.95 | 91.04 | 87.98 | 87.65 | 86.6 | 87.42 | 87.7 | 87.46 | 87.14 | 88.02 | 83.44 | 87.14 | 89.64 | TiDE | iTransformer | 0.04 | 0.04 | 0.03 | 0.04 | 0.04 | 0.04 | 0.04 | 0.05 | 0.05 | 0.03 | 0.05 | 0.05 | 0.05 | 0.05 | 0.01 | 0.05 | 0.07 | 0.05 | 0.09 | 0.3 | 84.07 | TCN |
59 | 2024-05-02 | 84.76 | 83.09 | 83.96 | 88.04 | 84.7 | 83.07 | 84.41 | 58.13 | 83.82 | 82.95 | 85.08 | 88.42 | 85.84 | 85.68 | 84.02 | 84.68 | 87.72 | 85.3 | 84.69 | 83.76 | 83.67 | 82.95 | 88.04 | TCN | iTransformer | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.0 | 0.01 | 0.03 | 0.0 | 0.01 | 0.01 | 0.02 | 0.05 | 0.05 | 0.06 | 0.31 | 83.76 | DeepNPTS |
60 | 2024-05-03 | 85.36 | 84.07 | 84.24 | 87.68 | 83.96 | 82.63 | 84.09 | 58.13 | 84.07 | 82.57 | 84.68 | 88.39 | 84.45 | 84.58 | 84.37 | 84.59 | 87.73 | 84.99 | 84.17 | 83.49 | 82.96 | 82.57 | 87.73 | TCN | StemGNN | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.01 | 0.01 | 0.0 | 0.02 | 0.06 | 0.06 | 0.07 | 0.3 | 82.63 | TSMixerx |
61 | 2024-05-06 | 83.99 | 85.58 | 83.63 | 86.53 | 83.46 | 81.95 | 82.83 | 58.13 | 83.36 | 81.91 | 84.2 | 87.64 | 83.23 | 83.77 | 83.59 | 84.28 | 87.73 | 84.21 | 83.49 | 84.91 | 83.33 | 81.91 | 87.64 | TCN | DilatedRNN | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.02 | 0.03 | 0.02 | 0.01 | 0.04 | 0.05 | 0.05 | 0.3 | 83.36 | GRU |
62 | 2024-05-07 | 83.62 | 87.02 | 83.95 | 86.87 | 83.51 | 81.22 | 83.2 | 58.13 | 83.57 | 81.83 | 84.04 | 87.83 | 83.49 | 84.13 | 83.26 | 84.38 | 87.74 | 84.73 | 83.5 | 84.58 | 83.16 | 81.22 | 87.74 | TSMixerx | StemGNN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.02 | 0.05 | 0.02 | 0.02 | 0.04 | 0.06 | 0.06 | 0.3 | 83.2 | PatchTST |
63 | 2024-05-08 | 83.12 | 86.07 | 83.78 | 87.66 | 83.36 | 82.83 | 83.48 | 58.13 | 83.34 | 81.69 | 83.69 | 87.53 | 83.83 | 84.2 | 83.1 | 84.3 | 87.75 | 85.3 | 83.27 | 83.76 | 83.58 | 81.69 | 87.66 | TCN | iTransformer | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.03 | 0.02 | 0.02 | 0.05 | 0.05 | 0.05 | 0.3 | 83.48 | PatchTST |
64 | 2024-05-09 | 82.63 | 86.94 | 84.13 | 88.15 | 83.54 | 83.04 | 83.67 | 58.13 | 83.63 | 81.81 | 84.11 | 87.84 | 83.79 | 84.21 | 83.39 | 84.45 | 87.77 | 86.07 | 83.64 | 83.56 | 83.88 | 81.81 | 87.84 | TCN | DilatedRNN | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.04 | 0.02 | 0.03 | 0.05 | 0.05 | 0.05 | 0.31 | 83.79 | MLP |
65 | 2024-05-10 | 82.95 | 86.54 | 84.36 | 88.32 | 84.01 | 84.34 | 83.88 | 58.13 | 83.82 | 81.91 | 84.27 | 88.0 | 83.31 | 83.57 | 84.47 | 84.5 | 87.77 | 86.41 | 84.11 | 83.74 | 82.79 | 81.91 | 88.0 | TCN | DilatedRNN | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.0 | 0.01 | 0.01 | 0.05 | 0.01 | 0.04 | 0.07 | 0.06 | 0.06 | 0.3 | 82.95 | NHITS |
66 | 2024-05-13 | 83.21 | 86.33 | 83.44 | 87.41 | 83.44 | 83.19 | 82.86 | 58.13 | 82.9 | 81.56 | 83.92 | 87.02 | 82.86 | 82.95 | 82.68 | 83.7 | 87.73 | 84.92 | 83.32 | 83.83 | 83.36 | 81.56 | 87.41 | TCN | iTransformer | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.04 | 0.02 | 0.02 | 0.05 | 0.05 | 0.04 | 0.3 | 83.32 | TiDE |
67 | 2024-05-14 | 84.45 | 85.9 | 83.96 | 87.3 | 83.62 | 83.54 | 83.31 | 58.13 | 83.42 | 81.68 | 83.94 | 87.43 | 84.51 | 83.78 | 83.36 | 83.92 | 87.69 | 85.34 | 83.51 | 84.17 | 82.38 | 81.68 | 87.43 | TCN | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.03 | 0.02 | 0.04 | 0.01 | 0.04 | 0.06 | 0.06 | 0.06 | 0.29 | 81.68 | TCN |
68 | 2024-05-15 | 83.11 | 83.6 | 83.12 | 86.26 | 83.11 | 83.31 | 82.79 | 58.13 | 82.57 | 81.28 | 83.69 | 86.57 | 83.92 | 82.88 | 82.82 | 83.66 | 87.61 | 84.72 | 82.82 | 83.88 | 82.75 | 81.28 | 86.57 | TCN | DilatedRNN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.04 | 0.06 | 0.05 | 0.3 | 82.79 | PatchTST |
69 | 2024-05-16 | 83.37 | 83.98 | 83.46 | 86.75 | 83.18 | 83.27 | 83.07 | 58.13 | 82.89 | 81.27 | 83.61 | 86.83 | 84.58 | 83.24 | 82.91 | 83.72 | 87.52 | 85.06 | 83.17 | 83.34 | 83.27 | 81.27 | 86.83 | TCN | DilatedRNN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.02 | 0.0 | 0.01 | 0.02 | 0.02 | 0.04 | 0.05 | 0.04 | 0.3 | 83.27 | TSMixerx |
70 | 2024-05-17 | 82.36 | 84.32 | 83.88 | 87.33 | 83.49 | 83.77 | 83.16 | 58.13 | 83.28 | 81.38 | 83.38 | 87.29 | 83.06 | 83.2 | 83.5 | 83.74 | 87.48 | 85.17 | 83.26 | 83.3 | 83.98 | 81.38 | 87.33 | TCN | iTransformer | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.02 | 0.01 | 0.01 | 0.0 | 0.03 | 0.01 | 0.04 | 0.04 | 0.04 | 0.31 | 83.88 | LSTM |
71 | 2024-05-20 | 83.4 | 84.43 | 84.45 | 88.62 | 83.98 | 84.17 | 83.62 | 58.13 | 83.81 | 81.57 | 83.63 | 87.98 | 82.84 | 84.1 | 83.72 | 84.04 | 87.46 | 85.34 | 83.92 | 82.9 | 83.71 | 81.57 | 87.98 | TCN | DilatedRNN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.03 | 0.02 | 0.06 | 0.04 | 0.05 | 0.31 | 83.72 | NLinear |
72 | 2024-05-21 | 83.85 | 84.63 | 84.2 | 88.47 | 83.97 | 84.32 | 83.43 | 58.13 | 83.58 | 81.58 | 83.78 | 87.76 | 83.05 | 83.92 | 83.9 | 83.56 | 87.44 | 84.64 | 83.72 | 83.66 | 82.88 | 81.58 | 87.76 | TCN | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.0 | 0.01 | 0.02 | 0.02 | 0.02 | 0.07 | 0.06 | 0.06 | 0.3 | 83.05 | MLP |
73 | 2024-05-22 | 83.07 | 84.08 | 83.52 | 88.1 | 83.49 | 83.91 | 82.79 | 58.13 | 82.94 | 81.27 | 83.72 | 87.03 | 81.73 | 83.78 | 83.09 | 82.69 | 87.38 | 84.16 | 83.1 | 83.61 | 81.9 | 81.27 | 87.38 | TCN | StemGNN | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.0 | 0.02 | 0.03 | 0.01 | 0.03 | 0.08 | 0.07 | 0.06 | 0.29 | 81.73 | MLP |
74 | 2024-05-23 | 82.26 | 83.03 | 82.74 | 86.95 | 82.78 | 83.19 | 82.42 | 58.13 | 82.18 | 80.84 | 83.48 | 86.05 | 82.7 | 82.66 | 82.39 | 81.88 | 87.32 | 83.33 | 82.52 | 83.74 | 81.36 | 80.84 | 86.95 | TCN | iTransformer | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.03 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.03 | 0.02 | 0.01 | 0.02 | 0.07 | 0.07 | 0.06 | 0.29 | 80.84 | TCN |
75 | 2024-05-24 | 81.53 | 81.43 | 82.32 | 85.48 | 82.18 | 82.26 | 81.84 | 58.13 | 81.75 | 80.39 | 83.12 | 85.45 | 81.68 | 81.71 | 81.83 | 81.32 | 87.25 | 82.06 | 82.04 | 82.91 | 81.84 | 80.39 | 85.48 | TCN | iTransformer | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.02 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.02 | 0.0 | 0.04 | 0.07 | 0.04 | 0.29 | 81.84 | PatchTST |
76 | 2024-05-27 | 81.62 | 81.45 | 82.74 | 84.86 | 82.24 | 82.47 | 82.37 | 58.13 | 82.12 | 80.34 | 83.12 | 85.83 | 82.23 | 81.99 | 81.92 | 81.25 | 87.14 | 81.82 | 82.41 | 82.01 | 82.88 | 80.34 | 85.83 | TCN | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.02 | 0.0 | 0.02 | 0.01 | 0.01 | 0.02 | 0.03 | 0.01 | 0.02 | 0.05 | 0.04 | 0.3 | 82.74 | LSTM |
77 | 2024-05-28 | 82.55 | 82.14 | 83.59 | 85.34 | 83.02 | 83.57 | 82.61 | 58.13 | 82.91 | 80.66 | 83.27 | 86.79 | 81.82 | 82.52 | 83.02 | 82.17 | 87.04 | 82.42 | 82.92 | 81.83 | 83.94 | 80.66 | 86.79 | TCN | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.02 | 0.02 | 0.0 | 0.02 | 0.03 | 0.03 | 0.02 | 0.04 | 0.02 | 0.02 | 0.04 | 0.03 | 0.31 | 83.59 | LSTM |
78 | 2024-05-29 | 83.92 | 83.23 | 84.42 | 86.91 | 83.67 | 84.16 | 83.84 | 58.13 | 83.71 | 81.11 | 83.58 | 87.77 | 83.92 | 83.25 | 83.94 | 84.22 | 86.91 | 84.52 | 83.86 | 82.95 | 83.43 | 81.11 | 86.91 | TCN | iTransformer | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.03 | 0.01 | 0.04 | 0.04 | 0.05 | 0.3 | 83.58 | BiTCN |
79 | 2024-05-30 | 83.22 | 82.0 | 83.96 | 86.48 | 83.51 | 83.7 | 82.98 | 58.13 | 83.27 | 81.16 | 82.99 | 87.38 | 83.43 | 83.1 | 83.46 | 83.39 | 86.75 | 83.93 | 83.09 | 83.33 | 81.88 | 81.16 | 86.75 | TCN | StemGNN | 0.02 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.0 | 0.01 | 0.03 | 0.06 | 0.06 | 0.07 | 0.29 | 82.0 | Informer |
80 | 2024-05-31 | 81.91 | 80.53 | 82.69 | 85.59 | 82.39 | 82.72 | 82.06 | 58.13 | 82.06 | 80.79 | 81.95 | 85.94 | 82.98 | 82.1 | 82.33 | 81.79 | 86.52 | 82.62 | 82.09 | 83.0 | 81.11 | 80.53 | 85.94 | Informer | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.01 | 0.0 | 0.02 | 0.06 | 0.07 | 0.06 | 0.28 | 80.79 | TCN |
81 | 2024-06-03 | 80.43 | 79.81 | 82.1 | 85.05 | 81.67 | 82.19 | 81.09 | 58.13 | 81.51 | 80.32 | 81.28 | 85.14 | 80.66 | 81.76 | 81.28 | 81.38 | 86.25 | 80.82 | 81.22 | 82.63 | 78.36 | 81.22 | 85.14 | TiDE | DilatedRNN | 0.04 | 0.04 | 0.04 | 0.04 | 0.03 | 0.05 | 0.04 | 0.04 | 0.04 | 0.05 | 0.03 | 0.03 | 0.05 | 0.02 | 0.02 | 0.03 | 0.09 | 0.1 | 0.09 | 0.26 | 79.81 | Informer |
82 | 2024-06-04 | 77.88 | 78.1 | 79.68 | 83.1 | 79.8 | 79.68 | 79.1 | 58.13 | 79.15 | 79.29 | 80.25 | 82.4 | 77.71 | 79.55 | 78.67 | 80.05 | 85.97 | 77.85 | 79.3 | 81.88 | 77.52 | 79.3 | 83.1 | TiDE | iTransformer | 0.01 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.04 | 0.03 | 0.03 | 0.03 | 0.0 | 0.0 | 0.06 | 0.01 | 0.02 | 0.0 | 0.07 | 0.11 | 0.06 | 0.25 | 77.71 | MLP |
83 | 2024-06-05 | 77.17 | 77.94 | 79.01 | 80.04 | 78.76 | 77.76 | 79.17 | 58.13 | 78.45 | 78.54 | 80.01 | 81.34 | 77.46 | 78.64 | 77.67 | 79.5 | 85.72 | 76.39 | 78.38 | 81.16 | 78.41 | 76.39 | 81.34 | MLPMultivariate | DilatedRNN | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.01 | 0.02 | 0.01 | 0.04 | 0.01 | 0.0 | 0.03 | 0.02 | 0.09 | 0.04 | 0.26 | 78.38 | TiDE |
84 | 2024-06-06 | 78.01 | 78.77 | 79.91 | 78.65 | 79.18 | 78.95 | 79.37 | 58.13 | 79.13 | 78.41 | 80.35 | 82.13 | 77.59 | 78.45 | 78.81 | 79.68 | 85.42 | 77.43 | 78.92 | 78.7 | 79.87 | 77.43 | 82.13 | MLPMultivariate | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.0 | 0.0 | 0.02 | 0.03 | 0.01 | 0.01 | 0.02 | 0.03 | 0.02 | 0.07 | 0.03 | 0.27 | 79.91 | LSTM |
85 | 2024-06-07 | 79.57 | 79.6 | 81.17 | 80.03 | 80.05 | 80.31 | 80.13 | 58.13 | 80.23 | 78.63 | 80.5 | 83.53 | 79.6 | 79.47 | 80.29 | 80.15 | 85.16 | 80.04 | 80.17 | 78.79 | 79.62 | 78.63 | 83.53 | TCN | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.07 | 0.05 | 0.27 | 79.6 | Informer |
86 | 2024-06-10 | 79.92 | 79.44 | 80.87 | 80.05 | 79.97 | 80.4 | 79.52 | 58.13 | 79.9 | 78.66 | 80.33 | 83.26 | 80.28 | 79.69 | 79.86 | 79.84 | 84.85 | 80.17 | 79.71 | 79.2 | 81.63 | 78.66 | 83.26 | TCN | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.03 | 0.03 | 0.04 | 0.02 | 0.02 | 0.04 | 0.02 | 0.29 | 80.87 | LSTM |
87 | 2024-06-11 | 81.34 | 80.4 | 82.61 | 80.85 | 80.95 | 81.85 | 81.43 | 58.13 | 81.61 | 79.44 | 80.74 | 85.1 | 81.19 | 81.26 | 81.76 | 81.16 | 84.59 | 81.38 | 80.89 | 80.25 | 81.92 | 79.44 | 84.59 | TCN | StemGNN | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.03 | 0.01 | 0.01 | 0.03 | 0.04 | 0.29 | 81.85 | TSMixerx |
88 | 2024-06-12 | 81.46 | 80.77 | 82.77 | 81.71 | 81.58 | 82.16 | 81.79 | 58.13 | 81.81 | 79.71 | 80.95 | 85.49 | 81.75 | 81.53 | 82.01 | 81.69 | 84.33 | 82.0 | 81.48 | 81.3 | 82.6 | 79.71 | 84.33 | TCN | StemGNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.02 | 0.04 | 0.01 | 0.01 | 0.02 | 0.04 | 0.3 | 82.77 | LSTM |
89 | 2024-06-13 | 81.58 | 81.71 | 83.32 | 82.27 | 82.25 | 82.18 | 82.33 | 58.13 | 82.41 | 80.17 | 81.64 | 86.17 | 82.05 | 81.6 | 82.26 | 82.21 | 84.19 | 82.13 | 82.28 | 82.48 | 82.75 | 80.17 | 84.19 | TCN | StemGNN | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.03 | 0.01 | 0.01 | 0.02 | 0.04 | 0.3 | 82.48 | DeepNPTS |
90 | 2024-06-14 | 81.18 | 81.26 | 83.43 | 82.23 | 82.64 | 82.4 | 82.53 | 58.13 | 82.59 | 80.42 | 82.06 | 86.39 | 82.59 | 82.19 | 82.42 | 82.59 | 84.06 | 82.68 | 82.72 | 82.82 | 82.62 | 80.42 | 84.06 | TCN | StemGNN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.0 | 0.0 | 0.02 | 0.03 | 0.0 | 0.0 | 0.02 | 0.05 | 0.3 | 82.64 | TSMixer |
91 | 2024-06-17 | 82.19 | 81.0 | 83.32 | 82.57 | 82.75 | 82.4 | 82.63 | 58.13 | 82.54 | 80.52 | 82.31 | 86.39 | 82.69 | 82.33 | 82.44 | 82.03 | 83.91 | 82.87 | 82.88 | 82.69 | 84.25 | 80.52 | 86.39 | TCN | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | 0.02 | 0.04 | 0.04 | 0.02 | 0.02 | 0.0 | 0.03 | 0.31 | 83.91 | StemGNN |
92 | 2024-06-18 | 84.11 | 82.19 | 84.68 | 83.25 | 83.66 | 83.39 | 84.2 | 58.13 | 83.93 | 81.16 | 83.46 | 87.9 | 83.94 | 83.27 | 84.25 | 85.64 | 83.82 | 84.33 | 84.12 | 82.48 | 85.33 | 81.16 | 85.64 | TCN | TFT | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.0 | 0.01 | 0.01 | 0.02 | 0.03 | 0.04 | 0.05 | 0.01 | 0.02 | 0.02 | 0.03 | 0.32 | 85.64 | TFT |
93 | 2024-06-19 | 85.2 | 83.46 | 85.53 | 83.37 | 84.71 | 84.81 | 85.01 | 58.13 | 84.75 | 81.66 | 84.38 | 89.03 | 85.11 | 84.58 | 84.9 | 85.93 | 83.74 | 84.98 | 84.56 | 84.2 | 85.07 | 81.66 | 85.93 | TCN | TFT | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.02 | 0.04 | 0.0 | 0.02 | 0.02 | 0.05 | 0.32 | 85.11 | MLP |
94 | 2024-06-20 | 85.44 | 83.94 | 85.29 | 82.8 | 84.74 | 85.84 | 84.71 | 58.13 | 84.56 | 81.8 | 84.64 | 88.99 | 85.77 | 84.74 | 85.07 | 85.88 | 83.67 | 85.31 | 84.6 | 84.99 | 85.71 | 81.8 | 85.88 | TCN | TFT | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.02 | 0.05 | 0.0 | 0.03 | 0.02 | 0.04 | 0.32 | 85.77 | MLP |
95 | 2024-06-21 | 85.45 | 84.18 | 85.83 | 82.55 | 85.13 | 86.74 | 84.7 | 58.13 | 85.17 | 82.14 | 85.05 | 89.6 | 85.84 | 85.1 | 85.18 | 85.72 | 83.59 | 85.06 | 84.73 | 85.69 | 84.33 | 82.14 | 86.74 | TCN | TSMixerx | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.03 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.0 | 0.03 | 0.01 | 0.02 | 0.01 | 0.06 | 0.31 | 84.18 | Informer |
96 | 2024-06-24 | 84.13 | 82.58 | 84.67 | 82.46 | 84.55 | 85.88 | 83.9 | 58.13 | 84.12 | 81.65 | 84.65 | 88.52 | 84.35 | 84.63 | 84.25 | 83.53 | 83.44 | 84.05 | 84.23 | 84.32 | 85.15 | 81.65 | 85.88 | TCN | TSMixerx | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.04 | 0.01 | 0.03 | 0.02 | 0.04 | 0.32 | 84.67 | LSTM |
97 | 2024-06-25 | 85.6 | 84.48 | 85.41 | 82.66 | 85.0 | 86.42 | 85.02 | 58.13 | 84.88 | 81.93 | 85.32 | 89.21 | 85.74 | 84.41 | 85.29 | 84.47 | 83.36 | 84.43 | 85.06 | 85.13 | 84.22 | 81.93 | 86.42 | TCN | TSMixerx | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.01 | 0.0 | 0.0 | 0.01 | 0.02 | 0.02 | 0.01 | 0.0 | 0.03 | 0.0 | 0.02 | 0.01 | 0.06 | 0.31 | 84.41 | DLinear |
98 | 2024-06-26 | 85.15 | 83.71 | 84.61 | 82.99 | 84.94 | 85.48 | 84.36 | 58.13 | 84.13 | 81.5 | 84.88 | 88.43 | 85.08 | 83.77 | 84.51 | 83.53 | 83.28 | 84.35 | 84.83 | 84.87 | 84.47 | 81.5 | 85.48 | TCN | TSMixerx | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.04 | 0.0 | 0.02 | 0.01 | 0.05 | 0.31 | 84.51 | NLinear |
99 | 2024-06-27 | 84.27 | 83.84 | 84.85 | 83.07 | 84.8 | 85.17 | 84.47 | 58.13 | 84.37 | 81.66 | 84.83 | 88.63 | 84.02 | 84.16 | 84.83 | 84.09 | 83.31 | 84.18 | 85.03 | 84.16 | 85.26 | 81.66 | 88.63 | TCN | DilatedRNN | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.04 | 0.01 | 0.03 | 0.02 | 0.04 | 0.32 | 85.17 | TSMixerx |
100 | 2024-06-28 | 84.2 | 83.18 | 85.5 | 83.46 | 85.24 | 85.21 | 85.73 | 58.13 | 84.97 | 81.92 | 85.07 | 89.3 | 83.77 | 84.82 | 85.54 | 84.63 | 83.37 | 84.47 | 85.49 | 84.06 | 85.0 | 81.92 | 85.73 | TCN | PatchTST | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.04 | 0.01 | 0.02 | 0.02 | 0.05 | 0.32 | 84.97 | GRU |
101 | 2024-07-01 | 84.39 | 83.04 | 85.26 | 82.84 | 85.0 | 85.08 | 84.92 | 58.13 | 84.72 | 81.95 | 84.83 | 89.2 | 84.09 | 85.13 | 85.48 | 84.6 | 83.43 | 84.23 | 85.22 | 84.71 | 86.6 | 81.95 | 89.2 | TCN | DilatedRNN | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.03 | 0.02 | 0.04 | 0.05 | 0.03 | 0.04 | 0.04 | 0.03 | 0.33 | 85.48 | NLinear |
102 | 2024-07-02 | 85.26 | 83.73 | 86.56 | 83.53 | 85.97 | 86.18 | 85.81 | 58.13 | 85.99 | 82.68 | 85.7 | 90.51 | 84.99 | 85.95 | 86.54 | 85.87 | 83.54 | 84.84 | 86.16 | 86.5 | 86.24 | 82.68 | 86.56 | TCN | LSTM | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.03 | 0.04 | 0.02 | 0.03 | 0.03 | 0.05 | 0.33 | 86.18 | TSMixerx |
103 | 2024-07-03 | 85.09 | 84.31 | 86.24 | 83.92 | 86.13 | 85.79 | 85.87 | 58.13 | 85.66 | 82.69 | 85.92 | 90.38 | 85.12 | 85.59 | 86.06 | 85.35 | 83.64 | 85.11 | 86.17 | 86.24 | 87.34 | 82.69 | 90.38 | TCN | DilatedRNN | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.03 | 0.03 | 0.01 | 0.03 | 0.05 | 0.03 | 0.04 | 0.04 | 0.03 | 0.33 | 86.24 | DeepNPTS |
104 | 2024-07-04 | 84.98 | 86.64 | 87.13 | 84.96 | 86.97 | 87.45 | 86.78 | 58.13 | 86.56 | 83.32 | 86.91 | 91.34 | 85.8 | 87.07 | 86.95 | 85.42 | 83.77 | 85.92 | 87.13 | 87.34 | 87.43 | 83.32 | 87.45 | TCN | TSMixerx | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.02 | 0.0 | 0.03 | 0.02 | 0.0 | 0.01 | 0.05 | 0.02 | 0.03 | 0.04 | 0.04 | 0.34 | 87.45 | TSMixerx |
105 | 2024-07-05 | 86.97 | 88.32 | 87.18 | 86.41 | 87.58 | 88.06 | 87.78 | 58.13 | 86.63 | 83.5 | 87.82 | 91.51 | 87.7 | 87.08 | 87.68 | 85.5 | 83.89 | 87.1 | 87.8 | 87.43 | 86.54 | 83.5 | 88.32 | TCN | Informer | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.04 | 0.01 | 0.0 | 0.03 | 0.06 | 0.33 | 86.63 | GRU |
106 | 2024-07-08 | 87.46 | 86.67 | 86.47 | 86.73 | 87.18 | 87.64 | 87.42 | 58.13 | 86.0 | 83.3 | 87.73 | 90.91 | 88.4 | 86.94 | 86.89 | 85.03 | 84.0 | 87.07 | 87.41 | 86.54 | 85.75 | 83.3 | 88.4 | TCN | MLP | 0.01 | 0.02 | 0.0 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 0.01 | 0.01 | 0.03 | 0.02 | 0.01 | 0.02 | 0.06 | 0.32 | 86.0 | GRU |
107 | 2024-07-09 | 86.75 | 86.36 | 85.87 | 86.21 | 86.46 | 86.27 | 86.89 | 58.13 | 85.5 | 83.02 | 87.2 | 90.2 | 86.89 | 86.81 | 86.33 | 86.43 | 84.08 | 86.4 | 86.62 | 85.75 | 84.66 | 83.02 | 87.2 | TCN | BiTCN | 0.02 | 0.02 | 0.01 | 0.02 | 0.03 | 0.02 | 0.03 | 0.03 | 0.02 | 0.01 | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.07 | 0.31 | 84.08 | StemGNN |
108 | 2024-07-10 | 85.94 | 84.36 | 84.99 | 85.08 | 85.3 | 85.35 | 85.84 | 58.13 | 84.69 | 82.42 | 86.09 | 89.28 | 85.4 | 85.83 | 85.21 | 86.02 | 84.13 | 86.0 | 85.41 | 84.66 | 85.08 | 82.42 | 86.09 | TCN | BiTCN | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.03 | 0.01 | 0.0 | 0.01 | 0.05 | 0.32 | 85.08 | iTransformer |
109 | 2024-07-11 | 85.32 | 84.95 | 85.37 | 84.21 | 85.1 | 85.41 | 85.31 | 58.13 | 85.03 | 82.4 | 85.77 | 89.56 | 85.34 | 85.91 | 85.36 | 86.12 | 84.2 | 85.35 | 85.34 | 85.08 | 85.4 | 82.4 | 86.12 | TCN | TFT | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.04 | 0.0 | 0.01 | 0.01 | 0.05 | 0.32 | 85.41 | TSMixerx |
110 | 2024-07-12 | 86.59 | 85.58 | 85.61 | 83.86 | 85.26 | 85.44 | 85.28 | 58.13 | 85.2 | 82.35 | 85.7 | 89.82 | 86.41 | 85.66 | 85.54 | 85.93 | 84.26 | 85.56 | 85.29 | 85.4 | 85.03 | 82.35 | 86.59 | TCN | NHITS | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.0 | 0.01 | 0.03 | 0.01 | 0.01 | 0.01 | 0.06 | 0.32 | 85.2 | GRU |
111 | 2024-07-15 | 85.25 | 84.56 | 85.29 | 83.29 | 85.01 | 85.16 | 84.64 | 58.13 | 84.86 | 82.33 | 85.4 | 89.47 | 85.43 | 85.05 | 84.84 | 85.06 | 84.29 | 84.1 | 85.04 | 85.02 | 84.85 | 82.33 | 85.43 | TCN | MLP | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.03 | 0.01 | 0.02 | 0.01 | 0.05 | 0.31 | 84.86 | GRU |
112 | 2024-07-16 | 85.58 | 84.68 | 85.15 | 83.57 | 84.84 | 85.28 | 85.02 | 58.13 | 84.72 | 82.32 | 85.05 | 89.22 | 85.41 | 85.3 | 85.21 | 83.96 | 84.32 | 84.56 | 85.04 | 84.74 | 83.73 | 82.32 | 85.58 | TCN | NHITS | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.0 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.0 | 0.01 | 0.07 | 0.31 | 83.57 | iTransformer |
113 | 2024-07-17 | 83.26 | 83.84 | 84.22 | 83.49 | 84.05 | 84.68 | 84.03 | 58.13 | 83.83 | 81.88 | 84.13 | 88.19 | 83.66 | 84.27 | 84.14 | 83.31 | 84.34 | 83.88 | 84.28 | 83.97 | 85.08 | 81.88 | 88.19 | TCN | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.01 | 0.01 | 0.04 | 0.01 | 0.02 | 0.01 | 0.04 | 0.32 | 84.68 | TSMixerx |
114 | 2024-07-18 | 85.03 | 85.38 | 85.37 | 84.05 | 84.99 | 85.0 | 85.86 | 58.13 | 84.92 | 82.27 | 85.18 | 89.26 | 84.73 | 85.06 | 85.27 | 83.88 | 84.42 | 85.13 | 85.15 | 84.95 | 85.11 | 82.27 | 85.86 | TCN | PatchTST | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.03 | 0.0 | 0.01 | 0.01 | 0.05 | 0.32 | 85.13 | MLPMultivariate |
115 | 2024-07-19 | 86.07 | 85.0 | 85.36 | 84.75 | 85.17 | 85.07 | 85.91 | 58.13 | 84.84 | 82.22 | 85.32 | 89.32 | 85.84 | 85.2 | 85.03 | 83.21 | 84.51 | 85.87 | 85.46 | 85.14 | 82.63 | 82.22 | 86.07 | TCN | NHITS | 0.03 | 0.03 | 0.03 | 0.03 | 0.04 | 0.03 | 0.03 | 0.03 | 0.01 | 0.03 | 0.04 | 0.04 | 0.03 | 0.03 | 0.01 | 0.04 | 0.03 | 0.02 | 0.08 | 0.3 | 82.22 | TCN |
116 | 2024-07-22 | 84.24 | 80.23 | 83.28 | 83.25 | 83.51 | 82.33 | 82.96 | 58.13 | 82.84 | 81.67 | 83.16 | 87.11 | 83.73 | 83.82 | 82.6 | 82.31 | 84.52 | 83.91 | 83.33 | 82.29 | 82.4 | 80.23 | 84.52 | Informer | StemGNN | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.0 | 0.01 | 0.02 | 0.02 | 0.0 | 0.03 | 0.01 | 0.02 | 0.01 | 0.03 | 0.06 | 0.29 | 82.33 | TSMixerx |
117 | 2024-07-23 | 83.86 | 81.43 | 83.18 | 80.19 | 82.75 | 81.02 | 82.7 | 58.13 | 82.79 | 81.38 | 82.48 | 86.67 | 82.59 | 83.43 | 82.8 | 82.25 | 84.51 | 82.74 | 82.9 | 80.62 | 81.01 | 80.19 | 84.51 | iTransformer | StemGNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.0 | 0.02 | 0.03 | 0.02 | 0.03 | 0.04 | 0.02 | 0.0 | 0.01 | 0.0 | 0.02 | 0.01 | 0.04 | 0.07 | 0.28 | 81.02 | TSMixerx |
118 | 2024-07-24 | 81.16 | 79.47 | 82.01 | 79.36 | 81.62 | 79.68 | 81.67 | 58.13 | 81.56 | 80.69 | 81.45 | 85.36 | 80.8 | 82.26 | 81.65 | 81.72 | 84.45 | 81.54 | 81.56 | 80.03 | 80.82 | 79.36 | 84.45 | iTransformer | StemGNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.02 | 0.0 | 0.01 | 0.02 | 0.04 | 0.06 | 0.28 | 80.8 | MLP |
119 | 2024-07-25 | 79.09 | 80.98 | 81.9 | 79.27 | 81.23 | 79.42 | 81.12 | 58.13 | 81.36 | 80.26 | 81.04 | 85.01 | 80.61 | 81.25 | 81.13 | 81.8 | 84.4 | 81.09 | 81.07 | 81.12 | 81.39 | 79.09 | 84.4 | NHITS | StemGNN | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.02 | 0.0 | 0.0 | 0.0 | 0.01 | 0.03 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.03 | 0.04 | 0.04 | 0.29 | 81.36 | GRU |
120 | 2024-07-26 | 80.56 | 80.76 | 82.39 | 84.27 | 81.64 | 80.63 | 81.96 | 58.13 | 81.76 | 80.2 | 81.73 | 85.45 | 81.57 | 81.96 | 81.34 | 82.23 | 84.39 | 81.76 | 81.46 | 82.27 | 80.28 | 80.2 | 84.39 | TCN | StemGNN | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.0 | 0.02 | 0.02 | 0.02 | 0.03 | 0.0 | 0.02 | 0.02 | 0.01 | 0.0 | 0.02 | 0.05 | 0.05 | 0.06 | 0.28 | 80.2 | TCN |
121 | 2024-07-29 | 80.89 | 82.37 | 81.4 | 84.28 | 81.19 | 81.06 | 81.21 | 58.13 | 80.71 | 79.82 | 81.54 | 84.37 | 80.93 | 81.56 | 80.67 | 81.51 | 84.38 | 81.27 | 80.97 | 81.38 | 79.05 | 80.97 | 84.37 | TiDE | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.02 | 0.02 | 0.03 | 0.04 | 0.01 | 0.03 | 0.07 | 0.07 | 0.07 | 0.26 | 79.82 | TCN |
122 | 2024-07-30 | 80.54 | 82.78 | 80.35 | 84.17 | 80.12 | 80.81 | 80.69 | 58.13 | 79.66 | 79.32 | 81.27 | 82.96 | 80.95 | 80.93 | 79.71 | 80.94 | 84.38 | 81.21 | 80.17 | 81.39 | 78.07 | 80.17 | 84.17 | TiDE | iTransformer | 0.02 | 0.03 | 0.02 | 0.03 | 0.03 | 0.04 | 0.04 | 0.04 | 0.04 | 0.03 | 0.03 | 0.04 | 0.04 | 0.06 | 0.02 | 0.04 | 0.08 | 0.08 | 0.06 | 0.26 | 79.32 | TCN |
123 | 2024-07-31 | 78.89 | 82.6 | 79.5 | 84.33 | 78.99 | 79.63 | 79.16 | 58.13 | 78.81 | 78.76 | 80.65 | 81.86 | 79.21 | 79.61 | 78.74 | 80.71 | 84.39 | 79.85 | 78.97 | 80.57 | 80.84 | 78.74 | 84.33 | NLinear | iTransformer | 0.03 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.0 | 0.02 | 0.0 | 0.02 | 0.02 | 0.02 | 0.0 | 0.02 | 0.03 | 0.01 | 0.04 | 0.04 | 0.01 | 0.28 | 80.71 | TFT |
124 | 2024-08-01 | 80.06 | 82.36 | 82.02 | 85.04 | 80.5 | 81.2 | 81.09 | 58.13 | 81.13 | 79.36 | 81.16 | 84.43 | 79.79 | 80.4 | 81.17 | 81.86 | 84.41 | 80.53 | 80.83 | 79.97 | 79.52 | 79.36 | 84.43 | TCN | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.03 | 0.03 | 0.01 | 0.0 | 0.01 | 0.04 | 0.0 | 0.01 | 0.07 | 0.06 | 0.06 | 0.27 | 79.36 | TCN |
125 | 2024-08-02 | 79.34 | 82.13 | 80.74 | 85.23 | 80.15 | 80.16 | 80.01 | 58.13 | 79.84 | 78.94 | 80.9 | 83.32 | 79.98 | 79.86 | 79.59 | 81.15 | 84.41 | 80.37 | 80.14 | 79.0 | 76.81 | 79.0 | 84.41 | DeepNPTS | StemGNN | 0.04 | 0.04 | 0.04 | 0.04 | 0.04 | 0.04 | 0.05 | 0.04 | 0.06 | 0.05 | 0.03 | 0.04 | 0.03 | 0.07 | 0.03 | 0.05 | 0.11 | 0.1 | 0.08 | 0.24 | 78.94 | TCN |
126 | 2024-08-05 | 77.19 | 79.33 | 78.19 | 84.71 | 77.98 | 78.11 | 77.43 | 58.13 | 77.55 | 78.33 | 78.84 | 80.44 | 77.72 | 78.73 | 76.87 | 79.72 | 84.39 | 77.08 | 77.57 | 80.14 | 76.3 | 77.57 | 84.39 | TiDE | StemGNN | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.03 | 0.03 | 0.04 | 0.02 | 0.01 | 0.02 | 0.05 | 0.04 | 0.03 | 0.01 | 0.11 | 0.11 | 0.05 | 0.24 | 76.87 | NLinear |
127 | 2024-08-06 | 75.82 | 78.36 | 77.83 | 84.63 | 76.91 | 77.74 | 76.74 | 58.13 | 77.2 | 77.78 | 77.83 | 79.72 | 77.27 | 78.06 | 77.08 | 79.07 | 84.33 | 76.22 | 76.8 | 79.75 | 76.48 | 75.82 | 84.33 | NHITS | StemGNN | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.01 | 0.01 | 0.04 | 0.02 | 0.02 | 0.0 | 0.11 | 0.1 | 0.04 | 0.24 | 76.74 | PatchTST |
128 | 2024-08-07 | 76.29 | 79.29 | 78.06 | 84.37 | 76.82 | 76.97 | 76.5 | 58.13 | 77.29 | 77.37 | 77.21 | 79.94 | 77.02 | 76.65 | 76.85 | 78.73 | 84.26 | 75.45 | 76.72 | 77.61 | 78.33 | 75.45 | 84.26 | MLPMultivariate | StemGNN | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.0 | 0.03 | 0.02 | 0.01 | 0.01 | 0.01 | 0.04 | 0.08 | 0.08 | 0.02 | 0.26 | 78.06 | LSTM |
129 | 2024-08-08 | 77.7 | 79.11 | 79.88 | 84.73 | 78.18 | 78.15 | 77.95 | 58.13 | 78.78 | 77.64 | 77.77 | 81.68 | 77.64 | 77.44 | 78.21 | 79.2 | 84.19 | 75.79 | 78.15 | 77.5 | 79.16 | 75.79 | 84.19 | MLPMultivariate | StemGNN | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.0 | 0.01 | 0.02 | 0.02 | 0.02 | 0.0 | 0.02 | 0.04 | 0.07 | 0.06 | 0.03 | 0.27 | 79.2 | TFT |
130 | 2024-08-09 | 77.74 | 78.62 | 80.54 | 84.54 | 79.23 | 79.31 | 78.5 | 58.13 | 79.39 | 77.99 | 78.75 | 82.57 | 77.15 | 79.07 | 78.28 | 79.14 | 84.12 | 75.97 | 78.95 | 77.96 | 79.66 | 75.97 | 84.12 | MLPMultivariate | StemGNN | 0.02 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 0.02 | 0.01 | 0.02 | 0.05 | 0.06 | 0.06 | 0.04 | 0.27 | 79.39 | GRU |
131 | 2024-08-12 | 78.47 | 78.5 | 80.93 | 85.06 | 79.79 | 80.1 | 79.42 | 58.13 | 79.78 | 78.39 | 79.57 | 83.06 | 78.18 | 80.0 | 79.61 | 79.25 | 84.06 | 77.95 | 79.73 | 79.03 | 82.3 | 77.95 | 84.06 | MLPMultivariate | StemGNN | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.04 | 0.02 | 0.05 | 0.05 | 0.04 | 0.05 | 0.05 | 0.05 | 0.03 | 0.02 | 0.01 | 0.29 | 83.06 | DilatedRNN |
132 | 2024-08-13 | 81.87 | 80.26 | 83.15 | 85.94 | 81.59 | 82.07 | 82.25 | 58.13 | 82.05 | 79.53 | 81.19 | 85.49 | 80.48 | 81.39 | 82.39 | 82.33 | 84.01 | 83.4 | 81.75 | 83.1 | 80.69 | 79.53 | 85.49 | TCN | DilatedRNN | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | 0.03 | 0.01 | 0.0 | 0.03 | 0.01 | 0.01 | 0.03 | 0.07 | 0.04 | 0.06 | 0.28 | 80.48 | MLP |
133 | 2024-08-14 | 80.76 | 80.05 | 81.68 | 85.9 | 81.08 | 80.88 | 80.66 | 58.13 | 80.64 | 79.24 | 80.59 | 84.26 | 80.33 | 80.39 | 81.11 | 80.44 | 83.89 | 83.77 | 81.02 | 81.24 | 79.76 | 79.24 | 84.26 | TCN | DilatedRNN | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.05 | 0.08 | 0.05 | 0.06 | 0.27 | 80.05 | Informer |
134 | 2024-08-15 | 79.71 | 80.45 | 80.95 | 85.15 | 80.22 | 80.23 | 79.82 | 58.13 | 80.02 | 79.05 | 79.94 | 83.32 | 79.93 | 79.81 | 80.15 | 79.37 | 83.77 | 82.45 | 79.99 | 78.06 | 81.04 | 78.06 | 83.77 | DeepNPTS | StemGNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.02 | 0.0 | 0.02 | 0.01 | 0.04 | 0.01 | 0.02 | 0.02 | 0.05 | 0.03 | 0.03 | 0.28 | 80.95 | LSTM |
135 | 2024-08-16 | 81.2 | 81.34 | 82.11 | 86.08 | 80.92 | 80.91 | 81.18 | 58.13 | 81.21 | 79.3 | 80.64 | 84.58 | 80.32 | 80.92 | 80.54 | 80.93 | 83.64 | 82.75 | 80.74 | 81.48 | 79.68 | 79.3 | 84.58 | TCN | DilatedRNN | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.03 | 0.02 | 0.01 | 0.02 | 0.02 | 0.0 | 0.04 | 0.08 | 0.05 | 0.06 | 0.27 | 79.3 | TCN |
136 | 2024-08-19 | 80.0 | 80.32 | 80.87 | 86.02 | 80.26 | 80.54 | 80.15 | 58.13 | 79.99 | 78.89 | 80.02 | 83.47 | 80.32 | 80.12 | 79.86 | 79.34 | 83.53 | 83.52 | 80.0 | 81.03 | 77.66 | 80.0 | 83.53 | NHITS | StemGNN | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.04 | 0.03 | 0.03 | 0.02 | 0.04 | 0.03 | 0.03 | 0.04 | 0.03 | 0.02 | 0.08 | 0.11 | 0.08 | 0.07 | 0.25 | 78.89 | TCN |
137 | 2024-08-20 | 78.83 | 80.34 | 79.05 | 83.58 | 78.69 | 78.99 | 78.88 | 58.13 | 78.32 | 78.18 | 78.96 | 81.31 | 79.79 | 78.59 | 78.04 | 77.87 | 83.36 | 84.53 | 78.37 | 79.06 | 77.2 | 78.37 | 83.58 | TiDE | iTransformer | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.03 | 0.02 | 0.04 | 0.01 | 0.09 | 0.08 | 0.08 | 0.05 | 0.25 | 77.87 | TFT |
138 | 2024-08-21 | 78.27 | 79.63 | 78.71 | 82.97 | 77.94 | 78.44 | 77.95 | 58.13 | 77.98 | 77.7 | 78.18 | 80.74 | 79.85 | 77.29 | 77.77 | 77.48 | 83.21 | 85.37 | 77.53 | 79.55 | 76.05 | 77.7 | 83.21 | TCN | StemGNN | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.03 | 0.03 | 0.02 | 0.02 | 0.04 | 0.03 | 0.05 | 0.05 | 0.05 | 0.02 | 0.12 | 0.09 | 0.09 | 0.06 | 0.24 | 77.29 | DLinear |
139 | 2024-08-22 | 77.62 | 77.05 | 77.55 | 82.69 | 77.0 | 77.45 | 76.26 | 58.13 | 76.93 | 77.04 | 77.34 | 79.57 | 77.29 | 76.68 | 76.69 | 76.72 | 83.04 | 85.04 | 76.71 | 77.91 | 77.22 | 76.26 | 83.04 | PatchTST | StemGNN | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.1 | 0.07 | 0.08 | 0.03 | 0.25 | 77.29 | MLP |
140 | 2024-08-23 | 77.5 | 79.24 | 78.83 | 83.21 | 77.41 | 78.55 | 76.94 | 58.13 | 77.89 | 76.98 | 77.72 | 80.62 | 77.23 | 77.52 | 77.08 | 77.35 | 82.85 | 84.23 | 77.2 | 77.33 | 78.15 | 76.94 | 83.21 | PatchTST | iTransformer | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.08 | 0.06 | 0.06 | 0.03 | 0.26 | 77.89 | GRU |
141 | 2024-08-26 | 78.33 | 78.59 | 79.67 | 82.94 | 78.39 | 78.92 | 77.49 | 58.13 | 78.59 | 77.25 | 78.23 | 81.55 | 77.74 | 77.88 | 78.15 | 77.95 | 82.68 | 84.78 | 77.83 | 76.48 | 80.36 | 76.48 | 82.94 | DeepNPTS | iTransformer | 0.03 | 0.03 | 0.02 | 0.02 | 0.04 | 0.02 | 0.03 | 0.03 | 0.03 | 0.01 | 0.03 | 0.03 | 0.05 | 0.02 | 0.04 | 0.06 | 0.03 | 0.03 | 0.01 | 0.28 | 79.67 | LSTM |
142 | 2024-08-27 | 79.67 | 81.12 | 81.59 | 82.97 | 80.18 | 80.69 | 80.21 | 58.13 | 80.4 | 78.09 | 79.7 | 83.61 | 79.66 | 79.11 | 80.4 | 80.59 | 82.49 | 86.04 | 80.46 | 79.97 | 78.66 | 78.09 | 83.61 | TCN | DilatedRNN | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.01 | 0.01 | 0.02 | 0.04 | 0.01 | 0.01 | 0.02 | 0.03 | 0.01 | 0.09 | 0.05 | 0.05 | 0.06 | 0.26 | 79.11 | DLinear |
143 | 2024-08-28 | 78.41 | 79.51 | 79.96 | 82.45 | 79.41 | 80.19 | 79.05 | 58.13 | 78.89 | 77.92 | 79.36 | 82.07 | 78.44 | 77.94 | 78.93 | 78.36 | 82.28 | 83.7 | 79.44 | 79.08 | 77.58 | 79.08 | 82.45 | DeepNPTS | iTransformer | 0.02 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.0 | 0.01 | 0.03 | 0.01 | 0.01 | 0.02 | 0.02 | 0.0 | 0.08 | 0.06 | 0.06 | 0.06 | 0.25 | 77.92 | TCN |
144 | 2024-08-29 | 78.4 | 78.41 | 79.02 | 80.86 | 78.24 | 78.61 | 77.96 | 58.13 | 78.09 | 77.77 | 78.28 | 80.88 | 77.73 | 78.45 | 78.19 | 77.39 | 82.0 | 82.81 | 78.25 | 79.23 | 78.82 | 77.39 | 82.0 | TFT | StemGNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.02 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.05 | 0.03 | 0.04 | 0.03 | 0.26 | 79.02 | LSTM |
145 | 2024-08-30 | 78.95 | 78.73 | 80.26 | 81.3 | 78.7 | 79.23 | 79.17 | 58.13 | 79.22 | 77.91 | 78.39 | 82.13 | 79.42 | 78.8 | 79.6 | 78.59 | 81.73 | 84.97 | 78.95 | 79.65 | 76.93 | 78.95 | 82.13 | NHITS | DilatedRNN | 0.03 | 0.03 | 0.03 | 0.02 | 0.03 | 0.03 | 0.02 | 0.02 | 0.02 | 0.04 | 0.03 | 0.03 | 0.04 | 0.02 | 0.01 | 0.1 | 0.06 | 0.06 | 0.07 | 0.24 | 77.91 | TCN |
146 | 2024-09-02 | 76.82 | 77.15 | 78.36 | 79.08 | 77.64 | 77.55 | 77.22 | 58.13 | 77.53 | 77.27 | 77.07 | 80.48 | 77.9 | 76.77 | 77.1 | 76.99 | 81.46 | 80.98 | 77.16 | 77.78 | 77.52 | 76.77 | 80.98 | DLinear | MLPMultivariate | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.04 | 0.02 | 0.05 | 0.04 | 0.25 | 77.53 | GRU |
147 | 2024-09-03 | 78.45 | 77.62 | 79.07 | 81.54 | 77.68 | 77.93 | 78.02 | 58.13 | 78.09 | 77.29 | 76.97 | 80.87 | 78.95 | 78.09 | 76.8 | 77.37 | 81.23 | 81.66 | 77.29 | 77.73 | 73.75 | 77.29 | 81.54 | TCN | iTransformer | 0.04 | 0.05 | 0.06 | 0.05 | 0.06 | 0.06 | 0.04 | 0.06 | 0.05 | 0.07 | 0.06 | 0.07 | 0.05 | 0.05 | 0.05 | 0.11 | 0.11 | 0.1 | 0.1 | 0.21 | 76.8 | NLinear |
148 | 2024-09-04 | 75.29 | 73.73 | 74.9 | 79.38 | 75.22 | 75.62 | 74.12 | 58.13 | 74.64 | 76.25 | 75.2 | 77.13 | 74.98 | 75.5 | 74.33 | 75.36 | 80.98 | 80.37 | 74.68 | 77.49 | 72.7 | 74.68 | 80.37 | TiDE | MLPMultivariate | 0.02 | 0.03 | 0.03 | 0.03 | 0.02 | 0.04 | 0.03 | 0.04 | 0.04 | 0.03 | 0.04 | 0.03 | 0.07 | 0.01 | 0.05 | 0.11 | 0.09 | 0.11 | 0.06 | 0.2 | 73.73 | Informer |
149 | 2024-09-05 | 72.83 | 73.33 | 73.98 | 78.79 | 73.53 | 74.44 | 72.7 | 58.13 | 73.7 | 75.33 | 74.35 | 75.51 | 74.15 | 74.4 | 73.39 | 74.78 | 80.71 | 79.04 | 73.57 | 77.77 | 72.69 | 73.7 | 79.04 | GRU | MLPMultivariate | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.0 | 0.02 | 0.07 | 0.01 | 0.04 | 0.09 | 0.08 | 0.11 | 0.04 | 0.2 | 72.7 | PatchTST |
150 | 2024-09-06 | 72.39 | 73.59 | 74.06 | 77.27 | 73.28 | 72.31 | 72.97 | 58.13 | 73.63 | 74.73 | 74.2 | 75.51 | 72.8 | 73.56 | 73.14 | 75.05 | 80.41 | 78.94 | 72.95 | 74.5 | 71.06 | 73.63 | 78.94 | GRU | MLPMultivariate | 0.03 | 0.03 | 0.04 | 0.03 | 0.03 | 0.02 | 0.04 | 0.04 | 0.06 | 0.04 | 0.02 | 0.02 | 0.05 | 0.04 | 0.05 | 0.11 | 0.09 | 0.13 | 0.06 | 0.18 | 72.31 | TSMixerx |
151 | 2024-09-09 | 71.08 | 72.12 | 72.17 | 74.71 | 72.07 | 70.85 | 71.73 | 58.13 | 71.94 | 73.85 | 73.4 | 73.57 | 71.88 | 71.82 | 71.46 | 74.35 | 80.1 | 77.38 | 71.61 | 72.87 | 71.84 | 70.85 | 77.38 | TSMixerx | MLPMultivariate | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.02 | 0.0 | 0.03 | 0.0 | 0.01 | 0.0 | 0.01 | 0.0 | 0.03 | 0.08 | 0.04 | 0.11 | 0.02 | 0.19 | 71.82 | DLinear |
152 | 2024-09-10 | 73.01 | 72.68 | 73.2 | 75.11 | 72.29 | 71.72 | 72.13 | 58.13 | 72.62 | 73.66 | 74.28 | 74.19 | 73.3 | 72.54 | 72.04 | 73.9 | 79.79 | 78.54 | 72.08 | 73.11 | 69.19 | 72.68 | 78.54 | Informer | MLPMultivariate | 0.04 | 0.04 | 0.05 | 0.04 | 0.04 | 0.04 | 0.07 | 0.05 | 0.07 | 0.06 | 0.06 | 0.06 | 0.06 | 0.05 | 0.06 | 0.14 | 0.09 | 0.15 | 0.07 | 0.16 | 71.72 | TSMixerx |
153 | 2024-09-11 | 68.98 | 69.03 | 69.99 | 73.17 | 70.55 | 70.97 | 70.36 | 58.13 | 69.71 | 72.95 | 73.37 | 70.96 | 69.36 | 70.5 | 69.9 | 71.45 | 79.5 | 75.13 | 70.1 | 71.53 | 70.61 | 68.98 | 75.13 | NHITS | MLPMultivariate | 0.01 | 0.01 | 0.01 | 0.0 | 0.0 | 0.01 | 0.04 | 0.0 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.03 | 0.06 | 0.04 | 0.13 | 0.0 | 0.18 | 70.55 | TSMixer |
154 | 2024-09-12 | 68.93 | 66.91 | 71.93 | 73.61 | 70.61 | 72.13 | 70.79 | 58.13 | 71.21 | 72.99 | 72.75 | 72.38 | 70.52 | 70.89 | 71.06 | 72.05 | 79.15 | 75.36 | 70.99 | 72.19 | 71.97 | 66.91 | 75.36 | Informer | MLPMultivariate | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.0 | 0.01 | 0.02 | 0.0 | 0.0 | 0.04 | 0.02 | 0.0 | 0.07 | 0.01 | 0.05 | 0.02 | 0.1 | 0.01 | 0.19 | 71.93 | LSTM |
155 | 2024-09-13 | 71.77 | 69.1 | 73.41 | 73.95 | 71.59 | 72.9 | 72.03 | 58.13 | 72.58 | 73.25 | 72.3 | 74.19 | 72.18 | 71.27 | 72.18 | 73.05 | 78.8 | 75.84 | 71.72 | 70.77 | 71.61 | 69.1 | 75.84 | Informer | MLPMultivariate | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.0 | 0.02 | 0.03 | 0.0 | 0.01 | 0.01 | 0.04 | 0.02 | 0.06 | 0.03 | 0.1 | 0.04 | 0.19 | 71.59 | TSMixer |
156 | 2024-09-16 | 71.81 | 66.98 | 72.88 | 74.15 | 71.64 | 73.05 | 71.09 | 58.13 | 72.15 | 73.2 | 71.7 | 73.83 | 73.8 | 70.68 | 71.47 | 73.17 | 78.54 | 73.95 | 71.53 | 70.88 | 72.75 | 66.98 | 74.15 | Informer | iTransformer | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.0 | 0.01 | 0.03 | 0.01 | 0.0 | 0.01 | 0.01 | 0.03 | 0.08 | 0.01 | 0.02 | 0.02 | 0.08 | 0.01 | 0.2 | 72.88 | LSTM |
157 | 2024-09-17 | 72.31 | 69.3 | 74.23 | 74.26 | 72.63 | 73.56 | 72.37 | 58.13 | 73.24 | 73.63 | 71.61 | 75.07 | 72.9 | 72.57 | 72.46 | 74.09 | 78.29 | 73.82 | 72.29 | 73.63 | 73.7 | 69.3 | 75.07 | Informer | DilatedRNN | 0.02 | 0.02 | 0.01 | 0.01 | 0.02 | 0.0 | 0.03 | 0.02 | 0.01 | 0.01 | 0.02 | 0.01 | 0.0 | 0.06 | 0.0 | 0.0 | 0.01 | 0.06 | 0.02 | 0.21 | 73.63 | TCN |
158 | 2024-09-18 | 72.37 | 70.85 | 75.23 | 73.76 | 73.34 | 73.9 | 74.02 | 58.13 | 74.13 | 73.97 | 72.07 | 76.38 | 73.22 | 73.58 | 73.21 | 74.43 | 78.1 | 75.57 | 73.08 | 71.82 | 73.65 | 70.85 | 76.38 | Informer | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.02 | 0.0 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.04 | 0.0 | 0.03 | 0.0 | 0.06 | 0.04 | 0.21 | 73.58 | DLinear |
159 | 2024-09-19 | 73.86 | 72.69 | 75.09 | 74.79 | 73.71 | 74.36 | 73.76 | 58.13 | 74.08 | 74.1 | 72.14 | 76.35 | 75.52 | 73.5 | 73.67 | 73.65 | 77.91 | 77.16 | 73.42 | 74.3 | 74.88 | 72.14 | 77.16 | BiTCN | MLPMultivariate | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.01 | 0.04 | 0.02 | 0.02 | 0.0 | 0.01 | 0.01 | 0.01 | 0.03 | 0.01 | 0.03 | 0.0 | 0.04 | 0.02 | 0.22 | 74.79 | iTransformer |
160 | 2024-09-20 | 74.29 | 73.76 | 76.5 | 75.13 | 74.69 | 74.9 | 74.59 | 58.13 | 75.29 | 74.62 | 73.77 | 77.65 | 74.4 | 74.07 | 74.56 | 74.78 | 77.73 | 77.99 | 74.79 | 75.24 | 74.49 | 73.76 | 77.73 | Informer | StemGNN | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.01 | 0.0 | 0.03 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.05 | 0.01 | 0.04 | 0.04 | 0.22 | 74.56 | NLinear |
161 | 2024-09-23 | 72.93 | 71.4 | 75.98 | 74.74 | 74.78 | 75.37 | 74.34 | 58.13 | 74.93 | 74.59 | 73.97 | 77.48 | 73.8 | 74.66 | 74.3 | 74.69 | 77.57 | 77.05 | 74.54 | 73.45 | 73.21 | 71.4 | 77.48 | Informer | DilatedRNN | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | 0.04 | 0.0 | 0.01 | 0.0 | 0.02 | 0.02 | 0.05 | 0.02 | 0.06 | 0.06 | 0.21 | 73.45 | DeepNPTS |
162 | 2024-09-24 | 72.28 | 72.6 | 74.52 | 74.1 | 74.01 | 75.31 | 73.19 | 58.13 | 73.78 | 74.18 | 73.6 | 75.98 | 72.49 | 74.37 | 73.43 | 73.86 | 77.43 | 75.5 | 73.61 | 73.29 | 74.47 | 72.28 | 75.98 | NHITS | DilatedRNN | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.03 | 0.03 | 0.02 | 0.03 | 0.0 | 0.01 | 0.01 | 0.04 | 0.02 | 0.22 | 74.52 | LSTM |
163 | 2024-09-25 | 74.28 | 73.13 | 76.07 | 74.43 | 74.29 | 75.67 | 74.63 | 58.13 | 75.03 | 74.37 | 74.49 | 77.34 | 74.33 | 74.26 | 74.7 | 75.34 | 77.34 | 75.54 | 74.24 | 74.86 | 72.9 | 74.37 | 77.34 | TCN | DilatedRNN | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.04 | 0.02 | 0.02 | 0.03 | 0.04 | 0.02 | 0.02 | 0.03 | 0.0 | 0.02 | 0.04 | 0.02 | 0.06 | 0.06 | 0.2 | 73.13 | Informer |
164 | 2024-09-26 | 73.59 | 72.58 | 74.17 | 73.36 | 73.57 | 74.34 | 72.66 | 58.13 | 73.54 | 73.85 | 73.61 | 75.72 | 73.21 | 72.89 | 73.67 | 73.07 | 77.13 | 74.96 | 73.01 | 73.97 | 71.09 | 73.54 | 75.72 | GRU | DilatedRNN | 0.04 | 0.03 | 0.03 | 0.03 | 0.02 | 0.05 | 0.04 | 0.03 | 0.03 | 0.04 | 0.04 | 0.03 | 0.04 | 0.02 | 0.04 | 0.05 | 0.03 | 0.08 | 0.07 | 0.18 | 72.58 | Informer |
165 | 2024-09-27 | 73.06 | 73.39 | 72.17 | 72.25 | 72.04 | 72.59 | 71.93 | 58.13 | 71.78 | 73.02 | 72.83 | 73.28 | 73.05 | 71.92 | 71.5 | 71.15 | 76.93 | 76.19 | 71.98 | 74.46 | 71.54 | 71.15 | 76.19 | TFT | MLPMultivariate | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.04 | 0.03 | 0.02 | 0.06 | 0.01 | 0.08 | 0.02 | 0.19 | 71.5 | NLinear |
166 | 2024-09-30 | 73.48 | 72.99 | 72.85 | 72.62 | 71.94 | 72.61 | 71.38 | 58.13 | 72.26 | 72.85 | 72.48 | 73.73 | 72.94 | 71.62 | 71.73 | 71.46 | 76.82 | 77.63 | 71.56 | 74.2 | 71.7 | 71.38 | 76.82 | PatchTST | StemGNN | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.08 | 0.01 | 0.07 | 0.03 | 0.19 | 71.73 | NLinear |
167 | 2024-10-01 | 72.31 | 72.77 | 73.01 | 73.16 | 72.0 | 72.18 | 71.53 | 58.13 | 72.39 | 72.78 | 72.44 | 74.02 | 72.23 | 72.11 | 71.88 | 71.53 | 76.72 | 76.0 | 71.93 | 72.8 | 73.56 | 71.53 | 76.0 | PatchTST | MLPMultivariate | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.03 | 0.01 | 0.04 | 0.01 | 0.21 | 73.16 | iTransformer |
168 | 2024-10-02 | 74.69 | 72.38 | 75.15 | 73.88 | 73.4 | 73.89 | 73.44 | 58.13 | 74.1 | 73.36 | 73.24 | 76.17 | 74.19 | 71.95 | 73.61 | 73.56 | 76.65 | 77.14 | 73.38 | 72.67 | 73.9 | 71.95 | 76.65 | DLinear | StemGNN | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.01 | 0.03 | 0.0 | 0.02 | 0.01 | 0.0 | 0.02 | 0.02 | 0.01 | 0.04 | 0.0 | 0.04 | 0.03 | 0.21 | 73.89 | TSMixerx |
169 | 2024-10-03 | 73.42 | 73.6 | 75.4 | 73.74 | 74.09 | 73.94 | 73.69 | 58.13 | 74.36 | 73.74 | 73.63 | 76.59 | 73.35 | 72.47 | 73.73 | 74.09 | 76.53 | 75.64 | 73.8 | 73.04 | 77.62 | 72.47 | 74.09 | DLinear | TSMixer | 0.05 | 0.05 | 0.04 | 0.05 | 0.05 | 0.05 | 0.05 | 0.07 | 0.05 | 0.03 | 0.05 | 0.06 | 0.06 | 0.05 | 0.05 | 0.03 | 0.05 | 0.01 | 0.01 | 0.25 | 76.59 | DilatedRNN |
170 | 2024-10-04 | 76.2 | 76.15 | 79.33 | 76.2 | 76.58 | 77.09 | 77.59 | 58.13 | 77.73 | 75.52 | 76.16 | 80.28 | 75.87 | 76.36 | 77.14 | 74.93 | 76.48 | 78.66 | 77.23 | 76.0 | 78.05 | 74.93 | 79.33 | TFT | LSTM | 0.01 | 0.01 | 0.0 | 0.02 | 0.01 | 0.01 | 0.02 | 0.02 | 0.04 | 0.02 | 0.02 | 0.03 | 0.03 | 0.02 | 0.03 | 0.01 | 0.02 | 0.02 | 0.03 | 0.26 | 77.73 | GRU |
171 | 2024-10-07 | 76.87 | 76.4 | 79.55 | 76.32 | 77.73 | 78.31 | 77.78 | 58.13 | 78.06 | 76.12 | 77.31 | 80.98 | 77.41 | 76.35 | 78.13 | 76.24 | 76.43 | 77.92 | 77.83 | 76.72 | 80.93 | 76.12 | 80.98 | TCN | DilatedRNN | 0.03 | 0.04 | 0.04 | 0.04 | 0.04 | 0.03 | 0.04 | 0.06 | 0.06 | 0.02 | 0.05 | 0.04 | 0.05 | 0.06 | 0.06 | 0.04 | 0.06 | 0.06 | 0.0 | 0.28 | 80.98 | DilatedRNN |
172 | 2024-10-08 | 78.97 | 77.61 | 82.07 | 78.25 | 79.8 | 81.06 | 79.67 | 58.13 | 80.59 | 77.82 | 78.95 | 83.76 | 79.91 | 79.72 | 80.54 | 76.91 | 76.37 | 79.75 | 80.4 | 78.5 | 77.18 | 76.37 | 82.07 | StemGNN | LSTM | 0.04 | 0.04 | 0.04 | 0.03 | 0.03 | 0.05 | 0.02 | 0.03 | 0.0 | 0.06 | 0.02 | 0.04 | 0.02 | 0.01 | 0.01 | 0.03 | 0.01 | 0.01 | 0.09 | 0.25 | 76.91 | TFT |
173 | 2024-10-09 | 76.71 | 76.67 | 78.46 | 76.33 | 78.15 | 78.31 | 76.89 | 58.13 | 77.39 | 77.15 | 77.42 | 80.54 | 76.75 | 77.71 | 77.49 | 76.47 | 76.25 | 77.65 | 77.74 | 77.09 | 76.58 | 76.25 | 78.46 | StemGNN | LSTM | 0.01 | 0.02 | 0.01 | 0.02 | 0.0 | 0.02 | 0.01 | 0.01 | 0.0 | 0.02 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.0 | 0.0 | 0.05 | 0.24 | 76.67 | Informer |
174 | 2024-10-10 | 74.71 | 75.87 | 78.09 | 75.63 | 76.95 | 77.54 | 76.65 | 58.13 | 77.17 | 76.72 | 76.6 | 79.78 | 76.4 | 76.52 | 76.86 | 76.52 | 76.15 | 77.29 | 76.88 | 76.3 | 79.4 | 74.71 | 79.78 | NHITS | DilatedRNN | 0.03 | 0.03 | 0.03 | 0.03 | 0.03 | 0.02 | 0.04 | 0.04 | 0.04 | 0.02 | 0.06 | 0.04 | 0.04 | 0.04 | 0.03 | 0.03 | 0.05 | 0.04 | 0.0 | 0.27 | 79.78 | DilatedRNN |
175 | 2024-10-11 | 78.1 | 78.02 | 80.83 | 76.64 | 78.73 | 80.42 | 79.59 | 58.13 | 79.65 | 77.49 | 79.02 | 82.63 | 78.76 | 79.2 | 79.45 | 78.02 | 76.08 | 79.11 | 79.0 | 79.38 | 79.04 | 76.08 | 80.83 | StemGNN | LSTM | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.02 | 0.0 | 0.0 | 0.01 | 0.02 | 0.01 | 0.0 | 0.0 | 0.01 | 0.02 | 0.0 | 0.03 | 0.04 | 0.05 | 0.26 | 79.02 | BiTCN |
176 | 2024-10-14 | 79.31 | 78.45 | 80.38 | 77.33 | 79.12 | 80.61 | 79.91 | 58.13 | 79.25 | 77.22 | 79.24 | 82.59 | 80.09 | 78.34 | 79.16 | 78.15 | 76.06 | 79.25 | 79.23 | 79.04 | 77.46 | 76.06 | 80.61 | StemGNN | TSMixerx | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.04 | 0.02 | 0.01 | 0.01 | 0.04 | 0.02 | 0.03 | 0.02 | 0.01 | 0.0 | 0.02 | 0.0 | 0.02 | 0.07 | 0.25 | 77.33 | iTransformer |
177 | 2024-10-15 | 79.06 | 78.45 | 78.88 | 76.58 | 77.99 | 79.68 | 77.9 | 58.13 | 77.91 | 76.95 | 78.16 | 80.93 | 78.44 | 78.17 | 77.41 | 77.17 | 76.05 | 78.77 | 78.08 | 77.44 | 74.25 | 77.44 | 79.68 | DeepNPTS | TSMixerx | 0.04 | 0.05 | 0.05 | 0.05 | 0.05 | 0.07 | 0.05 | 0.05 | 0.04 | 0.06 | 0.06 | 0.06 | 0.04 | 0.06 | 0.04 | 0.06 | 0.03 | 0.02 | 0.09 | 0.22 | 76.05 | StemGNN |
178 | 2024-10-16 | 76.9 | 76.2 | 75.49 | 74.08 | 75.5 | 75.63 | 74.25 | 58.13 | 75.15 | 75.86 | 74.33 | 77.56 | 74.45 | 76.55 | 74.97 | 74.94 | 75.97 | 76.42 | 74.96 | 74.4 | 74.22 | 74.08 | 76.9 | iTransformer | NHITS | 0.01 | 0.01 | 0.01 | 0.02 | 0.0 | 0.02 | 0.0 | 0.03 | 0.01 | 0.02 | 0.04 | 0.0 | 0.0 | 0.03 | 0.02 | 0.03 | 0.0 | 0.02 | 0.04 | 0.22 | 74.25 | PatchTST |
179 | 2024-10-17 | 75.88 | 75.2 | 75.71 | 74.01 | 74.41 | 75.85 | 74.99 | 58.13 | 75.18 | 75.22 | 73.83 | 77.35 | 75.29 | 74.89 | 75.46 | 75.62 | 75.93 | 76.84 | 74.82 | 75.08 | 74.45 | 73.83 | 76.84 | BiTCN | MLPMultivariate | 0.01 | 0.0 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.01 | 0.02 | 0.04 | 0.22 | 74.41 | TSMixer |
180 | 2024-10-18 | 74.78 | 74.61 | 75.99 | 73.8 | 74.54 | 74.62 | 73.98 | 58.13 | 75.33 | 74.89 | 73.79 | 77.62 | 74.02 | 74.37 | 74.7 | 75.79 | 75.85 | 75.82 | 74.45 | 75.27 | 73.06 | 74.61 | 75.99 | Informer | LSTM | 0.02 | 0.02 | 0.03 | 0.02 | 0.01 | 0.02 | 0.01 | 0.02 | 0.04 | 0.04 | 0.02 | 0.01 | 0.03 | 0.02 | 0.03 | 0.04 | 0.01 | 0.04 | 0.06 | 0.2 | 73.79 | BiTCN |
181 | 2024-10-21 | 72.49 | 73.03 | 74.36 | 73.46 | 73.74 | 72.77 | 72.76 | 58.13 | 73.89 | 74.32 | 73.25 | 75.99 | 71.82 | 73.15 | 72.94 | 73.13 | 75.71 | 74.18 | 73.58 | 74.09 | 74.29 | 71.82 | 75.71 | MLP | StemGNN | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.0 | 0.02 | 0.03 | 0.0 | 0.02 | 0.0 | 0.0 | 0.01 | 0.02 | 0.02 | 0.22 | 74.32 | TCN |
182 | 2024-10-22 | 74.15 | 73.57 | 75.89 | 73.65 | 74.34 | 74.25 | 74.57 | 58.13 | 75.01 | 74.71 | 74.22 | 77.13 | 74.49 | 73.9 | 74.01 | 74.77 | 75.51 | 74.88 | 74.53 | 72.37 | 76.04 | 72.37 | 77.13 | DeepNPTS | DilatedRNN | 0.03 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.02 | 0.0 | 0.02 | 0.02 | 0.05 | 0.03 | 0.02 | 0.02 | 0.03 | 0.01 | 0.01 | 0.24 | 75.89 | LSTM |
183 | 2024-10-23 | 75.88 | 75.88 | 77.72 | 74.66 | 75.59 | 75.3 | 77.22 | 58.13 | 76.56 | 75.32 | 75.88 | 79.01 | 76.48 | 75.48 | 76.09 | 74.52 | 75.43 | 76.53 | 76.3 | 73.64 | 74.96 | 73.64 | 77.72 | DeepNPTS | LSTM | 0.02 | 0.02 | 0.02 | 0.01 | 0.03 | 0.0 | 0.01 | 0.01 | 0.01 | 0.04 | 0.01 | 0.02 | 0.02 | 0.01 | 0.0 | 0.02 | 0.0 | 0.01 | 0.05 | 0.22 | 74.66 | iTransformer |
184 | 2024-10-24 | 74.96 | 75.25 | 76.42 | 74.62 | 74.98 | 74.94 | 76.09 | 58.13 | 75.5 | 75.34 | 75.14 | 77.97 | 75.6 | 74.74 | 76.03 | 73.72 | 75.35 | 76.01 | 75.39 | 74.67 | 74.03 | 73.72 | 76.42 | TFT | LSTM | 0.03 | 0.02 | 0.02 | 0.01 | 0.03 | 0.01 | 0.02 | 0.01 | 0.0 | 0.03 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.03 | 0.01 | 0.02 | 0.05 | 0.21 | 73.72 | TFT |
185 | 2024-10-25 | 75.13 | 75.94 | 75.42 | 74.55 | 74.32 | 73.34 | 74.03 | 58.13 | 74.65 | 75.04 | 73.83 | 76.84 | 73.35 | 74.23 | 74.21 | 75.43 | 75.2 | 75.26 | 74.22 | 73.04 | 75.63 | 73.04 | 75.94 | DeepNPTS | Informer | 0.02 | 0.02 | 0.01 | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.0 | 0.0 | 0.01 | 0.03 | 0.03 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.23 | 75.43 | TFT |
186 | 2024-10-28 | 71.62 | 77.71 | 77.28 | 75.05 | 75.06 | 74.77 | 75.24 | 58.13 | 76.2 | 75.4 | 75.54 | 78.61 | 74.3 | 75.61 | 75.36 | 75.33 | 75.16 | 75.54 | 75.05 | 75.58 | 71.0 | 75.06 | 77.71 | TSMixer | Informer | 0.06 | 0.06 | 0.07 | 0.06 | 0.06 | 0.05 | 0.06 | 0.06 | 0.06 | 0.09 | 0.01 | 0.05 | 0.06 | 0.09 | 0.06 | 0.06 | 0.06 | 0.06 | 0.11 | 0.18 | 71.62 | NHITS |
187 | 2024-10-29 | 71.5 | 72.21 | 71.82 | 72.52 | 72.63 | 71.87 | 72.27 | 58.13 | 71.71 | 74.06 | 72.45 | 73.54 | 73.04 | 73.55 | 71.15 | 72.22 | 74.99 | 74.05 | 71.91 | 74.4 | 70.73 | 71.91 | 74.4 | TiDE | DeepNPTS | 0.01 | 0.02 | 0.01 | 0.03 | 0.02 | 0.02 | 0.02 | 0.04 | 0.02 | 0.02 | 0.01 | 0.03 | 0.05 | 0.02 | 0.05 | 0.05 | 0.03 | 0.06 | 0.04 | 0.18 | 71.15 | NLinear |
188 | 2024-10-30 | 72.69 | 70.99 | 71.9 | 70.13 | 71.65 | 71.63 | 72.57 | 58.13 | 71.52 | 73.37 | 72.16 | 72.72 | 73.33 | 72.76 | 70.98 | 72.35 | 74.93 | 74.03 | 71.81 | 73.31 | 72.16 | 70.13 | 74.03 | iTransformer | MLPMultivariate | 0.02 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.0 | 0.0 | 0.01 | 0.02 | 0.02 | 0.02 | 0.02 | 0.03 | 0.03 | 0.04 | 0.01 | 0.19 | 72.16 | BiTCN |
189 | 2024-10-31 | 71.18 | 73.44 | 73.6 | 70.27 | 72.54 | 72.95 | 72.82 | 58.13 | 72.92 | 73.34 | 72.46 | 74.67 | 72.59 | 72.52 | 72.75 | 73.49 | 74.92 | 73.85 | 72.35 | 73.46 | 72.81 | 70.27 | 74.67 | iTransformer | DilatedRNN | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.01 | 0.01 | 0.02 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.03 | 0.03 | 0.03 | 0.2 | 72.82 | PatchTST |
190 | 2024-11-01 | 73.54 | 72.87 | 74.27 | 71.74 | 73.1 | 73.62 | 72.87 | 58.13 | 73.46 | 73.38 | 73.03 | 75.53 | 74.44 | 72.57 | 72.94 | 73.78 | 74.93 | 73.84 | 73.61 | 74.47 | 73.1 | 71.74 | 74.93 | iTransformer | StemGNN | 0.0 | 0.01 | 0.0 | 0.0 | 0.0 | 0.01 | 0.0 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.0 | 0.0 | 0.01 | 0.02 | 0.02 | 0.03 | 0.2 | 73.1 | TSMixer |
191 | 2024-11-04 | 74.22 | 74.52 | 74.55 | 71.74 | 73.14 | 72.77 | 72.7 | 58.13 | 73.66 | 73.51 | 73.18 | 75.77 | 74.52 | 73.67 | 73.4 | 73.67 | 74.96 | 74.09 | 73.28 | 75.28 | 75.08 | 71.74 | 75.28 | iTransformer | DeepNPTS | 0.02 | 0.02 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 | 0.02 | 0.02 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.01 | 0.04 | 0.0 | 0.01 | 0.23 | 74.96 | StemGNN |
192 | 2024-11-05 | 75.55 | 74.99 | 76.76 | 72.82 | 74.3 | 74.47 | 74.39 | 58.13 | 75.52 | 74.38 | 74.15 | 77.92 | 74.81 | 76.0 | 75.23 | 75.57 | 75.04 | 74.85 | 74.43 | 74.61 | 75.53 | 72.82 | 76.76 | iTransformer | LSTM | 0.0 | 0.01 | 0.0 | 0.02 | 0.02 | 0.01 | 0.02 | 0.01 | 0.0 | 0.02 | 0.0 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.04 | 0.01 | 0.03 | 0.23 | 75.52 | GRU |
193 | 2024-11-06 | 76.13 | 77.01 | 77.11 | 73.78 | 74.96 | 75.09 | 76.2 | 58.13 | 75.91 | 74.79 | 75.04 | 78.5 | 76.54 | 75.46 | 76.07 | 74.5 | 75.16 | 76.3 | 75.39 | 75.78 | 74.92 | 73.78 | 77.11 | iTransformer | LSTM | 0.02 | 0.01 | 0.01 | 0.0 | 0.02 | 0.0 | 0.0 | 0.01 | 0.01 | 0.03 | 0.02 | 0.02 | 0.01 | 0.03 | 0.0 | 0.02 | 0.02 | 0.0 | 0.05 | 0.22 | 74.96 | TSMixer |
194 | 2024-11-07 | 75.9 | 75.76 | 76.41 | 73.97 | 74.71 | 73.49 | 75.56 | 58.13 | 75.36 | 74.92 | 74.68 | 77.79 | 76.37 | 73.87 | 74.29 | 74.53 | 75.24 | 76.68 | 74.6 | 74.44 | 75.63 | 73.49 | 76.68 | TSMixerx | MLPMultivariate | 0.02 | 0.01 | 0.0 | 0.01 | 0.0 | 0.03 | 0.01 | 0.02 | 0.01 | 0.01 | 0.0 | 0.01 | 0.02 | 0.0 | 0.01 | 0.01 | 0.02 | 0.01 | 0.03 | 0.23 | 75.56 | PatchTST |
195 | 2024-11-08 | 75.25 | 76.7 | 77.22 | 74.68 | 75.08 | 75.73 | 75.4 | 58.13 | 76.1 | 75.33 | 75.19 | 78.53 | 76.97 | 75.76 | 75.07 | 73.75 | 75.32 | 77.58 | 75.48 | 74.92 | 73.87 | 73.75 | 77.58 | TFT | MLPMultivariate | 0.02 | 0.02 | 0.03 | 0.02 | 0.02 | 0.03 | 0.02 | 0.03 | 0.0 | 0.05 | 0.02 | 0.04 | 0.01 | 0.04 | 0.02 | 0.05 | 0.01 | 0.02 | 0.06 | 0.21 | 73.75 | TFT |
196 | 2024-11-11 | 74.35 | 73.32 | 75.19 | 74.84 | 74.69 | 73.74 | 73.29 | 58.13 | 74.45 | 74.87 | 73.94 | 76.84 | 74.36 | 73.69 | 74.2 | 74.22 | 75.36 | 76.12 | 74.47 | 74.22 | 71.83 | 74.22 | 76.12 | TFT | MLPMultivariate | 0.03 | 0.04 | 0.04 | 0.04 | 0.02 | 0.03 | 0.03 | 0.03 | 0.03 | 0.05 | 0.04 | 0.04 | 0.03 | 0.02 | 0.04 | 0.06 | 0.04 | 0.05 | 0.07 | 0.19 | 73.29 | PatchTST |
197 | 2024-11-12 | 73.28 | 72.56 | 72.95 | 72.89 | 72.78 | 71.76 | 72.51 | 58.13 | 72.59 | 73.97 | 72.26 | 74.21 | 74.06 | 72.82 | 72.05 | 72.79 | 75.35 | 74.5 | 72.75 | 73.62 | 71.89 | 71.76 | 74.5 | TSMixerx | MLPMultivariate | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.0 | 0.01 | 0.01 | 0.01 | 0.01 | 0.02 | 0.03 | 0.02 | 0.01 | 0.03 | 0.04 | 0.01 | 0.05 | 0.03 | 0.19 | 71.76 | TSMixerx |
198 | 2024-11-13 | 73.52 | 73.04 | 73.09 | 72.87 | 72.61 | 70.67 | 72.08 | 58.71 | 73.06 | 73.84 | 72.25 | 74.62 | 73.97 | 72.76 | 72.38 | 73.73 | 75.25 | 74.6 | 72.11 | 73.56 | 72.28 | 70.67 | 74.62 | TSMixerx | DilatedRNN | 0.0 | 0.0 | 0.01 | 0.0 | 0.0 | 0.02 | 0.0 | 0.01 | 0.02 | 0.01 | 0.02 | 0.02 | 0.02 | 0.01 | 0.02 | 0.03 | 0.01 | 0.04 | 0.03 | 0.19 | 72.25 | BiTCN |
199 | 2024-11-14 | 74.27 | 71.94 | 73.03 | 73.15 | 72.56 | 71.53 | 74.24 | 57.48 | 72.96 | 74.12 | 72.0 | 74.74 | 74.53 | 72.1 | 71.07 | 74.33 | 75.95 | 75.16 | 71.87 | 74.05 | 72.56 | 71.07 | 75.16 | NLinear | MLPMultivariate | 0.02 | 0.01 | 0.01 | 0.0 | 0.02 | 0.01 | 0.01 | 0.01 | 0.02 | 0.01 | 0.02 | 0.03 | 0.02 | 0.01 | 0.02 | 0.04 | 0.01 | 0.05 | 0.03 | 0.21 | 72.56 | TSMixer |
200 | 2024-11-15 | 74.09 | 71.95 | 73.23 | 72.99 | 72.74 | 71.25 | 74.29 | 60.04 | 73.06 | 73.95 | 71.82 | 74.91 | 74.62 | 73.0 | 71.94 | 74.64 | 75.57 | 74.29 | 71.75 | 74.21 | 71.04 | 72.99 | 74.91 | iTransformer | DilatedRNN | 0.01 | 0.01 | 0.03 | 0.02 | 0.05 | 0.0 | 0.01 | 0.03 | 0.05 | 0.03 | 0.04 | 0.05 | 0.04 | 0.01 | 0.04 | 0.05 | 0.03 | 0.06 | 0.05 | 0.15 | 71.25 | TSMixerx |
201 | 2024-11-18 | 71.69 | 71.97 | 73.24 | 73.3 | 72.74 | 71.29 | 72.43 | 58.08 | 73.39 | 73.92 | 71.68 | 74.8 | 71.75 | 72.77 | 73.58 | 74.81 | 75.58 | 73.32 | 71.79 | 75.22 | 73.3 | 71.29 | 75.22 | TSMixerx | DeepNPTS | 0.0 | 0.02 | 0.0 | 0.01 | 0.01 | 0.03 | 0.02 | 0.01 | 0.02 | 0.0 | 0.02 | 0.02 | 0.03 | 0.02 | 0.01 | 0.0 | 0.0 | 0.03 | 0.02 | 0.21 | 73.3 | iTransformer |
202 | 2024-11-19 | 72.14 | 74.52 | 74.75 | 74.21 | 73.09 | 75.37 | 73.71 | 60.01 | 73.79 | 73.81 | 73.21 | 75.26 | 72.49 | 73.12 | 73.77 | 74.19 | 75.17 | 72.98 | 73.39 | 72.6 | 74.21 | 72.98 | iTransformer | MLPMultivariate | |||||||||||||||||||||||
203 | 2024-11-20 | 73.06 | 74.6 | 74.77 | 74.35 | 73.34 | 75.78 | 74.26 | 60.59 | 74.08 | 74.0 | 73.37 | 75.57 | 72.19 | 72.98 | 74.2 | 74.92 | 75.06 | 73.34 | 73.8 | 73.2 | 74.35 | 73.34 | iTransformer | MLPMultivariate | |||||||||||||||||||||||
204 | 2024-11-21 | 73.53 | 74.56 | 74.66 | 74.69 | 73.75 | 75.53 | 75.42 | 59.35 | 73.96 | 74.02 | 73.7 | 75.68 | 73.03 | 73.77 | 75.2 | 75.36 | 75.81 | 74.11 | 74.5 | 72.86 | 74.69 | 74.11 | iTransformer | MLPMultivariate | |||||||||||||||||||||||
205 | 2024-11-22 | 74.3 | 74.59 | 74.84 | 74.49 | 73.87 | 76.1 | 75.41 | 61.94 | 74.07 | 73.84 | 73.99 | 75.85 | 73.61 | 74.12 | 74.65 | 75.63 | 75.41 | 74.62 | 74.92 | 73.25 | 74.49 | 74.62 | iTransformer | MLPMultivariate | |||||||||||||||||||||||
206 | 2024-11-25 | 74.76 | 74.36 | 74.82 | 74.88 | 73.61 | 75.95 | 75.61 | 59.96 | 74.3 | 73.93 | 73.81 | 75.76 | 73.68 | 74.55 | 73.03 | 75.77 | 75.41 | 75.13 | 74.15 | 72.72 | 74.88 | 75.13 | iTransformer | MLPMultivariate |