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新增原油绘图调试

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liurui 2024-11-20 14:14:27 +08:00
parent a08b2f749c
commit 65935fbf6e
124 changed files with 15110 additions and 8739 deletions
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2
config_jingbo.py
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@ -199,7 +199,7 @@ is_edbcode = False # 特征使用edbcoding列表中的
is_edbnamelist = False # 自定义特征，对应上面的edbnamelist is_edbnamelist = False # 自定义特征，对应上面的edbnamelist
is_update_eta = False # 预测结果上传到eta is_update_eta = False # 预测结果上传到eta
is_update_report = False # 是否上传报告 is_update_report = False # 是否上传报告
is_update_warning_data = False # 是否上传预警数据 is_update_warning_data = True # 是否上传预警数据
# 数据截取日期 # 数据截取日期
end_time = '' # 数据截取日期 end_time = '' # 数据截取日期

2
config_juxiting.py
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@ -220,7 +220,7 @@ is_update_eta = False # 预测结果上传到eta
is_update_report = False # 是否上传报告 is_update_report = False # 是否上传报告
# 数据截取日期 # 数据截取日期
end_time = '2024-11-01' # 数据截取日期 end_time = '' # 数据截取日期
delweekenday = True delweekenday = True
is_corr = False # 特征是否参与滞后领先提升相关系数 is_corr = False # 特征是否参与滞后领先提升相关系数
add_kdj = False # 是否添加kdj指标 add_kdj = False # 是否添加kdj指标

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juxitingdataset/PP指标数据.xlsx
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412
juxitingdataset/df_combined3.csv
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@ -1,206 +1,206 @@
ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y 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,RNN_abs_error_rate,TiDE_abs_error_rate,TSMixer_abs_error_rate,PatchTST_abs_error_rate,NHITS_abs_error_rate,DilatedRNN_abs_error_rate,DLinear_abs_error_rate,GRU_abs_error_rate,LSTM_abs_error_rate,Informer_abs_error_rate,DeepNPTS_abs_error_rate,MLP_abs_error_rate,TFT_abs_error_rate,TSMixerx_abs_error_rate,BiTCN_abs_error_rate,TCN_abs_error_rate,iTransformer_abs_error_rate,StemGNN_abs_error_rate,MLPMultivariate_abs_error_rate,min_abs_error_rate_prediction,min_abs_error_rate_column_name
2024-01-30,7314.25,7335.76,7255.32,7375.61,7296.98,7304.24,7288.53,7316.8,7357.77,7406.36,7330.32,7284.31,7336.16,7282.57,7305.31,7289.84,7306.12,7295.54,7297.12,7304.88,7315.0 2024-01-30,7314.25,7335.76,7255.32,7375.61,7296.98,7304.24,7288.53,7316.8,7357.77,7406.36,7330.32,7284.31,7336.16,7282.57,7305.31,7289.84,7306.12,7295.54,7297.12,7304.88,7315.0,7288.53,7316.8,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,7314.25,NHITS
2024-01-31,7313.85,7333.85,7260.27,7376.32,7306.93,7303.91,7291.97,7327.11,7364.25,7409.82,7340.18,7298.74,7321.85,7294.2,7298.47,7302.1,7304.55,7299.61,7302.49,7313.87,7302.5 2024-01-31,7313.85,7333.85,7260.27,7376.32,7306.93,7303.91,7291.97,7327.11,7364.25,7409.82,7340.18,7298.74,7321.85,7294.2,7298.47,7302.1,7304.55,7299.61,7302.49,7313.87,7302.5,7291.97,7327.11,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,7302.49,TiDE
2024-02-01,7297.0,7335.21,7250.98,7385.46,7298.8,7304.56,7284.13,7314.06,7351.66,7406.99,7334.74,7290.45,7319.52,7291.02,7287.84,7290.86,7303.42,7300.2,7301.71,7297.39,7275.0 2024-02-01,7297.0,7335.21,7250.98,7385.46,7298.8,7304.56,7284.13,7314.06,7351.66,7406.99,7334.74,7290.45,7319.52,7291.02,7287.84,7290.86,7303.42,7300.2,7301.71,7297.39,7275.0,7284.13,7314.06,PatchTST,RNN,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.02,0.02,0.0,0.0,7284.13,PatchTST
2024-02-02,7275.51,7314.77,7233.06,7349.83,7272.41,7282.94,7263.86,7294.73,7330.68,7395.3,7306.72,7260.65,7289.64,7278.71,7262.57,7266.32,7300.92,7272.72,7280.73,7271.37,7242.5 2024-02-02,7275.51,7314.77,7233.06,7349.83,7272.41,7282.94,7263.86,7294.73,7330.68,7395.3,7306.72,7260.65,7289.64,7278.71,7262.57,7266.32,7300.92,7272.72,7280.73,7271.37,7242.5,7262.57,7294.73,NLinear,RNN,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.0,7233.06,LSTM
2024-02-04,7236.79,7273.36,7212.67,7264.81,7239.09,7232.82,7228.47,7267.82,7308.6,7378.92,7271.96,7228.76,7248.22,7249.75,7245.09,7227.47,7297.04,7210.26,7249.74,7287.39,7240.0 2024-02-04,7236.79,7273.36,7212.67,7264.81,7239.09,7232.82,7228.47,7267.82,7308.6,7378.92,7271.96,7228.76,7248.22,7249.75,7245.09,7227.47,7297.04,7210.26,7249.74,7287.39,7240.0,7228.47,7267.82,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7239.09,TSMixer
2024-02-05,7237.9,7254.36,7211.69,7215.08,7225.67,7197.03,7226.16,7266.29,7310.45,7374.66,7241.34,7223.16,7238.12,7228.83,7231.89,7224.25,7292.84,7185.72,7230.67,7307.89,7227.5 2024-02-05,7237.9,7254.36,7211.69,7215.08,7225.67,7197.03,7226.16,7266.29,7310.45,7374.66,7241.34,7223.16,7238.12,7228.83,7231.89,7224.25,7292.84,7185.72,7230.67,7307.89,7227.5,7225.67,7266.29,TSMixer,RNN,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.01,7228.83,DLinear
2024-02-06,7224.19,7245.77,7203.25,7200.75,7215.03,7174.85,7206.81,7257.77,7300.49,7369.7,7214.12,7210.87,7217.43,7212.0,7214.21,7214.99,7288.06,7159.48,7215.9,7300.92,7246.67 2024-02-06,7224.19,7245.77,7203.25,7200.75,7215.03,7174.85,7206.81,7257.77,7300.49,7369.7,7214.12,7210.87,7217.43,7212.0,7214.21,7214.99,7288.06,7159.48,7215.9,7300.92,7246.67,7206.81,7257.77,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.01,0.01,0.01,7245.77,Informer
2024-02-07,7237.08,7241.63,7216.83,7221.2,7226.42,7222.58,7234.44,7277.5,7317.63,7377.89,7198.22,7229.34,7228.86,7227.31,7229.82,7221.54,7284.15,7172.75,7230.4,7282.88,7255.0 2024-02-07,7237.08,7241.63,7216.83,7221.2,7226.42,7222.58,7234.44,7277.5,7317.63,7377.89,7198.22,7229.34,7228.86,7227.31,7229.82,7221.54,7284.15,7172.75,7230.4,7282.88,7255.0,7226.42,7277.5,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.0,0.01,7241.63,Informer
2024-02-08,7249.03,7225.22,7221.61,7236.65,7242.4,7235.89,7252.49,7285.7,7321.4,7382.84,7189.21,7239.06,7239.93,7231.63,7251.7,7236.11,7280.63,7193.89,7252.08,7254.66,7270.0 2024-02-08,7249.03,7225.22,7221.61,7236.65,7242.4,7235.89,7252.49,7285.7,7321.4,7382.84,7189.21,7239.06,7239.93,7231.63,7251.7,7236.11,7280.63,7193.89,7252.08,7254.66,7270.0,7242.4,7285.7,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.0,0.01,7280.63,StemGNN
2024-02-18,7257.58,7232.66,7232.76,7247.51,7258.08,7252.65,7269.86,7295.25,7334.03,7388.26,7192.33,7253.86,7251.03,7230.31,7268.39,7263.02,7278.08,7215.18,7272.44,7244.53,7336.67 2024-02-18,7257.58,7232.66,7232.76,7247.51,7258.08,7252.65,7269.86,7295.25,7334.03,7388.26,7192.33,7253.86,7251.03,7230.31,7268.39,7263.02,7278.08,7215.18,7272.44,7244.53,7336.67,7258.08,7295.25,TSMixer,RNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,7334.03,GRU
2024-02-19,7329.8,7284.9,7279.87,7271.41,7312.25,7328.12,7333.28,7359.55,7391.84,7412.85,7285.85,7321.05,7295.19,7280.82,7344.06,7349.32,7277.16,7268.04,7323.31,7273.12,7350.0 2024-02-19,7329.8,7284.9,7279.87,7271.41,7312.25,7328.12,7333.28,7359.55,7391.84,7412.85,7285.85,7321.05,7295.19,7280.82,7344.06,7349.32,7277.16,7268.04,7323.31,7273.12,7350.0,7312.25,7359.55,TSMixer,RNN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,7349.32,TFT
2024-02-20,7343.01,7301.36,7287.02,7283.48,7338.11,7398.41,7344.57,7358.8,7393.28,7424.57,7353.08,7341.83,7322.19,7304.78,7354.74,7371.01,7276.7,7309.68,7334.03,7338.48,7335.0 2024-02-20,7343.01,7301.36,7287.02,7283.48,7338.11,7398.41,7344.57,7358.8,7393.28,7424.57,7353.08,7341.83,7322.19,7304.78,7354.74,7371.01,7276.7,7309.68,7334.03,7338.48,7335.0,7334.03,7358.8,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,7334.03,TiDE
2024-02-21,7331.02,7289.8,7277.52,7284.16,7334.13,7417.16,7333.0,7344.13,7379.12,7429.64,7381.22,7344.5,7320.66,7332.96,7337.17,7360.45,7275.86,7320.94,7325.44,7337.84,7297.5 2024-02-21,7331.02,7289.8,7277.52,7284.16,7334.13,7417.16,7333.0,7344.13,7379.12,7429.64,7381.22,7344.5,7320.66,7332.96,7337.17,7360.45,7275.86,7320.94,7325.44,7337.84,7297.5,7325.44,7344.13,TiDE,RNN,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.02,0.0,0.0,0.0,7289.8,Informer
2024-02-22,7286.55,7266.5,7249.85,7285.34,7304.14,7392.3,7305.8,7314.63,7345.37,7420.07,7373.2,7311.53,7302.57,7318.15,7298.16,7284.19,7273.93,7304.0,7292.32,7342.6,7285.0 2024-02-22,7286.55,7266.5,7249.85,7285.34,7304.14,7392.3,7305.8,7314.63,7345.37,7420.07,7373.2,7311.53,7302.57,7318.15,7298.16,7284.19,7273.93,7304.0,7292.32,7342.6,7285.0,7292.32,7314.63,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.02,0.0,0.0,0.0,7285.34,iTransformer
2024-02-23,7272.61,7258.89,7241.55,7287.63,7288.24,7365.99,7296.96,7295.77,7340.09,7413.29,7359.23,7296.67,7292.49,7303.51,7281.81,7269.99,7271.49,7289.99,7281.0,7323.98,7306.67 2024-02-23,7272.61,7258.89,7241.55,7287.63,7288.24,7365.99,7296.96,7295.77,7340.09,7413.29,7359.23,7296.67,7292.49,7303.51,7281.81,7269.99,7271.49,7289.99,7281.0,7323.98,7306.67,7281.0,7296.96,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.0,7303.51,DLinear
2024-02-26,7318.19,7258.93,7254.44,7295.47,7299.03,7362.35,7321.52,7317.68,7358.98,7413.28,7357.37,7301.95,7320.65,7296.1,7301.41,7307.13,7269.8,7306.61,7295.1,7371.11,7292.5 2024-02-26,7318.19,7258.93,7254.44,7295.47,7299.03,7362.35,7321.52,7317.68,7358.98,7413.28,7357.37,7301.95,7320.65,7296.1,7301.41,7307.13,7269.8,7306.61,7295.1,7371.11,7292.5,7295.1,7321.52,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.02,0.0,0.0,0.0,7295.1,TiDE
2024-02-27,7324.57,7251.97,7242.58,7290.08,7297.98,7317.99,7297.46,7304.28,7342.81,7408.67,7340.79,7289.78,7327.02,7292.81,7282.36,7282.91,7268.05,7299.63,7286.47,7368.65,7306.67 2024-02-27,7324.57,7251.97,7242.58,7290.08,7297.98,7317.99,7297.46,7304.28,7342.81,7408.67,7340.79,7289.78,7327.02,7292.81,7282.36,7282.91,7268.05,7299.63,7286.47,7368.65,7306.67,7282.36,7304.28,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,7304.28,RNN
2024-02-28,7352.75,7295.49,7254.83,7276.21,7302.82,7348.5,7323.02,7324.8,7359.94,7413.98,7330.58,7305.92,7341.13,7310.9,7305.61,7301.83,7266.96,7303.46,7303.91,7380.02,7353.33 2024-02-28,7352.75,7295.49,7254.83,7276.21,7302.82,7348.5,7323.02,7324.8,7359.94,7413.98,7330.58,7305.92,7341.13,7310.9,7305.61,7301.83,7266.96,7303.46,7303.91,7380.02,7353.33,7302.82,7324.8,TSMixer,RNN,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,7352.75,NHITS
2024-02-29,7365.17,7313.22,7288.96,7293.72,7334.31,7378.47,7368.02,7371.75,7401.12,7425.51,7341.83,7336.51,7371.22,7333.33,7360.72,7354.87,7266.78,7327.83,7343.33,7374.52,7325.0 2024-02-29,7365.17,7313.22,7288.96,7293.72,7334.31,7378.47,7368.02,7371.75,7401.12,7425.51,7341.83,7336.51,7371.22,7333.33,7360.72,7354.87,7266.78,7327.83,7343.33,7374.52,7325.0,7334.31,7371.75,TSMixer,RNN,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,7327.83,MLPMultivariate
2024-03-01,7320.5,7306.35,7263.73,7277.35,7322.0,7343.2,7329.76,7327.44,7364.73,7416.31,7322.68,7306.52,7337.22,7315.45,7335.42,7314.74,7266.41,7308.63,7327.13,7294.14,7343.33 2024-03-01,7320.5,7306.35,7263.73,7277.35,7322.0,7343.2,7329.76,7327.44,7364.73,7416.31,7322.68,7306.52,7337.22,7315.45,7335.42,7314.74,7266.41,7308.63,7327.13,7294.14,7343.33,7322.0,7335.42,TSMixer,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7343.2,TSMixerx
2024-03-04,7334.56,7330.43,7283.3,7276.89,7330.63,7344.31,7334.27,7357.22,7391.92,7422.3,7315.67,7328.23,7328.13,7333.05,7339.2,7314.98,7266.39,7306.47,7342.18,7296.81,7330.0 2024-03-04,7334.56,7330.43,7283.3,7276.89,7330.63,7344.31,7334.27,7357.22,7391.92,7422.3,7315.67,7328.23,7328.13,7333.05,7339.2,7314.98,7266.39,7306.47,7342.18,7296.81,7330.0,7330.63,7357.22,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7330.43,Informer
2024-03-05,7309.45,7325.04,7267.88,7277.67,7326.97,7335.79,7319.16,7340.15,7370.5,7418.13,7305.37,7318.76,7320.53,7326.05,7321.28,7293.51,7266.15,7303.62,7328.04,7281.27,7310.0 2024-03-05,7309.45,7325.04,7267.88,7277.67,7326.97,7335.79,7319.16,7340.15,7370.5,7418.13,7305.37,7318.76,7320.53,7326.05,7321.28,7293.51,7266.15,7303.62,7328.04,7281.27,7310.0,7319.16,7340.15,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,7309.45,NHITS
2024-03-06,7304.78,7318.4,7255.75,7276.86,7305.71,7311.24,7313.83,7311.53,7357.06,7412.45,7301.94,7304.3,7315.76,7309.79,7297.15,7279.6,7265.64,7295.52,7301.35,7288.95,7297.5 2024-03-06,7304.78,7318.4,7255.75,7276.86,7305.71,7311.24,7313.83,7311.53,7357.06,7412.45,7301.94,7304.3,7315.76,7309.79,7297.15,7279.6,7265.64,7295.52,7301.35,7288.95,7297.5,7297.15,7313.83,NLinear,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7297.15,NLinear
2024-03-07,7302.21,7321.25,7246.71,7271.87,7294.17,7309.87,7308.66,7314.28,7347.75,7407.47,7294.43,7290.02,7319.87,7285.87,7297.02,7274.12,7264.97,7290.85,7293.32,7295.53,7290.0 2024-03-07,7302.21,7321.25,7246.71,7271.87,7294.17,7309.87,7308.66,7314.28,7347.75,7407.47,7294.43,7290.02,7319.87,7285.87,7297.02,7274.12,7264.97,7290.85,7293.32,7295.53,7290.0,7293.32,7314.28,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7290.02,DilatedRNN
2024-03-08,7292.95,7299.1,7241.47,7246.3,7288.79,7302.01,7299.54,7302.63,7343.0,7403.52,7279.52,7288.72,7290.22,7284.58,7288.43,7271.91,7264.57,7279.09,7290.29,7294.8,7295.0 2024-03-08,7292.95,7299.1,7241.47,7246.3,7288.79,7302.01,7299.54,7302.63,7343.0,7403.52,7279.52,7288.72,7290.22,7284.58,7288.43,7271.91,7264.57,7279.09,7290.29,7294.8,7295.0,7288.43,7302.63,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,7294.8,DeepNPTS
2024-03-11,7283.5,7308.73,7245.06,7233.56,7289.62,7272.81,7302.29,7308.69,7348.58,7402.53,7275.18,7290.97,7265.94,7297.8,7293.46,7274.37,7264.62,7276.64,7289.43,7294.81,7285.0 2024-03-11,7283.5,7308.73,7245.06,7233.56,7289.62,7272.81,7302.29,7308.69,7348.58,7402.53,7275.18,7290.97,7265.94,7297.8,7293.46,7274.37,7264.62,7276.64,7289.43,7294.81,7285.0,7289.43,7308.69,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7283.5,NHITS
2024-03-12,7264.78,7291.06,7238.1,7239.95,7277.58,7269.54,7282.67,7303.06,7339.16,7395.51,7277.12,7280.3,7244.14,7296.69,7275.29,7269.44,7265.88,7271.18,7270.28,7285.48,7283.33 2024-03-12,7264.78,7291.06,7238.1,7239.95,7277.58,7269.54,7282.67,7303.06,7339.16,7395.51,7277.12,7280.3,7244.14,7296.69,7275.29,7269.44,7265.88,7271.18,7270.28,7285.48,7283.33,7270.28,7303.06,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7282.67,PatchTST
2024-03-13,7256.37,7287.32,7238.44,7251.53,7272.1,7275.87,7280.45,7301.9,7340.35,7398.0,7269.77,7285.73,7238.05,7303.68,7278.15,7276.54,7267.4,7268.86,7272.17,7252.64,7285.0 2024-03-13,7256.37,7287.32,7238.44,7251.53,7272.1,7275.87,7280.45,7301.9,7340.35,7398.0,7269.77,7285.73,7238.05,7303.68,7278.15,7276.54,7267.4,7268.86,7272.17,7252.64,7285.0,7272.1,7301.9,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7285.73,DilatedRNN
2024-03-14,7269.4,7282.06,7239.51,7265.08,7275.51,7277.1,7283.45,7304.5,7341.46,7397.56,7280.69,7284.09,7251.88,7273.88,7288.42,7290.29,7270.84,7275.91,7281.04,7264.11,7277.5 2024-03-14,7269.4,7282.06,7239.51,7265.08,7275.51,7277.1,7283.45,7304.5,7341.46,7397.56,7280.69,7284.09,7251.88,7273.88,7288.42,7290.29,7270.84,7275.91,7281.04,7264.11,7277.5,7275.51,7304.5,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7277.1,TSMixerx
2024-03-15,7264.23,7275.59,7234.82,7272.71,7271.08,7262.54,7274.31,7295.47,7335.31,7395.98,7277.6,7279.69,7256.92,7252.44,7269.11,7283.47,7273.29,7276.28,7279.45,7273.04,7353.33 2024-03-15,7264.23,7275.59,7234.82,7272.71,7271.08,7262.54,7274.31,7295.47,7335.31,7395.98,7277.6,7279.69,7256.92,7252.44,7269.11,7283.47,7273.29,7276.28,7279.45,7273.04,7353.33,7269.11,7295.47,NLinear,RNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7335.31,GRU
2024-03-18,7339.36,7324.94,7292.13,7287.28,7320.05,7302.48,7366.6,7371.87,7407.54,7422.89,7304.87,7348.6,7314.84,7304.7,7353.23,7347.31,7276.14,7311.7,7330.94,7344.93,7387.5 2024-03-18,7339.36,7324.94,7292.13,7287.28,7320.05,7302.48,7366.6,7371.87,7407.54,7422.89,7304.87,7348.6,7314.84,7304.7,7353.23,7347.31,7276.14,7311.7,7330.94,7344.93,7387.5,7320.05,7371.87,TSMixer,RNN,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.01,7371.87,RNN
2024-03-19,7388.08,7385.8,7320.49,7300.95,7361.99,7336.57,7386.98,7397.01,7427.54,7439.6,7311.0,7378.46,7361.53,7326.46,7392.8,7379.9,7277.91,7348.62,7363.5,7387.24,7435.0 2024-03-19,7388.08,7385.8,7320.49,7300.95,7361.99,7336.57,7386.98,7397.01,7427.54,7439.6,7311.0,7378.46,7361.53,7326.46,7392.8,7379.9,7277.91,7348.62,7363.5,7387.24,7435.0,7361.99,7397.01,TSMixer,RNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.02,0.02,0.01,7439.6,TCN
2024-03-20,7446.17,7409.96,7390.64,7318.43,7404.71,7354.35,7446.15,7449.59,7481.41,7465.93,7324.92,7439.02,7414.86,7384.65,7440.51,7410.61,7279.73,7384.11,7415.17,7432.14,7460.0 2024-03-20,7446.17,7409.96,7390.64,7318.43,7404.71,7354.35,7446.15,7449.59,7481.41,7465.93,7324.92,7439.02,7414.86,7384.65,7440.51,7410.61,7279.73,7384.11,7415.17,7432.14,7460.0,7404.71,7449.59,TSMixer,RNN,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.0,0.02,0.02,0.01,7465.93,TCN
2024-03-21,7471.48,7410.82,7418.15,7359.09,7436.82,7382.55,7467.97,7485.88,7497.73,7485.05,7342.78,7469.99,7437.01,7433.13,7466.88,7407.96,7282.79,7422.37,7449.82,7435.73,7422.5 2024-03-21,7471.48,7410.82,7418.15,7359.09,7436.82,7382.55,7467.97,7485.88,7497.73,7485.05,7342.78,7469.99,7437.01,7433.13,7466.88,7407.96,7282.79,7422.37,7449.82,7435.73,7422.5,7436.82,7485.88,TSMixer,RNN,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.0,7422.37,MLPMultivariate
2024-03-22,7417.1,7386.94,7359.75,7407.99,7419.15,7377.38,7398.66,7419.29,7445.15,7473.64,7348.41,7429.75,7410.0,7426.43,7427.33,7392.96,7286.4,7414.18,7431.13,7377.32,7402.5 2024-03-22,7417.1,7386.94,7359.75,7407.99,7419.15,7377.38,7398.66,7419.29,7445.15,7473.64,7348.41,7429.75,7410.0,7426.43,7427.33,7392.96,7286.4,7414.18,7431.13,7377.32,7402.5,7398.66,7431.13,PatchTST,TiDE,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.0,7398.66,PatchTST
2024-03-25,7404.65,7354.68,7337.62,7438.0,7391.76,7372.08,7396.19,7403.69,7432.8,7463.86,7342.24,7408.89,7382.35,7426.01,7402.0,7391.26,7288.26,7395.28,7401.38,7352.68,7372.5 2024-03-25,7404.65,7354.68,7337.62,7438.0,7391.76,7372.08,7396.19,7403.69,7432.8,7463.86,7342.24,7408.89,7382.35,7426.01,7402.0,7391.26,7288.26,7395.28,7401.38,7352.68,7372.5,7391.76,7403.69,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7372.08,TSMixerx
2024-03-26,7367.22,7322.27,7297.47,7379.26,7362.82,7379.8,7348.91,7365.84,7399.45,7449.14,7347.17,7376.77,7355.65,7392.1,7355.2,7356.75,7289.35,7365.31,7355.82,7332.97,7365.0 2024-03-26,7367.22,7322.27,7297.47,7379.26,7362.82,7379.8,7348.91,7365.84,7399.45,7449.14,7347.17,7376.77,7355.65,7392.1,7355.2,7356.75,7289.35,7365.31,7355.82,7332.97,7365.0,7348.91,7365.84,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,7365.31,MLPMultivariate
2024-03-27,7348.99,7314.72,7292.01,7324.37,7348.72,7361.01,7349.25,7354.78,7399.57,7441.3,7353.53,7370.99,7335.98,7369.87,7345.71,7338.27,7290.38,7340.31,7351.88,7327.51,7345.0 2024-03-27,7348.99,7314.72,7292.01,7324.37,7348.72,7361.01,7349.25,7354.78,7399.57,7441.3,7353.53,7370.99,7335.98,7369.87,7345.71,7338.27,7290.38,7340.31,7351.88,7327.51,7345.0,7345.71,7354.78,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,7345.71,NLinear
2024-03-28,7315.95,7301.15,7273.48,7295.8,7330.9,7328.15,7333.3,7346.44,7379.1,7428.09,7353.19,7339.56,7312.39,7352.16,7328.61,7330.9,7291.17,7320.32,7333.7,7319.06,7345.0 2024-03-28,7315.95,7301.15,7273.48,7295.8,7330.9,7328.15,7333.3,7346.44,7379.1,7428.09,7353.19,7339.56,7312.39,7352.16,7328.61,7330.9,7291.17,7320.32,7333.7,7319.06,7345.0,7328.61,7346.44,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7346.44,RNN
2024-03-29,7330.24,7305.84,7275.81,7295.1,7325.45,7312.22,7328.93,7348.29,7385.13,7421.9,7338.67,7331.57,7296.93,7335.55,7336.98,7327.3,7292.35,7309.14,7332.74,7339.16,7345.0 2024-03-29,7330.24,7305.84,7275.81,7295.1,7325.45,7312.22,7328.93,7348.29,7385.13,7421.9,7338.67,7331.57,7296.93,7335.55,7336.98,7327.3,7292.35,7309.14,7332.74,7339.16,7345.0,7325.45,7348.29,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7348.29,RNN
2024-04-01,7338.24,7312.92,7275.35,7297.79,7326.11,7304.88,7330.88,7350.42,7384.03,7416.0,7329.56,7326.53,7302.67,7334.68,7344.62,7326.0,7293.29,7308.76,7335.23,7344.61,7360.0 2024-04-01,7338.24,7312.92,7275.35,7297.79,7326.11,7304.88,7330.88,7350.42,7384.03,7416.0,7329.56,7326.53,7302.67,7334.68,7344.62,7326.0,7293.29,7308.76,7335.23,7344.61,7360.0,7326.11,7350.42,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,7350.42,RNN
2024-04-02,7346.74,7332.9,7289.21,7307.99,7336.79,7317.73,7346.57,7364.25,7401.18,7422.32,7325.94,7337.44,7312.67,7330.29,7355.13,7331.72,7294.23,7313.7,7342.82,7353.49,7380.0 2024-04-02,7346.74,7332.9,7289.21,7307.99,7336.79,7317.73,7346.57,7364.25,7401.18,7422.32,7325.94,7337.44,7312.67,7330.29,7355.13,7331.72,7294.23,7313.7,7342.82,7353.49,7380.0,7336.79,7364.25,TSMixer,RNN,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7364.25,RNN
2024-04-03,7362.03,7378.23,7308.14,7335.29,7353.97,7345.56,7371.53,7386.28,7419.33,7428.12,7335.65,7363.3,7336.41,7329.53,7376.12,7363.62,7295.82,7333.87,7357.16,7375.72,7397.5 2024-04-03,7362.03,7378.23,7308.14,7335.29,7353.97,7345.56,7371.53,7386.28,7419.33,7428.12,7335.65,7363.3,7336.41,7329.53,7376.12,7363.62,7295.82,7333.87,7357.16,7375.72,7397.5,7353.97,7386.28,TSMixer,RNN,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,7386.28,RNN
2024-04-07,7380.46,7399.9,7329.28,7342.79,7377.67,7353.99,7410.47,7402.89,7435.25,7440.61,7349.37,7386.35,7366.33,7351.98,7390.83,7357.89,7298.55,7362.64,7388.62,7390.25,7437.5 2024-04-07,7380.46,7399.9,7329.28,7342.79,7377.67,7353.99,7410.47,7402.89,7435.25,7440.61,7349.37,7386.35,7366.33,7351.98,7390.83,7357.89,7298.55,7362.64,7388.62,7390.25,7437.5,7377.67,7410.47,TSMixer,PatchTST,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.01,7435.25,GRU
2024-04-08,7447.65,7446.34,7385.22,7363.92,7413.36,7379.34,7464.31,7450.51,7478.47,7458.92,7355.57,7434.99,7413.54,7377.16,7434.57,7405.02,7302.9,7409.96,7431.65,7422.17,7490.0 2024-04-08,7447.65,7446.34,7385.22,7363.92,7413.36,7379.34,7464.31,7450.51,7478.47,7458.92,7355.57,7434.99,7413.54,7377.16,7434.57,7405.02,7302.9,7409.96,7431.65,7422.17,7490.0,7413.36,7464.31,TSMixer,PatchTST,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.02,0.02,0.01,7478.47,GRU
2024-04-09,7508.91,7451.4,7454.91,7495.67,7458.67,7404.45,7504.04,7508.22,7535.45,7498.07,7362.18,7500.56,7456.07,7436.46,7490.4,7479.82,7307.45,7470.89,7473.05,7482.98,7507.5 2024-04-09,7508.91,7451.4,7454.91,7495.67,7458.67,7404.45,7504.04,7508.22,7535.45,7498.07,7362.18,7500.56,7456.07,7436.46,7490.4,7479.82,7307.45,7470.89,7473.05,7482.98,7507.5,7458.67,7508.22,TSMixer,RNN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,0.0,0.0,0.03,0.0,7508.22,RNN
2024-04-10,7525.01,7463.69,7471.0,7599.2,7480.64,7407.01,7494.6,7518.41,7543.95,7529.9,7380.28,7529.39,7474.85,7472.81,7508.65,7484.08,7312.89,7512.26,7487.67,7500.6,7497.5 2024-04-10,7525.01,7463.69,7471.0,7599.2,7480.64,7407.01,7494.6,7518.41,7543.95,7529.9,7380.28,7529.39,7474.85,7472.81,7508.65,7484.08,7312.89,7512.26,7487.67,7500.6,7497.5,7480.64,7518.41,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.01,0.02,0.0,7494.6,PatchTST
2024-04-11,7504.87,7435.27,7455.34,7541.44,7475.08,7402.14,7456.31,7507.48,7525.09,7529.47,7398.46,7516.28,7430.02,7497.04,7500.72,7442.53,7317.92,7486.73,7485.56,7459.59,7497.5 2024-04-11,7504.87,7435.27,7455.34,7541.44,7475.08,7402.14,7456.31,7507.48,7525.09,7529.47,7398.46,7516.28,7430.02,7497.04,7500.72,7442.53,7317.92,7486.73,7485.56,7459.59,7497.5,7456.31,7507.48,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.0,7497.04,DLinear
2024-04-12,7479.46,7435.88,7455.09,7449.45,7465.52,7413.95,7465.76,7506.2,7527.13,7527.37,7413.39,7518.23,7412.17,7521.26,7487.64,7408.6,7322.92,7468.34,7477.26,7416.74,7506.67 2024-04-12,7479.46,7435.88,7455.09,7449.45,7465.52,7413.95,7465.76,7506.2,7527.13,7527.37,7413.39,7518.23,7412.17,7521.26,7487.64,7408.6,7322.92,7468.34,7477.26,7416.74,7506.67,7465.52,7506.2,TSMixer,RNN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.01,7506.2,RNN
2024-04-15,7472.32,7395.35,7463.68,7434.46,7464.76,7388.03,7470.02,7506.19,7537.05,7531.6,7428.35,7524.9,7414.0,7503.56,7498.12,7387.92,7327.57,7459.92,7479.79,7412.79,7482.5 2024-04-15,7472.32,7395.35,7463.68,7434.46,7464.76,7388.03,7470.02,7506.19,7537.05,7531.6,7428.35,7524.9,7414.0,7503.56,7498.12,7387.92,7327.57,7459.92,7479.79,7412.79,7482.5,7464.76,7506.19,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.0,7479.79,TiDE
2024-04-16,7445.28,7384.64,7424.47,7387.4,7448.83,7379.28,7438.86,7474.01,7498.57,7514.49,7421.47,7486.23,7387.0,7473.29,7463.03,7381.95,7330.04,7305.22,7465.68,7344.09,7495.0 2024-04-16,7445.28,7384.64,7424.47,7387.4,7448.83,7379.28,7438.86,7474.01,7498.57,7514.49,7421.47,7486.23,7387.0,7473.29,7463.03,7381.95,7330.04,7305.22,7465.68,7344.09,7495.0,7438.86,7474.01,PatchTST,RNN,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.02,0.01,0.02,0.02,0.01,0.0,0.01,0.02,0.03,7498.57,GRU
2024-04-17,7446.2,7378.36,7448.03,7381.32,7454.08,7369.86,7440.14,7500.86,7526.87,7516.48,7420.73,7502.13,7377.72,7467.53,7480.13,7386.93,7332.3,7268.14,7470.71,7356.98,7497.5 2024-04-17,7446.2,7378.36,7448.03,7381.32,7454.08,7369.86,7440.14,7500.86,7526.87,7516.48,7420.73,7502.13,7377.72,7467.53,7480.13,7386.93,7332.3,7268.14,7470.71,7356.98,7497.5,7440.14,7500.86,PatchTST,RNN,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.02,0.02,0.02,0.01,0.02,0.01,0.0,0.02,0.02,0.03,7500.86,RNN
2024-04-18,7457.83,7363.61,7444.84,7383.72,7460.04,7373.79,7419.24,7500.61,7521.25,7508.95,7418.34,7495.19,7396.12,7451.62,7494.75,7389.4,7335.15,7228.79,7474.29,7391.17,7497.5 2024-04-18,7457.83,7363.61,7444.84,7383.72,7460.04,7373.79,7419.24,7500.61,7521.25,7508.95,7418.34,7495.19,7396.12,7451.62,7494.75,7389.4,7335.15,7228.79,7474.29,7391.17,7497.5,7419.24,7500.61,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.02,0.01,0.0,0.02,0.02,0.04,7495.19,DilatedRNN
2024-04-19,7469.48,7391.86,7446.51,7398.17,7463.59,7377.7,7399.12,7494.52,7524.0,7505.1,7416.04,7489.72,7404.43,7461.7,7489.8,7391.95,7339.46,7183.49,7469.89,7418.57,7527.5 2024-04-19,7469.48,7391.86,7446.51,7398.17,7463.59,7377.7,7399.12,7494.52,7524.0,7505.1,7416.04,7489.72,7404.43,7461.7,7489.8,7391.95,7339.46,7183.49,7469.89,7418.57,7527.5,7399.12,7494.52,PatchTST,RNN,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.01,0.0,0.01,0.02,0.01,0.02,0.02,0.02,0.01,0.0,0.02,0.02,0.05,7524.0,GRU
2024-04-22,7496.98,7406.58,7488.83,7424.42,7488.17,7396.38,7437.13,7540.59,7567.34,7522.83,7419.43,7523.84,7447.05,7465.61,7533.4,7406.44,7344.58,7230.71,7495.75,7421.88,7527.5 2024-04-22,7496.98,7406.58,7488.83,7424.42,7488.17,7396.38,7437.13,7540.59,7567.34,7522.83,7419.43,7523.84,7447.05,7465.61,7533.4,7406.44,7344.58,7230.71,7495.75,7421.88,7527.5,7437.13,7540.59,PatchTST,RNN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.02,0.01,0.0,0.01,0.02,0.04,7523.84,DilatedRNN
2024-04-23,7500.82,7452.72,7481.53,7395.13,7502.22,7423.83,7450.05,7529.01,7554.42,7525.62,7422.18,7519.67,7474.19,7493.49,7518.56,7409.24,7349.08,7271.15,7508.02,7407.19,7510.0 2024-04-23,7500.82,7452.72,7481.53,7395.13,7502.22,7423.83,7450.05,7529.01,7554.42,7525.62,7422.18,7519.67,7474.19,7493.49,7518.56,7409.24,7349.08,7271.15,7508.02,7407.19,7510.0,7450.05,7529.01,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.02,0.03,7508.02,TiDE
2024-04-24,7497.27,7500.77,7459.8,7455.1,7496.63,7431.4,7476.97,7509.26,7532.07,7519.69,7425.21,7500.56,7480.36,7501.79,7492.2,7399.97,7354.25,7295.49,7501.93,7410.32,7487.5 2024-04-24,7497.27,7500.77,7459.8,7455.1,7496.63,7431.4,7476.97,7509.26,7532.07,7519.69,7425.21,7500.56,7480.36,7501.79,7492.2,7399.97,7354.25,7295.49,7501.93,7410.32,7487.5,7476.97,7509.26,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.02,0.03,7492.2,NLinear
2024-04-25,7494.2,7521.97,7429.77,7471.33,7478.92,7441.51,7488.24,7489.95,7505.15,7494.85,7433.35,7474.95,7478.76,7484.28,7477.99,7392.8,7358.79,7279.72,7481.18,7420.67,7487.5 2024-04-25,7494.2,7521.97,7429.77,7471.33,7478.92,7441.51,7488.24,7489.95,7505.15,7494.85,7433.35,7474.95,7478.76,7484.28,7477.99,7392.8,7358.79,7279.72,7481.18,7420.67,7487.5,7477.99,7489.95,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.02,0.03,7488.24,PatchTST
2024-04-26,7487.55,7493.94,7433.02,7460.56,7472.8,7448.11,7513.83,7482.12,7512.5,7489.62,7445.96,7481.97,7489.84,7486.69,7476.71,7395.86,7361.77,7288.1,7477.9,7450.74,7502.5 2024-04-26,7487.55,7493.94,7433.02,7460.56,7472.8,7448.11,7513.83,7482.12,7512.5,7489.62,7445.96,7481.97,7489.84,7486.69,7476.71,7395.86,7361.77,7288.1,7477.9,7450.74,7502.5,7472.8,7513.83,TSMixer,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.02,0.03,7493.94,Informer
2024-04-28,7492.31,7527.77,7453.0,7454.06,7481.64,7470.31,7526.84,7501.31,7531.63,7497.66,7466.42,7499.28,7485.05,7472.34,7496.09,7403.69,7365.99,7287.76,7486.34,7491.89,7527.5 2024-04-28,7492.31,7527.77,7453.0,7454.06,7481.64,7470.31,7526.84,7501.31,7531.63,7497.66,7466.42,7499.28,7485.05,7472.34,7496.09,7403.69,7365.99,7287.76,7486.34,7491.89,7527.5,7481.64,7526.84,TSMixer,PatchTST,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.02,0.01,0.01,0.0,0.01,0.02,0.03,7527.77,Informer
2024-04-29,7498.57,7548.47,7486.26,7431.35,7495.67,7531.22,7528.19,7533.16,7564.23,7521.28,7480.11,7535.52,7457.69,7502.54,7512.45,7415.22,7369.91,7304.96,7503.48,7512.67,7537.5 2024-04-29,7498.57,7548.47,7486.26,7431.35,7495.67,7531.22,7528.19,7533.16,7564.23,7521.28,7480.11,7535.52,7457.69,7502.54,7512.45,7415.22,7369.91,7304.96,7503.48,7512.67,7537.5,7495.67,7533.16,TSMixer,RNN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.0,0.01,0.0,0.01,0.02,0.03,7535.52,DilatedRNN
2024-04-30,7495.75,7592.61,7496.31,7370.04,7501.83,7521.1,7525.03,7545.76,7570.16,7542.07,7482.28,7551.96,7438.24,7535.52,7529.03,7422.59,7374.53,7279.18,7509.82,7520.88,7532.5 2024-04-30,7495.75,7592.61,7496.31,7370.04,7501.83,7521.1,7525.03,7545.76,7570.16,7542.07,7482.28,7551.96,7438.24,7535.52,7529.03,7422.59,7374.53,7279.18,7509.82,7520.88,7532.5,7501.83,7545.76,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.02,0.02,0.03,7535.52,DLinear
2024-05-06,7486.98,7575.81,7488.82,7356.33,7496.14,7475.81,7510.93,7539.36,7560.82,7539.02,7472.66,7538.92,7425.33,7523.91,7531.51,7425.09,7380.07,7292.73,7510.87,7504.35,7502.5 2024-05-06,7486.98,7575.81,7488.82,7356.33,7496.14,7475.81,7510.93,7539.36,7560.82,7539.02,7472.66,7538.92,7425.33,7523.91,7531.51,7425.09,7380.07,7292.73,7510.87,7504.35,7502.5,7496.14,7539.36,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.02,0.02,0.03,7504.35,DeepNPTS
2024-05-07,7459.47,7522.92,7446.9,7293.06,7472.45,7416.02,7473.61,7500.68,7517.77,7513.82,7461.0,7495.62,7401.71,7499.71,7493.95,7423.25,7385.97,7269.02,7482.75,7427.8,7475.0 2024-05-07,7459.47,7522.92,7446.9,7293.06,7472.45,7416.02,7473.61,7500.68,7517.77,7513.82,7461.0,7495.62,7401.71,7499.71,7493.95,7423.25,7385.97,7269.02,7482.75,7427.8,7475.0,7472.45,7500.68,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.01,0.03,7473.61,PatchTST
2024-05-08,7452.1,7498.92,7412.88,7266.95,7451.0,7393.7,7456.99,7466.12,7491.15,7492.59,7451.26,7466.67,7400.62,7459.54,7476.41,7422.86,7391.94,7251.08,7457.2,7413.32,7512.5 2024-05-08,7452.1,7498.92,7412.88,7266.95,7451.0,7393.7,7456.99,7466.12,7491.15,7492.59,7451.26,7466.67,7400.62,7459.54,7476.41,7422.86,7391.94,7251.08,7457.2,7413.32,7512.5,7451.0,7476.41,TSMixer,NLinear,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.0,0.03,0.02,0.03,7498.92,Informer
2024-05-09,7507.17,7481.83,7470.25,7276.28,7474.45,7402.05,7487.83,7516.03,7551.66,7514.2,7457.1,7515.92,7427.3,7461.2,7499.92,7434.42,7398.46,7258.22,7479.38,7489.75,7505.0 2024-05-09,7507.17,7481.83,7470.25,7276.28,7474.45,7402.05,7487.83,7516.03,7551.66,7514.2,7457.1,7515.92,7427.3,7461.2,7499.92,7434.42,7398.46,7258.22,7479.38,7489.75,7505.0,7474.45,7516.03,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.03,0.01,0.03,7507.17,NHITS
2024-05-10,7513.2,7490.87,7449.28,7300.66,7485.6,7421.4,7469.69,7498.91,7523.2,7512.77,7449.59,7501.96,7431.21,7468.93,7501.23,7437.45,7405.6,7252.87,7475.75,7494.29,7477.5 2024-05-10,7513.2,7490.87,7449.28,7300.66,7485.6,7421.4,7469.69,7498.91,7523.2,7512.77,7449.59,7501.96,7431.21,7468.93,7501.23,7437.45,7405.6,7252.87,7475.75,7494.29,7477.5,7469.69,7501.23,PatchTST,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.02,0.01,0.03,7475.75,TiDE
2024-05-11,7483.99,7472.65,7416.67,7318.22,7474.62,7444.24,7451.12,7474.21,7495.17,7500.56,7435.79,7469.77,7434.19,7468.85,7475.62,7438.88,7412.61,7258.36,7463.97,7463.24,7475.0 2024-05-11,7483.99,7472.65,7416.67,7318.22,7474.62,7444.24,7451.12,7474.21,7495.17,7500.56,7435.79,7469.77,7434.19,7468.85,7475.62,7438.88,7412.61,7258.36,7463.97,7463.24,7475.0,7451.12,7475.62,PatchTST,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.01,0.03,7474.62,TSMixer
2024-05-13,7492.02,7469.96,7417.52,7332.23,7473.29,7459.2,7460.44,7485.61,7499.11,7486.36,7435.56,7462.95,7449.81,7487.18,7477.07,7448.36,7419.8,7278.9,7470.81,7462.39,7485.0 2024-05-13,7492.02,7469.96,7417.52,7332.23,7473.29,7459.2,7460.44,7485.61,7499.11,7486.36,7435.56,7462.95,7449.81,7487.18,7477.07,7448.36,7419.8,7278.9,7470.81,7462.39,7485.0,7460.44,7485.61,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.02,0.01,0.03,7485.61,RNN
2024-05-14,7485.84,7471.29,7430.62,7342.64,7479.87,7489.41,7462.96,7479.66,7511.71,7483.63,7457.97,7468.02,7482.82,7489.58,7495.8,7450.75,7428.02,7325.6,7475.31,7470.97,7507.5 2024-05-14,7485.84,7471.29,7430.62,7342.64,7479.87,7489.41,7462.96,7479.66,7511.71,7483.63,7457.97,7468.02,7482.82,7489.58,7495.8,7450.75,7428.02,7325.6,7475.31,7470.97,7507.5,7462.96,7495.8,PatchTST,NLinear,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.02,0.01,0.02,7511.71,GRU
2024-05-15,7494.66,7527.76,7462.12,7357.79,7498.05,7496.8,7487.66,7508.05,7541.39,7503.29,7486.74,7493.37,7518.69,7500.46,7501.49,7471.96,7432.85,7329.11,7495.48,7474.04,7510.0 2024-05-15,7494.66,7527.76,7462.12,7357.79,7498.05,7496.8,7487.66,7508.05,7541.39,7503.29,7486.74,7493.37,7518.69,7500.46,7501.49,7471.96,7432.85,7329.11,7495.48,7474.04,7510.0,7487.66,7508.05,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.02,7508.05,RNN
2024-05-16,7486.32,7547.16,7461.93,7375.92,7505.98,7500.59,7506.94,7517.17,7536.9,7516.66,7504.73,7500.54,7524.96,7515.96,7497.25,7475.93,7436.31,7369.26,7509.39,7487.81,7525.0 2024-05-16,7486.32,7547.16,7461.93,7375.92,7505.98,7500.59,7506.94,7517.17,7536.9,7516.66,7504.73,7500.54,7524.96,7515.96,7497.25,7475.93,7436.31,7369.26,7509.39,7487.81,7525.0,7497.25,7517.17,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.02,7524.96,MLP
2024-05-17,7495.27,7547.66,7484.75,7363.66,7512.85,7512.16,7527.19,7534.39,7561.08,7537.95,7517.79,7529.81,7511.87,7526.4,7519.39,7487.89,7438.31,7337.0,7520.01,7495.98,7587.5 2024-05-17,7495.27,7547.66,7484.75,7363.66,7512.85,7512.16,7527.19,7534.39,7561.08,7537.95,7517.79,7529.81,7511.87,7526.4,7519.39,7487.89,7438.31,7337.0,7520.01,7495.98,7587.5,7512.85,7534.39,TSMixer,RNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.03,0.02,0.03,7561.08,GRU
2024-05-20,7560.91,7627.52,7571.38,7382.25,7551.36,7540.14,7599.44,7615.53,7644.78,7640.54,7541.9,7609.56,7537.17,7538.88,7591.33,7608.87,7440.06,7344.79,7572.66,7580.6,7670.0 2024-05-20,7560.91,7627.52,7571.38,7382.25,7551.36,7540.14,7599.44,7615.53,7644.78,7640.54,7541.9,7609.56,7537.17,7538.88,7591.33,7608.87,7440.06,7344.79,7572.66,7580.6,7670.0,7551.36,7615.53,TSMixer,RNN,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.0,0.01,0.01,0.01,0.02,0.01,0.02,0.02,0.0,0.04,0.03,0.04,7644.78,GRU
2024-05-21,7658.46,7702.18,7684.89,7412.29,7615.56,7572.75,7679.05,7723.06,7740.26,7767.59,7554.82,7719.04,7600.38,7599.58,7671.84,7656.84,7442.83,7387.49,7645.65,7667.59,7677.5 2024-05-21,7658.46,7702.18,7684.89,7412.29,7615.56,7572.75,7679.05,7723.06,7740.26,7767.59,7554.82,7719.04,7600.38,7599.58,7671.84,7656.84,7442.83,7387.49,7645.65,7667.59,7677.5,7615.56,7723.06,TSMixer,RNN,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.03,0.03,0.04,7679.05,PatchTST
2024-05-22,7658.66,7694.97,7674.66,7429.14,7638.08,7568.24,7632.54,7712.51,7717.9,7771.7,7542.16,7724.91,7588.67,7629.96,7679.33,7656.76,7446.85,7412.06,7659.85,7672.34,7677.5 2024-05-22,7658.66,7694.97,7674.66,7429.14,7638.08,7568.24,7632.54,7712.51,7717.9,7771.7,7542.16,7724.91,7588.67,7629.96,7679.33,7656.76,7446.85,7412.06,7659.85,7672.34,7677.5,7632.54,7712.51,PatchTST,RNN,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.03,0.03,0.03,7679.33,NLinear
2024-05-23,7642.4,7676.73,7676.06,7435.77,7634.23,7552.03,7612.69,7712.66,7718.55,7767.44,7536.28,7722.24,7566.67,7651.84,7671.41,7581.26,7452.62,7439.62,7656.34,7653.24,7645.0 2024-05-23,7642.4,7676.73,7676.06,7435.77,7634.23,7552.03,7612.69,7712.66,7718.55,7767.44,7536.28,7722.24,7566.67,7651.84,7671.41,7581.26,7452.62,7439.62,7656.34,7653.24,7645.0,7612.69,7712.66,PatchTST,RNN,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.03,0.03,0.03,7642.4,NHITS
2024-05-24,7609.85,7677.56,7617.06,7413.75,7605.9,7513.65,7579.41,7654.46,7660.86,7738.27,7534.54,7674.64,7539.22,7650.42,7640.53,7529.25,7459.19,7459.08,7620.13,7598.74,7630.0 2024-05-24,7609.85,7677.56,7617.06,7413.75,7605.9,7513.65,7579.41,7654.46,7660.86,7738.27,7534.54,7674.64,7539.22,7650.42,7640.53,7529.25,7459.19,7459.08,7620.13,7598.74,7630.0,7579.41,7654.46,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.03,0.02,0.02,7620.13,TiDE
2024-05-27,7602.61,7604.74,7602.11,7442.68,7591.02,7509.58,7585.75,7619.81,7655.25,7679.82,7535.6,7648.6,7529.26,7610.52,7622.08,7536.4,7467.0,7448.39,7606.81,7607.49,7650.0 2024-05-27,7602.61,7604.74,7602.11,7442.68,7591.02,7509.58,7585.75,7619.81,7655.25,7679.82,7535.6,7648.6,7529.26,7610.52,7622.08,7536.4,7467.0,7448.39,7606.81,7607.49,7650.0,7585.75,7622.08,PatchTST,NLinear,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.02,0.01,0.0,0.03,0.02,0.03,7648.6,DilatedRNN
2024-05-28,7621.53,7579.11,7632.67,7460.22,7604.76,7536.8,7604.37,7666.65,7688.61,7713.19,7536.61,7676.49,7535.3,7602.96,7628.69,7561.36,7475.23,7472.05,7623.2,7637.36,7690.0 2024-05-28,7621.53,7579.11,7632.67,7460.22,7604.76,7536.8,7604.37,7666.65,7688.61,7713.19,7536.61,7676.49,7535.3,7602.96,7628.69,7561.36,7475.23,7472.05,7623.2,7637.36,7690.0,7604.37,7666.65,PatchTST,RNN,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.02,0.02,0.0,0.03,0.03,0.03,7688.61,GRU
2024-05-29,7660.31,7564.95,7690.2,7542.13,7642.38,7556.52,7635.98,7722.5,7740.62,7758.82,7553.88,7726.35,7564.89,7633.76,7662.29,7584.71,7483.88,7537.41,7655.15,7643.97,7690.0 2024-05-29,7660.31,7564.95,7690.2,7542.13,7642.38,7556.52,7635.98,7722.5,7740.62,7758.82,7553.88,7726.35,7564.89,7633.76,7662.29,7584.71,7483.88,7537.41,7655.15,7643.97,7690.0,7635.98,7722.5,PatchTST,RNN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.01,0.02,0.01,0.02,0.02,0.01,0.02,0.03,0.02,7690.2,LSTM
2024-05-30,7659.5,7553.99,7679.95,7592.99,7652.8,7541.2,7625.44,7716.96,7723.41,7779.81,7572.33,7718.33,7566.44,7647.5,7675.07,7605.57,7492.21,7596.18,7666.5,7566.29,7716.67 2024-05-30,7659.5,7553.99,7679.95,7592.99,7652.8,7541.2,7625.44,7716.96,7723.41,7779.81,7572.33,7718.33,7566.44,7647.5,7675.07,7605.57,7492.21,7596.18,7666.5,7566.29,7716.67,7625.44,7716.96,PatchTST,RNN,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.02,0.02,0.02,0.01,0.02,0.02,0.01,0.02,0.03,0.02,7716.96,RNN
2024-05-31,7676.04,7592.94,7721.02,7620.88,7669.84,7558.63,7640.45,7755.05,7767.45,7825.41,7589.97,7745.55,7604.26,7679.07,7714.9,7641.48,7499.87,7620.5,7694.39,7561.95,7740.0 2024-05-31,7676.04,7592.94,7721.02,7620.88,7669.84,7558.63,7640.45,7755.05,7767.45,7825.41,7589.97,7745.55,7604.26,7679.07,7714.9,7641.48,7499.87,7620.5,7694.39,7561.95,7740.0,7640.45,7755.05,PatchTST,RNN,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.02,0.02,0.02,0.01,0.02,0.02,0.01,0.02,0.03,0.02,7745.55,DilatedRNN
2024-06-03,7690.19,7602.5,7744.59,7643.27,7692.21,7576.14,7643.83,7774.9,7783.75,7838.53,7598.89,7768.8,7652.97,7688.61,7744.76,7658.11,7507.05,7660.01,7713.29,7635.55,7720.0 2024-06-03,7690.19,7602.5,7744.59,7643.27,7692.21,7576.14,7643.83,7774.9,7783.75,7838.53,7598.89,7768.8,7652.97,7688.61,7744.76,7658.11,7507.05,7660.01,7713.29,7635.55,7720.0,7643.83,7774.9,PatchTST,RNN,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.02,0.01,0.01,0.01,0.02,0.02,0.02,0.01,0.03,0.01,7713.29,TiDE
2024-06-04,7676.58,7604.72,7709.75,7625.74,7686.42,7586.88,7633.54,7732.22,7745.49,7822.4,7601.66,7739.83,7638.93,7670.32,7704.17,7640.85,7512.9,7624.79,7702.71,7650.31,7650.0 2024-06-04,7676.58,7604.72,7709.75,7625.74,7686.42,7586.88,7633.54,7732.22,7745.49,7822.4,7601.66,7739.83,7638.93,7670.32,7704.17,7640.85,7512.9,7624.79,7702.71,7650.31,7650.0,7633.54,7732.22,PatchTST,RNN,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.02,0.0,0.02,0.0,7650.31,DeepNPTS
2024-06-05,7617.42,7585.56,7608.16,7521.1,7636.97,7592.04,7619.76,7642.54,7645.94,7710.69,7592.1,7655.94,7600.55,7656.55,7622.66,7582.8,7516.58,7580.1,7640.7,7558.49,7620.0 2024-06-05,7617.42,7585.56,7608.16,7521.1,7636.97,7592.04,7619.76,7642.54,7645.94,7710.69,7592.1,7655.94,7600.55,7656.55,7622.66,7582.8,7516.58,7580.1,7640.7,7558.49,7620.0,7619.76,7642.54,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,7619.76,PatchTST
2024-06-06,7627.55,7601.65,7581.97,7498.69,7602.71,7600.4,7617.53,7613.13,7635.79,7570.58,7579.57,7631.12,7591.91,7629.57,7600.04,7577.28,7519.33,7549.89,7594.44,7584.87,7600.0 2024-06-06,7627.55,7601.65,7581.97,7498.69,7602.71,7600.4,7617.53,7613.13,7635.79,7570.58,7579.57,7631.12,7591.91,7629.57,7600.04,7577.28,7519.33,7549.89,7594.44,7584.87,7600.0,7594.44,7617.53,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7600.04,NLinear
2024-06-07,7620.12,7576.07,7555.8,7496.98,7587.86,7584.3,7616.1,7584.17,7614.55,7535.23,7568.33,7605.75,7595.99,7578.05,7587.0,7574.39,7522.1,7512.69,7578.68,7597.59,7606.67 2024-06-07,7620.12,7576.07,7555.8,7496.98,7587.86,7584.3,7616.1,7584.17,7614.55,7535.23,7568.33,7605.75,7595.99,7578.05,7587.0,7574.39,7522.1,7512.69,7578.68,7597.59,7606.67,7578.68,7616.1,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,7605.75,DilatedRNN
2024-06-11,7615.42,7561.42,7572.2,7494.23,7592.89,7608.43,7623.98,7598.93,7636.73,7560.02,7573.55,7615.37,7596.81,7575.98,7597.5,7578.83,7525.05,7527.02,7589.47,7608.48,7620.0 2024-06-11,7615.42,7561.42,7572.2,7494.23,7592.89,7608.43,7623.98,7598.93,7636.73,7560.02,7573.55,7615.37,7596.81,7575.98,7597.5,7578.83,7525.05,7527.02,7589.47,7608.48,7620.0,7589.47,7623.98,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.01,7623.98,PatchTST
2024-06-12,7611.62,7553.93,7591.31,7496.85,7606.43,7639.72,7624.18,7636.33,7654.1,7637.44,7589.62,7633.55,7569.36,7605.97,7609.05,7591.22,7527.96,7539.77,7601.45,7616.41,7673.33 2024-06-12,7611.62,7553.93,7591.31,7496.85,7606.43,7639.72,7624.18,7636.33,7654.1,7637.44,7589.62,7633.55,7569.36,7605.97,7609.05,7591.22,7527.96,7539.77,7601.45,7616.41,7673.33,7601.45,7636.33,TiDE,RNN,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.02,0.02,7654.1,GRU
2024-06-13,7655.61,7603.46,7674.73,7519.39,7641.07,7638.81,7672.45,7713.7,7731.49,7805.59,7621.73,7705.76,7603.03,7659.96,7673.02,7621.81,7532.56,7584.4,7645.12,7648.14,7690.0 2024-06-13,7655.61,7603.46,7674.73,7519.39,7641.07,7638.81,7672.45,7713.7,7731.49,7805.59,7621.73,7705.76,7603.03,7659.96,7673.02,7621.81,7532.56,7584.4,7645.12,7648.14,7690.0,7641.07,7713.7,TSMixer,RNN,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,0.01,7674.73,LSTM
2024-06-14,7662.58,7670.16,7685.94,7575.84,7660.44,7647.96,7682.6,7725.29,7731.85,7828.61,7646.61,7720.59,7639.52,7679.22,7692.25,7660.54,7536.97,7625.65,7665.64,7660.87,7690.0 2024-06-14,7662.58,7670.16,7685.94,7575.84,7660.44,7647.96,7682.6,7725.29,7731.85,7828.61,7646.61,7720.59,7639.52,7679.22,7692.25,7660.54,7536.97,7625.65,7665.64,7660.87,7690.0,7660.44,7725.29,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.02,0.01,7692.25,NLinear
2024-06-17,7671.29,7647.84,7684.84,7597.49,7665.59,7665.5,7691.83,7715.76,7728.39,7830.33,7664.51,7720.84,7657.3,7667.72,7690.86,7643.12,7541.43,7646.18,7679.22,7629.43,7656.67 2024-06-17,7671.29,7647.84,7684.84,7597.49,7665.59,7665.5,7691.83,7715.76,7728.39,7830.33,7664.51,7720.84,7657.3,7667.72,7690.86,7643.12,7541.43,7646.18,7679.22,7629.43,7656.67,7665.59,7715.76,TSMixer,RNN,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.02,0.0,7657.3,MLP
2024-06-18,7654.17,7665.9,7629.33,7606.86,7644.06,7636.13,7666.63,7667.54,7672.72,7798.64,7652.07,7680.42,7619.72,7641.58,7656.95,7592.23,7545.62,7627.04,7657.63,7638.64,7656.67 2024-06-18,7654.17,7665.9,7629.33,7606.86,7644.06,7636.13,7666.63,7667.54,7672.72,7798.64,7652.07,7680.42,7619.72,7641.58,7656.95,7592.23,7545.62,7627.04,7657.63,7638.64,7656.67,7644.06,7667.54,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.01,0.0,7656.95,NLinear
2024-06-19,7727.11,7640.08,7638.93,7578.59,7636.68,7591.02,7659.72,7664.19,7690.23,7756.19,7637.89,7681.55,7618.03,7634.64,7654.33,7591.34,7548.8,7635.99,7636.73,7637.2,7670.0 2024-06-19,7727.11,7640.08,7638.93,7578.59,7636.68,7591.02,7659.72,7664.19,7690.23,7756.19,7637.89,7681.55,7618.03,7634.64,7654.33,7591.34,7548.8,7635.99,7636.73,7637.2,7670.0,7636.68,7664.19,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.0,7664.19,RNN
2024-06-20,7756.39,7659.25,7656.39,7564.65,7645.7,7595.62,7650.33,7687.96,7706.14,7773.77,7634.08,7701.54,7642.69,7644.28,7666.27,7593.11,7552.24,7671.8,7632.11,7650.3,7680.0 2024-06-20,7756.39,7659.25,7656.39,7564.65,7645.7,7595.62,7650.33,7687.96,7706.14,7773.77,7634.08,7701.54,7642.69,7644.28,7666.27,7593.11,7552.24,7671.8,7632.11,7650.3,7680.0,7632.11,7687.96,TiDE,RNN,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.02,0.0,7687.96,RNN
2024-06-21,7726.67,7685.7,7669.65,7563.31,7659.75,7610.74,7654.26,7698.64,7717.54,7814.91,7636.12,7712.27,7668.85,7668.87,7677.59,7596.45,7556.53,7678.47,7647.91,7660.17,7680.0 2024-06-21,7726.67,7685.7,7669.65,7563.31,7659.75,7610.74,7654.26,7698.64,7717.54,7814.91,7636.12,7712.27,7668.85,7668.87,7677.59,7596.45,7556.53,7678.47,7647.91,7660.17,7680.0,7647.91,7698.64,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.02,0.02,0.0,7678.47,MLPMultivariate
2024-06-24,7694.64,7672.12,7667.38,7570.59,7668.28,7625.21,7646.98,7705.2,7713.55,7819.28,7629.2,7707.03,7645.71,7680.38,7684.28,7592.7,7561.85,7657.72,7666.29,7648.92,7680.0 2024-06-24,7694.64,7672.12,7667.38,7570.59,7668.28,7625.21,7646.98,7705.2,7713.55,7819.28,7629.2,7707.03,7645.71,7680.38,7684.28,7592.7,7561.85,7657.72,7666.29,7648.92,7680.0,7646.98,7705.2,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.01,0.02,0.0,7680.38,DLinear
2024-06-25,7656.97,7685.36,7667.81,7584.83,7669.49,7652.55,7639.3,7702.86,7714.04,7804.54,7638.43,7698.53,7635.15,7695.28,7680.91,7592.76,7567.32,7651.89,7677.07,7634.02,7693.33 2024-06-25,7656.97,7685.36,7667.81,7584.83,7669.49,7652.55,7639.3,7702.86,7714.04,7804.54,7638.43,7698.53,7635.15,7695.28,7680.91,7592.76,7567.32,7651.89,7677.07,7634.02,7693.33,7639.3,7702.86,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,7695.28,DLinear
2024-06-26,7663.05,7700.56,7688.21,7592.06,7675.82,7671.93,7645.04,7717.94,7733.98,7810.16,7655.06,7714.51,7645.3,7714.43,7695.17,7603.42,7572.47,7672.88,7691.75,7632.18,7716.67 2024-06-26,7663.05,7700.56,7688.21,7592.06,7675.82,7671.93,7645.04,7717.94,7733.98,7810.16,7655.06,7714.51,7645.3,7714.43,7695.17,7603.42,7572.47,7672.88,7691.75,7632.18,7716.67,7645.04,7717.94,PatchTST,RNN,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.01,7717.94,RNN
2024-06-27,7677.4,7733.3,7717.34,7581.76,7688.27,7684.8,7672.33,7746.99,7762.31,7828.62,7679.04,7743.03,7653.37,7703.94,7708.81,7629.43,7577.01,7688.28,7699.69,7625.66,7723.33 2024-06-27,7677.4,7733.3,7717.34,7581.76,7688.27,7684.8,7672.33,7746.99,7762.31,7828.62,7679.04,7743.03,7653.37,7703.94,7708.81,7629.43,7577.01,7688.28,7699.69,7625.66,7723.33,7672.33,7746.99,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.02,0.0,7717.34,LSTM
2024-06-28,7677.32,7757.11,7720.51,7600.88,7694.57,7678.53,7677.87,7750.27,7761.7,7842.71,7690.04,7751.73,7651.4,7685.27,7712.89,7630.63,7581.37,7685.2,7704.47,7616.63,7730.0 2024-06-28,7677.32,7757.11,7720.51,7600.88,7694.57,7678.53,7677.87,7750.27,7761.7,7842.71,7690.04,7751.73,7651.4,7685.27,7712.89,7630.63,7581.37,7685.2,7704.47,7616.63,7730.0,7677.87,7750.27,PatchTST,RNN,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.01,7720.51,LSTM
2024-07-01,7707.93,7783.31,7729.01,7658.78,7698.83,7678.79,7708.14,7757.56,7769.41,7858.08,7695.38,7759.5,7666.04,7688.93,7720.96,7649.1,7586.13,7704.59,7715.52,7664.76,7763.33 2024-07-01,7707.93,7783.31,7729.01,7658.78,7698.83,7678.79,7708.14,7757.56,7769.41,7858.08,7695.38,7759.5,7666.04,7688.93,7720.96,7649.1,7586.13,7704.59,7715.52,7664.76,7763.33,7698.83,7757.56,TSMixer,RNN,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,7759.5,DilatedRNN
2024-07-02,7751.55,7828.43,7773.13,7771.68,7722.98,7680.78,7739.17,7797.09,7808.54,7880.75,7688.06,7793.55,7695.02,7722.0,7756.72,7715.2,7592.57,7759.12,7744.77,7741.74,7780.0 2024-07-02,7751.55,7828.43,7773.13,7771.68,7722.98,7680.78,7739.17,7797.09,7808.54,7880.75,7688.06,7793.55,7695.02,7722.0,7756.72,7715.2,7592.57,7759.12,7744.77,7741.74,7780.0,7722.98,7797.09,TSMixer,RNN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.0,7773.13,LSTM
2024-07-03,7762.43,7821.1,7785.83,7768.14,7737.08,7688.67,7737.38,7805.72,7814.84,7884.52,7671.07,7805.74,7699.38,7736.65,7780.01,7781.53,7600.68,7781.87,7747.47,7776.13,7800.0 2024-07-03,7762.43,7821.1,7785.83,7768.14,7737.08,7688.67,7737.38,7805.72,7814.84,7884.52,7671.07,7805.74,7699.38,7736.65,7780.01,7781.53,7600.68,7781.87,7747.47,7776.13,7800.0,7737.08,7805.72,TSMixer,RNN,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.03,0.0,7805.72,RNN
2024-07-04,7786.08,7820.99,7808.32,7778.61,7757.09,7698.67,7767.39,7826.63,7834.39,7886.31,7664.84,7824.24,7716.39,7755.69,7793.56,7744.54,7607.4,7810.21,7767.25,7795.52,7800.0 2024-07-04,7786.08,7820.99,7808.32,7778.61,7757.09,7698.67,7767.39,7826.63,7834.39,7886.31,7664.84,7824.24,7716.39,7755.69,7793.56,7744.54,7607.4,7810.21,7767.25,7795.52,7800.0,7757.09,7826.63,TSMixer,RNN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.01,0.0,0.02,0.0,7795.52,DeepNPTS
2024-07-05,7786.85,7820.6,7802.07,7857.05,7765.0,7704.08,7775.88,7824.34,7824.23,7867.37,7675.64,7822.93,7717.42,7771.03,7787.48,7722.59,7614.78,7784.03,7781.0,7773.13,7766.67 2024-07-05,7786.85,7820.6,7802.07,7857.05,7765.0,7704.08,7775.88,7824.34,7824.23,7867.37,7675.64,7822.93,7717.42,7771.03,7787.48,7722.59,7614.78,7784.03,7781.0,7773.13,7766.67,7765.0,7824.34,TSMixer,RNN,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.0,7765.0,TSMixer
2024-07-08,7750.86,7775.85,7756.63,7790.97,7745.48,7728.45,7735.1,7771.43,7782.12,7830.41,7681.79,7783.1,7680.52,7766.86,7756.73,7673.49,7623.7,7743.8,7760.92,7733.4,7746.67 2024-07-08,7750.86,7775.85,7756.63,7790.97,7745.48,7728.45,7735.1,7771.43,7782.12,7830.41,7681.79,7783.1,7680.52,7766.86,7756.73,7673.49,7623.7,7743.8,7760.92,7733.4,7746.67,7735.1,7771.43,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.0,7745.48,TSMixer
2024-07-09,7722.96,7771.44,7738.08,7700.89,7723.15,7740.89,7719.52,7758.3,7770.58,7808.82,7683.28,7764.36,7650.72,7738.94,7735.36,7674.87,7632.98,7718.29,7736.34,7708.61,7720.0 2024-07-09,7722.96,7771.44,7738.08,7700.89,7723.15,7740.89,7719.52,7758.3,7770.58,7808.82,7683.28,7764.36,7650.72,7738.94,7735.36,7674.87,7632.98,7718.29,7736.34,7708.61,7720.0,7719.52,7758.3,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.0,7719.52,PatchTST
2024-07-10,7678.34,7688.29,7704.44,7589.11,7701.77,7712.37,7697.39,7727.91,7738.12,7775.17,7671.93,7736.38,7618.9,7709.76,7703.35,7668.79,7641.77,7677.77,7704.73,7692.53,7693.33 2024-07-10,7678.34,7688.29,7704.44,7589.11,7701.77,7712.37,7697.39,7727.91,7738.12,7775.17,7671.93,7736.38,7618.9,7709.76,7703.35,7668.79,7641.77,7677.77,7704.73,7692.53,7693.33,7697.39,7727.91,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7692.53,DeepNPTS
2024-07-11,7648.69,7674.48,7673.89,7581.47,7676.21,7708.96,7680.71,7693.04,7711.88,7753.58,7666.8,7706.51,7619.0,7682.29,7677.71,7681.14,7649.18,7661.22,7672.21,7680.78,7686.67 2024-07-11,7648.69,7674.48,7673.89,7581.47,7676.21,7708.96,7680.71,7693.04,7711.88,7753.58,7666.8,7706.51,7619.0,7682.29,7677.71,7681.14,7649.18,7661.22,7672.21,7680.78,7686.67,7672.21,7693.04,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,7682.29,DLinear
2024-07-12,7669.61,7650.62,7671.48,7621.69,7665.51,7658.81,7675.2,7701.66,7714.63,7765.84,7667.84,7701.91,7626.23,7678.42,7672.11,7680.77,7656.73,7648.62,7658.77,7681.25,7680.0 2024-07-12,7669.61,7650.62,7671.48,7621.69,7665.51,7658.81,7675.2,7701.66,7714.63,7765.84,7667.84,7701.91,7626.23,7678.42,7672.11,7680.77,7656.73,7648.62,7658.77,7681.25,7680.0,7658.77,7701.66,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,7680.77,TFT
2024-07-15,7674.74,7636.96,7662.9,7660.4,7664.41,7649.86,7662.4,7692.31,7707.55,7758.14,7666.8,7694.71,7642.93,7675.73,7670.65,7683.32,7663.66,7658.05,7658.65,7685.69,7680.0 2024-07-15,7674.74,7636.96,7662.9,7660.4,7664.41,7649.86,7662.4,7692.31,7707.55,7758.14,7666.8,7694.71,7642.93,7675.73,7670.65,7683.32,7663.66,7658.05,7658.65,7685.69,7680.0,7658.65,7692.31,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,7683.32,TFT
2024-07-16,7651.22,7665.87,7666.36,7679.77,7669.12,7662.39,7662.32,7694.89,7712.67,7768.03,7660.25,7693.56,7646.65,7667.06,7679.83,7685.51,7667.3,7657.69,7669.74,7726.9,7666.67 2024-07-16,7651.22,7665.87,7666.36,7679.77,7669.12,7662.39,7662.32,7694.89,7712.67,7768.03,7660.25,7693.56,7646.65,7667.06,7679.83,7685.51,7667.3,7657.69,7669.74,7726.9,7666.67,7662.32,7694.89,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,7666.36,LSTM
2024-07-17,7637.9,7660.13,7645.18,7660.46,7665.03,7655.32,7661.53,7680.92,7691.54,7757.11,7655.57,7673.35,7649.5,7651.11,7662.8,7670.56,7667.2,7655.92,7665.27,7701.17,7660.0 2024-07-17,7637.9,7660.13,7645.18,7660.46,7665.03,7655.32,7661.53,7680.92,7691.54,7757.11,7655.57,7673.35,7649.5,7651.11,7662.8,7670.56,7667.2,7655.92,7665.27,7701.17,7660.0,7661.53,7680.92,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,7660.13,Informer
2024-07-18,7661.33,7666.53,7639.5,7683.98,7661.71,7662.09,7657.96,7670.44,7689.36,7759.37,7647.55,7671.03,7659.78,7652.43,7661.6,7657.73,7666.66,7654.79,7657.27,7689.07,7656.67 2024-07-18,7661.33,7666.53,7639.5,7683.98,7661.71,7662.09,7657.96,7670.44,7689.36,7759.37,7647.55,7671.03,7659.78,7652.43,7661.6,7657.73,7666.66,7654.79,7657.27,7689.07,7656.67,7657.27,7670.44,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,7657.27,TiDE
2024-07-19,7665.03,7654.06,7635.24,7668.78,7662.77,7660.37,7654.84,7669.45,7686.07,7754.96,7643.93,7669.79,7665.58,7643.64,7663.61,7649.73,7666.01,7657.81,7657.13,7685.6,7656.67 2024-07-19,7665.03,7654.06,7635.24,7668.78,7662.77,7660.37,7654.84,7669.45,7686.07,7754.96,7643.93,7669.79,7665.58,7643.64,7663.61,7649.73,7666.01,7657.81,7657.13,7685.6,7656.67,7654.84,7669.45,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,7657.13,TiDE
2024-07-22,7649.73,7644.27,7636.49,7644.6,7665.12,7666.42,7654.45,7668.51,7688.3,7764.49,7644.52,7672.99,7672.46,7658.74,7658.42,7642.28,7666.42,7664.4,7656.29,7667.09,7640.0 2024-07-22,7649.73,7644.27,7636.49,7644.6,7665.12,7666.42,7654.45,7668.51,7688.3,7764.49,7644.52,7672.99,7672.46,7658.74,7658.42,7642.28,7666.42,7664.4,7656.29,7667.09,7640.0,7654.45,7668.51,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7642.28,TFT
2024-07-23,7615.23,7645.56,7610.57,7655.94,7652.1,7662.34,7634.09,7645.28,7662.61,7733.56,7646.66,7650.71,7654.92,7659.24,7642.47,7624.17,7666.82,7659.42,7638.33,7656.65,7623.33 2024-07-23,7615.23,7645.56,7610.57,7655.94,7652.1,7662.34,7634.09,7645.28,7662.61,7733.56,7646.66,7650.71,7654.92,7659.24,7642.47,7624.17,7666.82,7659.42,7638.33,7656.65,7623.33,7634.09,7652.1,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,7624.17,TFT
2024-07-24,7597.53,7650.06,7590.27,7719.11,7634.82,7637.72,7616.98,7624.78,7646.08,7661.27,7642.03,7625.71,7641.44,7656.11,7626.19,7609.78,7665.78,7651.82,7623.34,7656.74,7623.33 2024-07-24,7597.53,7650.06,7590.27,7719.11,7634.82,7637.72,7616.98,7624.78,7646.08,7661.27,7642.03,7625.71,7641.44,7656.11,7626.19,7609.78,7665.78,7651.82,7623.34,7656.74,7623.33,7616.98,7634.82,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,7623.34,TiDE
2024-07-25,7608.65,7635.91,7593.96,7735.25,7627.76,7630.19,7616.05,7628.94,7653.01,7653.68,7631.24,7626.97,7640.3,7666.61,7627.16,7611.94,7663.56,7653.03,7621.39,7660.64,7616.67 2024-07-25,7608.65,7635.91,7593.96,7735.25,7627.76,7630.19,7616.05,7628.94,7653.01,7653.68,7631.24,7626.97,7640.3,7666.61,7627.16,7611.94,7663.56,7653.03,7621.39,7660.64,7616.67,7616.05,7628.94,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.0,7616.05,PatchTST
2024-07-26,7617.22,7632.98,7583.26,7719.98,7622.01,7624.53,7601.33,7616.61,7641.8,7622.3,7619.09,7615.34,7640.72,7653.16,7615.57,7609.45,7661.1,7643.86,7611.62,7667.77,7606.67 2024-07-26,7617.22,7632.98,7583.26,7719.98,7622.01,7624.53,7601.33,7616.61,7641.8,7622.3,7619.09,7615.34,7640.72,7653.16,7615.57,7609.45,7661.1,7643.86,7611.62,7667.77,7606.67,7601.33,7622.01,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,7609.45,TFT
2024-07-29,7632.45,7609.45,7571.18,7713.09,7611.68,7620.21,7594.82,7607.42,7631.3,7611.93,7608.13,7602.7,7638.04,7621.31,7607.55,7595.9,7657.72,7625.12,7607.82,7630.84,7593.33 2024-07-29,7632.45,7609.45,7571.18,7713.09,7611.68,7620.21,7594.82,7607.42,7631.3,7611.93,7608.13,7602.7,7638.04,7621.31,7607.55,7595.9,7657.72,7625.12,7607.82,7630.84,7593.33,7594.82,7611.68,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.01,0.0,7594.82,PatchTST
2024-07-30,7621.05,7605.67,7554.07,7693.67,7599.03,7601.6,7588.37,7595.38,7615.72,7591.75,7594.35,7583.41,7629.58,7602.19,7598.93,7574.65,7653.51,7600.72,7596.26,7617.22,7593.33 2024-07-30,7621.05,7605.67,7554.07,7693.67,7599.03,7601.6,7588.37,7595.38,7615.72,7591.75,7594.35,7583.41,7629.58,7602.19,7598.93,7574.65,7653.51,7600.72,7596.26,7617.22,7593.33,7588.37,7599.03,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,7594.35,BiTCN
2024-07-31,7587.46,7604.13,7557.67,7676.02,7593.74,7595.79,7589.72,7594.85,7621.85,7591.03,7581.07,7582.76,7605.31,7587.62,7602.61,7569.93,7649.69,7571.38,7593.87,7608.1,7583.33 2024-07-31,7587.46,7604.13,7557.67,7676.02,7593.74,7595.79,7589.72,7594.85,7621.85,7591.03,7581.07,7582.76,7605.31,7587.62,7602.61,7569.93,7649.69,7571.38,7593.87,7608.1,7583.33,7589.72,7602.61,PatchTST,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,7582.76,DilatedRNN
2024-08-01,7576.43,7594.77,7542.38,7676.91,7583.79,7575.55,7576.5,7581.67,7606.06,7578.42,7566.83,7567.78,7578.68,7581.86,7588.04,7561.38,7647.13,7543.93,7580.26,7601.32,7620.0 2024-08-01,7576.43,7594.77,7542.38,7676.91,7583.79,7575.55,7576.5,7581.67,7606.06,7578.42,7566.83,7567.78,7578.68,7581.86,7588.04,7561.38,7647.13,7543.93,7580.26,7601.32,7620.0,7576.5,7588.04,PatchTST,NLinear,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,7606.06,GRU
2024-08-02,7616.25,7599.38,7601.53,7702.78,7607.2,7603.66,7609.55,7638.54,7668.72,7714.11,7574.54,7622.81,7587.85,7601.98,7625.29,7605.34,7647.13,7558.22,7606.16,7607.22,7623.33 2024-08-02,7616.25,7599.38,7601.53,7702.78,7607.2,7603.66,7609.55,7638.54,7668.72,7714.11,7574.54,7622.81,7587.85,7601.98,7625.29,7605.34,7647.13,7558.22,7606.16,7607.22,7623.33,7606.16,7638.54,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,7622.81,DilatedRNN
2024-08-05,7621.53,7592.47,7595.34,7698.87,7621.36,7617.55,7611.03,7638.07,7653.23,7735.43,7591.9,7625.9,7595.08,7607.4,7626.78,7606.12,7648.05,7577.72,7617.05,7605.43,7610.0 2024-08-05,7621.53,7592.47,7595.34,7698.87,7621.36,7617.55,7611.03,7638.07,7653.23,7735.43,7591.9,7625.9,7595.08,7607.4,7626.78,7606.12,7648.05,7577.72,7617.05,7605.43,7610.0,7611.03,7638.07,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7611.03,PatchTST
2024-08-06,7614.82,7598.47,7578.08,7696.71,7616.64,7609.5,7607.33,7612.45,7636.6,7706.2,7602.73,7605.37,7605.46,7622.93,7609.92,7603.31,7648.18,7593.61,7621.72,7609.77,7596.67 2024-08-06,7614.82,7598.47,7578.08,7696.71,7616.64,7609.5,7607.33,7612.45,7636.6,7706.2,7602.73,7605.37,7605.46,7622.93,7609.92,7603.31,7648.18,7593.61,7621.72,7609.77,7596.67,7607.33,7621.72,PatchTST,TiDE,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7598.47,Informer
2024-08-07,7600.42,7592.13,7560.49,7700.19,7603.22,7600.74,7594.67,7605.4,7620.27,7632.15,7602.99,7587.78,7602.43,7620.43,7599.1,7588.53,7647.25,7581.33,7607.23,7602.89,7586.67 2024-08-07,7600.42,7592.13,7560.49,7700.19,7603.22,7600.74,7594.67,7605.4,7620.27,7632.15,7602.99,7587.78,7602.43,7620.43,7599.1,7588.53,7647.25,7581.33,7607.23,7602.89,7586.67,7594.67,7607.23,PatchTST,TiDE,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,7587.78,DilatedRNN
2024-08-08,7582.46,7579.27,7547.9,7691.99,7590.51,7583.07,7585.2,7581.87,7610.47,7580.54,7596.98,7572.43,7580.94,7599.9,7587.52,7592.21,7644.23,7643.29,7591.49,7595.2,7583.33 2024-08-08,7582.46,7579.27,7547.9,7691.99,7590.51,7583.07,7585.2,7581.87,7610.47,7580.54,7596.98,7572.43,7580.94,7599.9,7587.52,7592.21,7644.23,7643.29,7591.49,7595.2,7583.33,7581.87,7591.49,RNN,TiDE,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7583.07,TSMixerx
2024-08-09,7572.3,7579.08,7544.76,7685.98,7581.03,7579.99,7585.11,7579.56,7609.39,7579.0,7593.55,7571.36,7577.72,7584.52,7578.71,7580.27,7640.76,7661.68,7580.79,7613.95,7583.33 2024-08-09,7572.3,7579.08,7544.76,7685.98,7581.03,7579.99,7585.11,7579.56,7609.39,7579.0,7593.55,7571.36,7577.72,7584.52,7578.71,7580.27,7640.76,7661.68,7580.79,7613.95,7583.33,7578.71,7585.11,NLinear,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7584.52,DLinear
2024-08-12,7565.19,7562.29,7545.41,7676.57,7579.53,7568.37,7583.51,7586.38,7610.8,7581.76,7591.14,7573.16,7571.12,7579.25,7574.68,7569.9,7637.37,7675.83,7579.89,7606.85,7586.67 2024-08-12,7565.19,7562.29,7545.41,7676.57,7579.53,7568.37,7583.51,7586.38,7610.8,7581.76,7591.14,7573.16,7571.12,7579.25,7574.68,7569.9,7637.37,7675.83,7579.89,7606.85,7586.67,7574.68,7586.38,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7586.38,RNN
2024-08-13,7563.62,7566.02,7550.8,7670.48,7579.66,7581.39,7587.7,7591.05,7616.26,7595.69,7589.46,7581.39,7578.19,7586.37,7580.72,7572.45,7634.98,7685.1,7584.15,7605.62,7593.33 2024-08-13,7563.62,7566.02,7550.8,7670.48,7579.66,7581.39,7587.7,7591.05,7616.26,7595.69,7589.46,7581.39,7578.19,7586.37,7580.72,7572.45,7634.98,7685.1,7584.15,7605.62,7593.33,7579.66,7591.05,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7591.05,RNN
2024-08-14,7576.39,7581.33,7560.34,7675.32,7581.9,7581.96,7593.26,7601.19,7625.12,7601.06,7585.96,7582.96,7591.15,7583.67,7594.52,7589.33,7632.88,7686.85,7588.09,7596.56,7590.0 2024-08-14,7576.39,7581.33,7560.34,7675.32,7581.9,7581.96,7593.26,7601.19,7625.12,7601.06,7585.96,7582.96,7591.15,7583.67,7594.52,7589.33,7632.88,7686.85,7588.09,7596.56,7590.0,7581.9,7601.19,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7589.33,TFT
2024-08-15,7577.48,7580.18,7554.1,7682.5,7580.27,7581.07,7588.06,7594.36,7617.3,7594.63,7577.61,7574.04,7585.9,7573.04,7589.19,7595.72,7630.35,7676.25,7584.21,7588.85,7583.33 2024-08-15,7577.48,7580.18,7554.1,7682.5,7580.27,7581.07,7588.06,7594.36,7617.3,7594.63,7577.61,7574.04,7585.9,7573.04,7589.19,7595.72,7630.35,7676.25,7584.21,7588.85,7583.33,7580.27,7594.36,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7584.21,TiDE
2024-08-16,7575.3,7564.63,7545.8,7686.68,7575.85,7576.91,7580.0,7585.32,7609.72,7583.25,7570.84,7568.21,7574.59,7570.58,7584.68,7589.57,7627.38,7665.61,7577.83,7587.43,7583.33 2024-08-16,7575.3,7564.63,7545.8,7686.68,7575.85,7576.91,7580.0,7585.32,7609.72,7583.25,7570.84,7568.21,7574.59,7570.58,7584.68,7589.57,7627.38,7665.61,7577.83,7587.43,7583.33,7575.85,7585.32,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7583.25,TCN
2024-08-19,7583.78,7564.47,7547.04,7693.78,7576.66,7590.53,7583.24,7587.57,7611.94,7580.78,7566.85,7568.77,7576.56,7563.43,7580.76,7592.1,7624.46,7672.57,7577.68,7592.79,7570.0 2024-08-19,7583.78,7564.47,7547.04,7693.78,7576.66,7590.53,7583.24,7587.57,7611.94,7580.78,7566.85,7568.77,7576.56,7563.43,7580.76,7592.1,7624.46,7672.57,7577.68,7592.79,7570.0,7576.66,7587.57,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.01,7568.77,DilatedRNN
2024-08-20,7572.15,7547.01,7526.81,7671.45,7568.6,7580.24,7569.61,7567.35,7591.95,7568.04,7561.53,7550.82,7574.94,7559.89,7564.28,7585.51,7621.06,7668.15,7564.85,7593.95,7570.0 2024-08-20,7572.15,7547.01,7526.81,7671.45,7568.6,7580.24,7569.61,7567.35,7591.95,7568.04,7561.53,7550.82,7574.94,7559.89,7564.28,7585.51,7621.06,7668.15,7564.85,7593.95,7570.0,7564.28,7569.61,NLinear,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7569.61,PatchTST
2024-08-21,7573.42,7547.32,7530.82,7666.64,7567.89,7575.96,7578.4,7571.05,7598.86,7567.66,7559.81,7551.3,7579.86,7556.56,7568.24,7577.28,7617.48,7658.24,7567.96,7595.48,7570.0 2024-08-21,7573.42,7547.32,7530.82,7666.64,7567.89,7575.96,7578.4,7571.05,7598.86,7567.66,7559.81,7551.3,7579.86,7556.56,7568.24,7577.28,7617.48,7658.24,7567.96,7595.48,7570.0,7567.89,7578.4,TSMixer,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7571.05,RNN
2024-08-22,7573.07,7553.0,7529.61,7668.62,7570.14,7576.54,7578.19,7572.59,7597.05,7564.06,7557.67,7549.96,7582.79,7558.09,7571.36,7573.0,7613.63,7649.21,7570.82,7596.41,7590.0 2024-08-22,7573.07,7553.0,7529.61,7668.62,7570.14,7576.54,7578.19,7572.59,7597.05,7564.06,7557.67,7549.96,7582.79,7558.09,7571.36,7573.0,7613.63,7649.21,7570.82,7596.41,7590.0,7570.14,7578.19,TSMixer,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,7596.41,DeepNPTS
2024-08-23,7591.57,7570.94,7560.14,7670.81,7585.53,7577.36,7595.08,7597.17,7628.08,7602.95,7563.0,7578.88,7588.25,7580.61,7588.53,7588.33,7610.53,7651.94,7586.39,7599.99,7583.33 2024-08-23,7591.57,7570.94,7560.14,7670.81,7585.53,7577.36,7595.08,7597.17,7628.08,7602.95,7563.0,7578.88,7588.25,7580.61,7588.53,7588.33,7610.53,7651.94,7586.39,7599.99,7583.33,7585.53,7597.17,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,7585.53,TSMixer
2024-08-26,7585.94,7559.82,7544.76,7661.83,7584.95,7583.38,7584.8,7588.16,7607.8,7587.92,7569.26,7568.6,7581.87,7588.27,7584.7,7584.03,7607.22,7649.99,7582.57,7594.95,7583.33 2024-08-26,7585.94,7559.82,7544.76,7661.83,7584.95,7583.38,7584.8,7588.16,7607.8,7587.92,7569.26,7568.6,7581.87,7588.27,7584.7,7584.03,7607.22,7649.99,7582.57,7594.95,7583.33,7582.57,7588.16,TiDE,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,7583.38,TSMixerx
2024-08-27,7583.67,7562.52,7548.9,7658.7,7583.01,7588.14,7583.17,7588.62,7614.19,7590.1,7572.3,7571.03,7577.78,7596.16,7581.18,7582.94,7603.87,7646.62,7585.5,7587.22,7610.0 2024-08-27,7583.67,7562.52,7548.9,7658.7,7583.01,7588.14,7583.17,7588.62,7614.19,7590.1,7572.3,7571.03,7577.78,7596.16,7581.18,7582.94,7603.87,7646.62,7585.5,7587.22,7610.0,7581.18,7588.62,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,7614.19,GRU
2024-08-28,7608.75,7573.37,7587.12,7673.3,7599.94,7608.28,7606.73,7628.21,7652.47,7664.54,7591.65,7610.38,7596.44,7602.33,7610.44,7591.02,7601.62,7649.51,7604.31,7595.06,7610.0 2024-08-28,7608.75,7573.37,7587.12,7673.3,7599.94,7608.28,7606.73,7628.21,7652.47,7664.54,7591.65,7610.38,7596.44,7602.33,7610.44,7591.02,7601.62,7649.51,7604.31,7595.06,7610.0,7599.94,7628.21,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,7610.38,DilatedRNN
2024-08-29,7610.24,7581.95,7579.49,7667.2,7606.13,7611.64,7601.7,7614.17,7638.98,7657.09,7608.52,7604.72,7599.74,7592.46,7610.07,7593.12,7599.89,7651.06,7610.39,7598.34,7613.33 2024-08-29,7610.24,7581.95,7579.49,7667.2,7606.13,7611.64,7601.7,7614.17,7638.98,7657.09,7608.52,7604.72,7599.74,7592.46,7610.07,7593.12,7599.89,7651.06,7610.39,7598.34,7613.33,7601.7,7614.17,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,7614.17,RNN
2024-08-30,7614.03,7597.63,7586.96,7655.72,7609.34,7627.82,7609.66,7622.84,7647.73,7683.32,7625.2,7611.68,7604.11,7604.98,7607.4,7605.44,7598.84,7655.51,7616.44,7604.42,7606.67 2024-08-30,7614.03,7597.63,7586.96,7655.72,7609.34,7627.82,7609.66,7622.84,7647.73,7683.32,7625.2,7611.68,7604.11,7604.98,7607.4,7605.44,7598.84,7655.51,7616.44,7604.42,7606.67,7607.4,7622.84,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,7607.4,NLinear
2024-09-02,7605.77,7607.48,7574.01,7657.55,7606.13,7623.34,7601.08,7617.14,7632.79,7647.45,7631.48,7601.88,7607.32,7602.92,7610.32,7598.03,7597.7,7649.4,7604.07,7593.73,7583.33 2024-09-02,7605.77,7607.48,7574.01,7657.55,7606.13,7623.34,7601.08,7617.14,7632.79,7647.45,7631.48,7601.88,7607.32,7602.92,7610.32,7598.03,7597.7,7649.4,7604.07,7593.73,7583.33,7601.08,7617.14,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,7574.01,LSTM
2024-09-03,7585.53,7591.18,7541.28,7616.14,7585.56,7597.08,7575.22,7577.4,7602.02,7584.32,7620.22,7566.19,7593.28,7584.09,7584.79,7569.87,7596.02,7632.57,7579.08,7589.84,7562.5 2024-09-03,7585.53,7591.18,7541.28,7616.14,7585.56,7597.08,7575.22,7577.4,7602.02,7584.32,7620.22,7566.19,7593.28,7584.09,7584.79,7569.87,7596.02,7632.57,7579.08,7589.84,7562.5,7575.22,7585.56,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,7566.19,DilatedRNN
2024-09-04,7568.37,7571.94,7515.98,7610.57,7565.79,7581.26,7562.25,7558.08,7581.85,7545.27,7604.56,7535.46,7576.39,7572.94,7565.45,7557.33,7593.59,7618.83,7560.98,7584.89,7535.0 2024-09-04,7568.37,7571.94,7515.98,7610.57,7565.79,7581.26,7562.25,7558.08,7581.85,7545.27,7604.56,7535.46,7576.39,7572.94,7565.45,7557.33,7593.59,7618.83,7560.98,7584.89,7535.0,7558.08,7565.79,RNN,TSMixer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,7535.46,DilatedRNN
2024-09-05,7543.76,7554.78,7480.27,7596.32,7542.46,7560.43,7542.41,7526.06,7549.62,7514.26,7580.6,7496.51,7554.42,7552.65,7529.62,7533.45,7589.9,7609.7,7536.19,7604.62,7475.0 2024-09-05,7543.76,7554.78,7480.27,7596.32,7542.46,7560.43,7542.41,7526.06,7549.62,7514.26,7580.6,7496.51,7554.42,7552.65,7529.62,7533.45,7589.9,7609.7,7536.19,7604.62,7475.0,7526.06,7542.46,RNN,TSMixer,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,7480.27,LSTM
2024-09-06,7486.44,7535.38,7399.34,7579.63,7490.15,7530.32,7484.73,7455.8,7477.09,7467.9,7540.47,7420.37,7514.24,7518.1,7469.82,7508.77,7582.87,7581.29,7483.85,7606.65,7442.5 2024-09-06,7486.44,7535.38,7399.34,7579.63,7490.15,7530.32,7484.73,7455.8,7477.09,7467.9,7540.47,7420.37,7514.24,7518.1,7469.82,7508.77,7582.87,7581.29,7483.85,7606.65,7442.5,7455.8,7490.15,RNN,TSMixer,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,7455.8,RNN
2024-09-09,7470.01,7515.88,7364.62,7562.42,7446.27,7498.53,7460.67,7431.29,7457.63,7439.77,7496.35,7380.39,7490.04,7478.05,7433.33,7489.86,7574.18,7557.17,7447.27,7583.34,7422.5 2024-09-09,7470.01,7515.88,7364.62,7562.42,7446.27,7498.53,7460.67,7431.29,7457.63,7439.77,7496.35,7380.39,7490.04,7478.05,7433.33,7489.86,7574.18,7557.17,7447.27,7583.34,7422.5,7431.29,7460.67,RNN,PatchTST,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,7431.29,RNN
2024-09-10,7451.33,7504.81,7339.71,7541.21,7420.48,7477.1,7438.77,7409.71,7440.34,7417.87,7462.64,7355.09,7458.54,7445.15,7421.15,7475.16,7564.85,7527.78,7425.45,7562.5,7412.5 2024-09-10,7451.33,7504.81,7339.71,7541.21,7420.48,7477.1,7438.77,7409.71,7440.34,7417.87,7462.64,7355.09,7458.54,7445.15,7421.15,7475.16,7564.85,7527.78,7425.45,7562.5,7412.5,7409.71,7438.77,RNN,PatchTST,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,7409.71,RNN
2024-09-11,7430.97,7491.05,7330.97,7519.37,7404.28,7462.26,7420.89,7398.85,7436.14,7408.15,7431.14,7340.45,7432.55,7418.98,7415.28,7464.61,7555.64,7498.71,7417.44,7535.0,7387.5 2024-09-11,7430.97,7491.05,7330.97,7519.37,7404.28,7462.26,7420.89,7398.85,7436.14,7408.15,7431.14,7340.45,7432.55,7418.98,7415.28,7464.61,7555.64,7498.71,7417.44,7535.0,7387.5,7398.85,7420.89,RNN,PatchTST,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,7398.85,RNN
2024-09-12,7398.0,7478.74,7303.67,7492.92,7382.31,7444.67,7391.09,7382.94,7411.65,7396.88,7397.14,7313.15,7402.38,7400.79,7386.94,7448.76,7545.54,7460.06,7395.3,7475.01,7380.0 2024-09-12,7398.0,7478.74,7303.67,7492.92,7382.31,7444.67,7391.09,7382.94,7411.65,7396.88,7397.14,7313.15,7402.38,7400.79,7386.94,7448.76,7545.54,7460.06,7395.3,7475.01,7380.0,7382.31,7395.3,TSMixer,TiDE,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.02,0.02,0.01,7382.31,TSMixer
2024-09-13,7388.71,7460.03,7300.95,7464.13,7369.45,7424.93,7380.86,7379.25,7411.88,7392.85,7374.15,7309.57,7382.1,7401.54,7385.04,7438.55,7535.68,7439.73,7384.62,7442.51,7395.0 2024-09-13,7388.71,7460.03,7300.95,7464.13,7369.45,7424.93,7380.86,7379.25,7411.88,7392.85,7374.15,7309.57,7382.1,7401.54,7385.04,7438.55,7535.68,7439.73,7384.62,7442.51,7395.0,7369.45,7385.04,TSMixer,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.01,7392.85,TCN
2024-09-14,7403.95,7464.0,7318.92,7450.39,7380.9,7417.35,7390.87,7396.28,7429.07,7406.03,7371.11,7327.5,7375.1,7403.94,7403.98,7435.49,7527.23,7421.01,7393.19,7422.53,7375.0 2024-09-14,7403.95,7464.0,7318.92,7450.39,7380.9,7417.35,7390.87,7396.28,7429.07,7406.03,7371.11,7327.5,7375.1,7403.94,7403.98,7435.49,7527.23,7421.01,7393.19,7422.53,7375.0,7380.9,7403.98,TSMixer,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.02,0.01,7375.1,MLP
2024-09-18,7378.25,7450.51,7296.64,7420.48,7374.33,7397.35,7365.31,7369.65,7403.89,7405.31,7367.04,7307.74,7352.11,7382.56,7384.77,7418.46,7518.24,7376.68,7382.2,7412.61,7342.5 2024-09-18,7378.25,7450.51,7296.64,7420.48,7374.33,7397.35,7365.31,7369.65,7403.89,7405.31,7367.04,7307.74,7352.11,7382.56,7384.77,7418.46,7518.24,7376.68,7382.2,7412.61,7342.5,7365.31,7384.77,PatchTST,NLinear,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.02,0.0,7352.11,MLP
2024-09-19,7345.8,7424.07,7273.03,7383.78,7351.39,7367.71,7348.02,7343.67,7377.78,7405.74,7364.49,7286.64,7340.79,7371.55,7346.23,7404.98,7508.11,7313.24,7357.08,7392.25,7325.0 2024-09-19,7345.8,7424.07,7273.03,7383.78,7351.39,7367.71,7348.02,7343.67,7377.78,7405.74,7364.49,7286.64,7340.79,7371.55,7346.23,7404.98,7508.11,7313.24,7357.08,7392.25,7325.0,7343.67,7357.08,RNN,TiDE,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.0,7313.24,MLPMultivariate
2024-09-20,7331.34,7411.4,7261.47,7359.5,7333.1,7352.78,7340.24,7332.29,7366.28,7407.88,7366.1,7275.0,7339.29,7357.37,7336.36,7381.77,7497.51,7277.24,7337.64,7389.01,7340.0 2024-09-20,7331.34,7411.4,7261.47,7359.5,7333.1,7352.78,7340.24,7332.29,7366.28,7407.88,7366.1,7275.0,7339.29,7357.37,7336.36,7381.77,7497.51,7277.24,7337.64,7389.01,7340.0,7332.29,7340.24,RNN,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.01,7340.24,PatchTST
2024-09-23,7350.17,7409.47,7273.6,7360.28,7338.57,7354.65,7355.94,7342.36,7383.53,7413.67,7372.86,7285.44,7350.24,7359.13,7346.39,7390.63,7488.3,7253.74,7336.25,7363.92,7310.0 2024-09-23,7350.17,7409.47,7273.6,7360.28,7338.57,7354.65,7355.94,7342.36,7383.53,7413.67,7372.86,7285.44,7350.24,7359.13,7346.39,7390.63,7488.3,7253.74,7336.25,7363.92,7310.0,7336.25,7355.94,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,7285.44,DilatedRNN
2024-09-24,7334.33,7387.52,7250.34,7333.1,7321.56,7341.2,7323.07,7313.94,7351.58,7405.47,7369.32,7258.87,7332.21,7339.95,7319.59,7372.23,7478.05,7233.88,7309.53,7330.44,7280.0 2024-09-24,7334.33,7387.52,7250.34,7333.1,7321.56,7341.2,7323.07,7313.94,7351.58,7405.47,7369.32,7258.87,7332.21,7339.95,7319.59,7372.23,7478.05,7233.88,7309.53,7330.44,7280.0,7309.53,7323.07,TiDE,PatchTST,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.03,0.01,7258.87,DilatedRNN
2024-09-25,7331.68,7358.95,7233.76,7294.82,7295.02,7325.46,7313.92,7295.67,7333.57,7389.7,7358.18,7239.93,7329.29,7318.18,7284.22,7352.1,7466.86,7208.89,7292.13,7300.88,7315.0 2024-09-25,7331.68,7358.95,7233.76,7294.82,7295.02,7325.46,7313.92,7295.67,7333.57,7389.7,7358.18,7239.93,7329.29,7318.18,7284.22,7352.1,7466.86,7208.89,7292.13,7300.88,7315.0,7284.22,7313.92,NLinear,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.02,0.01,7313.92,PatchTST
2024-09-26,7383.23,7354.28,7258.63,7322.43,7311.57,7337.57,7346.59,7334.2,7368.18,7395.19,7360.13,7262.58,7348.37,7337.87,7321.63,7365.79,7457.88,7369.88,7315.96,7309.91,7310.0 2024-09-26,7383.23,7354.28,7258.63,7322.43,7311.57,7337.57,7346.59,7334.2,7368.18,7395.19,7360.13,7262.58,7348.37,7337.87,7321.63,7365.79,7457.88,7369.88,7315.96,7309.91,7310.0,7311.57,7346.59,TSMixer,PatchTST,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.02,0.01,7309.91,DeepNPTS
2024-09-27,7395.39,7342.84,7252.57,7349.44,7311.78,7332.55,7328.61,7316.26,7355.87,7383.46,7355.37,7250.85,7333.29,7314.8,7318.06,7363.19,7449.12,7426.95,7307.61,7323.36,7310.0 2024-09-27,7395.39,7342.84,7252.57,7349.44,7311.78,7332.55,7328.61,7316.26,7355.87,7383.46,7355.37,7250.85,7333.29,7314.8,7318.06,7363.19,7449.12,7426.95,7307.61,7323.36,7310.0,7307.61,7328.61,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,7311.78,TSMixer
2024-09-29,7404.69,7328.01,7255.95,7412.08,7310.44,7339.92,7335.89,7322.03,7360.7,7391.28,7348.53,7255.08,7324.23,7308.09,7314.78,7356.94,7440.11,7459.6,7314.78,7323.36,7365.0 2024-09-29,7404.69,7328.01,7255.95,7412.08,7310.44,7339.92,7335.89,7322.03,7360.7,7391.28,7348.53,7255.08,7324.23,7308.09,7314.78,7356.94,7440.11,7459.6,7314.78,7323.36,7365.0,7310.44,7335.89,TSMixer,PatchTST,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7360.7,GRU
2024-09-30,7426.12,7341.11,7300.09,7456.35,7351.28,7360.36,7371.79,7386.81,7413.94,7423.46,7354.23,7305.8,7350.79,7337.02,7372.67,7375.01,7433.62,7526.69,7362.78,7362.27,7420.0 2024-09-30,7426.12,7341.11,7300.09,7456.35,7351.28,7360.36,7371.79,7386.81,7413.94,7423.46,7354.23,7305.8,7350.79,7337.02,7372.67,7375.01,7433.62,7526.69,7362.78,7362.27,7420.0,7351.28,7386.81,TSMixer,RNN,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.01,0.0,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.01,7423.46,TCN
2024-10-08,7406.37,7396.05,7363.97,7515.23,7401.51,7391.97,7409.69,7428.8,7463.3,7450.62,7382.85,7368.46,7376.8,7366.11,7426.31,7404.72,7429.4,7614.2,7412.17,7419.09,7602.5 2024-10-08,7406.37,7396.05,7363.97,7515.23,7401.51,7391.97,7409.69,7428.8,7463.3,7450.62,7382.85,7368.46,7376.8,7366.11,7426.31,7404.72,7429.4,7614.2,7412.17,7419.09,7602.5,7401.51,7428.8,TSMixer,RNN,0.02,0.02,0.03,0.03,0.03,0.03,0.03,0.03,0.02,0.03,0.03,0.02,0.03,0.03,0.03,0.03,0.02,0.01,0.02,0.0,7614.2,MLPMultivariate
2024-10-09,7577.33,7574.57,7625.6,7661.65,7544.47,7607.6,7631.74,7679.46,7699.37,7713.1,7580.36,7635.88,7586.54,7484.3,7607.45,7604.1,7429.48,7766.63,7573.71,7602.24,7602.5 2024-10-09,7577.33,7574.57,7625.6,7661.65,7544.47,7607.6,7631.74,7679.46,7699.37,7713.1,7580.36,7635.88,7586.54,7484.3,7607.45,7604.1,7429.48,7766.63,7573.71,7602.24,7602.5,7544.47,7679.46,TSMixer,RNN,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.02,7602.24,DeepNPTS
2024-10-10,7576.0,7601.33,7581.64,7719.31,7608.25,7677.35,7632.34,7639.99,7633.43,7766.71,7661.03,7634.72,7640.36,7542.83,7609.24,7617.74,7429.69,7786.16,7604.18,7602.37,7585.0 2024-10-10,7576.0,7601.33,7581.64,7719.31,7608.25,7677.35,7632.34,7639.99,7633.43,7766.71,7661.03,7634.72,7640.36,7542.83,7609.24,7617.74,7429.69,7786.16,7604.18,7602.37,7585.0,7604.18,7639.99,TiDE,RNN,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.02,0.02,0.02,0.03,7581.64,LSTM
2024-10-11,7631.65,7624.48,7575.07,7766.2,7609.2,7714.27,7629.44,7599.98,7624.22,7788.7,7691.29,7618.88,7651.66,7572.18,7587.86,7623.61,7429.71,7764.22,7600.31,7584.85,7575.0 2024-10-11,7631.65,7624.48,7575.07,7766.2,7609.2,7714.27,7629.44,7599.98,7624.22,7788.7,7691.29,7618.88,7651.66,7572.18,7587.86,7623.61,7429.71,7764.22,7600.31,7584.85,7575.0,7587.86,7629.44,NLinear,PatchTST,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.02,0.02,0.03,0.03,0.02,0.02,7575.07,LSTM
2024-10-12,7653.07,7598.33,7548.5,7847.1,7585.18,7706.53,7607.08,7603.88,7602.92,7740.27,7700.39,7589.1,7663.18,7571.87,7574.65,7629.57,7429.59,7716.69,7568.07,7574.84,7576.67 2024-10-12,7653.07,7598.33,7548.5,7847.1,7585.18,7706.53,7607.08,7603.88,7602.92,7740.27,7700.39,7589.1,7663.18,7571.87,7574.65,7629.57,7429.59,7716.69,7568.07,7574.84,7576.67,7568.07,7607.08,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.02,0.02,0.04,0.02,0.02,7574.84,DeepNPTS
2024-10-14,7691.78,7608.75,7548.03,7871.49,7552.13,7690.78,7583.72,7553.81,7607.37,7730.31,7696.8,7583.52,7677.65,7557.6,7562.15,7651.37,7429.44,7670.88,7546.73,7576.1,7565.0 2024-10-14,7691.78,7608.75,7548.03,7871.49,7552.13,7690.78,7583.72,7553.81,7607.37,7730.31,7696.8,7583.52,7677.65,7557.6,7562.15,7651.37,7429.44,7670.88,7546.73,7576.1,7565.0,7546.73,7583.72,TiDE,PatchTST,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.02,0.02,0.02,0.04,0.02,0.01,7562.15,NLinear
2024-10-15,7639.02,7604.74,7524.41,7792.94,7538.07,7647.37,7550.89,7554.31,7587.3,7702.48,7678.15,7562.07,7640.33,7526.24,7536.04,7653.55,7429.02,7615.24,7536.11,7564.45,7527.5 2024-10-15,7639.02,7604.74,7524.41,7792.94,7538.07,7647.37,7550.89,7554.31,7587.3,7702.48,7678.15,7562.07,7640.33,7526.24,7536.04,7653.55,7429.02,7615.24,7536.11,7564.45,7527.5,7536.04,7554.31,NLinear,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.02,0.02,0.02,0.02,0.04,0.01,0.01,7526.24,DLinear
2024-10-16,7560.16,7584.03,7472.19,7524.15,7510.13,7557.71,7500.61,7525.6,7538.71,7580.69,7620.62,7490.21,7571.23,7510.21,7483.04,7574.04,7427.96,7569.48,7510.9,7522.37,7477.5 2024-10-16,7560.16,7584.03,7472.19,7524.15,7510.13,7557.71,7500.61,7525.6,7538.71,7580.69,7620.62,7490.21,7571.23,7510.21,7483.04,7574.04,7427.96,7569.48,7510.9,7522.37,7477.5,7483.04,7525.6,NLinear,RNN,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.01,7472.19,LSTM
2024-10-17,7497.05,7571.56,7406.36,7436.05,7462.23,7506.3,7433.55,7466.97,7484.21,7495.48,7551.6,7417.59,7502.19,7486.54,7451.01,7481.14,7425.86,7531.56,7464.61,7505.66,7467.5 2024-10-17,7497.05,7571.56,7406.36,7436.05,7462.23,7506.3,7433.55,7466.97,7484.21,7495.48,7551.6,7417.59,7502.19,7486.54,7451.01,7481.14,7425.86,7531.56,7464.61,7505.66,7467.5,7433.55,7466.97,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,7466.97,RNN
2024-10-18,7485.83,7576.53,7400.38,7405.13,7439.71,7492.0,7417.06,7460.72,7487.02,7473.88,7503.86,7368.89,7465.12,7435.8,7465.36,7460.77,7423.55,7513.17,7448.06,7457.38,7370.0 2024-10-18,7485.83,7576.53,7400.38,7405.13,7439.71,7492.0,7417.06,7460.72,7487.02,7473.88,7503.86,7368.89,7465.12,7435.8,7465.36,7460.77,7423.55,7513.17,7448.06,7457.38,7370.0,7417.06,7465.36,PatchTST,NLinear,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.01,0.02,0.0,0.03,0.01,0.01,0.01,0.02,0.02,0.01,0.0,0.01,0.02,7368.89,DilatedRNN
2024-10-21,7344.19,7448.06,7278.98,7367.94,7369.4,7422.88,7311.05,7344.49,7375.82,7434.49,7406.12,7267.31,7378.31,7359.09,7361.07,7360.86,7418.39,7455.82,7359.83,7457.08,7362.5 2024-10-21,7344.19,7448.06,7278.98,7367.94,7369.4,7422.88,7311.05,7344.49,7375.82,7434.49,7406.12,7267.31,7378.31,7359.09,7361.07,7360.86,7418.39,7455.82,7359.83,7457.08,7362.5,7311.05,7369.4,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,7361.07,NLinear
2024-10-22,7325.96,7412.3,7285.18,7351.41,7343.75,7341.76,7318.72,7356.17,7398.84,7424.42,7348.14,7270.19,7359.63,7331.88,7344.37,7359.19,7413.08,7435.49,7339.82,7498.96,7346.67 2024-10-22,7325.96,7412.3,7285.18,7351.41,7343.75,7341.76,7318.72,7356.17,7398.84,7424.42,7348.14,7270.19,7359.63,7331.88,7344.37,7359.19,7413.08,7435.49,7339.82,7498.96,7346.67,7318.72,7356.17,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,7348.14,BiTCN
2024-10-23,7300.58,7353.2,7269.19,7345.42,7330.7,7285.19,7316.86,7347.0,7376.53,7407.48,7302.48,7257.8,7344.1,7307.03,7315.78,7345.47,7407.29,7416.71,7328.57,7479.02,7357.5 2024-10-23,7300.58,7353.2,7269.19,7345.42,7330.7,7285.19,7316.86,7347.0,7376.53,7407.48,7302.48,7257.8,7344.1,7307.03,7315.78,7345.47,7407.29,7416.71,7328.57,7479.02,7357.5,7315.78,7347.0,NLinear,RNN,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,7353.2,Informer
2024-10-24,7327.36,7330.89,7282.53,7334.39,7335.02,7320.17,7344.86,7348.92,7396.87,7389.91,7289.94,7275.05,7332.82,7332.66,7343.01,7344.94,7401.82,7432.15,7340.73,7461.51,7352.5 2024-10-24,7327.36,7330.89,7282.53,7334.39,7335.02,7320.17,7344.86,7348.92,7396.87,7389.91,7289.94,7275.05,7332.82,7332.66,7343.01,7344.94,7401.82,7432.15,7340.73,7461.51,7352.5,7335.02,7348.92,TSMixer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,7348.92,RNN
2024-10-25,7343.94,7307.17,7278.58,7353.38,7347.83,7335.72,7367.26,7362.14,7388.07,7392.13,7273.09,7271.2,7327.52,7320.14,7359.31,7334.4,7396.39,7461.64,7356.27,7405.27,7372.5 2024-10-25,7343.94,7307.17,7278.58,7353.38,7347.83,7335.72,7367.26,7362.14,7388.07,7392.13,7273.09,7271.2,7327.52,7320.14,7359.31,7334.4,7396.39,7461.64,7356.27,7405.27,7372.5,7347.83,7367.26,TSMixer,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,7367.26,PatchTST
2024-10-28,7348.35,7346.41,7299.95,7382.28,7373.17,7332.05,7394.25,7378.33,7413.72,7409.43,7278.91,7304.22,7355.17,7345.4,7380.76,7341.12,7391.81,7485.78,7385.35,7352.0,7373.33 2024-10-28,7348.35,7346.41,7299.95,7382.28,7373.17,7332.05,7394.25,7378.33,7413.72,7409.43,7278.91,7304.22,7355.17,7345.4,7380.76,7341.12,7391.81,7485.78,7385.35,7352.0,7373.33,7373.17,7394.25,TSMixer,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.02,7373.17,TSMixer
2024-10-29,7362.26,7347.62,7299.38,7403.71,7382.63,7372.1,7388.31,7376.75,7408.46,7425.13,7307.02,7317.3,7360.51,7394.13,7388.48,7339.41,7387.2,7506.54,7374.2,7368.01,7380.0 2024-10-29,7362.26,7347.62,7299.38,7403.71,7382.63,7372.1,7388.31,7376.75,7408.46,7425.13,7307.02,7317.3,7360.51,7394.13,7388.48,7339.41,7387.2,7506.54,7374.2,7368.01,7380.0,7374.2,7388.48,TiDE,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.02,7382.63,TSMixer
2024-10-30,7368.73,7372.31,7309.24,7410.82,7385.75,7428.36,7376.78,7383.46,7418.25,7445.98,7354.4,7342.89,7363.36,7410.4,7387.01,7346.05,7383.02,7505.69,7359.37,7437.75,7330.0 2024-10-30,7368.73,7372.31,7309.24,7410.82,7385.75,7428.36,7376.78,7383.46,7418.25,7445.98,7354.4,7342.89,7363.36,7410.4,7387.01,7346.05,7383.02,7505.69,7359.37,7437.75,7330.0,7359.37,7387.01,TiDE,NLinear,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.02,0.01,0.01,0.02,7342.89,DilatedRNN
2024-10-31,7311.11,7337.7,7264.33,7417.51,7354.56,7416.21,7295.6,7331.68,7363.08,7446.37,7349.71,7310.97,7345.95,7400.75,7339.24,7304.52,7377.33,7490.8,7331.52,7393.39,7340.0 2024-10-31,7311.11,7337.7,7264.33,7417.51,7354.56,7416.21,7295.6,7331.68,7363.08,7446.37,7349.71,7310.97,7345.95,7400.75,7339.24,7304.52,7377.33,7490.8,7331.52,7393.39,7340.0,7295.6,7354.56,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,7339.24,NLinear
2024-11-01,7325.45,7340.67,7277.19,7403.85,7350.09,7391.7,7325.08,7346.34,7386.1,7448.67,7361.61,7319.58,7370.1,7385.94,7339.78,7319.82,7372.31,7485.72,7337.9,7388.84,7363.33 2024-11-01,7325.45,7340.67,7277.19,7403.85,7350.09,7391.7,7325.08,7346.34,7386.1,7448.67,7361.61,7319.58,7370.1,7385.94,7339.78,7319.82,7372.31,7485.72,7337.9,7388.84,7363.33,7325.08,7350.09,PatchTST,TSMixer,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.02,7361.61,BiTCN
2024-11-04,7380.95,7383.65,7292.43,7383.24,7362.64,7391.41,7347.38,7368.79,7402.84,7453.22,7370.16,7335.67,7402.01,7359.02,7359.95,7345.06,7368.38,7497.59,7359.38,7382.9,7360.0 2024-11-04,7380.95,7383.65,7292.43,7383.24,7362.64,7391.41,7347.38,7368.79,7402.84,7453.22,7370.16,7335.67,7402.01,7359.02,7359.95,7345.06,7368.38,7497.59,7359.38,7382.9,7360.0,7347.38,7368.79,PatchTST,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.02,7359.95,NLinear
2024-11-05,7384.76,7385.63,7289.12,7346.33,7359.37,7429.52,7351.29,7355.62,7396.87,7454.93,7371.16,7325.31,7409.42,7374.6,7372.07,7351.83,7364.63,7481.09,7351.21,7367.23,7357.5 2024-11-05,7384.76,7385.63,7289.12,7346.33,7359.37,7429.52,7351.29,7355.62,7396.87,7454.93,7371.16,7325.31,7409.42,7374.6,7372.07,7351.83,7364.63,7481.09,7351.21,7367.23,7357.5,7351.21,7372.07,TiDE,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.02,7359.37,TSMixer
2024-11-06,7372.14,7355.21,7288.76,7314.96,7358.52,7411.56,7351.78,7368.22,7396.45,7452.88,7354.85,7322.02,7400.71,7361.08,7378.69,7358.67,7361.11,7474.57,7344.45,7366.55,7383.33 2024-11-06,7372.14,7355.21,7288.76,7314.96,7358.52,7411.56,7351.78,7368.22,7396.45,7452.88,7354.85,7322.02,7400.71,7361.08,7378.69,7358.67,7361.11,7474.57,7344.45,7366.55,7383.33,7344.45,7378.69,TiDE,NLinear,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,7378.69,NLinear
2024-11-07,7394.49,7360.17,7314.98,7313.69,7372.23,7396.45,7372.83,7393.67,7424.33,7451.24,7358.23,7334.24,7417.74,7365.87,7401.06,7365.66,7359.13,7468.38,7365.83,7385.99,7366.67 2024-11-07,7394.49,7360.17,7314.98,7313.69,7372.23,7396.45,7372.83,7393.67,7424.33,7451.24,7358.23,7334.24,7417.74,7365.87,7401.06,7365.66,7359.13,7468.38,7365.83,7385.99,7366.67,7365.83,7401.06,TiDE,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,7365.87,DLinear
2024-11-08,7367.07,7340.66,7293.82,7316.41,7367.46,7382.51,7359.92,7362.61,7398.7,7438.23,7354.98,7304.15,7401.83,7383.2,7376.13,7365.23,7357.25,7458.3,7358.59,7369.13,7383.33 2024-11-08,7367.07,7340.66,7293.82,7316.41,7367.46,7382.51,7359.92,7362.61,7398.7,7438.23,7354.98,7304.15,7401.83,7383.2,7376.13,7365.23,7357.25,7458.3,7358.59,7369.13,7383.33,7358.59,7376.13,TiDE,NLinear,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,7383.2,DLinear
2024-11-11,7385.33,7367.98,7315.88,7312.9,7378.33,7404.64,7387.22,7388.8,7424.18,7437.92,7365.14,7305.25,7419.91,7362.62,7385.12,7370.33,7356.28,7474.63,7378.79,7380.81,7340.0 2024-11-11,7385.33,7367.98,7315.88,7312.9,7378.33,7404.64,7387.22,7388.8,7424.18,7437.92,7365.14,7305.25,7419.91,7362.62,7385.12,7370.33,7356.28,7474.63,7378.79,7380.81,7340.0,7378.33,7388.8,TSMixer,RNN,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.02,7356.28,StemGNN
2024-11-12,7348.61,7291.9,7270.91,7276.3,7360.35,7418.77,7340.51,7341.66,7370.75,7421.61,7353.11,7263.97,7401.87,7368.74,7336.24,7330.87,7354.22,7450.79,7358.86,7365.14,7306.67 2024-11-12,7348.61,7291.9,7270.91,7276.3,7360.35,7418.77,7340.51,7341.66,7370.75,7421.61,7353.11,7263.97,7401.87,7368.74,7336.24,7330.87,7354.22,7450.79,7358.86,7365.14,7306.67,7336.24,7360.35,NLinear,TSMixer,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.01,0.02,0.0,0.01,0.02,7291.9,Informer
2024-11-13,7332.29,7268.64,7251.3,7254.86,7321.8,7370.7,7316.54,7309.23,7352.06,7407.6,7345.42,7241.63,7403.21,7337.77,7293.72,7283.12,7351.63,7422.7,7318.66,7366.33,7323.33 2024-11-13,7332.29,7268.64,7251.3,7254.86,7321.8,7370.7,7316.54,7309.23,7352.06,7407.6,7345.42,7241.63,7403.21,7337.77,7293.72,7283.12,7351.63,7422.7,7318.66,7366.33,7323.33,7293.72,7321.8,NLinear,TSMixer,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,7321.8,TSMixer
2024-11-14,7344.44,7272.3,7257.76,7244.21,7333.12,7360.61,7371.92,7303.81,7360.68,7413.77,7340.82,7254.99,7417.81,7357.29,7319.99,7274.54,7348.14,7390.92,7325.41,7400.55,7353.33 2024-11-14,7344.44,7272.3,7257.76,7244.21,7333.12,7360.61,7371.92,7303.81,7360.68,7413.77,7340.82,7254.99,7417.81,7357.29,7319.99,7274.54,7348.14,7390.92,7325.41,7400.55,7353.33,7303.81,7371.92,RNN,PatchTST,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.01,7357.29,DLinear
2024-11-15,7319.74,7273.8,7268.91,7230.74,7333.59,7348.71,7348.61,7284.0,7349.73,7441.16,7343.64,7265.12,7418.84,7321.15,7309.22,7271.93,7337.24,7383.45,7336.21,7391.44,7393.33 2024-11-15,7319.74,7273.8,7268.91,7230.74,7333.59,7348.71,7348.61,7284.0,7349.73,7441.16,7343.64,7265.12,7418.84,7321.15,7309.22,7271.93,7337.24,7383.45,7336.21,7391.44,7393.33,7284.0,7348.61,RNN,PatchTST,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.02,0.0,0.0,0.02,0.01,0.01,0.01,0.02,0.01,0.0,7391.44,DeepNPTS
2024-11-18,7317.36,7293.89,7282.1,7208.8,7330.95,7366.03,7319.87,7297.49,7368.11,7442.79,7338.93,7287.87,7411.82,7370.53,7321.93,7272.12,7360.05,7365.12,7326.46,7397.05,7363.33 2024-11-18,7317.36,7293.89,7282.1,7208.8,7330.95,7366.03,7319.87,7297.49,7368.11,7442.79,7338.93,7287.87,7411.82,7370.53,7321.93,7272.12,7360.05,7365.12,7326.46,7397.05,7363.33,7297.49,7330.95,RNN,TSMixer,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.02,0.0,0.0,7365.12,MLPMultivariate
2024-11-19,7307.74,7295.89,7310.31,7191.16,7332.0,7325.75,7319.12,7335.5,7371.58,7436.03,7333.44,7305.78,7369.13,7344.6,7332.86,7272.76,7349.71,7334.35,7334.74,7399.99,7370.0 2024-11-19,7307.74,7295.89,7310.31,7191.16,7332.0,7325.75,7319.12,7335.5,7371.58,7436.03,7333.44,7305.78,7369.13,7344.6,7332.86,7272.76,7349.71,7334.35,7334.74,7399.99,7370.0,7319.12,7335.5,PatchTST,RNN,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.0,0.0,7369.13,MLP
2024-11-20,7337.59,7316.53,7313.05,7342.47,7344.39,7306.89,7350.64,7378.3,7405.32,7418.54,7321.07,7320.57,7338.04,7387.81,7361.4,7362.29,7351.25,7331.53,7354.71,7376.74, 2024-11-20,7337.59,7316.53,7313.05,7342.47,7344.39,7306.89,7350.64,7378.3,7405.32,7418.54,7321.07,7320.57,7338.04,7387.81,7361.4,7362.29,7351.25,7331.53,7354.71,7376.74,,,,,,,,,,,,,,,,,,,,,,,,,,,
2024-11-21,7317.17,7307.52,7316.97,7328.65,7332.21,7313.82,7338.19,7370.33,7411.06,7428.94,7317.81,7327.25,7336.69,7338.95,7351.55,7367.47,7347.77,7312.24,7317.22,7363.68, 2024-11-21,7317.17,7307.52,7316.97,7328.65,7332.21,7313.82,7338.19,7370.33,7411.06,7428.94,7317.81,7327.25,7336.69,7338.95,7351.55,7367.47,7347.77,7312.24,7317.22,7363.68,,,,,,,,,,,,,,,,,,,,,,,,,,,
2024-11-22,7297.24,7303.13,7326.41,7326.86,7312.23,7317.62,7323.69,7346.49,7403.67,7445.02,7312.61,7330.36,7338.74,7334.72,7364.72,7364.16,7336.86,7308.51,7293.33,7345.68, 2024-11-22,7297.24,7303.13,7326.41,7326.86,7312.23,7317.62,7323.69,7346.49,7403.67,7445.02,7312.61,7330.36,7338.74,7334.72,7364.72,7364.16,7336.86,7308.51,7293.33,7345.68,,,,,,,,,,,,,,,,,,,,,,,,,,,
2024-11-25,7303.15,7296.9,7344.72,7335.47,7295.32,7333.21,7318.15,7358.58,7420.51,7441.58,7302.02,7356.28,7322.75,7303.17,7395.47,7359.94,7359.68,7302.15,7295.56,7386.05, 2024-11-25,7303.15,7296.9,7344.72,7335.47,7295.32,7333.21,7318.15,7358.58,7420.51,7441.58,7302.02,7356.28,7322.75,7303.17,7395.47,7359.94,7359.68,7302.15,7295.56,7386.05,,,,,,,,,,,,,,,,,,,,,,,,,,,
2024-11-26,7291.95,7311.98,7373.82,7342.08,7280.39,7364.26,7291.85,7386.51,7420.56,7449.44,7294.83,7374.35,7319.28,7310.3,7329.59,7357.71,7349.34,7286.71,7291.14,7341.73, 2024-11-26,7291.95,7311.98,7373.82,7342.08,7280.39,7364.26,7291.85,7386.51,7420.56,7449.44,7294.83,7374.35,7319.28,7310.3,7329.59,7357.71,7349.34,7286.71,7291.14,7341.73,,,,,,,,,,,,,,,,,,,,,,,,,,,

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 RNN_abs_error_rate TiDE_abs_error_rate TSMixer_abs_error_rate PatchTST_abs_error_rate NHITS_abs_error_rate DilatedRNN_abs_error_rate DLinear_abs_error_rate GRU_abs_error_rate LSTM_abs_error_rate Informer_abs_error_rate DeepNPTS_abs_error_rate MLP_abs_error_rate TFT_abs_error_rate TSMixerx_abs_error_rate BiTCN_abs_error_rate TCN_abs_error_rate iTransformer_abs_error_rate StemGNN_abs_error_rate MLPMultivariate_abs_error_rate min_abs_error_rate_prediction min_abs_error_rate_column_name
2 2024-01-30 7314.25 7335.76 7255.32 7375.61 7296.98 7304.24 7288.53 7316.8 7357.77 7406.36 7330.32 7284.31 7336.16 7282.57 7305.31 7289.84 7306.12 7295.54 7297.12 7304.88 7315.0 7288.53 7316.8 PatchTST RNN 0.0 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 0.0 0.0 0.01 0.01 0.0 0.0 7314.25 NHITS
3 2024-01-31 7313.85 7333.85 7260.27 7376.32 7306.93 7303.91 7291.97 7327.11 7364.25 7409.82 7340.18 7298.74 7321.85 7294.2 7298.47 7302.1 7304.55 7299.61 7302.49 7313.87 7302.5 7291.97 7327.11 PatchTST RNN 0.0 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 0.0 0.01 0.01 0.01 0.0 0.0 7302.49 TiDE
4 2024-02-01 7297.0 7335.21 7250.98 7385.46 7298.8 7304.56 7284.13 7314.06 7351.66 7406.99 7334.74 7290.45 7319.52 7291.02 7287.84 7290.86 7303.42 7300.2 7301.71 7297.39 7275.0 7284.13 7314.06 PatchTST RNN 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.02 0.02 0.0 0.0 7284.13 PatchTST
5 2024-02-02 7275.51 7314.77 7233.06 7349.83 7272.41 7282.94 7263.86 7294.73 7330.68 7395.3 7306.72 7260.65 7289.64 7278.71 7262.57 7266.32 7300.92 7272.72 7280.73 7271.37 7242.5 7262.57 7294.73 NLinear RNN 0.0 0.01 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.02 0.01 0.01 0.0 7233.06 LSTM
6 2024-02-04 7236.79 7273.36 7212.67 7264.81 7239.09 7232.82 7228.47 7267.82 7308.6 7378.92 7271.96 7228.76 7248.22 7249.75 7245.09 7227.47 7297.04 7210.26 7249.74 7287.39 7240.0 7228.47 7267.82 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.02 0.0 0.01 0.0 7239.09 TSMixer
7 2024-02-05 7237.9 7254.36 7211.69 7215.08 7225.67 7197.03 7226.16 7266.29 7310.45 7374.66 7241.34 7223.16 7238.12 7228.83 7231.89 7224.25 7292.84 7185.72 7230.67 7307.89 7227.5 7225.67 7266.29 TSMixer RNN 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.02 0.0 0.01 0.01 7228.83 DLinear
8 2024-02-06 7224.19 7245.77 7203.25 7200.75 7215.03 7174.85 7206.81 7257.77 7300.49 7369.7 7214.12 7210.87 7217.43 7212.0 7214.21 7214.99 7288.06 7159.48 7215.9 7300.92 7246.67 7206.81 7257.77 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.0 0.0 0.01 0.0 0.02 0.01 0.01 0.01 7245.77 Informer
9 2024-02-07 7237.08 7241.63 7216.83 7221.2 7226.42 7222.58 7234.44 7277.5 7317.63 7377.89 7198.22 7229.34 7228.86 7227.31 7229.82 7221.54 7284.15 7172.75 7230.4 7282.88 7255.0 7226.42 7277.5 TSMixer RNN 0.0 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 0.0 0.01 0.02 0.0 0.0 0.01 7241.63 Informer
10 2024-02-08 7249.03 7225.22 7221.61 7236.65 7242.4 7235.89 7252.49 7285.7 7321.4 7382.84 7189.21 7239.06 7239.93 7231.63 7251.7 7236.11 7280.63 7193.89 7252.08 7254.66 7270.0 7242.4 7285.7 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.0 0.0 0.0 0.01 0.02 0.0 0.0 0.01 7280.63 StemGNN
11 2024-02-18 7257.58 7232.66 7232.76 7247.51 7258.08 7252.65 7269.86 7295.25 7334.03 7388.26 7192.33 7253.86 7251.03 7230.31 7268.39 7263.02 7278.08 7215.18 7272.44 7244.53 7336.67 7258.08 7295.25 TSMixer RNN 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.01 0.01 0.01 0.02 7334.03 GRU
12 2024-02-19 7329.8 7284.9 7279.87 7271.41 7312.25 7328.12 7333.28 7359.55 7391.84 7412.85 7285.85 7321.05 7295.19 7280.82 7344.06 7349.32 7277.16 7268.04 7323.31 7273.12 7350.0 7312.25 7359.55 TSMixer RNN 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.0 0.01 0.01 0.01 0.01 0.01 7349.32 TFT
13 2024-02-20 7343.01 7301.36 7287.02 7283.48 7338.11 7398.41 7344.57 7358.8 7393.28 7424.57 7353.08 7341.83 7322.19 7304.78 7354.74 7371.01 7276.7 7309.68 7334.03 7338.48 7335.0 7334.03 7358.8 TiDE RNN 0.0 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 0.0 0.01 0.01 0.01 0.0 7334.03 TiDE
14 2024-02-21 7331.02 7289.8 7277.52 7284.16 7334.13 7417.16 7333.0 7344.13 7379.12 7429.64 7381.22 7344.5 7320.66 7332.96 7337.17 7360.45 7275.86 7320.94 7325.44 7337.84 7297.5 7325.44 7344.13 TiDE RNN 0.01 0.01 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.02 0.01 0.02 0.0 0.0 0.0 7289.8 Informer
15 2024-02-22 7286.55 7266.5 7249.85 7285.34 7304.14 7392.3 7305.8 7314.63 7345.37 7420.07 7373.2 7311.53 7302.57 7318.15 7298.16 7284.19 7273.93 7304.0 7292.32 7342.6 7285.0 7292.32 7314.63 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.02 0.0 0.0 0.0 7285.34 iTransformer
16 2024-02-23 7272.61 7258.89 7241.55 7287.63 7288.24 7365.99 7296.96 7295.77 7340.09 7413.29 7359.23 7296.67 7292.49 7303.51 7281.81 7269.99 7271.49 7289.99 7281.0 7323.98 7306.67 7281.0 7296.96 TiDE PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.0 0.0 7303.51 DLinear
17 2024-02-26 7318.19 7258.93 7254.44 7295.47 7299.03 7362.35 7321.52 7317.68 7358.98 7413.28 7357.37 7301.95 7320.65 7296.1 7301.41 7307.13 7269.8 7306.61 7295.1 7371.11 7292.5 7295.1 7321.52 TiDE PatchTST 0.0 0.0 0.0 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 0.02 0.0 0.0 0.0 7295.1 TiDE
18 2024-02-27 7324.57 7251.97 7242.58 7290.08 7297.98 7317.99 7297.46 7304.28 7342.81 7408.67 7340.79 7289.78 7327.02 7292.81 7282.36 7282.91 7268.05 7299.63 7286.47 7368.65 7306.67 7282.36 7304.28 NLinear RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 7304.28 RNN
19 2024-02-28 7352.75 7295.49 7254.83 7276.21 7302.82 7348.5 7323.02 7324.8 7359.94 7413.98 7330.58 7305.92 7341.13 7310.9 7305.61 7301.83 7266.96 7303.46 7303.91 7380.02 7353.33 7302.82 7324.8 TSMixer RNN 0.01 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.01 7352.75 NHITS
20 2024-02-29 7365.17 7313.22 7288.96 7293.72 7334.31 7378.47 7368.02 7371.75 7401.12 7425.51 7341.83 7336.51 7371.22 7333.33 7360.72 7354.87 7266.78 7327.83 7343.33 7374.52 7325.0 7334.31 7371.75 TSMixer RNN 0.0 0.01 0.0 0.0 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 0.01 0.0 7327.83 MLPMultivariate
21 2024-03-01 7320.5 7306.35 7263.73 7277.35 7322.0 7343.2 7329.76 7327.44 7364.73 7416.31 7322.68 7306.52 7337.22 7315.45 7335.42 7314.74 7266.41 7308.63 7327.13 7294.14 7343.33 7322.0 7335.42 TSMixer NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 7343.2 TSMixerx
22 2024-03-04 7334.56 7330.43 7283.3 7276.89 7330.63 7344.31 7334.27 7357.22 7391.92 7422.3 7315.67 7328.23 7328.13 7333.05 7339.2 7314.98 7266.39 7306.47 7342.18 7296.81 7330.0 7330.63 7357.22 TSMixer RNN 0.0 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 0.0 0.0 0.01 0.01 0.01 0.0 7330.43 Informer
23 2024-03-05 7309.45 7325.04 7267.88 7277.67 7326.97 7335.79 7319.16 7340.15 7370.5 7418.13 7305.37 7318.76 7320.53 7326.05 7321.28 7293.51 7266.15 7303.62 7328.04 7281.27 7310.0 7319.16 7340.15 PatchTST RNN 0.0 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 0.0 0.0 0.01 0.0 0.01 0.0 7309.45 NHITS
24 2024-03-06 7304.78 7318.4 7255.75 7276.86 7305.71 7311.24 7313.83 7311.53 7357.06 7412.45 7301.94 7304.3 7315.76 7309.79 7297.15 7279.6 7265.64 7295.52 7301.35 7288.95 7297.5 7297.15 7313.83 NLinear PatchTST 0.0 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 0.0 0.0 0.02 0.0 0.0 0.0 7297.15 NLinear
25 2024-03-07 7302.21 7321.25 7246.71 7271.87 7294.17 7309.87 7308.66 7314.28 7347.75 7407.47 7294.43 7290.02 7319.87 7285.87 7297.02 7274.12 7264.97 7290.85 7293.32 7295.53 7290.0 7293.32 7314.28 TiDE RNN 0.0 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 0.0 0.0 0.02 0.0 0.0 0.0 7290.02 DilatedRNN
26 2024-03-08 7292.95 7299.1 7241.47 7246.3 7288.79 7302.01 7299.54 7302.63 7343.0 7403.52 7279.52 7288.72 7290.22 7284.58 7288.43 7271.91 7264.57 7279.09 7290.29 7294.8 7295.0 7288.43 7302.63 NLinear RNN 0.0 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 0.0 0.0 0.01 0.01 0.0 0.0 7294.8 DeepNPTS
27 2024-03-11 7283.5 7308.73 7245.06 7233.56 7289.62 7272.81 7302.29 7308.69 7348.58 7402.53 7275.18 7290.97 7265.94 7297.8 7293.46 7274.37 7264.62 7276.64 7289.43 7294.81 7285.0 7289.43 7308.69 TiDE RNN 0.0 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 0.0 0.0 0.02 0.01 0.0 0.0 7283.5 NHITS
28 2024-03-12 7264.78 7291.06 7238.1 7239.95 7277.58 7269.54 7282.67 7303.06 7339.16 7395.51 7277.12 7280.3 7244.14 7296.69 7275.29 7269.44 7265.88 7271.18 7270.28 7285.48 7283.33 7270.28 7303.06 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.02 0.01 0.0 0.0 7282.67 PatchTST
29 2024-03-13 7256.37 7287.32 7238.44 7251.53 7272.1 7275.87 7280.45 7301.9 7340.35 7398.0 7269.77 7285.73 7238.05 7303.68 7278.15 7276.54 7267.4 7268.86 7272.17 7252.64 7285.0 7272.1 7301.9 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.02 0.0 0.0 0.0 7285.73 DilatedRNN
30 2024-03-14 7269.4 7282.06 7239.51 7265.08 7275.51 7277.1 7283.45 7304.5 7341.46 7397.56 7280.69 7284.09 7251.88 7273.88 7288.42 7290.29 7270.84 7275.91 7281.04 7264.11 7277.5 7275.51 7304.5 TSMixer RNN 0.0 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 0.0 0.0 0.02 0.0 0.0 0.0 7277.1 TSMixerx
31 2024-03-15 7264.23 7275.59 7234.82 7272.71 7271.08 7262.54 7274.31 7295.47 7335.31 7395.98 7277.6 7279.69 7256.92 7252.44 7269.11 7283.47 7273.29 7276.28 7279.45 7273.04 7353.33 7269.11 7295.47 NLinear RNN 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 7335.31 GRU
32 2024-03-18 7339.36 7324.94 7292.13 7287.28 7320.05 7302.48 7366.6 7371.87 7407.54 7422.89 7304.87 7348.6 7314.84 7304.7 7353.23 7347.31 7276.14 7311.7 7330.94 7344.93 7387.5 7320.05 7371.87 TSMixer RNN 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.02 0.01 7371.87 RNN
33 2024-03-19 7388.08 7385.8 7320.49 7300.95 7361.99 7336.57 7386.98 7397.01 7427.54 7439.6 7311.0 7378.46 7361.53 7326.46 7392.8 7379.9 7277.91 7348.62 7363.5 7387.24 7435.0 7361.99 7397.01 TSMixer RNN 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.02 0.01 0.01 0.01 0.01 0.01 0.02 0.0 0.02 0.02 0.01 7439.6 TCN
34 2024-03-20 7446.17 7409.96 7390.64 7318.43 7404.71 7354.35 7446.15 7449.59 7481.41 7465.93 7324.92 7439.02 7414.86 7384.65 7440.51 7410.61 7279.73 7384.11 7415.17 7432.14 7460.0 7404.71 7449.59 TSMixer RNN 0.0 0.0 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.02 0.0 0.02 0.02 0.01 7465.93 TCN
35 2024-03-21 7471.48 7410.82 7418.15 7359.09 7436.82 7382.55 7467.97 7485.88 7497.73 7485.05 7342.78 7469.99 7437.01 7433.13 7466.88 7407.96 7282.79 7422.37 7449.82 7435.73 7422.5 7436.82 7485.88 TSMixer RNN 0.01 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.02 0.0 7422.37 MLPMultivariate
36 2024-03-22 7417.1 7386.94 7359.75 7407.99 7419.15 7377.38 7398.66 7419.29 7445.15 7473.64 7348.41 7429.75 7410.0 7426.43 7427.33 7392.96 7286.4 7414.18 7431.13 7377.32 7402.5 7398.66 7431.13 PatchTST TiDE 0.0 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 0.0 0.01 0.01 0.0 0.02 0.0 7398.66 PatchTST
37 2024-03-25 7404.65 7354.68 7337.62 7438.0 7391.76 7372.08 7396.19 7403.69 7432.8 7463.86 7342.24 7408.89 7382.35 7426.01 7402.0 7391.26 7288.26 7395.28 7401.38 7352.68 7372.5 7391.76 7403.69 TSMixer RNN 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 0.0 0.0 0.0 0.01 0.01 0.01 0.0 7372.08 TSMixerx
38 2024-03-26 7367.22 7322.27 7297.47 7379.26 7362.82 7379.8 7348.91 7365.84 7399.45 7449.14 7347.17 7376.77 7355.65 7392.1 7355.2 7356.75 7289.35 7365.31 7355.82 7332.97 7365.0 7348.91 7365.84 PatchTST RNN 0.0 0.0 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 0.0 0.01 0.0 0.01 0.0 7365.31 MLPMultivariate
39 2024-03-27 7348.99 7314.72 7292.01 7324.37 7348.72 7361.01 7349.25 7354.78 7399.57 7441.3 7353.53 7370.99 7335.98 7369.87 7345.71 7338.27 7290.38 7340.31 7351.88 7327.51 7345.0 7345.71 7354.78 NLinear RNN 0.0 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 0.0 0.0 0.01 0.0 0.01 0.0 7345.71 NLinear
40 2024-03-28 7315.95 7301.15 7273.48 7295.8 7330.9 7328.15 7333.3 7346.44 7379.1 7428.09 7353.19 7339.56 7312.39 7352.16 7328.61 7330.9 7291.17 7320.32 7333.7 7319.06 7345.0 7328.61 7346.44 NLinear RNN 0.0 0.0 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 0.0 0.01 0.01 0.01 0.0 7346.44 RNN
41 2024-03-29 7330.24 7305.84 7275.81 7295.1 7325.45 7312.22 7328.93 7348.29 7385.13 7421.9 7338.67 7331.57 7296.93 7335.55 7336.98 7327.3 7292.35 7309.14 7332.74 7339.16 7345.0 7325.45 7348.29 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.0 7348.29 RNN
42 2024-04-01 7338.24 7312.92 7275.35 7297.79 7326.11 7304.88 7330.88 7350.42 7384.03 7416.0 7329.56 7326.53 7302.67 7334.68 7344.62 7326.0 7293.29 7308.76 7335.23 7344.61 7360.0 7326.11 7350.42 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.01 7350.42 RNN
43 2024-04-02 7346.74 7332.9 7289.21 7307.99 7336.79 7317.73 7346.57 7364.25 7401.18 7422.32 7325.94 7337.44 7312.67 7330.29 7355.13 7331.72 7294.23 7313.7 7342.82 7353.49 7380.0 7336.79 7364.25 TSMixer RNN 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 7364.25 RNN
44 2024-04-03 7362.03 7378.23 7308.14 7335.29 7353.97 7345.56 7371.53 7386.28 7419.33 7428.12 7335.65 7363.3 7336.41 7329.53 7376.12 7363.62 7295.82 7333.87 7357.16 7375.72 7397.5 7353.97 7386.28 TSMixer RNN 0.0 0.0 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 7386.28 RNN
45 2024-04-07 7380.46 7399.9 7329.28 7342.79 7377.67 7353.99 7410.47 7402.89 7435.25 7440.61 7349.37 7386.35 7366.33 7351.98 7390.83 7357.89 7298.55 7362.64 7388.62 7390.25 7437.5 7377.67 7410.47 TSMixer PatchTST 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.02 0.01 7435.25 GRU
46 2024-04-08 7447.65 7446.34 7385.22 7363.92 7413.36 7379.34 7464.31 7450.51 7478.47 7458.92 7355.57 7434.99 7413.54 7377.16 7434.57 7405.02 7302.9 7409.96 7431.65 7422.17 7490.0 7413.36 7464.31 TSMixer PatchTST 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.02 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.0 0.02 0.02 0.01 7478.47 GRU
47 2024-04-09 7508.91 7451.4 7454.91 7495.67 7458.67 7404.45 7504.04 7508.22 7535.45 7498.07 7362.18 7500.56 7456.07 7436.46 7490.4 7479.82 7307.45 7470.89 7473.05 7482.98 7507.5 7458.67 7508.22 TSMixer RNN 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.01 0.0 0.01 0.02 0.0 0.0 0.03 0.0 7508.22 RNN
48 2024-04-10 7525.01 7463.69 7471.0 7599.2 7480.64 7407.01 7494.6 7518.41 7543.95 7529.9 7380.28 7529.39 7474.85 7472.81 7508.65 7484.08 7312.89 7512.26 7487.67 7500.6 7497.5 7480.64 7518.41 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.02 0.0 0.01 0.02 0.0 7494.6 PatchTST
49 2024-04-11 7504.87 7435.27 7455.34 7541.44 7475.08 7402.14 7456.31 7507.48 7525.09 7529.47 7398.46 7516.28 7430.02 7497.04 7500.72 7442.53 7317.92 7486.73 7485.56 7459.59 7497.5 7456.31 7507.48 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.02 0.0 7497.04 DLinear
50 2024-04-12 7479.46 7435.88 7455.09 7449.45 7465.52 7413.95 7465.76 7506.2 7527.13 7527.37 7413.39 7518.23 7412.17 7521.26 7487.64 7408.6 7322.92 7468.34 7477.26 7416.74 7506.67 7465.52 7506.2 TSMixer RNN 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.02 0.01 7506.2 RNN
51 2024-04-15 7472.32 7395.35 7463.68 7434.46 7464.76 7388.03 7470.02 7506.19 7537.05 7531.6 7428.35 7524.9 7414.0 7503.56 7498.12 7387.92 7327.57 7459.92 7479.79 7412.79 7482.5 7464.76 7506.19 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.0 7479.79 TiDE
52 2024-04-16 7445.28 7384.64 7424.47 7387.4 7448.83 7379.28 7438.86 7474.01 7498.57 7514.49 7421.47 7486.23 7387.0 7473.29 7463.03 7381.95 7330.04 7305.22 7465.68 7344.09 7495.0 7438.86 7474.01 PatchTST RNN 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.01 0.01 0.02 0.01 0.02 0.02 0.01 0.0 0.01 0.02 0.03 7498.57 GRU
53 2024-04-17 7446.2 7378.36 7448.03 7381.32 7454.08 7369.86 7440.14 7500.86 7526.87 7516.48 7420.73 7502.13 7377.72 7467.53 7480.13 7386.93 7332.3 7268.14 7470.71 7356.98 7497.5 7440.14 7500.86 PatchTST RNN 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.01 0.02 0.02 0.02 0.01 0.02 0.01 0.0 0.02 0.02 0.03 7500.86 RNN
54 2024-04-18 7457.83 7363.61 7444.84 7383.72 7460.04 7373.79 7419.24 7500.61 7521.25 7508.95 7418.34 7495.19 7396.12 7451.62 7494.75 7389.4 7335.15 7228.79 7474.29 7391.17 7497.5 7419.24 7500.61 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.0 0.01 0.02 0.01 0.01 0.01 0.02 0.01 0.0 0.02 0.02 0.04 7495.19 DilatedRNN
55 2024-04-19 7469.48 7391.86 7446.51 7398.17 7463.59 7377.7 7399.12 7494.52 7524.0 7505.1 7416.04 7489.72 7404.43 7461.7 7489.8 7391.95 7339.46 7183.49 7469.89 7418.57 7527.5 7399.12 7494.52 PatchTST RNN 0.01 0.0 0.01 0.01 0.02 0.01 0.01 0.01 0.0 0.01 0.02 0.01 0.02 0.02 0.02 0.01 0.0 0.02 0.02 0.05 7524.0 GRU
56 2024-04-22 7496.98 7406.58 7488.83 7424.42 7488.17 7396.38 7437.13 7540.59 7567.34 7522.83 7419.43 7523.84 7447.05 7465.61 7533.4 7406.44 7344.58 7230.71 7495.75 7421.88 7527.5 7437.13 7540.59 PatchTST RNN 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.01 0.02 0.01 0.01 0.02 0.02 0.01 0.0 0.01 0.02 0.04 7523.84 DilatedRNN
57 2024-04-23 7500.82 7452.72 7481.53 7395.13 7502.22 7423.83 7450.05 7529.01 7554.42 7525.62 7422.18 7519.67 7474.19 7493.49 7518.56 7409.24 7349.08 7271.15 7508.02 7407.19 7510.0 7450.05 7529.01 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.02 0.02 0.03 7508.02 TiDE
58 2024-04-24 7497.27 7500.77 7459.8 7455.1 7496.63 7431.4 7476.97 7509.26 7532.07 7519.69 7425.21 7500.56 7480.36 7501.79 7492.2 7399.97 7354.25 7295.49 7501.93 7410.32 7487.5 7476.97 7509.26 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.0 0.0 0.02 0.03 7492.2 NLinear
59 2024-04-25 7494.2 7521.97 7429.77 7471.33 7478.92 7441.51 7488.24 7489.95 7505.15 7494.85 7433.35 7474.95 7478.76 7484.28 7477.99 7392.8 7358.79 7279.72 7481.18 7420.67 7487.5 7477.99 7489.95 NLinear RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.0 0.0 0.02 0.03 7488.24 PatchTST
60 2024-04-26 7487.55 7493.94 7433.02 7460.56 7472.8 7448.11 7513.83 7482.12 7512.5 7489.62 7445.96 7481.97 7489.84 7486.69 7476.71 7395.86 7361.77 7288.1 7477.9 7450.74 7502.5 7472.8 7513.83 TSMixer PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.0 0.01 0.02 0.03 7493.94 Informer
61 2024-04-28 7492.31 7527.77 7453.0 7454.06 7481.64 7470.31 7526.84 7501.31 7531.63 7497.66 7466.42 7499.28 7485.05 7472.34 7496.09 7403.69 7365.99 7287.76 7486.34 7491.89 7527.5 7481.64 7526.84 TSMixer PatchTST 0.0 0.0 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.02 0.01 0.01 0.0 0.01 0.02 0.03 7527.77 Informer
62 2024-04-29 7498.57 7548.47 7486.26 7431.35 7495.67 7531.22 7528.19 7533.16 7564.23 7521.28 7480.11 7535.52 7457.69 7502.54 7512.45 7415.22 7369.91 7304.96 7503.48 7512.67 7537.5 7495.67 7533.16 TSMixer RNN 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.02 0.0 0.01 0.0 0.01 0.02 0.03 7535.52 DilatedRNN
63 2024-04-30 7495.75 7592.61 7496.31 7370.04 7501.83 7521.1 7525.03 7545.76 7570.16 7542.07 7482.28 7551.96 7438.24 7535.52 7529.03 7422.59 7374.53 7279.18 7509.82 7520.88 7532.5 7501.83 7545.76 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.01 0.0 0.02 0.02 0.03 7535.52 DLinear
64 2024-05-06 7486.98 7575.81 7488.82 7356.33 7496.14 7475.81 7510.93 7539.36 7560.82 7539.02 7472.66 7538.92 7425.33 7523.91 7531.51 7425.09 7380.07 7292.73 7510.87 7504.35 7502.5 7496.14 7539.36 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.0 0.0 0.0 0.02 0.02 0.03 7504.35 DeepNPTS
65 2024-05-07 7459.47 7522.92 7446.9 7293.06 7472.45 7416.02 7473.61 7500.68 7517.77 7513.82 7461.0 7495.62 7401.71 7499.71 7493.95 7423.25 7385.97 7269.02 7482.75 7427.8 7475.0 7472.45 7500.68 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.02 0.01 0.03 7473.61 PatchTST
66 2024-05-08 7452.1 7498.92 7412.88 7266.95 7451.0 7393.7 7456.99 7466.12 7491.15 7492.59 7451.26 7466.67 7400.62 7459.54 7476.41 7422.86 7391.94 7251.08 7457.2 7413.32 7512.5 7451.0 7476.41 TSMixer NLinear 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.02 0.01 0.0 0.03 0.02 0.03 7498.92 Informer
67 2024-05-09 7507.17 7481.83 7470.25 7276.28 7474.45 7402.05 7487.83 7516.03 7551.66 7514.2 7457.1 7515.92 7427.3 7461.2 7499.92 7434.42 7398.46 7258.22 7479.38 7489.75 7505.0 7474.45 7516.03 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.03 0.01 0.03 7507.17 NHITS
68 2024-05-10 7513.2 7490.87 7449.28 7300.66 7485.6 7421.4 7469.69 7498.91 7523.2 7512.77 7449.59 7501.96 7431.21 7468.93 7501.23 7437.45 7405.6 7252.87 7475.75 7494.29 7477.5 7469.69 7501.23 PatchTST NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.02 0.01 0.03 7475.75 TiDE
69 2024-05-11 7483.99 7472.65 7416.67 7318.22 7474.62 7444.24 7451.12 7474.21 7495.17 7500.56 7435.79 7469.77 7434.19 7468.85 7475.62 7438.88 7412.61 7258.36 7463.97 7463.24 7475.0 7451.12 7475.62 PatchTST NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.02 0.01 0.03 7474.62 TSMixer
70 2024-05-13 7492.02 7469.96 7417.52 7332.23 7473.29 7459.2 7460.44 7485.61 7499.11 7486.36 7435.56 7462.95 7449.81 7487.18 7477.07 7448.36 7419.8 7278.9 7470.81 7462.39 7485.0 7460.44 7485.61 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.02 0.01 0.03 7485.61 RNN
71 2024-05-14 7485.84 7471.29 7430.62 7342.64 7479.87 7489.41 7462.96 7479.66 7511.71 7483.63 7457.97 7468.02 7482.82 7489.58 7495.8 7450.75 7428.02 7325.6 7475.31 7470.97 7507.5 7462.96 7495.8 PatchTST NLinear 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.02 0.01 0.02 7511.71 GRU
72 2024-05-15 7494.66 7527.76 7462.12 7357.79 7498.05 7496.8 7487.66 7508.05 7541.39 7503.29 7486.74 7493.37 7518.69 7500.46 7501.49 7471.96 7432.85 7329.11 7495.48 7474.04 7510.0 7487.66 7508.05 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.02 0.01 0.02 7508.05 RNN
73 2024-05-16 7486.32 7547.16 7461.93 7375.92 7505.98 7500.59 7506.94 7517.17 7536.9 7516.66 7504.73 7500.54 7524.96 7515.96 7497.25 7475.93 7436.31 7369.26 7509.39 7487.81 7525.0 7497.25 7517.17 NLinear RNN 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.02 0.01 0.02 7524.96 MLP
74 2024-05-17 7495.27 7547.66 7484.75 7363.66 7512.85 7512.16 7527.19 7534.39 7561.08 7537.95 7517.79 7529.81 7511.87 7526.4 7519.39 7487.89 7438.31 7337.0 7520.01 7495.98 7587.5 7512.85 7534.39 TSMixer RNN 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.03 0.02 0.03 7561.08 GRU
75 2024-05-20 7560.91 7627.52 7571.38 7382.25 7551.36 7540.14 7599.44 7615.53 7644.78 7640.54 7541.9 7609.56 7537.17 7538.88 7591.33 7608.87 7440.06 7344.79 7572.66 7580.6 7670.0 7551.36 7615.53 TSMixer RNN 0.01 0.01 0.01 0.02 0.01 0.01 0.01 0.02 0.0 0.01 0.01 0.01 0.02 0.01 0.02 0.02 0.0 0.04 0.03 0.04 7644.78 GRU
76 2024-05-21 7658.46 7702.18 7684.89 7412.29 7615.56 7572.75 7679.05 7723.06 7740.26 7767.59 7554.82 7719.04 7600.38 7599.58 7671.84 7656.84 7442.83 7387.49 7645.65 7667.59 7677.5 7615.56 7723.06 TSMixer RNN 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.02 0.01 0.03 0.03 0.04 7679.05 PatchTST
77 2024-05-22 7658.66 7694.97 7674.66 7429.14 7638.08 7568.24 7632.54 7712.51 7717.9 7771.7 7542.16 7724.91 7588.67 7629.96 7679.33 7656.76 7446.85 7412.06 7659.85 7672.34 7677.5 7632.54 7712.51 PatchTST RNN 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.02 0.01 0.03 0.03 0.03 7679.33 NLinear
78 2024-05-23 7642.4 7676.73 7676.06 7435.77 7634.23 7552.03 7612.69 7712.66 7718.55 7767.44 7536.28 7722.24 7566.67 7651.84 7671.41 7581.26 7452.62 7439.62 7656.34 7653.24 7645.0 7612.69 7712.66 PatchTST RNN 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.02 0.03 0.03 0.03 7642.4 NHITS
79 2024-05-24 7609.85 7677.56 7617.06 7413.75 7605.9 7513.65 7579.41 7654.46 7660.86 7738.27 7534.54 7674.64 7539.22 7650.42 7640.53 7529.25 7459.19 7459.08 7620.13 7598.74 7630.0 7579.41 7654.46 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.02 0.01 0.01 0.03 0.02 0.02 7620.13 TiDE
80 2024-05-27 7602.61 7604.74 7602.11 7442.68 7591.02 7509.58 7585.75 7619.81 7655.25 7679.82 7535.6 7648.6 7529.26 7610.52 7622.08 7536.4 7467.0 7448.39 7606.81 7607.49 7650.0 7585.75 7622.08 PatchTST NLinear 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.02 0.01 0.02 0.01 0.0 0.03 0.02 0.03 7648.6 DilatedRNN
81 2024-05-28 7621.53 7579.11 7632.67 7460.22 7604.76 7536.8 7604.37 7666.65 7688.61 7713.19 7536.61 7676.49 7535.3 7602.96 7628.69 7561.36 7475.23 7472.05 7623.2 7637.36 7690.0 7604.37 7666.65 PatchTST RNN 0.01 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.02 0.02 0.02 0.02 0.0 0.03 0.03 0.03 7688.61 GRU
82 2024-05-29 7660.31 7564.95 7690.2 7542.13 7642.38 7556.52 7635.98 7722.5 7740.62 7758.82 7553.88 7726.35 7564.89 7633.76 7662.29 7584.71 7483.88 7537.41 7655.15 7643.97 7690.0 7635.98 7722.5 PatchTST RNN 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.02 0.01 0.02 0.01 0.02 0.02 0.01 0.02 0.03 0.02 7690.2 LSTM
83 2024-05-30 7659.5 7553.99 7679.95 7592.99 7652.8 7541.2 7625.44 7716.96 7723.41 7779.81 7572.33 7718.33 7566.44 7647.5 7675.07 7605.57 7492.21 7596.18 7666.5 7566.29 7716.67 7625.44 7716.96 PatchTST RNN 0.01 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.02 0.02 0.02 0.01 0.02 0.02 0.01 0.02 0.03 0.02 7716.96 RNN
84 2024-05-31 7676.04 7592.94 7721.02 7620.88 7669.84 7558.63 7640.45 7755.05 7767.45 7825.41 7589.97 7745.55 7604.26 7679.07 7714.9 7641.48 7499.87 7620.5 7694.39 7561.95 7740.0 7640.45 7755.05 PatchTST RNN 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.02 0.02 0.02 0.01 0.02 0.02 0.01 0.02 0.03 0.02 7745.55 DilatedRNN
85 2024-06-03 7690.19 7602.5 7744.59 7643.27 7692.21 7576.14 7643.83 7774.9 7783.75 7838.53 7598.89 7768.8 7652.97 7688.61 7744.76 7658.11 7507.05 7660.01 7713.29 7635.55 7720.0 7643.83 7774.9 PatchTST RNN 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 0.02 0.01 0.01 0.01 0.02 0.02 0.02 0.01 0.03 0.01 7713.29 TiDE
86 2024-06-04 7676.58 7604.72 7709.75 7625.74 7686.42 7586.88 7633.54 7732.22 7745.49 7822.4 7601.66 7739.83 7638.93 7670.32 7704.17 7640.85 7512.9 7624.79 7702.71 7650.31 7650.0 7633.54 7732.22 PatchTST RNN 0.01 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.01 0.01 0.02 0.0 0.02 0.0 7650.31 DeepNPTS
87 2024-06-05 7617.42 7585.56 7608.16 7521.1 7636.97 7592.04 7619.76 7642.54 7645.94 7710.69 7592.1 7655.94 7600.55 7656.55 7622.66 7582.8 7516.58 7580.1 7640.7 7558.49 7620.0 7619.76 7642.54 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 7619.76 PatchTST
88 2024-06-06 7627.55 7601.65 7581.97 7498.69 7602.71 7600.4 7617.53 7613.13 7635.79 7570.58 7579.57 7631.12 7591.91 7629.57 7600.04 7577.28 7519.33 7549.89 7594.44 7584.87 7600.0 7594.44 7617.53 TiDE PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7600.04 NLinear
89 2024-06-07 7620.12 7576.07 7555.8 7496.98 7587.86 7584.3 7616.1 7584.17 7614.55 7535.23 7568.33 7605.75 7595.99 7578.05 7587.0 7574.39 7522.1 7512.69 7578.68 7597.59 7606.67 7578.68 7616.1 TiDE PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 7605.75 DilatedRNN
90 2024-06-11 7615.42 7561.42 7572.2 7494.23 7592.89 7608.43 7623.98 7598.93 7636.73 7560.02 7573.55 7615.37 7596.81 7575.98 7597.5 7578.83 7525.05 7527.02 7589.47 7608.48 7620.0 7589.47 7623.98 TiDE PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.01 0.01 0.02 0.01 0.01 7623.98 PatchTST
91 2024-06-12 7611.62 7553.93 7591.31 7496.85 7606.43 7639.72 7624.18 7636.33 7654.1 7637.44 7589.62 7633.55 7569.36 7605.97 7609.05 7591.22 7527.96 7539.77 7601.45 7616.41 7673.33 7601.45 7636.33 TiDE RNN 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.02 0.01 0.01 0.01 0.0 0.01 0.0 0.02 0.02 0.02 7654.1 GRU
92 2024-06-13 7655.61 7603.46 7674.73 7519.39 7641.07 7638.81 7672.45 7713.7 7731.49 7805.59 7621.73 7705.76 7603.03 7659.96 7673.02 7621.81 7532.56 7584.4 7645.12 7648.14 7690.0 7641.07 7713.7 TSMixer RNN 0.0 0.0 0.01 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.02 0.02 0.01 7674.73 LSTM
93 2024-06-14 7662.58 7670.16 7685.94 7575.84 7660.44 7647.96 7682.6 7725.29 7731.85 7828.61 7646.61 7720.59 7639.52 7679.22 7692.25 7660.54 7536.97 7625.65 7665.64 7660.87 7690.0 7660.44 7725.29 TSMixer RNN 0.0 0.0 0.0 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 0.02 0.01 0.02 0.01 7692.25 NLinear
94 2024-06-17 7671.29 7647.84 7684.84 7597.49 7665.59 7665.5 7691.83 7715.76 7728.39 7830.33 7664.51 7720.84 7657.3 7667.72 7690.86 7643.12 7541.43 7646.18 7679.22 7629.43 7656.67 7665.59 7715.76 TSMixer RNN 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.02 0.01 0.02 0.0 7657.3 MLP
95 2024-06-18 7654.17 7665.9 7629.33 7606.86 7644.06 7636.13 7666.63 7667.54 7672.72 7798.64 7652.07 7680.42 7619.72 7641.58 7656.95 7592.23 7545.62 7627.04 7657.63 7638.64 7656.67 7644.06 7667.54 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.02 0.01 0.01 0.0 7656.95 NLinear
96 2024-06-19 7727.11 7640.08 7638.93 7578.59 7636.68 7591.02 7659.72 7664.19 7690.23 7756.19 7637.89 7681.55 7618.03 7634.64 7654.33 7591.34 7548.8 7635.99 7636.73 7637.2 7670.0 7636.68 7664.19 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.02 0.0 7664.19 RNN
97 2024-06-20 7756.39 7659.25 7656.39 7564.65 7645.7 7595.62 7650.33 7687.96 7706.14 7773.77 7634.08 7701.54 7642.69 7644.28 7666.27 7593.11 7552.24 7671.8 7632.11 7650.3 7680.0 7632.11 7687.96 TiDE RNN 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.02 0.02 0.0 7687.96 RNN
98 2024-06-21 7726.67 7685.7 7669.65 7563.31 7659.75 7610.74 7654.26 7698.64 7717.54 7814.91 7636.12 7712.27 7668.85 7668.87 7677.59 7596.45 7556.53 7678.47 7647.91 7660.17 7680.0 7647.91 7698.64 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.02 0.02 0.02 0.0 7678.47 MLPMultivariate
99 2024-06-24 7694.64 7672.12 7667.38 7570.59 7668.28 7625.21 7646.98 7705.2 7713.55 7819.28 7629.2 7707.03 7645.71 7680.38 7684.28 7592.7 7561.85 7657.72 7666.29 7648.92 7680.0 7646.98 7705.2 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.02 0.01 0.02 0.0 7680.38 DLinear
100 2024-06-25 7656.97 7685.36 7667.81 7584.83 7669.49 7652.55 7639.3 7702.86 7714.04 7804.54 7638.43 7698.53 7635.15 7695.28 7680.91 7592.76 7567.32 7651.89 7677.07 7634.02 7693.33 7639.3 7702.86 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.01 7695.28 DLinear
101 2024-06-26 7663.05 7700.56 7688.21 7592.06 7675.82 7671.93 7645.04 7717.94 7733.98 7810.16 7655.06 7714.51 7645.3 7714.43 7695.17 7603.42 7572.47 7672.88 7691.75 7632.18 7716.67 7645.04 7717.94 PatchTST RNN 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.02 0.01 7717.94 RNN
102 2024-06-27 7677.4 7733.3 7717.34 7581.76 7688.27 7684.8 7672.33 7746.99 7762.31 7828.62 7679.04 7743.03 7653.37 7703.94 7708.81 7629.43 7577.01 7688.28 7699.69 7625.66 7723.33 7672.33 7746.99 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.02 0.02 0.0 7717.34 LSTM
103 2024-06-28 7677.32 7757.11 7720.51 7600.88 7694.57 7678.53 7677.87 7750.27 7761.7 7842.71 7690.04 7751.73 7651.4 7685.27 7712.89 7630.63 7581.37 7685.2 7704.47 7616.63 7730.0 7677.87 7750.27 PatchTST RNN 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.02 0.01 7720.51 LSTM
104 2024-07-01 7707.93 7783.31 7729.01 7658.78 7698.83 7678.79 7708.14 7757.56 7769.41 7858.08 7695.38 7759.5 7666.04 7688.93 7720.96 7649.1 7586.13 7704.59 7715.52 7664.76 7763.33 7698.83 7757.56 TSMixer RNN 0.01 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.01 7759.5 DilatedRNN
105 2024-07-02 7751.55 7828.43 7773.13 7771.68 7722.98 7680.78 7739.17 7797.09 7808.54 7880.75 7688.06 7793.55 7695.02 7722.0 7756.72 7715.2 7592.57 7759.12 7744.77 7741.74 7780.0 7722.98 7797.09 TSMixer RNN 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.0 0.02 0.0 7773.13 LSTM
106 2024-07-03 7762.43 7821.1 7785.83 7768.14 7737.08 7688.67 7737.38 7805.72 7814.84 7884.52 7671.07 7805.74 7699.38 7736.65 7780.01 7781.53 7600.68 7781.87 7747.47 7776.13 7800.0 7737.08 7805.72 TSMixer RNN 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.02 0.01 0.0 0.03 0.0 7805.72 RNN
107 2024-07-04 7786.08 7820.99 7808.32 7778.61 7757.09 7698.67 7767.39 7826.63 7834.39 7886.31 7664.84 7824.24 7716.39 7755.69 7793.56 7744.54 7607.4 7810.21 7767.25 7795.52 7800.0 7757.09 7826.63 TSMixer RNN 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.02 0.01 0.0 0.02 0.0 7795.52 DeepNPTS
108 2024-07-05 7786.85 7820.6 7802.07 7857.05 7765.0 7704.08 7775.88 7824.34 7824.23 7867.37 7675.64 7822.93 7717.42 7771.03 7787.48 7722.59 7614.78 7784.03 7781.0 7773.13 7766.67 7765.0 7824.34 TSMixer RNN 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.0 7765.0 TSMixer
109 2024-07-08 7750.86 7775.85 7756.63 7790.97 7745.48 7728.45 7735.1 7771.43 7782.12 7830.41 7681.79 7783.1 7680.52 7766.86 7756.73 7673.49 7623.7 7743.8 7760.92 7733.4 7746.67 7735.1 7771.43 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.02 0.0 7745.48 TSMixer
110 2024-07-09 7722.96 7771.44 7738.08 7700.89 7723.15 7740.89 7719.52 7758.3 7770.58 7808.82 7683.28 7764.36 7650.72 7738.94 7735.36 7674.87 7632.98 7718.29 7736.34 7708.61 7720.0 7719.52 7758.3 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.01 0.0 7719.52 PatchTST
111 2024-07-10 7678.34 7688.29 7704.44 7589.11 7701.77 7712.37 7697.39 7727.91 7738.12 7775.17 7671.93 7736.38 7618.9 7709.76 7703.35 7668.79 7641.77 7677.77 7704.73 7692.53 7693.33 7697.39 7727.91 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.0 7692.53 DeepNPTS
112 2024-07-11 7648.69 7674.48 7673.89 7581.47 7676.21 7708.96 7680.71 7693.04 7711.88 7753.58 7666.8 7706.51 7619.0 7682.29 7677.71 7681.14 7649.18 7661.22 7672.21 7680.78 7686.67 7672.21 7693.04 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 7682.29 DLinear
113 2024-07-12 7669.61 7650.62 7671.48 7621.69 7665.51 7658.81 7675.2 7701.66 7714.63 7765.84 7667.84 7701.91 7626.23 7678.42 7672.11 7680.77 7656.73 7648.62 7658.77 7681.25 7680.0 7658.77 7701.66 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 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 0.0 7680.77 TFT
114 2024-07-15 7674.74 7636.96 7662.9 7660.4 7664.41 7649.86 7662.4 7692.31 7707.55 7758.14 7666.8 7694.71 7642.93 7675.73 7670.65 7683.32 7663.66 7658.05 7658.65 7685.69 7680.0 7658.65 7692.31 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 7683.32 TFT
115 2024-07-16 7651.22 7665.87 7666.36 7679.77 7669.12 7662.39 7662.32 7694.89 7712.67 7768.03 7660.25 7693.56 7646.65 7667.06 7679.83 7685.51 7667.3 7657.69 7669.74 7726.9 7666.67 7662.32 7694.89 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 7666.36 LSTM
116 2024-07-17 7637.9 7660.13 7645.18 7660.46 7665.03 7655.32 7661.53 7680.92 7691.54 7757.11 7655.57 7673.35 7649.5 7651.11 7662.8 7670.56 7667.2 7655.92 7665.27 7701.17 7660.0 7661.53 7680.92 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 7660.13 Informer
117 2024-07-18 7661.33 7666.53 7639.5 7683.98 7661.71 7662.09 7657.96 7670.44 7689.36 7759.37 7647.55 7671.03 7659.78 7652.43 7661.6 7657.73 7666.66 7654.79 7657.27 7689.07 7656.67 7657.27 7670.44 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 7657.27 TiDE
118 2024-07-19 7665.03 7654.06 7635.24 7668.78 7662.77 7660.37 7654.84 7669.45 7686.07 7754.96 7643.93 7669.79 7665.58 7643.64 7663.61 7649.73 7666.01 7657.81 7657.13 7685.6 7656.67 7654.84 7669.45 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 7657.13 TiDE
119 2024-07-22 7649.73 7644.27 7636.49 7644.6 7665.12 7666.42 7654.45 7668.51 7688.3 7764.49 7644.52 7672.99 7672.46 7658.74 7658.42 7642.28 7666.42 7664.4 7656.29 7667.09 7640.0 7654.45 7668.51 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.02 0.0 0.0 0.0 7642.28 TFT
120 2024-07-23 7615.23 7645.56 7610.57 7655.94 7652.1 7662.34 7634.09 7645.28 7662.61 7733.56 7646.66 7650.71 7654.92 7659.24 7642.47 7624.17 7666.82 7659.42 7638.33 7656.65 7623.33 7634.09 7652.1 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 7624.17 TFT
121 2024-07-24 7597.53 7650.06 7590.27 7719.11 7634.82 7637.72 7616.98 7624.78 7646.08 7661.27 7642.03 7625.71 7641.44 7656.11 7626.19 7609.78 7665.78 7651.82 7623.34 7656.74 7623.33 7616.98 7634.82 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 7623.34 TiDE
122 2024-07-25 7608.65 7635.91 7593.96 7735.25 7627.76 7630.19 7616.05 7628.94 7653.01 7653.68 7631.24 7626.97 7640.3 7666.61 7627.16 7611.94 7663.56 7653.03 7621.39 7660.64 7616.67 7616.05 7628.94 PatchTST RNN 0.0 0.0 0.0 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 0.02 0.01 0.0 7616.05 PatchTST
123 2024-07-26 7617.22 7632.98 7583.26 7719.98 7622.01 7624.53 7601.33 7616.61 7641.8 7622.3 7619.09 7615.34 7640.72 7653.16 7615.57 7609.45 7661.1 7643.86 7611.62 7667.77 7606.67 7601.33 7622.01 PatchTST TSMixer 0.0 0.0 0.0 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 0.01 0.01 0.0 7609.45 TFT
124 2024-07-29 7632.45 7609.45 7571.18 7713.09 7611.68 7620.21 7594.82 7607.42 7631.3 7611.93 7608.13 7602.7 7638.04 7621.31 7607.55 7595.9 7657.72 7625.12 7607.82 7630.84 7593.33 7594.82 7611.68 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.02 0.01 0.0 7594.82 PatchTST
125 2024-07-30 7621.05 7605.67 7554.07 7693.67 7599.03 7601.6 7588.37 7595.38 7615.72 7591.75 7594.35 7583.41 7629.58 7602.19 7598.93 7574.65 7653.51 7600.72 7596.26 7617.22 7593.33 7588.37 7599.03 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 7594.35 BiTCN
126 2024-07-31 7587.46 7604.13 7557.67 7676.02 7593.74 7595.79 7589.72 7594.85 7621.85 7591.03 7581.07 7582.76 7605.31 7587.62 7602.61 7569.93 7649.69 7571.38 7593.87 7608.1 7583.33 7589.72 7602.61 PatchTST NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 7582.76 DilatedRNN
127 2024-08-01 7576.43 7594.77 7542.38 7676.91 7583.79 7575.55 7576.5 7581.67 7606.06 7578.42 7566.83 7567.78 7578.68 7581.86 7588.04 7561.38 7647.13 7543.93 7580.26 7601.32 7620.0 7576.5 7588.04 PatchTST NLinear 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 7606.06 GRU
128 2024-08-02 7616.25 7599.38 7601.53 7702.78 7607.2 7603.66 7609.55 7638.54 7668.72 7714.11 7574.54 7622.81 7587.85 7601.98 7625.29 7605.34 7647.13 7558.22 7606.16 7607.22 7623.33 7606.16 7638.54 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.01 7622.81 DilatedRNN
129 2024-08-05 7621.53 7592.47 7595.34 7698.87 7621.36 7617.55 7611.03 7638.07 7653.23 7735.43 7591.9 7625.9 7595.08 7607.4 7626.78 7606.12 7648.05 7577.72 7617.05 7605.43 7610.0 7611.03 7638.07 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.02 0.01 0.0 0.0 7611.03 PatchTST
130 2024-08-06 7614.82 7598.47 7578.08 7696.71 7616.64 7609.5 7607.33 7612.45 7636.6 7706.2 7602.73 7605.37 7605.46 7622.93 7609.92 7603.31 7648.18 7593.61 7621.72 7609.77 7596.67 7607.33 7621.72 PatchTST TiDE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 7598.47 Informer
131 2024-08-07 7600.42 7592.13 7560.49 7700.19 7603.22 7600.74 7594.67 7605.4 7620.27 7632.15 7602.99 7587.78 7602.43 7620.43 7599.1 7588.53 7647.25 7581.33 7607.23 7602.89 7586.67 7594.67 7607.23 PatchTST TiDE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 7587.78 DilatedRNN
132 2024-08-08 7582.46 7579.27 7547.9 7691.99 7590.51 7583.07 7585.2 7581.87 7610.47 7580.54 7596.98 7572.43 7580.94 7599.9 7587.52 7592.21 7644.23 7643.29 7591.49 7595.2 7583.33 7581.87 7591.49 RNN TiDE 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7583.07 TSMixerx
133 2024-08-09 7572.3 7579.08 7544.76 7685.98 7581.03 7579.99 7585.11 7579.56 7609.39 7579.0 7593.55 7571.36 7577.72 7584.52 7578.71 7580.27 7640.76 7661.68 7580.79 7613.95 7583.33 7578.71 7585.11 NLinear PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7584.52 DLinear
134 2024-08-12 7565.19 7562.29 7545.41 7676.57 7579.53 7568.37 7583.51 7586.38 7610.8 7581.76 7591.14 7573.16 7571.12 7579.25 7574.68 7569.9 7637.37 7675.83 7579.89 7606.85 7586.67 7574.68 7586.38 NLinear RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7586.38 RNN
135 2024-08-13 7563.62 7566.02 7550.8 7670.48 7579.66 7581.39 7587.7 7591.05 7616.26 7595.69 7589.46 7581.39 7578.19 7586.37 7580.72 7572.45 7634.98 7685.1 7584.15 7605.62 7593.33 7579.66 7591.05 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7591.05 RNN
136 2024-08-14 7576.39 7581.33 7560.34 7675.32 7581.9 7581.96 7593.26 7601.19 7625.12 7601.06 7585.96 7582.96 7591.15 7583.67 7594.52 7589.33 7632.88 7686.85 7588.09 7596.56 7590.0 7581.9 7601.19 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7589.33 TFT
137 2024-08-15 7577.48 7580.18 7554.1 7682.5 7580.27 7581.07 7588.06 7594.36 7617.3 7594.63 7577.61 7574.04 7585.9 7573.04 7589.19 7595.72 7630.35 7676.25 7584.21 7588.85 7583.33 7580.27 7594.36 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7584.21 TiDE
138 2024-08-16 7575.3 7564.63 7545.8 7686.68 7575.85 7576.91 7580.0 7585.32 7609.72 7583.25 7570.84 7568.21 7574.59 7570.58 7584.68 7589.57 7627.38 7665.61 7577.83 7587.43 7583.33 7575.85 7585.32 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7583.25 TCN
139 2024-08-19 7583.78 7564.47 7547.04 7693.78 7576.66 7590.53 7583.24 7587.57 7611.94 7580.78 7566.85 7568.77 7576.56 7563.43 7580.76 7592.1 7624.46 7672.57 7577.68 7592.79 7570.0 7576.66 7587.57 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.02 0.01 0.01 7568.77 DilatedRNN
140 2024-08-20 7572.15 7547.01 7526.81 7671.45 7568.6 7580.24 7569.61 7567.35 7591.95 7568.04 7561.53 7550.82 7574.94 7559.89 7564.28 7585.51 7621.06 7668.15 7564.85 7593.95 7570.0 7564.28 7569.61 NLinear PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7569.61 PatchTST
141 2024-08-21 7573.42 7547.32 7530.82 7666.64 7567.89 7575.96 7578.4 7571.05 7598.86 7567.66 7559.81 7551.3 7579.86 7556.56 7568.24 7577.28 7617.48 7658.24 7567.96 7595.48 7570.0 7567.89 7578.4 TSMixer PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7571.05 RNN
142 2024-08-22 7573.07 7553.0 7529.61 7668.62 7570.14 7576.54 7578.19 7572.59 7597.05 7564.06 7557.67 7549.96 7582.79 7558.09 7571.36 7573.0 7613.63 7649.21 7570.82 7596.41 7590.0 7570.14 7578.19 TSMixer PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 7596.41 DeepNPTS
143 2024-08-23 7591.57 7570.94 7560.14 7670.81 7585.53 7577.36 7595.08 7597.17 7628.08 7602.95 7563.0 7578.88 7588.25 7580.61 7588.53 7588.33 7610.53 7651.94 7586.39 7599.99 7583.33 7585.53 7597.17 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 7585.53 TSMixer
144 2024-08-26 7585.94 7559.82 7544.76 7661.83 7584.95 7583.38 7584.8 7588.16 7607.8 7587.92 7569.26 7568.6 7581.87 7588.27 7584.7 7584.03 7607.22 7649.99 7582.57 7594.95 7583.33 7582.57 7588.16 TiDE RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 7583.38 TSMixerx
145 2024-08-27 7583.67 7562.52 7548.9 7658.7 7583.01 7588.14 7583.17 7588.62 7614.19 7590.1 7572.3 7571.03 7577.78 7596.16 7581.18 7582.94 7603.87 7646.62 7585.5 7587.22 7610.0 7581.18 7588.62 NLinear RNN 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 0.0 0.0 0.0 0.0 0.01 0.0 0.0 7614.19 GRU
146 2024-08-28 7608.75 7573.37 7587.12 7673.3 7599.94 7608.28 7606.73 7628.21 7652.47 7664.54 7591.65 7610.38 7596.44 7602.33 7610.44 7591.02 7601.62 7649.51 7604.31 7595.06 7610.0 7599.94 7628.21 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 7610.38 DilatedRNN
147 2024-08-29 7610.24 7581.95 7579.49 7667.2 7606.13 7611.64 7601.7 7614.17 7638.98 7657.09 7608.52 7604.72 7599.74 7592.46 7610.07 7593.12 7599.89 7651.06 7610.39 7598.34 7613.33 7601.7 7614.17 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 7614.17 RNN
148 2024-08-30 7614.03 7597.63 7586.96 7655.72 7609.34 7627.82 7609.66 7622.84 7647.73 7683.32 7625.2 7611.68 7604.11 7604.98 7607.4 7605.44 7598.84 7655.51 7616.44 7604.42 7606.67 7607.4 7622.84 NLinear RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 7607.4 NLinear
149 2024-09-02 7605.77 7607.48 7574.01 7657.55 7606.13 7623.34 7601.08 7617.14 7632.79 7647.45 7631.48 7601.88 7607.32 7602.92 7610.32 7598.03 7597.7 7649.4 7604.07 7593.73 7583.33 7601.08 7617.14 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.01 7574.01 LSTM
150 2024-09-03 7585.53 7591.18 7541.28 7616.14 7585.56 7597.08 7575.22 7577.4 7602.02 7584.32 7620.22 7566.19 7593.28 7584.09 7584.79 7569.87 7596.02 7632.57 7579.08 7589.84 7562.5 7575.22 7585.56 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.01 7566.19 DilatedRNN
151 2024-09-04 7568.37 7571.94 7515.98 7610.57 7565.79 7581.26 7562.25 7558.08 7581.85 7545.27 7604.56 7535.46 7576.39 7572.94 7565.45 7557.33 7593.59 7618.83 7560.98 7584.89 7535.0 7558.08 7565.79 RNN TSMixer 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 7535.46 DilatedRNN
152 2024-09-05 7543.76 7554.78 7480.27 7596.32 7542.46 7560.43 7542.41 7526.06 7549.62 7514.26 7580.6 7496.51 7554.42 7552.65 7529.62 7533.45 7589.9 7609.7 7536.19 7604.62 7475.0 7526.06 7542.46 RNN TSMixer 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.02 0.01 0.01 0.01 0.01 0.01 0.02 0.02 0.02 7480.27 LSTM
153 2024-09-06 7486.44 7535.38 7399.34 7579.63 7490.15 7530.32 7484.73 7455.8 7477.09 7467.9 7540.47 7420.37 7514.24 7518.1 7469.82 7508.77 7582.87 7581.29 7483.85 7606.65 7442.5 7455.8 7490.15 RNN TSMixer 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.01 0.01 0.02 0.01 0.01 0.01 0.01 0.0 0.02 0.02 0.02 7455.8 RNN
154 2024-09-09 7470.01 7515.88 7364.62 7562.42 7446.27 7498.53 7460.67 7431.29 7457.63 7439.77 7496.35 7380.39 7490.04 7478.05 7433.33 7489.86 7574.18 7557.17 7447.27 7583.34 7422.5 7431.29 7460.67 RNN PatchTST 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.02 0.01 0.01 0.01 0.01 0.0 0.02 0.02 0.02 7431.29 RNN
155 2024-09-10 7451.33 7504.81 7339.71 7541.21 7420.48 7477.1 7438.77 7409.71 7440.34 7417.87 7462.64 7355.09 7458.54 7445.15 7421.15 7475.16 7564.85 7527.78 7425.45 7562.5 7412.5 7409.71 7438.77 RNN PatchTST 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.02 0.01 0.01 0.01 0.01 0.0 0.02 0.02 0.02 7409.71 RNN
156 2024-09-11 7430.97 7491.05 7330.97 7519.37 7404.28 7462.26 7420.89 7398.85 7436.14 7408.15 7431.14 7340.45 7432.55 7418.98 7415.28 7464.61 7555.64 7498.71 7417.44 7535.0 7387.5 7398.85 7420.89 RNN PatchTST 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.02 0.01 0.01 0.01 0.01 0.0 0.02 0.02 0.02 7398.85 RNN
157 2024-09-12 7398.0 7478.74 7303.67 7492.92 7382.31 7444.67 7391.09 7382.94 7411.65 7396.88 7397.14 7313.15 7402.38 7400.79 7386.94 7448.76 7545.54 7460.06 7395.3 7475.01 7380.0 7382.31 7395.3 TSMixer TiDE 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.0 0.02 0.02 0.01 7382.31 TSMixer
158 2024-09-13 7388.71 7460.03 7300.95 7464.13 7369.45 7424.93 7380.86 7379.25 7411.88 7392.85 7374.15 7309.57 7382.1 7401.54 7385.04 7438.55 7535.68 7439.73 7384.62 7442.51 7395.0 7369.45 7385.04 TSMixer NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.02 0.01 7392.85 TCN
159 2024-09-14 7403.95 7464.0 7318.92 7450.39 7380.9 7417.35 7390.87 7396.28 7429.07 7406.03 7371.11 7327.5 7375.1 7403.94 7403.98 7435.49 7527.23 7421.01 7393.19 7422.53 7375.0 7380.9 7403.98 TSMixer NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.0 0.01 0.02 0.01 7375.1 MLP
160 2024-09-18 7378.25 7450.51 7296.64 7420.48 7374.33 7397.35 7365.31 7369.65 7403.89 7405.31 7367.04 7307.74 7352.11 7382.56 7384.77 7418.46 7518.24 7376.68 7382.2 7412.61 7342.5 7365.31 7384.77 PatchTST NLinear 0.01 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.02 0.0 7352.11 MLP
161 2024-09-19 7345.8 7424.07 7273.03 7383.78 7351.39 7367.71 7348.02 7343.67 7377.78 7405.74 7364.49 7286.64 7340.79 7371.55 7346.23 7404.98 7508.11 7313.24 7357.08 7392.25 7325.0 7343.67 7357.08 RNN TiDE 0.0 0.0 0.0 0.0 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 0.01 0.02 0.0 7313.24 MLPMultivariate
162 2024-09-20 7331.34 7411.4 7261.47 7359.5 7333.1 7352.78 7340.24 7332.29 7366.28 7407.88 7366.1 7275.0 7339.29 7357.37 7336.36 7381.77 7497.51 7277.24 7337.64 7389.01 7340.0 7332.29 7340.24 RNN PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.0 0.0 0.01 0.0 0.02 0.01 7340.24 PatchTST
163 2024-09-23 7350.17 7409.47 7273.6 7360.28 7338.57 7354.65 7355.94 7342.36 7383.53 7413.67 7372.86 7285.44 7350.24 7359.13 7346.39 7390.63 7488.3 7253.74 7336.25 7363.92 7310.0 7336.25 7355.94 TiDE PatchTST 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.01 7285.44 DilatedRNN
164 2024-09-24 7334.33 7387.52 7250.34 7333.1 7321.56 7341.2 7323.07 7313.94 7351.58 7405.47 7369.32 7258.87 7332.21 7339.95 7319.59 7372.23 7478.05 7233.88 7309.53 7330.44 7280.0 7309.53 7323.07 TiDE PatchTST 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.01 0.03 0.01 7258.87 DilatedRNN
165 2024-09-25 7331.68 7358.95 7233.76 7294.82 7295.02 7325.46 7313.92 7295.67 7333.57 7389.7 7358.18 7239.93 7329.29 7318.18 7284.22 7352.1 7466.86 7208.89 7292.13 7300.88 7315.0 7284.22 7313.92 NLinear PatchTST 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 0.01 0.0 0.01 0.01 0.0 0.02 0.01 7313.92 PatchTST
166 2024-09-26 7383.23 7354.28 7258.63 7322.43 7311.57 7337.57 7346.59 7334.2 7368.18 7395.19 7360.13 7262.58 7348.37 7337.87 7321.63 7365.79 7457.88 7369.88 7315.96 7309.91 7310.0 7311.57 7346.59 TSMixer PatchTST 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.02 0.01 7309.91 DeepNPTS
167 2024-09-27 7395.39 7342.84 7252.57 7349.44 7311.78 7332.55 7328.61 7316.26 7355.87 7383.46 7355.37 7250.85 7333.29 7314.8 7318.06 7363.19 7449.12 7426.95 7307.61 7323.36 7310.0 7307.61 7328.61 TiDE PatchTST 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.02 0.02 7311.78 TSMixer
168 2024-09-29 7404.69 7328.01 7255.95 7412.08 7310.44 7339.92 7335.89 7322.03 7360.7 7391.28 7348.53 7255.08 7324.23 7308.09 7314.78 7356.94 7440.11 7459.6 7314.78 7323.36 7365.0 7310.44 7335.89 TSMixer PatchTST 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.01 7360.7 GRU
169 2024-09-30 7426.12 7341.11 7300.09 7456.35 7351.28 7360.36 7371.79 7386.81 7413.94 7423.46 7354.23 7305.8 7350.79 7337.02 7372.67 7375.01 7433.62 7526.69 7362.78 7362.27 7420.0 7351.28 7386.81 TSMixer RNN 0.01 0.0 0.01 0.01 0.01 0.0 0.02 0.01 0.0 0.02 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.0 0.0 0.01 7423.46 TCN
170 2024-10-08 7406.37 7396.05 7363.97 7515.23 7401.51 7391.97 7409.69 7428.8 7463.3 7450.62 7382.85 7368.46 7376.8 7366.11 7426.31 7404.72 7429.4 7614.2 7412.17 7419.09 7602.5 7401.51 7428.8 TSMixer RNN 0.02 0.02 0.03 0.03 0.03 0.03 0.03 0.03 0.02 0.03 0.03 0.02 0.03 0.03 0.03 0.03 0.02 0.01 0.02 0.0 7614.2 MLPMultivariate
171 2024-10-09 7577.33 7574.57 7625.6 7661.65 7544.47 7607.6 7631.74 7679.46 7699.37 7713.1 7580.36 7635.88 7586.54 7484.3 7607.45 7604.1 7429.48 7766.63 7573.71 7602.24 7602.5 7544.47 7679.46 TSMixer RNN 0.0 0.01 0.0 0.01 0.0 0.0 0.0 0.02 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.02 0.02 7602.24 DeepNPTS
172 2024-10-10 7576.0 7601.33 7581.64 7719.31 7608.25 7677.35 7632.34 7639.99 7633.43 7766.71 7661.03 7634.72 7640.36 7542.83 7609.24 7617.74 7429.69 7786.16 7604.18 7602.37 7585.0 7604.18 7639.99 TiDE RNN 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.02 0.02 0.02 0.03 7581.64 LSTM
173 2024-10-11 7631.65 7624.48 7575.07 7766.2 7609.2 7714.27 7629.44 7599.98 7624.22 7788.7 7691.29 7618.88 7651.66 7572.18 7587.86 7623.61 7429.71 7764.22 7600.31 7584.85 7575.0 7587.86 7629.44 NLinear PatchTST 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.02 0.02 0.03 0.03 0.02 0.02 7575.07 LSTM
174 2024-10-12 7653.07 7598.33 7548.5 7847.1 7585.18 7706.53 7607.08 7603.88 7602.92 7740.27 7700.39 7589.1 7663.18 7571.87 7574.65 7629.57 7429.59 7716.69 7568.07 7574.84 7576.67 7568.07 7607.08 TiDE PatchTST 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.02 0.02 0.02 0.04 0.02 0.02 7574.84 DeepNPTS
175 2024-10-14 7691.78 7608.75 7548.03 7871.49 7552.13 7690.78 7583.72 7553.81 7607.37 7730.31 7696.8 7583.52 7677.65 7557.6 7562.15 7651.37 7429.44 7670.88 7546.73 7576.1 7565.0 7546.73 7583.72 TiDE PatchTST 0.0 0.0 0.0 0.0 0.0 0.02 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.01 0.02 0.02 0.02 0.04 0.02 0.01 7562.15 NLinear
176 2024-10-15 7639.02 7604.74 7524.41 7792.94 7538.07 7647.37 7550.89 7554.31 7587.3 7702.48 7678.15 7562.07 7640.33 7526.24 7536.04 7653.55 7429.02 7615.24 7536.11 7564.45 7527.5 7536.04 7554.31 NLinear RNN 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.02 0.02 0.02 0.02 0.04 0.01 0.01 7526.24 DLinear
177 2024-10-16 7560.16 7584.03 7472.19 7524.15 7510.13 7557.71 7500.61 7525.6 7538.71 7580.69 7620.62 7490.21 7571.23 7510.21 7483.04 7574.04 7427.96 7569.48 7510.9 7522.37 7477.5 7483.04 7525.6 NLinear RNN 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.01 0.01 0.02 0.01 0.01 0.01 0.01 7472.19 LSTM
178 2024-10-17 7497.05 7571.56 7406.36 7436.05 7462.23 7506.3 7433.55 7466.97 7484.21 7495.48 7551.6 7417.59 7502.19 7486.54 7451.01 7481.14 7425.86 7531.56 7464.61 7505.66 7467.5 7433.55 7466.97 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 7466.97 RNN
179 2024-10-18 7485.83 7576.53 7400.38 7405.13 7439.71 7492.0 7417.06 7460.72 7487.02 7473.88 7503.86 7368.89 7465.12 7435.8 7465.36 7460.77 7423.55 7513.17 7448.06 7457.38 7370.0 7417.06 7465.36 PatchTST NLinear 0.01 0.01 0.01 0.01 0.01 0.02 0.0 0.01 0.02 0.0 0.03 0.01 0.01 0.01 0.02 0.02 0.01 0.0 0.01 0.02 7368.89 DilatedRNN
180 2024-10-21 7344.19 7448.06 7278.98 7367.94 7369.4 7422.88 7311.05 7344.49 7375.82 7434.49 7406.12 7267.31 7378.31 7359.09 7361.07 7360.86 7418.39 7455.82 7359.83 7457.08 7362.5 7311.05 7369.4 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.01 7361.07 NLinear
181 2024-10-22 7325.96 7412.3 7285.18 7351.41 7343.75 7341.76 7318.72 7356.17 7398.84 7424.42 7348.14 7270.19 7359.63 7331.88 7344.37 7359.19 7413.08 7435.49 7339.82 7498.96 7346.67 7318.72 7356.17 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.02 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 7348.14 BiTCN
182 2024-10-23 7300.58 7353.2 7269.19 7345.42 7330.7 7285.19 7316.86 7347.0 7376.53 7407.48 7302.48 7257.8 7344.1 7307.03 7315.78 7345.47 7407.29 7416.71 7328.57 7479.02 7357.5 7315.78 7347.0 NLinear RNN 0.01 0.0 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.01 0.0 0.02 0.0 0.0 0.01 0.01 0.01 0.0 0.01 0.01 7353.2 Informer
183 2024-10-24 7327.36 7330.89 7282.53 7334.39 7335.02 7320.17 7344.86 7348.92 7396.87 7389.91 7289.94 7275.05 7332.82 7332.66 7343.01 7344.94 7401.82 7432.15 7340.73 7461.51 7352.5 7335.02 7348.92 TSMixer RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.01 7348.92 RNN
184 2024-10-25 7343.94 7307.17 7278.58 7353.38 7347.83 7335.72 7367.26 7362.14 7388.07 7392.13 7273.09 7271.2 7327.52 7320.14 7359.31 7334.4 7396.39 7461.64 7356.27 7405.27 7372.5 7347.83 7367.26 TSMixer PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.0 0.0 0.0 0.01 7367.26 PatchTST
185 2024-10-28 7348.35 7346.41 7299.95 7382.28 7373.17 7332.05 7394.25 7378.33 7413.72 7409.43 7278.91 7304.22 7355.17 7345.4 7380.76 7341.12 7391.81 7485.78 7385.35 7352.0 7373.33 7373.17 7394.25 TSMixer PatchTST 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.0 0.02 7373.17 TSMixer
186 2024-10-29 7362.26 7347.62 7299.38 7403.71 7382.63 7372.1 7388.31 7376.75 7408.46 7425.13 7307.02 7317.3 7360.51 7394.13 7388.48 7339.41 7387.2 7506.54 7374.2 7368.01 7380.0 7374.2 7388.48 TiDE NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.01 0.01 0.0 0.0 0.02 7382.63 TSMixer
187 2024-10-30 7368.73 7372.31 7309.24 7410.82 7385.75 7428.36 7376.78 7383.46 7418.25 7445.98 7354.4 7342.89 7363.36 7410.4 7387.01 7346.05 7383.02 7505.69 7359.37 7437.75 7330.0 7359.37 7387.01 TiDE NLinear 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.02 0.01 0.01 0.02 7342.89 DilatedRNN
188 2024-10-31 7311.11 7337.7 7264.33 7417.51 7354.56 7416.21 7295.6 7331.68 7363.08 7446.37 7349.71 7310.97 7345.95 7400.75 7339.24 7304.52 7377.33 7490.8 7331.52 7393.39 7340.0 7295.6 7354.56 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 0.0 0.01 0.0 0.01 0.01 0.01 0.02 7339.24 NLinear
189 2024-11-01 7325.45 7340.67 7277.19 7403.85 7350.09 7391.7 7325.08 7346.34 7386.1 7448.67 7361.61 7319.58 7370.1 7385.94 7339.78 7319.82 7372.31 7485.72 7337.9 7388.84 7363.33 7325.08 7350.09 PatchTST TSMixer 0.0 0.0 0.0 0.0 0.01 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.0 0.02 7361.61 BiTCN
190 2024-11-04 7380.95 7383.65 7292.43 7383.24 7362.64 7391.41 7347.38 7368.79 7402.84 7453.22 7370.16 7335.67 7402.01 7359.02 7359.95 7345.06 7368.38 7497.59 7359.38 7382.9 7360.0 7347.38 7368.79 PatchTST RNN 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.02 7359.95 NLinear
191 2024-11-05 7384.76 7385.63 7289.12 7346.33 7359.37 7429.52 7351.29 7355.62 7396.87 7454.93 7371.16 7325.31 7409.42 7374.6 7372.07 7351.83 7364.63 7481.09 7351.21 7367.23 7357.5 7351.21 7372.07 TiDE NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.01 0.0 0.01 0.0 0.0 0.02 7359.37 TSMixer
192 2024-11-06 7372.14 7355.21 7288.76 7314.96 7358.52 7411.56 7351.78 7368.22 7396.45 7452.88 7354.85 7322.02 7400.71 7361.08 7378.69 7358.67 7361.11 7474.57 7344.45 7366.55 7383.33 7344.45 7378.69 TiDE NLinear 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.01 7378.69 NLinear
193 2024-11-07 7394.49 7360.17 7314.98 7313.69 7372.23 7396.45 7372.83 7393.67 7424.33 7451.24 7358.23 7334.24 7417.74 7365.87 7401.06 7365.66 7359.13 7468.38 7365.83 7385.99 7366.67 7365.83 7401.06 TiDE NLinear 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.0 0.0 0.0 0.01 0.01 0.0 0.01 7365.87 DLinear
194 2024-11-08 7367.07 7340.66 7293.82 7316.41 7367.46 7382.51 7359.92 7362.61 7398.7 7438.23 7354.98 7304.15 7401.83 7383.2 7376.13 7365.23 7357.25 7458.3 7358.59 7369.13 7383.33 7358.59 7376.13 TiDE NLinear 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 0.0 0.0 0.0 0.01 0.01 0.0 0.01 7383.2 DLinear
195 2024-11-11 7385.33 7367.98 7315.88 7312.9 7378.33 7404.64 7387.22 7388.8 7424.18 7437.92 7365.14 7305.25 7419.91 7362.62 7385.12 7370.33 7356.28 7474.63 7378.79 7380.81 7340.0 7378.33 7388.8 TSMixer RNN 0.01 0.01 0.01 0.01 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 0.02 7356.28 StemGNN
196 2024-11-12 7348.61 7291.9 7270.91 7276.3 7360.35 7418.77 7340.51 7341.66 7370.75 7421.61 7353.11 7263.97 7401.87 7368.74 7336.24 7330.87 7354.22 7450.79 7358.86 7365.14 7306.67 7336.24 7360.35 NLinear TSMixer 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.02 0.01 0.02 0.0 0.01 0.02 7291.9 Informer
197 2024-11-13 7332.29 7268.64 7251.3 7254.86 7321.8 7370.7 7316.54 7309.23 7352.06 7407.6 7345.42 7241.63 7403.21 7337.77 7293.72 7283.12 7351.63 7422.7 7318.66 7366.33 7323.33 7293.72 7321.8 NLinear TSMixer 0.0 0.0 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.01 0.0 0.01 0.01 0.0 0.01 7321.8 TSMixer
198 2024-11-14 7344.44 7272.3 7257.76 7244.21 7333.12 7360.61 7371.92 7303.81 7360.68 7413.77 7340.82 7254.99 7417.81 7357.29 7319.99 7274.54 7348.14 7390.92 7325.41 7400.55 7353.33 7303.81 7371.92 RNN PatchTST 0.0 0.01 0.0 0.0 0.0 0.0 0.01 0.0 0.0 0.01 0.01 0.01 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.01 7357.29 DLinear
199 2024-11-15 7319.74 7273.8 7268.91 7230.74 7333.59 7348.71 7348.61 7284.0 7349.73 7441.16 7343.64 7265.12 7418.84 7321.15 7309.22 7271.93 7337.24 7383.45 7336.21 7391.44 7393.33 7284.0 7348.61 RNN PatchTST 0.01 0.01 0.01 0.01 0.01 0.01 0.02 0.01 0.01 0.02 0.02 0.0 0.0 0.02 0.01 0.01 0.01 0.02 0.01 0.0 7391.44 DeepNPTS
200 2024-11-18 7317.36 7293.89 7282.1 7208.8 7330.95 7366.03 7319.87 7297.49 7368.11 7442.79 7338.93 7287.87 7411.82 7370.53 7321.93 7272.12 7360.05 7365.12 7326.46 7397.05 7363.33 7297.49 7330.95 RNN TSMixer 0.01 0.01 0.01 0.0 0.01 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.01 0.01 0.0 0.0 0.01 0.02 0.0 0.0 7365.12 MLPMultivariate
201 2024-11-19 7307.74 7295.89 7310.31 7191.16 7332.0 7325.75 7319.12 7335.5 7371.58 7436.03 7333.44 7305.78 7369.13 7344.6 7332.86 7272.76 7349.71 7334.35 7334.74 7399.99 7370.0 7319.12 7335.5 PatchTST RNN 0.01 0.0 0.0 0.01 0.01 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.0 0.01 0.01 0.0 0.01 0.02 0.0 0.0 7369.13 MLP
202 2024-11-20 7337.59 7316.53 7313.05 7342.47 7344.39 7306.89 7350.64 7378.3 7405.32 7418.54 7321.07 7320.57 7338.04 7387.81 7361.4 7362.29 7351.25 7331.53 7354.71 7376.74
203 2024-11-21 7317.17 7307.52 7316.97 7328.65 7332.21 7313.82 7338.19 7370.33 7411.06 7428.94 7317.81 7327.25 7336.69 7338.95 7351.55 7367.47 7347.77 7312.24 7317.22 7363.68
204 2024-11-22 7297.24 7303.13 7326.41 7326.86 7312.23 7317.62 7323.69 7346.49 7403.67 7445.02 7312.61 7330.36 7338.74 7334.72 7364.72 7364.16 7336.86 7308.51 7293.33 7345.68
205 2024-11-25 7303.15 7296.9 7344.72 7335.47 7295.32 7333.21 7318.15 7358.58 7420.51 7441.58 7302.02 7356.28 7322.75 7303.17 7395.47 7359.94 7359.68 7302.15 7295.56 7386.05
206 2024-11-26 7291.95 7311.98 7373.82 7342.08 7280.39 7364.26 7291.85 7386.51 7420.56 7449.44 7294.83 7374.35 7319.28 7310.3 7329.59 7357.71 7349.34 7286.71 7291.14 7341.73

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价格,PP多空情绪强弱指数,C2305195181,周度 价格,PP多空情绪强弱指数,C2305195181,周度
价格,再生PP市场价/山东（日）,ID01460426,日度 价格,再生PP市场价/山东（日）,ID01460426,日度
价格,印度粉矿：57%Fe：品牌价格：青岛港,C2307206639,日度 价格,印度粉矿：57%Fe：品牌价格：青岛港,C2307206639,日度
价格,美国-中国PS（GPPS）价差,C2112016712,日度
价格,塑编产成品库存,ID01230702,周度 价格,塑编产成品库存,ID01230702,周度
价格,塑编订单天数,ID01280095,周度 价格,塑编订单天数,ID01280095,周度
价格,塑编产成品库存天数,RE00009884,周度 价格,塑编产成品库存天数,RE00009884,周度
价格,塑编原材料库存天数,ID01230703,周度 价格,塑编原材料库存天数,ID01230703,周度
价格,塑编整体开工率,ID01230748,周度
价格,PP管材开工率,RE00009876,周度
价格,PP无纺布开工率,RE00009875,周度 价格,PP无纺布开工率,RE00009875,周度
价格,BOPP开工率,ID01230734,周度 价格,BOPP开工率,ID01230734,周度
价格,中国PP无纺布原料库存天数,ID01367472,周度 价格,中国PP无纺布原料库存天数,ID01367472,周度
@ -30,6 +33,7 @@
价格,PP主力收盘价,S0203118,日度 价格,PP主力收盘价,S0203118,日度
价格,PP粉料（山东）,Q6554151,日度 价格,PP粉料（山东）,Q6554151,日度
价格,PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）,ID00164407,日度 价格,PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）,ID00164407,日度
价格,PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日）,ID00164419,日度
价格,PP：低熔共聚：K8003：自提价：广州：宝丰能源（日）,ID00162611,日度 价格,PP：低熔共聚：K8003：自提价：广州：宝丰能源（日）,ID00162611,日度
价格,PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日）,ID00162667,日度 价格,PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日）,ID00162667,日度
价格,PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日）,ID01385945,日度 价格,PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日）,ID01385945,日度
@ -183,6 +187,7 @@
库存,BOPP原料库存+产成品库存天数,C2211254027,周度 库存,BOPP原料库存+产成品库存天数,C2211254027,周度
库存,PP周度总库存,C2212057031,周度 库存,PP周度总库存,C2212057031,周度
库存,中国BOPP原料库存天数同差,C2301198673,周度 库存,中国BOPP原料库存天数同差,C2301198673,周度
库存,PP库存(PDH)超季节性(3Y),C2301316785,周度
库存,中国BOPP周度产成品库存天数（T）,84407,周度 库存,中国BOPP周度产成品库存天数（T）,84407,周度
库存,中国BOPP周度原料库存天数（T）,84406,周度 库存,中国BOPP周度原料库存天数（T）,84406,周度
库存,中国再生PP样本企业周度库存,72483,周度 库存,中国再生PP样本企业周度库存,72483,周度
@ -237,6 +242,7 @@
供应,PP管材开工率同差,C2210250903,周度 供应,PP管材开工率同差,C2210250903,周度
供应,PP无纺布开工率同差,C2210258867,周度 供应,PP无纺布开工率同差,C2210258867,周度
供应,PP日度产量（粒料+粉料）,C2210311448,日度 供应,PP日度产量（粒料+粉料）,C2210311448,日度
供应,PP下游综合开工率/3年超季节性,C2301145692,周度
供应,中国再生PP周度开工负荷率,72485,周度 供应,中国再生PP周度开工负荷率,72485,周度
供应,PP无纺布生产毛利,ID01218972,日度 供应,PP无纺布生产毛利,ID01218972,日度
供应,中国再生PP周度开工负荷率同差,C2305239026,周度 供应,中国再生PP周度开工负荷率同差,C2305239026,周度

1 指标分类 指标名称 指标id 频度
17 价格 PP多空情绪强弱指数 C2305195181 周度
18 价格 再生PP市场价/山东（日） ID01460426 日度
19 价格 印度粉矿：57%Fe：品牌价格：青岛港 C2307206639 日度
20 价格 美国-中国PS（GPPS）价差 C2112016712 日度
21 价格 塑编产成品库存 ID01230702 周度
22 价格 塑编订单天数 ID01280095 周度
23 价格 塑编产成品库存天数 RE00009884 周度
24 价格 塑编原材料库存天数 ID01230703 周度
25 价格 塑编整体开工率 ID01230748 周度
26 价格 PP管材开工率 RE00009876 周度
27 价格 PP无纺布开工率 RE00009875 周度
28 价格 BOPP开工率 ID01230734 周度
29 价格 中国PP无纺布原料库存天数 ID01367472 周度
33 价格 PP主力收盘价 S0203118 日度
34 价格 PP粉料（山东） Q6554151 日度
35 价格 PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） ID00164407 日度
36 价格 PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） ID00164419 日度
37 价格 PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） ID00162611 日度
38 价格 PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） ID00162667 日度
39 价格 PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） ID01385945 日度
187 库存 BOPP原料库存+产成品库存天数 C2211254027 周度
188 库存 PP周度总库存 C2212057031 周度
189 库存 中国BOPP原料库存天数同差 C2301198673 周度
190 库存 PP库存(PDH)超季节性(3Y) C2301316785 周度
191 库存 中国BOPP周度产成品库存天数（T） 84407 周度
192 库存 中国BOPP周度原料库存天数（T） 84406 周度
193 库存 中国再生PP样本企业周度库存 72483 周度
242 供应 PP管材开工率同差 C2210250903 周度
243 供应 PP无纺布开工率同差 C2210258867 周度
244 供应 PP日度产量（粒料+粉料） C2210311448 日度
245 供应 PP下游综合开工率/3年超季节性 C2301145692 周度
246 供应 中国再生PP周度开工负荷率 72485 周度
247 供应 PP无纺布生产毛利 ID01218972 日度
248 供应 中国再生PP周度开工负荷率同差 C2305239026 周度

128
juxitingdataset/特征频度统计.csv
View File

@ -1,4 +1,4 @@
日度(216),周度(90),154天(1) 日度(218),周度(94),21天(1)
PP主力收盘价拟合残差/丙烷 CP M1,PE注塑开工率/周,中国：华东地区：市场平均价：BOPP厚光膜 PP主力收盘价拟合残差/丙烷 CP M1,PE注塑开工率/周,中国：华东地区：市场平均价：BOPP厚光膜
华南聚丙烯基差（折盘面收盘价）,PP：看跌比例：中国（周）, 华南聚丙烯基差（折盘面收盘价）,PP：看跌比例：中国（周）,
华北聚丙烯基差（折盘面收盘价）,PP：看平比例：中国（周）, 华北聚丙烯基差（折盘面收盘价）,PP：看平比例：中国（周）,
@ -9,12 +9,14 @@ BOPP：成本：中国（日）,塑编产成品库存,
PP无纺布生产成本（日）,塑编订单天数, PP无纺布生产成本（日）,塑编订单天数,
CPP薄膜成本（日）,塑编产成品库存天数, CPP薄膜成本（日）,塑编产成品库存天数,
PET瓶片：利润：中国（日）7DMA,塑编原材料库存天数, PET瓶片：利润：中国（日）7DMA,塑编原材料库存天数,
再生PP市场价/山东（日）,PP无纺布开工率, 再生PP市场价/山东（日）,塑编整体开工率,
印度粉矿：57%Fe：品牌价格：青岛港,BOPP开工率, 印度粉矿：57%Fe：品牌价格：青岛港,PP管材开工率,
PP拉丝国内现货价格,中国PP无纺布原料库存天数, 美国-中国PS（GPPS）价差,PP无纺布开工率,
PP主力收盘价,中国PP无纺布原料库存量, PP拉丝国内现货价格,BOPP开工率,
PP粉料（山东）,中国PP无纺布成品库存天数, PP主力收盘价,中国PP无纺布原料库存天数,
PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）,西北欧：现货价：FOB低密度聚乙烯, PP粉料（山东）,中国PP无纺布原料库存量,
PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）,中国PP无纺布成品库存天数,
PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日）,西北欧：现货价：FOB低密度聚乙烯,
PP：低熔共聚：K8003：自提价：广州：宝丰能源（日）,中国BOPP原料库存天数, PP：低熔共聚：K8003：自提价：广州：宝丰能源（日）,中国BOPP原料库存天数,
PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日）,中国BOPP成品库存天数, PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日）,中国BOPP成品库存天数,
PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日）,中国BOPP成品库存量, PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日）,中国BOPP成品库存量,
@ -35,62 +37,62 @@ DCE：塑料：期货价格指数收盘价（日）,PP贸易商库存(钢联)同
PP.DCE收盘价,BOPP原料库存+产成品库存天数, PP.DCE收盘价,BOPP原料库存+产成品库存天数,
PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日）,PP周度总库存, PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日）,PP周度总库存,
PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日）,中国BOPP原料库存天数同差, PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日）,中国BOPP原料库存天数同差,
PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日）,中国BOPP周度产成品库存天数（T）, PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日）,PP库存(PDH)超季节性(3Y),
PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日）,中国BOPP周度原料库存天数（T）, PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日）,中国BOPP周度产成品库存天数（T）,
PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日）,中国再生PP样本企业周度库存, PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日）,中国BOPP周度原料库存天数（T）,
PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日）,中国PP港口期末库存, PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日）,中国再生PP样本企业周度库存,
PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日）,PP粉料库存（吨）变化, PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日）,中国PP港口期末库存,
PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日）,PP贸易商库存(钢联), PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日）,PP粉料库存（吨）变化,
PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日）,PP下游原料库存天数, PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日）,PP贸易商库存(钢联),
PP：低熔共聚：市场价：华南地区（日）,塑编原材料库存, PP：低熔共聚：市场价：华南地区（日）,PP下游原料库存天数,
PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日）,PP两油+煤制库存, PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日）,塑编原材料库存,
PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日）,PP炼厂库存+PDH库存, PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日）,PP两油+煤制库存,
PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日）,PP库存（煤制）, PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日）,PP炼厂库存+PDH库存,
PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日）,PP库存 (地方炼厂), PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日）,PP库存（煤制）,
PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日）,PP上游库存（两油+煤+PDH+地方）, PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日）,PP库存 (地方炼厂),
PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日）,中国CPP原料库存天数, PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日）,PP上游库存（两油+煤+PDH+地方）,
PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日）,中国CPP成品库存量, PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日）,中国CPP原料库存天数,
PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日）,中国CPP成品库存天数, PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日）,中国CPP成品库存量,
PP：高熔共聚：EP548R：市场价：临沂：万华化学（日）,PP下游原料库存, PP：高熔共聚：EP548R：市场价：临沂：万华化学（日）,中国CPP成品库存天数,
PP：高熔共聚：M30RH：市场价：合肥：中安联合（日）,PP库存(PDH), PP：高熔共聚：M30RH：市场价：合肥：中安联合（日）,PP下游原料库存,
PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日）,PP上游库存(两油+煤+PDH）, PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日）,PP库存(PDH),
PP：高熔共聚：EP548R：市场价：广州：中科炼化（日）,PP粉料库存, PP：高熔共聚：EP548R：市场价：广州：中科炼化（日）,PP上游库存(两油+煤+PDH）,
PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日）,中国BOPP原料库存量, PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日）,PP粉料库存,
PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日）,BOPP订单天数-产成品库存天数（隆众）, PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日）,中国BOPP原料库存量,
PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日）,BOPP开工率(隆众)同差, PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日）,BOPP订单天数-产成品库存天数（隆众）,
PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日）,PP下游综合开工率/2WMA, PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日）,BOPP开工率(隆众)同差,
PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日）,PP下游综合开工率同差, PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日）,PP下游综合开工率/2WMA,
PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日）,PP周度产量/4WMA, PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日）,PP下游综合开工率同差,
PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日）,PP粉检修减损量（周）, PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日）,PP周度产量/4WMA,
PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日）,PP周度产量同差, PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日）,PP粉检修减损量（周）,
PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日）,PP周度产量, PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日）,PP周度产量同差,
PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日）,PP周度开工率, PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日）,PP周度产量,
PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日）,PP下游开工/PE下游开工, PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日）,PP周度开工率,
PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日）,PP管材开工率同差, PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日）,PP下游开工/PE下游开工,
PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日）,PP无纺布开工率同差, PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日）,PP管材开工率同差,
PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日）,中国再生PP周度开工负荷率, PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日）,PP无纺布开工率同差,
热水管：PA14D：市场价：青州：大庆炼化（日）,中国再生PP周度开工负荷率同差, 热水管：PA14D：市场价：青州：大庆炼化（日）,PP下游综合开工率/3年超季节性,
CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日）,PP粉料开工率（4WMA）, CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日）,中国再生PP周度开工负荷率,
PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日）,PP检修减损量, PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日）,中国再生PP周度开工负荷率同差,
PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日）,PP下游综合开工率（少注塑&CPP）, PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日）,PP粉料开工率（4WMA）,
PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日）,BOPP开工率同差, PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日）,PP检修减损量,
热水管：YPR-503：出厂价：华东地区：扬子石化（日）,BOPP开工率（4WMA）, 热水管：YPR-503：出厂价：华东地区：扬子石化（日）,PP下游综合开工率（少注塑&CPP）,
热水管：PA14D：出厂价：华东地区：大庆炼化（日）,PP粉料开工率, 热水管：PA14D：出厂价：华东地区：大庆炼化（日）,BOPP开工率同差,
CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日）,PP周度检修率, CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日）,BOPP开工率（4WMA）,
CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日）,PP周度产量周环差, CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日）,PP粉料开工率,
PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日）,PP周度产量同比, PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日）,PP周度检修率,
PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日）,PP下游成品库存天数, PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日）,PP周度产量周环差,
PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日）,PP部分下游订单天数, PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日）,PP周度产量同比,
热水管：T4401：出厂价：华南地区：茂名石化（日）,中国BOPP订单天数同差, 热水管：T4401：出厂价：华南地区：茂名石化（日）,PP下游成品库存天数,
热水管：PPR-4220：出厂价：华南地区：广州石化（日）,中国BOPP订单天数/4WMA, 热水管：PPR-4220：出厂价：华南地区：广州石化（日）,PP部分下游订单天数,
PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）,BOPP完工订单工作量（周）, PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）,中国BOPP订单天数同差,
PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日）,中国再生PP周度样本成交量, PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日）,中国BOPP订单天数/4WMA,
PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日）,BOPP开工率超季节性/3年, PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日）,BOPP完工订单工作量（周）,
PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日）,中国BOPP成品库存量同差, PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日）,中国再生PP周度样本成交量,
PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日）,中国CPP订单天数, PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日）,BOPP开工率超季节性/3年,
PP：BOPP：L5D98：出厂价：华南地区：广东石化（日）,BOPP 订单-成品天数, PP：BOPP：L5D98：出厂价：华南地区：广东石化（日）,中国BOPP成品库存量同差,
PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日）,, PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日）,中国CPP订单天数,
CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日）,, CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日）,BOPP 订单-成品天数,
CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日）,, CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日）,,
BOPP：12μ光膜：出厂价：华北地区：凯达包装（日）,, BOPP：12μ光膜：出厂价：华北地区：凯达包装（日）,,
BOPP：18μ光膜：市场低端价：青岛（日）,, BOPP：18μ光膜：市场低端价：青岛（日）,,

1 日度(216) 日度(218) 周度(90) 周度(94) 154天(1) 21天(1)
2 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜
3 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周）
4 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周）
9 PP无纺布生产成本（日） 塑编订单天数
10 CPP薄膜成本（日） 塑编产成品库存天数
11 PET瓶片：利润：中国（日）7DMA 塑编原材料库存天数
12 再生PP市场价/山东（日） PP无纺布开工率 塑编整体开工率
13 印度粉矿：57%Fe：品牌价格：青岛港 BOPP开工率 PP管材开工率
14 PP拉丝国内现货价格 美国-中国PS（GPPS）价差 中国PP无纺布原料库存天数 PP无纺布开工率
15 PP主力收盘价 PP拉丝国内现货价格 中国PP无纺布原料库存量 BOPP开工率
16 PP粉料（山东） PP主力收盘价 中国PP无纺布成品库存天数 中国PP无纺布原料库存天数
17 PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） PP粉料（山东） 西北欧：现货价：FOB低密度聚乙烯 中国PP无纺布原料库存量
18 PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日） 中国PP无纺布成品库存天数
19 PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日） 西北欧：现货价：FOB低密度聚乙烯
20 PP：低熔共聚：K8003：自提价：广州：宝丰能源（日） 中国BOPP原料库存天数
21 PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日） 中国BOPP成品库存天数
22 PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日） 中国BOPP成品库存量
37 PP.DCE收盘价 BOPP原料库存+产成品库存天数
38 PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日） PP周度总库存
39 PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日） 中国BOPP原料库存天数同差
40 PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日） 中国BOPP周度产成品库存天数（T） PP库存(PDH)超季节性(3Y)
41 PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日） 中国BOPP周度原料库存天数（T） 中国BOPP周度产成品库存天数（T）
42 PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日） 中国再生PP样本企业周度库存 中国BOPP周度原料库存天数（T）
43 PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日） 中国PP港口期末库存 中国再生PP样本企业周度库存
44 PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日） PP粉料库存（吨）变化 中国PP港口期末库存
45 PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日） PP贸易商库存(钢联) PP粉料库存（吨）变化
46 PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日） PP下游原料库存天数 PP贸易商库存(钢联)
47 PP：低熔共聚：市场价：华南地区（日） 塑编原材料库存 PP下游原料库存天数
48 PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日） PP两油+煤制库存 塑编原材料库存
49 PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日） PP炼厂库存+PDH库存 PP两油+煤制库存
50 PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日） PP库存（煤制） PP炼厂库存+PDH库存
51 PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日） PP库存 (地方炼厂) PP库存（煤制）
52 PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日） PP上游库存（两油+煤+PDH+地方） PP库存 (地方炼厂)
53 PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日） 中国CPP原料库存天数 PP上游库存（两油+煤+PDH+地方）
54 PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日） 中国CPP成品库存量 中国CPP原料库存天数
55 PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日） 中国CPP成品库存天数 中国CPP成品库存量
56 PP：高熔共聚：EP548R：市场价：临沂：万华化学（日） PP下游原料库存 中国CPP成品库存天数
57 PP：高熔共聚：M30RH：市场价：合肥：中安联合（日） PP库存(PDH) PP下游原料库存
58 PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日） PP上游库存(两油+煤+PDH） PP库存(PDH)
59 PP：高熔共聚：EP548R：市场价：广州：中科炼化（日） PP粉料库存 PP上游库存(两油+煤+PDH）
60 PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日） 中国BOPP原料库存量 PP粉料库存
61 PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日） BOPP订单天数-产成品库存天数（隆众） 中国BOPP原料库存量
62 PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日） BOPP开工率(隆众)同差 BOPP订单天数-产成品库存天数（隆众）
63 PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日） PP下游综合开工率/2WMA BOPP开工率(隆众)同差
64 PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日） PP下游综合开工率同差 PP下游综合开工率/2WMA
65 PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日） PP周度产量/4WMA PP下游综合开工率同差
66 PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日） PP粉检修减损量（周） PP周度产量/4WMA
67 PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日） PP周度产量同差 PP粉检修减损量（周）
68 PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日） PP周度产量 PP周度产量同差
69 PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日） PP周度开工率 PP周度产量
70 PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日） PP下游开工/PE下游开工 PP周度开工率
71 PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日） PP管材开工率同差 PP下游开工/PE下游开工
72 PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日） PP无纺布开工率同差 PP管材开工率同差
73 PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日） 中国再生PP周度开工负荷率 PP无纺布开工率同差
74 热水管：PA14D：市场价：青州：大庆炼化（日） 中国再生PP周度开工负荷率同差 PP下游综合开工率/3年超季节性
75 CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日） PP粉料开工率（4WMA） 中国再生PP周度开工负荷率
76 PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日） PP检修减损量 中国再生PP周度开工负荷率同差
77 PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日） PP下游综合开工率（少注塑&CPP） PP粉料开工率（4WMA）
78 PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日） BOPP开工率同差 PP检修减损量
79 热水管：YPR-503：出厂价：华东地区：扬子石化（日） BOPP开工率（4WMA） PP下游综合开工率（少注塑&CPP）
80 热水管：PA14D：出厂价：华东地区：大庆炼化（日） PP粉料开工率 BOPP开工率同差
81 CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日） PP周度检修率 BOPP开工率（4WMA）
82 CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日） PP周度产量周环差 PP粉料开工率
83 PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日） PP周度产量同比 PP周度检修率
84 PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日） PP下游成品库存天数 PP周度产量周环差
85 PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日） PP部分下游订单天数 PP周度产量同比
86 热水管：T4401：出厂价：华南地区：茂名石化（日） 中国BOPP订单天数同差 PP下游成品库存天数
87 热水管：PPR-4220：出厂价：华南地区：广州石化（日） 中国BOPP订单天数/4WMA PP部分下游订单天数
88 PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日） BOPP完工订单工作量（周） 中国BOPP订单天数同差
89 PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日） 中国再生PP周度样本成交量 中国BOPP订单天数/4WMA
90 PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日） BOPP开工率超季节性/3年 BOPP完工订单工作量（周）
91 PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日） 中国BOPP成品库存量同差 中国再生PP周度样本成交量
92 PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日） 中国CPP订单天数 BOPP开工率超季节性/3年
93 PP：BOPP：L5D98：出厂价：华南地区：广东石化（日） BOPP 订单-成品天数 中国BOPP成品库存量同差
94 PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日） 中国CPP订单天数
95 CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日） BOPP 订单-成品天数
96 CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日）
97 BOPP：12μ光膜：出厂价：华北地区：凯达包装（日）
98 BOPP：18μ光膜：市场低端价：青岛（日）

2
juxitingdataset/特征频度统计.txt
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@ -1,4 +1,4 @@
特征信息：总共有305个,日度(216),周度(90),154天(1), 详看 附1、特征列表 特征信息：总共有311个,日度(218),周度(94),21天(1), 详看 附1、特征列表
数据特征工程： 数据特征工程：
1. 数据日期排序，新日期在最后 1. 数据日期排序，新日期在最后
2. 删除空列，特征数据列没有值，就删除 2. 删除空列，特征数据列没有值，就删除

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4
lib/dataread.py
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@ -1,5 +1,5 @@
# from config_jingbo import * from config_jingbo import *
from config_juxiting import * # from config_juxiting import *
# 导入模块 # 导入模块

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logs/pricepredict.log.1 Normal file
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39
main_juxiting.py
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@ -1,5 +1,4 @@
# 读取配置 # 读取配置
from lib import *
from lib.dataread import * from lib.dataread import *
from lib.tools import * from lib.tools import *
from models.nerulforcastmodels import ex_Model,model_losss,brent_export_pdf,tansuanli_export_pdf,pp_export_pdf,model_losss_juxiting from models.nerulforcastmodels import ex_Model,model_losss,brent_export_pdf,tansuanli_export_pdf,pp_export_pdf,model_losss_juxiting
@ -110,25 +109,25 @@ def predict_main():
row,col = df.shape row,col = df.shape
now = datetime.datetime.now().strftime('%Y%m%d%H%M%S') now = datetime.datetime.now().strftime('%Y%m%d%H%M%S')
ex_Model(df, # ex_Model(df,
horizon=horizon, # horizon=horizon,
input_size=input_size, # input_size=input_size,
train_steps=train_steps, # train_steps=train_steps,
val_check_steps=val_check_steps, # val_check_steps=val_check_steps,
early_stop_patience_steps=early_stop_patience_steps, # early_stop_patience_steps=early_stop_patience_steps,
is_debug=is_debug, # is_debug=is_debug,
dataset=dataset, # dataset=dataset,
is_train=is_train, # is_train=is_train,
is_fivemodels=is_fivemodels, # is_fivemodels=is_fivemodels,
val_size=val_size, # val_size=val_size,
test_size=test_size, # test_size=test_size,
settings=settings, # settings=settings,
now=now, # now=now,
etadata = etadata, # etadata = etadata,
modelsindex = modelsindex, # modelsindex = modelsindex,
data = data, # data = data,
is_eta=is_eta, # is_eta=is_eta,
) # )
logger.info('模型训练完成') logger.info('模型训练完成')

38
main_yuanyou.py
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@ -151,25 +151,25 @@ def predict_main():
row, col = df.shape row, col = df.shape
now = datetime.datetime.now().strftime('%Y%m%d%H%M%S') now = datetime.datetime.now().strftime('%Y%m%d%H%M%S')
# ex_Model(df, ex_Model(df,
# horizon=horizon, horizon=horizon,
# input_size=input_size, input_size=input_size,
# train_steps=train_steps, train_steps=train_steps,
# val_check_steps=val_check_steps, val_check_steps=val_check_steps,
# early_stop_patience_steps=early_stop_patience_steps, early_stop_patience_steps=early_stop_patience_steps,
# is_debug=is_debug, is_debug=is_debug,
# dataset=dataset, dataset=dataset,
# is_train=is_train, is_train=is_train,
# is_fivemodels=is_fivemodels, is_fivemodels=is_fivemodels,
# val_size=val_size, val_size=val_size,
# test_size=test_size, test_size=test_size,
# settings=settings, settings=settings,
# now=now, now=now,
# etadata=etadata, etadata=etadata,
# modelsindex=modelsindex, modelsindex=modelsindex,
# data=data, data=data,
# is_eta=is_eta, is_eta=is_eta,
# ) )
logger.info('模型训练完成') logger.info('模型训练完成')

303
models/nerulforcastmodels.py
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@ -483,6 +483,9 @@ def model_losss(sqlitedb):
plt.close() plt.close()
return model_results3 return model_results3
# 计算预测评估指数 # 计算预测评估指数
def model_losss_juxiting(sqlitedb): def model_losss_juxiting(sqlitedb):
global dataset global dataset
@ -537,7 +540,20 @@ def model_losss_juxiting(sqlitedb):
with open(os.path.join(dataset,"best_modelnames.txt"), 'w') as f: with open(os.path.join(dataset,"best_modelnames.txt"), 'w') as f:
f.write(','.join(modelnames) + '\n') f.write(','.join(modelnames) + '\n')
# 预测值与真实值对比图
plt.rcParams['font.sans-serif'] = ['SimHei']
plt.figure(figsize=(15, 10))
for n,model in enumerate(modelnames[:5]):
plt.subplot(3, 2, n+1)
plt.plot(df_combined3['ds'], df_combined3['y'], label='真实值')
plt.plot(df_combined3['ds'], df_combined3[model], label=model)
plt.legend()
plt.xlabel('日期')
plt.ylabel('价格')
plt.title(model+'拟合')
plt.subplots_adjust(hspace=0.5)
plt.savefig(os.path.join(dataset,'预测值与真实值对比图.png'), bbox_inches='tight')
plt.close()
# # 根据真实值y确定最大最小值,去掉最高最低的预测值 # # 根据真实值y确定最大最小值,去掉最高最低的预测值
# import heapq # 使用堆来找到最大和最小的值 # import heapq # 使用堆来找到最大和最小的值
@ -590,24 +606,24 @@ def model_losss_juxiting(sqlitedb):
# df_combined = df_combined.round(4) # df_combined = df_combined.round(4)
# print(df_combined3) # print(df_combined3)
# 使用最佳五个模型进行绘图 #使用最佳五个模型进行绘图
# best_models = pd.read_csv(os.path.join(dataset,'best_modelnames.txt'),header=None).values.flatten().tolist() best_models = pd.read_csv(os.path.join(dataset,'best_modelnames.txt'),header=None).values.flatten().tolist()
# def find_min_max_within_quantile(row): def find_min_max_within_quantile(row):
# row = row[best_models] row = row[best_models]
# q10 = row.min() q10 = row.min()
# q90 = row.max() q90 = row.max()
# # 获取 row行最大最小值模型名称 # 获取 row行最大最小值模型名称
# min_model = row[row == q10].idxmin() min_model = row[row == q10].idxmin()
# max_model = row[row == q90].idxmin() max_model = row[row == q90].idxmin()
# # # 判断flot值是否为空值 # # 判断flot值是否为空值
# # if pd.isna(q10) or pd.isna(q90): # if pd.isna(q10) or pd.isna(q90):
# return pd.Series([q10, q90,min_model,max_model], index=['min_within_quantile','max_within_quantile','min_model','max_model']) return pd.Series([q10, q90,min_model,max_model], index=['min_within_quantile','max_within_quantile','min_model','max_model'])
# # 遍历行 # 遍历行
# df_combined3[['min_within_quantile', 'max_within_quantile','min_model','max_model']] = df_combined3.apply(find_min_max_within_quantile, axis=1) df_combined3[['min_within_quantile', 'max_within_quantile','min_model','max_model']] = df_combined3.apply(find_min_max_within_quantile, axis=1)
# df_combined = df_combined.round(4) df_combined = df_combined.round(4)
# print(df_combined3) print(df_combined3)
# # 通道使用模型评估前80%作为置信度 # # 通道使用模型评估前80%作为置信度
# def find_min_max_within_quantile(row): # def find_min_max_within_quantile(row):
@ -716,24 +732,9 @@ def model_losss_juxiting(sqlitedb):
# df_combined3.to_sql('testandpredict_groupby', sqlitedb.connection, if_exists='replace', index=False) # df_combined3.to_sql('testandpredict_groupby', sqlitedb.connection, if_exists='replace', index=False)
# df_combined3.to_csv(os.path.join(dataset,"testandpredict_groupby.csv"),index=False) # df_combined3.to_csv(os.path.join(dataset,"testandpredict_groupby.csv"),index=False)
'''
# 去掉方差最大的模型，其余模型预测最大最小值确定通道边界 # 去掉方差最大的模型，其余模型预测最大最小值确定通道边界
# 预测值与真实值对比图
plt.rcParams['font.sans-serif'] = ['SimHei']
plt.figure(figsize=(15, 10))
# 设置有5个子图的画布
for n,model in enumerate(modelnames[:5]):
plt.subplot(3, 2, n+1)
plt.plot(df_combined3['ds'], df_combined3['y'], label='真实值')
plt.plot(df_combined3['ds'], df_combined3[model], label=model)
plt.legend()
plt.xlabel('日期')
plt.ylabel('价格')
plt.title(model+'拟合')
plt.subplots_adjust(hspace=0.5)
plt.savefig(os.path.join(dataset,'预测值与真实值对比图.png'), bbox_inches='tight')
plt.close()
# 历史数据+预测数据 # 历史数据+预测数据
# 拼接未来时间预测 # 拼接未来时间预测
@ -761,6 +762,7 @@ def model_losss_juxiting(sqlitedb):
except ValueError: except ValueError:
pass pass
df_combined3.to_csv(os.path.join(dataset,"testandpredict_groupby.csv"),index=False) df_combined3.to_csv(os.path.join(dataset,"testandpredict_groupby.csv"),index=False)
df_combined3['ds'] = df_combined3['ds'].dt.strftime('%Y-%m-%d 00:00:00')
# # 判断表存在 # # 判断表存在
if not sqlitedb.check_table_exists('testandpredict_groupby'): if not sqlitedb.check_table_exists('testandpredict_groupby'):
df_combined3.to_sql('testandpredict_groupby',sqlitedb.connection,index=False) df_combined3.to_sql('testandpredict_groupby',sqlitedb.connection,index=False)
@ -795,89 +797,109 @@ def model_losss_juxiting(sqlitedb):
plt.plot(df_combined3['ds'], df_combined3[most_model], label=most_model_name) plt.plot(df_combined3['ds'], df_combined3[most_model], label=most_model_name)
plt.fill_between(df_combined3['ds'], df_combined3['min'], df_combined3['max'], alpha=0.2) plt.fill_between(df_combined3['ds'], df_combined3['min'], df_combined3['max'], alpha=0.2)
plt.grid(True) plt.grid(True)
# # 显示历史值
for i, j in zip(df_combined3['ds'][:-5], df_combined3['y'][:-5]):
plt.text(i, j, str(j), ha='center', va='bottom')
# 当前日期画竖虚线 # 当前日期画竖虚线
plt.axvline(x=df_combined3['ds'].iloc[-horizon], color='r', linestyle='--') plt.axvline(x=df_combined3['ds'].iloc[-horizon], color='r', linestyle='--')
plt.legend() plt.legend()
plt.xlabel('日期') plt.xlabel('日期')
plt.ylabel('价格') plt.ylabel('价格')
# # 显示历史值
for i, j in zip(df_combined3['ds'][:-5], df_combined3['y'][:-5]):
plt.text(i, j, str(j), ha='center', va='bottom')
plt.savefig(os.path.join(dataset,'历史价格-预测值.png'), bbox_inches='tight') plt.savefig(os.path.join(dataset,'历史价格-预测值.png'), bbox_inches='tight')
plt.close() plt.close()
'''
# 预测值与真实值对比图
plt.rcParams['font.sans-serif'] = ['SimHei']
plt.figure(figsize=(15, 10))
# 设置有5个子图的画布
for n,model in enumerate(modelnames[:5]):
plt.subplot(3, 2, n+1)
plt.plot(df_combined3['ds'], df_combined3['y'], label='真实值')
plt.plot(df_combined3['ds'], df_combined3[model], label=model)
plt.legend()
plt.xlabel('日期')
plt.ylabel('价格')
plt.title(model+'拟合')
plt.subplots_adjust(hspace=0.5)
plt.savefig(os.path.join(dataset,'预测值与真实值对比图.png'), bbox_inches='tight')
plt.close()
# # 历史数据+预测数据 # # 历史数据+预测数据
# # 拼接未来时间预测 # # 拼接未来时间预测
# df_predict = loadcsv(os.path.join(dataset,'predict.csv')) df_predict = pd.read_csv(os.path.join(dataset,'predict.csv'))
# df_predict.drop('unique_id',inplace=True,axis=1) df_predict.drop('unique_id',inplace=True,axis=1)
# df_predict.dropna(axis=1,inplace=True) df_predict.dropna(axis=1,inplace=True)
# try: try:
# df_predict['ds'] = pd.to_datetime(df_predict['ds'],format=r'%Y-%m-%d') df_predict['ds'] = pd.to_datetime(df_predict['ds'],format=r'%Y-%m-%d')
# except ValueError : except ValueError :
# df_predict['ds'] = pd.to_datetime(df_predict['ds'],format=r'%Y/%m/%d') df_predict['ds'] = pd.to_datetime(df_predict['ds'],format=r'%Y/%m/%d')
def first_row_to_database(df):
# # 取第一行数据存储到数据库中 # # 取第一行数据存储到数据库中
# first_row = df_predict.head(1) first_row = df.head(1)
# first_row['ds'] = first_row['ds'].dt.strftime('%Y-%m-%d 00:00:00') first_row['ds'] = first_row['ds'].dt.strftime('%Y-%m-%d 00:00:00')
# # 将预测结果保存到数据库 # 将预测结果保存到数据库
# if not sqlitedb.check_table_exists('trueandpredict'): if not sqlitedb.check_table_exists('trueandpredict'):
# first_row.to_sql('trueandpredict',sqlitedb.connection,index=False) first_row.to_sql('trueandpredict',sqlitedb.connection,index=False)
# else: else:
# for col in first_row.columns: for col in first_row.columns:
# sqlitedb.add_column_if_not_exists('trueandpredict',col,'TEXT') sqlitedb.add_column_if_not_exists('trueandpredict',col,'TEXT')
# for row in first_row.itertuples(index=False): for row in first_row.itertuples(index=False):
# row_dict = row._asdict() row_dict = row._asdict()
# columns=row_dict.keys() columns=row_dict.keys()
# check_query = sqlitedb.select_data('trueandpredict',where_condition = f"ds = '{row.ds}'") check_query = sqlitedb.select_data('trueandpredict',where_condition = f"ds = '{row.ds}'")
# if len(check_query) > 0: if len(check_query) > 0:
# set_clause = ", ".join([f"{key} = '{value}'" for key, value in row_dict.items()]) set_clause = ", ".join([f"{key} = '{value}'" for key, value in row_dict.items()])
# sqlitedb.update_data('trueandpredict',set_clause,where_condition = f"ds = '{row.ds}'") sqlitedb.update_data('trueandpredict',set_clause,where_condition = f"ds = '{row.ds}'")
# continue continue
# sqlitedb.insert_data('trueandpredict',tuple(row_dict.values()),columns=columns) sqlitedb.insert_data('trueandpredict',tuple(row_dict.values()),columns=columns)
first_row_to_database(df_predict)
def find_most_common_model():
# 最多频率的模型名称
min_model_max_frequency_model = df_combined3['min_model'].tail(20).value_counts().idxmax()
max_model_max_frequency_model = df_combined3['max_model'].tail(20).value_counts().idxmax()
if min_model_max_frequency_model == max_model_max_frequency_model:
# 取20天第二多的模型
max_model_max_frequency_model = df_combined3['max_model'].tail(20).value_counts().nlargest(2).index[1]
df_predict['min_model'] = min_model_max_frequency_model
df_predict['max_model'] = max_model_max_frequency_model
df_predict['min_within_quantile'] = df_predict[min_model_max_frequency_model]
df_predict['max_within_quantile'] = df_predict[max_model_max_frequency_model]
# find_most_common_model()
# # 最多频率的模型名称 df_predict2 = df_predict.copy()
# min_model_max_frequency_model = df_combined3['min_model'].tail(20).value_counts().idxmax() df_predict2['ds'] = pd.to_datetime(df_predict2['ds'])
# max_model_max_frequency_model = df_combined3['max_model'].tail(20).value_counts().idxmax() df_predict2['ds'] = df_predict2['ds'].dt.strftime('%Y-%m-%d 00:00:00')
# if min_model_max_frequency_model == max_model_max_frequency_model:
# # 取20天第二多的模型
# max_model_max_frequency_model = df_combined3['max_model'].tail(20).value_counts().nlargest(2).index[1]
# df_predict['min_model'] = min_model_max_frequency_model
# df_predict['max_model'] = max_model_max_frequency_model
# df_predict['min_within_quantile'] = df_predict[min_model_max_frequency_model]
# df_predict['max_within_quantile'] = df_predict[max_model_max_frequency_model]
# df_predict2 = df_predict.copy()
# df_predict2['ds'] = df_predict2['ds'].dt.strftime('%Y-%m-%d 00:00:00')
# # 将预测结果保存到数据库 def _add_abs_error_rate():
# # 判断表存在 # 计算每个预测值与真实值之间的偏差率
for model in allmodelnames:
df_combined3[f'{model}_abs_error_rate'] = abs(df_combined3['y'] - df_combined3[model]) / df_combined3['y']
# 获取每行对应的最小偏差率值
min_abs_error_rate_values = df_combined3.apply(lambda row: row[[f'{model}_abs_error_rate' for model in allmodelnames]].min(), axis=1)
# 获取每行对应的最小偏差率值对应的列名
min_abs_error_rate_column_name = df_combined3.apply(lambda row: row[[f'{model}_abs_error_rate' for model in allmodelnames]].idxmin(), axis=1)
# 将列名索引转换为列名
min_abs_error_rate_column_name = min_abs_error_rate_column_name.map(lambda x: x.split('_')[0])
# 获取最小偏差率对应的模型的预测值
min_abs_error_rate_predictions = df_combined3.apply(lambda row: row[min_abs_error_rate_column_name[row.name]], axis=1)
# 将最小偏差率对应的模型的预测值添加到DataFrame中
df_combined3['min_abs_error_rate_prediction'] = min_abs_error_rate_predictions
df_combined3['min_abs_error_rate_column_name'] = min_abs_error_rate_column_name
_add_abs_error_rate()
df_combined3 = pd.concat([df_combined3, df_predict]).reset_index(drop=True)
# 判断 df 的数值列转为float
for col in df_combined3.columns:
try:
if col != 'ds':
df_combined3[col] = df_combined3[col].astype(float)
df_combined3[col] = df_combined3[col].round(2)
except ValueError:
pass
df_combined3.to_csv(os.path.join(dataset,"df_combined3.csv"),index=False)
# 历史价格+预测价格
# 将预测结果保存到数据库
# 判断表存在
# if not sqlitedb.check_table_exists('testandpredict_groupby'): # if not sqlitedb.check_table_exists('testandpredict_groupby'):
# df_predict2.to_sql('testandpredict_groupby',sqlitedb.connection,index=False) # df_combined3.to_sql('testandpredict_groupby',sqlitedb.connection,index=False)
# else: # else:
# for row in df_predict2.itertuples(index=False): # for row in df_combined3.itertuples(index=False):
# row_dict = row._asdict() # row_dict = row._asdict()
# check_query = sqlitedb.select_data('testandpredict_groupby',where_condition = f"ds = '{row.ds}'") # check_query = sqlitedb.select_data('testandpredict_groupby',where_condition = f"ds = '{row.ds}'")
# if len(check_query) > 0: # if len(check_query) > 0:
@ -887,71 +909,42 @@ def model_losss_juxiting(sqlitedb):
# sqlitedb.insert_data('testandpredict_groupby',tuple(row_dict.values()),columns=row_dict.keys()) # sqlitedb.insert_data('testandpredict_groupby',tuple(row_dict.values()),columns=row_dict.keys())
def _plt_predict_ture(df):
df = df[-50:] # 取50个数据点画图
# 历史价格
plt.figure(figsize=(20, 10))
plt.plot(df['ds'], df['y'], label='真实值')
# 颜色填充
plt.fill_between(df['ds'], df['min_within_quantile'], df['max_within_quantile'], alpha=0.2)
# plt.plot(df_combined3['ds'], df_combined3['min_abs_error_rate_prediction'], label='最小绝对误差', linestyle='--', color='orange')
# 网格
plt.grid(True)
# 显示历史值
for i, j in zip(df['ds'], df['y']):
plt.text(i, j, str(j), ha='center', va='bottom')
# # 计算每个预测值与真实值之间的偏差率 for model in most_model:
# for model in allmodelnames: plt.plot(df['ds'], df[model], label=model,marker='o')
# df_combined3[f'{model}_abs_error_rate'] = abs(df_combined3['y'] - df_combined3[model]) / df_combined3['y'] # 当前日期画竖虚线
plt.axvline(x=df['ds'].iloc[-horizon], color='r', linestyle='--')
plt.legend()
plt.xlabel('日期')
plt.ylabel('价格')
# # 获取每行对应的最小偏差率值 plt.savefig(os.path.join(dataset,'历史价格-预测值.png'), bbox_inches='tight')
# min_abs_error_rate_values = df_combined3.apply(lambda row: row[[f'{model}_abs_error_rate' for model in allmodelnames]].min(), axis=1) plt.close()
# # 获取每行对应的最小偏差率值对应的列名
# min_abs_error_rate_column_name = df_combined3.apply(lambda row: row[[f'{model}_abs_error_rate' for model in allmodelnames]].idxmin(), axis=1)
# # 将列名索引转换为列名
# min_abs_error_rate_column_name = min_abs_error_rate_column_name.map(lambda x: x.split('_')[0])
# # 获取最小偏差率对应的模型的预测值
# min_abs_error_rate_predictions = df_combined3.apply(lambda row: row[min_abs_error_rate_column_name[row.name]], axis=1)
# # 将最小偏差率对应的模型的预测值添加到DataFrame中
# df_combined3['min_abs_error_rate_prediction'] = min_abs_error_rate_predictions
# df_combined3['min_abs_error_rate_column_name'] = min_abs_error_rate_column_name
# df_combined3 = pd.concat([df_combined3, df_predict]).reset_index(drop=True)
# # 判断 df 的数值列转为float
# for col in df_combined3.columns:
# try:
# if col != 'ds':
# df_combined3[col] = df_combined3[col].astype(float)
# df_combined3[col] = df_combined3[col].round(2)
# except ValueError:
# pass
# df_combined3.to_csv(os.path.join(dataset,"df_combined3.csv"),index=False)
# # 历史价格+预测价格
# df_combined3 = df_combined3[-50:] # 取50个数据点画图
# # 历史价格
# plt.figure(figsize=(20, 10))
# plt.plot(df_combined3['ds'], df_combined3['y'], label='真实值')
# # 颜色填充
# plt.fill_between(df_combined3['ds'], df_combined3['min_within_quantile'], df_combined3['max_within_quantile'], alpha=0.2)
# # plt.plot(df_combined3['ds'], df_combined3['min_abs_error_rate_prediction'], label='最小绝对误差', linestyle='--', color='orange')
# # 网格
# plt.grid(True)
# # 显示历史值
# for i, j in zip(df_combined3['ds'], df_combined3['y']):
# plt.text(i, j, str(j), ha='center', va='bottom')
# # 数据库查询最佳模型名称
# most_model = [sqlitedb.select_data('most_model',columns=['most_common_model'],order_by='ds desc',limit=1).values[0][0]]
# for model in most_model:
# plt.plot(df_combined3['ds'], df_combined3[model], label=model,marker='o')
# # 当前日期画竖虚线
# plt.axvline(x=df_combined3['ds'].iloc[-horizon], color='r', linestyle='--')
# plt.legend()
# plt.xlabel('日期')
# plt.ylabel('价格')
# plt.savefig(os.path.join(dataset,'历史价格-预测值.png'), bbox_inches='tight')
# plt.close()
def _plt_predict_table(df):
# 预测值表格 # 预测值表格
fig, ax = plt.subplots(figsize=(20, 6)) fig, ax = plt.subplots(figsize=(20, 6))
ax.axis('off') # 关闭坐标轴 ax.axis('off') # 关闭坐标轴
# 数值保留2位小数 # 数值保留2位小数
df_combined3 = df_combined3.round(2) df = df.round(2)
df_combined3 = df_combined3[-horizon:] df = df[-horizon:]
df_combined3['Day'] = [f'Day_{i}' for i in range(1,horizon+1)] df['Day'] = [f'Day_{i}' for i in range(1,horizon+1)]
# Day列放到最前面 # Day列放到最前面
df_combined3 = df_combined3[['Day'] + list(df_combined3.columns[:-1])] df = df[['Day'] + list(df.columns[:-1])]
table = ax.table(cellText=df_combined3.values, colLabels=df_combined3.columns, loc='center') table = ax.table(cellText=df.values, colLabels=df.columns, loc='center')
#加宽表格 #加宽表格
table.auto_set_font_size(False) table.auto_set_font_size(False)
table.set_fontsize(10) table.set_fontsize(10)
@ -960,6 +953,7 @@ def model_losss_juxiting(sqlitedb):
plt.savefig(os.path.join(dataset,'预测值表格.png'), bbox_inches='tight') plt.savefig(os.path.join(dataset,'预测值表格.png'), bbox_inches='tight')
plt.close() plt.close()
def _plt_model_results3():
# 可视化评估结果 # 可视化评估结果
plt.rcParams['font.sans-serif'] = ['SimHei'] plt.rcParams['font.sans-serif'] = ['SimHei']
fig, ax = plt.subplots(figsize=(20, 10)) fig, ax = plt.subplots(figsize=(20, 10))
@ -972,6 +966,11 @@ def model_losss_juxiting(sqlitedb):
# 设置表格样式，列数据最小的用绿色标识 # 设置表格样式，列数据最小的用绿色标识
plt.savefig(os.path.join(dataset,'模型评估.png'), bbox_inches='tight') plt.savefig(os.path.join(dataset,'模型评估.png'), bbox_inches='tight')
plt.close() plt.close()
_plt_predict_ture(df_combined3)
_plt_predict_table(df_combined3)
_plt_model_results3()
return model_results3 return model_results3

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

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
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 81.21 82.53 81.98 iTransformer TSMixer LSTM NLinear 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 81.32 82.42 81.54 iTransformer NLinear LSTM TiDE 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 81.9 82.9 82.64 StemGNN TSMixer LSTM PatchTST 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 80.77 82.44 TCN NLinear 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 81.88 83.91 iTransformer NLinear 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 82.38 84.24 83.99 iTransformer TSMixer MLP PatchTST 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 82.42 84.06 83.26 iTransformer NLinear MLP PatchTST 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 81.46 82.44 81.98 iTransformer TiDE TSMixerx NLinear 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 81.73 83.04 82.57 iTransformer TiDE MLP PatchTST 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 82.62 83.82 83.48 iTransformer TSMixer MLP PatchTST 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 80.77 81.79 81.73 iTransformer NLinear LSTM PatchTST 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 81.86 85.44 82.49 iTransformer TSMixer DilatedRNN PatchTST 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 82.34 83.41 82.9 iTransformer TSMixer LSTM NLinear 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 82.18 83.02 82.65 iTransformer TSMixer TFT NLinear 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 81.73 85.75 82.13 iTransformer PatchTST DilatedRNN NLinear 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 83.01 84.13 83.42 iTransformer TSMixer LSTM GRU 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 82.74 83.91 83.06 iTransformer GRU Informer TiDE 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 81.98 83.59 82.72 iTransformer NLinear Informer TiDE 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 83.0 84.41 83.41 iTransformer GRU Informer PatchTST 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 82.95 84.21 83.98 iTransformer GRU Informer PatchTST 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 82.22 83.6 83.17 iTransformer GRU MLP PatchTST 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 82.3 83.23 82.62 iTransformer PatchTST Informer NLinear 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 81.88 85.95 82.4 iTransformer PatchTST DilatedRNN NLinear 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 83.32 87.81 83.84 iTransformer TSMixer DilatedRNN GRU 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 84.62 85.61 85.43 iTransformer TSMixer LSTM PatchTST 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 84.76 89.22 85.34 iTransformer GRU DilatedRNN TiDE 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 86.06 90.53 86.85 iTransformer GRU DilatedRNN NLinear 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 86.44 88.48 87.5 StemGNN GRU MLP PatchTST 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 84.97 86.72 86.11 iTransformer GRU NHITS PatchTST 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 85.06 85.75 85.53 iTransformer GRU Informer PatchTST 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 84.71 86.68 85.2 iTransformer PatchTST Informer TSMixer 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 85.7 87.29 86.08 iTransformer GRU Informer NLinear 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 85.27 87.07 85.93 iTransformer GRU Informer TSMixer 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 85.14 89.74 86.09 MLPMultivariate GRU DilatedRNN NLinear 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 86.38 87.66 87.23 TCN GRU Informer NLinear 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 86.62 91.52 87.51 MLPMultivariate GRU DilatedRNN TiDE 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 87.77 92.78 89.14 StemGNN GRU DilatedRNN NLinear 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 88.08 93.31 89.63 MLPMultivariate GRU DilatedRNN TiDE 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 89.1 94.51 90.8 MLPMultivariate GRU DilatedRNN PatchTST 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 89.51 91.81 91.58 StemGNN GRU Informer PatchTST 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 89.01 91.77 91.0 StemGNN GRU Informer PatchTST 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 88.45 91.12 90.09 StemGNN GRU Informer PatchTST 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 89.31 92.17 91.03 TCN GRU MLP PatchTST 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 88.71 91.36 90.38 TCN GRU Informer PatchTST 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 89.28 91.4 90.97 TCN GRU Informer PatchTST 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 89.0 90.83 TCN GRU 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 88.97 91.21 90.57 TCN GRU NHITS TiDE 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 86.94 88.69 88.29 MLPMultivariate GRU DLinear TiDE 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 86.94 88.01 87.78 MLPMultivariate GRU DLinear NLinear 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 86.98 87.98 87.91 TCN GRU MLP TiDE 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 86.65 88.97 87.44 TCN GRU iTransformer TiDE 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 86.91 89.83 88.03 TCN GRU iTransformer TiDE 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 86.58 90.1 87.78 TCN GRU iTransformer NLinear 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 87.13 91.22 88.14 TCN GRU iTransformer PatchTST 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 87.41 92.64 88.38 TCN GRU DilatedRNN NLinear 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 86.63 91.06 87.8 TCN GRU iTransformer TiDE 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 86.05 89.64 87.14 TiDE GRU iTransformer TiDE 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 83.82 88.04 84.7 TCN GRU iTransformer TSMixer 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 83.96 87.73 84.37 TCN TSMixer StemGNN NLinear 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 82.83 87.64 83.59 TCN PatchTST DilatedRNN NLinear 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 83.2 87.74 83.57 TSMixerx PatchTST StemGNN GRU 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 83.1 87.66 83.48 TCN NLinear iTransformer PatchTST 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 83.39 87.84 83.67 TCN NLinear DilatedRNN PatchTST 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 83.82 88.0 84.47 TCN GRU DilatedRNN NLinear 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 82.68 87.41 83.44 TCN NLinear iTransformer TSMixer 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 83.31 87.43 83.62 TCN PatchTST DilatedRNN TSMixer 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 82.57 86.57 83.11 TCN GRU DilatedRNN TSMixer 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 82.89 86.83 83.18 TCN GRU DilatedRNN TSMixer 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 83.16 87.33 83.5 TCN PatchTST iTransformer NLinear 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 83.62 87.98 83.98 TCN PatchTST DilatedRNN TSMixer 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 83.43 87.76 83.97 TCN PatchTST DilatedRNN TSMixer 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 82.79 87.38 83.49 TCN PatchTST StemGNN TSMixer 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 82.18 86.95 82.78 TCN GRU iTransformer TSMixer 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 81.75 85.48 82.18 TCN GRU iTransformer TSMixer 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 81.92 85.83 82.41 TCN NLinear DilatedRNN TiDE 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 82.61 86.79 83.02 TCN PatchTST DilatedRNN TSMixer 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 83.67 86.91 83.94 TCN TSMixer iTransformer NLinear 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 82.98 86.75 83.51 TCN PatchTST StemGNN TSMixer 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 82.06 85.94 82.39 Informer GRU DilatedRNN TSMixer 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 81.09 85.14 81.67 TiDE PatchTST DilatedRNN TSMixer 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 78.67 83.1 79.8 TiDE NLinear iTransformer TSMixer 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 77.67 81.34 79.17 MLPMultivariate NLinear DilatedRNN PatchTST 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 78.81 82.13 79.37 MLPMultivariate NLinear DilatedRNN PatchTST 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 80.05 83.53 80.29 TCN TSMixer DilatedRNN NLinear 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 79.52 83.26 79.97 TCN PatchTST DilatedRNN TSMixer 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 80.89 84.59 81.76 TCN TiDE StemGNN NLinear 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 81.48 84.33 82.01 TCN TiDE StemGNN NLinear 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 82.25 84.19 82.41 TCN TSMixer StemGNN GRU 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 82.42 84.06 82.72 TCN NLinear StemGNN TiDE 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 82.44 86.39 82.88 TCN NLinear DilatedRNN TiDE 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 83.66 85.64 84.25 TCN TSMixer TFT NLinear 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 84.56 85.93 85.01 TCN TiDE TFT PatchTST 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 84.56 85.88 85.07 TCN GRU TFT NLinear 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 84.7 86.74 85.18 TCN PatchTST TSMixerx NLinear 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 83.9 85.88 84.55 TCN PatchTST TSMixerx TSMixer 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 84.88 86.42 85.29 TCN GRU TSMixerx NLinear 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 84.13 85.48 84.94 TCN GRU TSMixerx TSMixer 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 84.37 88.63 85.03 TCN GRU DilatedRNN TiDE 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 84.97 85.73 TCN GRU 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 84.72 89.2 85.48 TCN GRU DilatedRNN NLinear 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 85.81 86.56 86.54 TCN PatchTST LSTM NLinear 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 85.66 90.38 86.17 TCN GRU DilatedRNN TiDE 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 86.56 87.45 87.13 TCN GRU TSMixerx TiDE 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 86.63 88.32 87.8 TCN GRU Informer TiDE 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 86.0 88.4 87.42 TCN GRU MLP PatchTST 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 85.5 87.2 86.89 TCN GRU BiTCN PatchTST 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 84.69 86.09 85.84 TCN GRU BiTCN PatchTST 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 85.03 86.12 85.36 TCN GRU TFT NLinear 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 85.2 86.59 85.54 TCN GRU NHITS NLinear 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 84.64 85.43 85.04 TCN PatchTST MLP TiDE 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 84.72 85.58 85.21 TCN GRU NHITS NLinear 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 83.83 88.19 84.28 TCN GRU DilatedRNN TiDE 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 84.92 85.86 TCN GRU 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 84.84 86.07 85.91 TCN GRU NHITS PatchTST 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 82.6 84.52 83.51 Informer NLinear StemGNN TSMixer 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 82.7 84.51 82.9 iTransformer PatchTST StemGNN TiDE 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 81.56 84.45 81.67 iTransformer TiDE StemGNN PatchTST 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 81.07 84.4 81.36 NHITS TiDE StemGNN GRU 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 81.34 84.39 81.96 TCN NLinear StemGNN PatchTST 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 80.67 84.37 81.21 TiDE NLinear DilatedRNN PatchTST 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 79.66 84.17 80.69 TiDE GRU iTransformer PatchTST 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 79.16 NLinear iTransformer PatchTST 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 80.5 84.43 81.17 TCN TSMixer DilatedRNN NLinear 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 79.59 84.41 80.15 DeepNPTS NLinear StemGNN TSMixer 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 76.87 84.39 77.98 TiDE NLinear StemGNN TSMixer 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 76.74 84.33 77.2 NHITS PatchTST StemGNN GRU 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 76.5 84.26 77.29 MLPMultivariate PatchTST StemGNN GRU 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 77.95 84.19 78.78 MLPMultivariate PatchTST StemGNN GRU 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 78.28 84.12 79.39 MLPMultivariate NLinear StemGNN GRU 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 79.42 84.06 79.79 MLPMultivariate PatchTST StemGNN TSMixer 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 81.59 85.49 82.39 TCN TSMixer DilatedRNN NLinear 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 80.64 84.26 81.11 TCN GRU DilatedRNN NLinear 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 79.82 83.77 80.22 DeepNPTS PatchTST StemGNN TSMixer 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 80.54 84.58 81.21 TCN NLinear DilatedRNN GRU 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 79.86 83.53 80.26 NHITS NLinear StemGNN TSMixer 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 78.04 83.58 78.88 TiDE NLinear iTransformer PatchTST 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 77.53 83.21 77.98 TCN TiDE StemGNN GRU 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 77.0 PatchTST StemGNN TSMixer 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 77.89 PatchTST iTransformer GRU 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 77.49 82.94 78.59 DeepNPTS PatchTST iTransformer GRU 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 80.18 83.61 80.46 TCN TSMixer DilatedRNN TiDE 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 78.89 82.45 79.44 DeepNPTS GRU iTransformer TiDE 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 77.96 82.0 78.25 TFT PatchTST StemGNN TiDE 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 78.7 82.13 79.6 NHITS TSMixer DilatedRNN NLinear 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 77.1 80.98 77.64 DLinear NLinear MLPMultivariate TSMixer 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 76.8 81.54 78.09 TCN NLinear iTransformer GRU 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 74.12 80.37 75.22 TiDE PatchTST MLPMultivariate TSMixer 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 72.7 79.04 73.7 GRU PatchTST MLPMultivariate GRU 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 72.95 78.94 73.63 GRU TiDE MLPMultivariate GRU 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 71.46 77.38 72.07 TSMixerx NLinear MLPMultivariate TSMixer 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 72.04 78.54 72.62 Informer NLinear MLPMultivariate GRU 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 69.71 75.13 70.55 NHITS GRU MLPMultivariate TSMixer 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 70.61 75.36 71.21 Informer TSMixer MLPMultivariate GRU 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 71.59 75.84 72.58 Informer TSMixer MLPMultivariate GRU 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 71.09 74.15 72.15 Informer PatchTST iTransformer GRU 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 72.29 75.07 73.24 Informer TiDE DilatedRNN GRU 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 73.08 76.38 74.13 Informer TiDE DilatedRNN GRU 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 73.42 77.16 74.08 BiTCN TiDE MLPMultivariate GRU 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 74.56 77.73 75.29 Informer NLinear StemGNN GRU 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 74.3 77.48 74.93 Informer NLinear DilatedRNN GRU 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 73.19 75.98 74.01 NHITS PatchTST DilatedRNN TSMixer 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 74.24 77.34 75.03 TCN TiDE DilatedRNN GRU 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 72.66 75.72 73.67 GRU PatchTST DilatedRNN NLinear 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 71.5 76.19 72.04 TFT NLinear MLPMultivariate TSMixer 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 72.26 PatchTST StemGNN GRU 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 72.39 PatchTST MLPMultivariate GRU 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 73.38 76.65 74.1 DLinear TiDE StemGNN GRU 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 73.69 74.09 74.36 DLinear PatchTST TSMixer GRU 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 76.58 79.33 77.73 TFT TSMixer LSTM GRU 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 77.73 80.98 78.13 TCN TSMixer DilatedRNN NLinear 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 79.67 82.07 80.59 StemGNN PatchTST LSTM GRU 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 76.89 78.46 78.15 StemGNN PatchTST LSTM TSMixer 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 76.65 79.78 77.17 NHITS PatchTST DilatedRNN GRU 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 78.73 80.83 79.65 StemGNN TSMixer LSTM GRU 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 79.12 80.61 79.91 StemGNN TSMixer TSMixerx PatchTST 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 77.41 79.68 78.08 DeepNPTS NLinear TSMixerx TiDE 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 74.25 76.9 75.5 iTransformer PatchTST NHITS TSMixer 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 74.41 76.84 75.46 BiTCN TSMixer MLPMultivariate NLinear 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 73.98 75.99 75.33 Informer PatchTST LSTM GRU 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 72.76 75.71 73.89 MLP PatchTST StemGNN GRU 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 74.01 77.13 75.01 DeepNPTS NLinear DilatedRNN GRU 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 75.59 77.72 77.22 DeepNPTS TSMixer LSTM PatchTST 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 74.98 76.42 76.09 TFT TSMixer LSTM PatchTST 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 74.03 75.94 74.65 DeepNPTS PatchTST Informer GRU 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 75.05 77.71 76.2 TSMixer TiDE Informer GRU 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 71.15 74.4 72.63 TiDE NLinear DeepNPTS TSMixer 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 70.98 74.03 72.57 iTransformer NLinear MLPMultivariate PatchTST 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 72.35 74.67 72.92 iTransformer TiDE DilatedRNN GRU 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 72.87 74.93 73.61 iTransformer PatchTST StemGNN TiDE 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 72.7 75.28 73.66 iTransformer PatchTST DeepNPTS GRU 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 74.3 76.76 75.52 iTransformer TSMixer LSTM GRU 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 74.96 77.11 76.2 iTransformer TSMixer LSTM PatchTST 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 74.29 76.68 75.56 TSMixerx NLinear MLPMultivariate PatchTST 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 75.07 77.58 76.1 TFT NLinear MLPMultivariate GRU 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 73.29 76.12 74.69 TFT PatchTST MLPMultivariate TSMixer 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 72.05 74.5 72.78 TSMixerx NLinear MLPMultivariate TSMixer 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 72.08 74.62 73.06 TSMixerx PatchTST DilatedRNN GRU 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 74.24 NLinear MLPMultivariate PatchTST 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 71.75 74.91 74.29 iTransformer TiDE DilatedRNN PatchTST 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 71.79 75.22 73.58 TSMixerx TiDE DeepNPTS NLinear 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

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@ -7,7 +7,7 @@ feature,last_update_time,is_value,update_period,warning_date,stop_update_period
美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,23 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,23
EIA美国油品需求,2024-11-08,0,7.0,2024-11-23,2 EIA美国油品需求,2024-11-08,0,7.0,2024-11-23,2
中国汽柴油表需,2024-11-15,0,7.0,2024-11-30,1 中国汽柴油表需,2024-11-15,0,7.0,2024-11-30,1
中国航班执行数,2024-04-10,0,1.0,2024-04-13,223 中国航班执行数,2024-04-10,0,1.0,2024-04-13,224
DOE-美国汽油产量超季节性/3年,2024-11-08,0,7.0,2024-11-23,2 DOE-美国汽油产量超季节性/3年,2024-11-08,0,7.0,2024-11-23,2
美国汽油表需（周度）,2024-11-08,0,7.0,2024-11-23,2 美国汽油表需（周度）,2024-11-08,0,7.0,2024-11-23,2
美国汽油产量（周度）,2024-11-08,0,7.0,2024-11-23,2 美国汽油产量（周度）,2024-11-08,0,7.0,2024-11-23,2
@ -30,126 +30,126 @@ PADD4原油投料输入量,2024-11-08,0,7.0,2024-11-23,2
PADD5原油投料输入量,2024-11-08,0,7.0,2024-11-23,2 PADD5原油投料输入量,2024-11-08,0,7.0,2024-11-23,2
DOE-美国汽油产量,2024-11-08,0,7.0,2024-11-23,2 DOE-美国汽油产量,2024-11-08,0,7.0,2024-11-23,2
DOE-柴油产量,2024-11-08,0,7.0,2024-11-23,2 DOE-柴油产量,2024-11-08,0,7.0,2024-11-23,2
西北欧即期Brent 211利润,2018-10-24,0,1.0,2018-10-27,2218 西北欧即期Brent 211利润,2018-10-24,0,1.0,2018-10-27,2219
EIA美国柴油产量（千桶日）,2024-10-31,1,31.0,2025-01-02,1 EIA美国柴油产量（千桶日）,2024-10-31,0,31.0,2025-01-02,1
西北欧炼厂加工Brent原油CDU利润,2024-11-18,0,1.0,2024-11-21,1 西北欧炼厂加工Brent原油CDU利润,2024-11-20,0,1.0,2024-11-23,0
美墨湾炼厂加工WTI原油CDU利润,2024-11-18,0,1.0,2024-11-21,1 美墨湾炼厂加工WTI原油CDU利润,2024-11-20,0,1.0,2024-11-23,0
新加坡炼厂加工Dubai原油CDU利润,2024-11-18,0,1.0,2024-11-21,1 新加坡炼厂加工Dubai原油CDU利润,2024-11-20,0,1.0,2024-11-23,0
西北欧炼厂加工Brent原油CDU利润 M2,2024-11-18,0,1.0,2024-11-21,1 西北欧炼厂加工Brent原油CDU利润 M2,2024-11-19,0,1.0,2024-11-22,1
美墨湾炼厂加工WTI原油CDU利润 M2,2024-11-18,0,1.0,2024-11-21,1 美墨湾炼厂加工WTI原油CDU利润 M2,2024-11-19,0,1.0,2024-11-22,1
新加坡炼厂加工Dubai原油CDU利润 M2,2024-11-18,0,1.0,2024-11-21,1 新加坡炼厂加工Dubai原油CDU利润 M2,2024-11-19,0,1.0,2024-11-22,1
西北欧炼厂加工Brent原油CDU利润 M1-M2,2024-11-18,0,1.0,2024-11-21,1 西北欧炼厂加工Brent原油CDU利润 M1-M2,2024-11-19,0,1.0,2024-11-22,1
西北欧炼厂加工Brent原油FCC利润,2024-11-18,0,1.0,2024-11-21,1 西北欧炼厂加工Brent原油FCC利润,2024-11-19,0,1.0,2024-11-22,1
美墨湾炼厂加工WTI原油HSK利润,2024-11-18,0,1.0,2024-11-21,1 美墨湾炼厂加工WTI原油HSK利润,2024-11-19,0,1.0,2024-11-22,1
新加坡炼厂加工Dubai原油FCC利润,2024-11-18,0,1.0,2024-11-21,1 新加坡炼厂加工Dubai原油FCC利润,2024-11-19,0,1.0,2024-11-22,1
美国汽油单一利润,2024-11-18,0,1.0,2024-11-21,1 美国汽油单一利润,2024-11-19,0,1.0,2024-11-22,1
SC c1-c2,2024-11-18,0,1.0,2024-11-21,1 SC c1-c2,2024-11-20,0,1.0,2024-11-23,0
Brent-TI,2024-11-18,0,1.0,2024-11-21,1 Brent-TI,2024-11-19,0,1.0,2024-11-22,1
Dubai swap c1-c2,2024-11-18,0,1.0,2024-11-21,1 Dubai swap c1-c2,2024-11-19,0,1.0,2024-11-22,1
Dubai swap c1-c3,2024-11-18,0,1.0,2024-11-21,1 Dubai swap c1-c3,2024-11-19,0,1.0,2024-11-22,1
RBOB&HO近12月合约均价532裂解,2024-11-18,0,1.0,2024-11-21,1 RBOB&HO近12月合约均价532裂解,2024-11-19,0,1.0,2024-11-22,1
RBOB近12月合约均价裂解,2024-11-18,0,1.0,2024-11-21,1 RBOB近12月合约均价裂解,2024-11-19,0,1.0,2024-11-22,1
HO近12月合约均价裂解,2024-11-15,0,1.0,2024-11-18,4 HO近12月合约均价裂解,2024-11-19,0,1.0,2024-11-22,1
HO近12月合约均价,2024-11-15,0,1.0,2024-11-18,4 HO近12月合约均价,2024-11-19,0,1.0,2024-11-22,1
RBOB近12月合约均价,2024-11-18,0,1.0,2024-11-21,1 RBOB近12月合约均价,2024-11-19,0,1.0,2024-11-22,1
布油近12月合约均价,2024-11-18,0,1.0,2024-11-21,1 布油近12月合约均价,2024-11-19,0,1.0,2024-11-22,1
Brent-SC价差,2024-11-18,0,1.0,2024-11-21,1 Brent-SC价差,2024-11-19,0,1.0,2024-11-22,1
SC连2-连3月差,2024-11-18,0,1.0,2024-11-21,1 SC连2-连3月差,2024-11-20,0,1.0,2024-11-23,0
SC连1-连6,2024-11-18,0,1.0,2024-11-21,1 SC连1-连6,2024-11-20,0,1.0,2024-11-23,0
SC连1-连2,2024-11-18,0,1.0,2024-11-21,1 SC连1-连2,2024-11-20,0,1.0,2024-11-23,0
SC连1-连3月差,2024-11-18,0,1.0,2024-11-21,1 SC连1-连3月差,2024-11-20,0,1.0,2024-11-23,0
HO连1-连6,2024-11-18,0,1.0,2024-11-21,1 HO连1-连6,2024-11-19,0,1.0,2024-11-22,1
HO连1-连3,2024-11-18,0,1.0,2024-11-21,1 HO连1-连3,2024-11-19,0,1.0,2024-11-22,1
HO连1-连2合约,2024-11-18,0,1.0,2024-11-21,1 HO连1-连2合约,2024-11-19,0,1.0,2024-11-22,1
RBOB连1-连2,2024-11-18,0,1.0,2024-11-21,1 RBOB连1-连2,2024-11-19,0,1.0,2024-11-22,1
RBOB连1-连3,2024-11-18,0,1.0,2024-11-21,1 RBOB连1-连3,2024-11-19,0,1.0,2024-11-22,1
RBOB连1-连6,2024-11-18,0,1.0,2024-11-21,1 RBOB连1-连6,2024-11-19,0,1.0,2024-11-22,1
RBOB连2-连3月差,2024-11-18,0,1.0,2024-11-21,1 RBOB连2-连3月差,2024-11-19,0,1.0,2024-11-22,1
Oman连2-连3月差,2024-11-18,0,1.0,2024-11-21,1 Oman连2-连3月差,2024-11-19,0,1.0,2024-11-22,1
Brent-Oman价差,2024-11-18,0,1.0,2024-11-21,1 Brent-Oman价差,2024-11-19,0,1.0,2024-11-22,1
DUBAI原油贴水,2024-11-18,0,1.0,2024-11-21,1 DUBAI原油贴水,2024-11-19,0,1.0,2024-11-22,1
阿曼原油贴水,2024-11-18,0,1.0,2024-11-21,1 阿曼原油贴水,2024-11-19,0,1.0,2024-11-22,1
SC内外价差,2024-11-18,0,1.0,2024-11-21,1 SC内外价差,2024-11-18,0,1.0,2024-11-21,2
WTI c1-c6,2024-11-18,0,1.0,2024-11-21,1 WTI c1-c6,2024-11-19,0,1.0,2024-11-22,1
WTI c1-c3,2024-11-18,0,1.0,2024-11-21,1 WTI c1-c3,2024-11-19,0,1.0,2024-11-22,1
WTI c1-c2,2024-11-19,0,1.0,2024-11-22,0 WTI c1-c2,2024-11-20,0,1.0,2024-11-23,0
Brent c1-c9,2024-11-18,0,1.0,2024-11-21,1 Brent c1-c9,2024-11-19,0,1.0,2024-11-22,1
Brent c1-c6,2024-11-18,0,1.0,2024-11-21,1 Brent c1-c6,2024-11-19,0,1.0,2024-11-22,1
Brent c1-c3,2024-11-18,0,1.0,2024-11-21,1 Brent c1-c3,2024-11-19,0,1.0,2024-11-22,1
Brent c1-c2,2024-11-18,0,1.0,2024-11-21,1 Brent c1-c2,2024-11-19,0,1.0,2024-11-22,1
Brent-WTI,2024-11-18,0,1.0,2024-11-21,1 Brent-WTI,2024-11-19,0,1.0,2024-11-22,1
Dubai连1合约价格,2024-11-18,0,1.0,2024-11-21,1 Dubai连1合约价格,2024-11-19,0,1.0,2024-11-22,1
Dubai连1-连4月差,2024-11-18,0,1.0,2024-11-21,1 Dubai连1-连4月差,2024-11-19,0,1.0,2024-11-22,1
美国RBOB期货2309月份合约价格,2023-08-31,0,1.0,2023-09-03,446 美国RBOB期货2309月份合约价格,2023-08-31,0,1.0,2023-09-03,447
OMAN原油：中质：远期现货DES价：山东（日）,2024-11-14,0,1.0,2024-11-17,5 OMAN原油：中质：远期现货DES价：山东（日）,2024-11-14,0,1.0,2024-11-17,6
PVM Dubai EFS/Swap vs ICE First Month Brent,2023-01-03,0,1.0,2023-01-06,686 PVM Dubai EFS/Swap vs ICE First Month Brent,2023-01-03,0,1.0,2023-01-06,687
Ebob连1合约,2024-02-28,0,1.0,2024-03-02,265 Ebob连1合约,2024-02-28,0,1.0,2024-03-02,266
印度原油连1合约价格,2024-11-18,0,1.0,2024-11-21,1 印度原油连1合约价格,2024-11-19,0,1.0,2024-11-22,1
ICE轻柴油连4合约价格,2024-11-18,0,1.0,2024-11-21,1 ICE轻柴油连4合约价格,2024-11-19,0,1.0,2024-11-22,1
布伦特迪拜掉期 EFS,2024-11-18,0,1.0,2024-11-21,1 布伦特迪拜掉期 EFS,2024-11-19,0,1.0,2024-11-22,1
WTI连1合约价格,2024-11-19,0,1.0,2024-11-22,0 WTI连1合约价格,2024-11-20,0,1.0,2024-11-23,0
Brent连1合约价格,2024-11-18,0,1.0,2024-11-21,1 Brent连1合约价格,2024-11-20,0,1.0,2024-11-23,0
SC/ZC（活跃合约）,2024-11-18,0,1.0,2024-11-21,1 SC/ZC（活跃合约）,2024-11-18,0,1.0,2024-11-21,2
Brent/迪拜原油升贴水,2022-11-16,0,1.0,2022-11-19,734 Brent/迪拜原油升贴水,2022-11-16,0,1.0,2022-11-19,735
WTI连24合约,2024-11-18,0,1.0,2024-11-21,1 WTI连24合约,2024-11-18,0,1.0,2024-11-21,2
BU-SC（活跃合约）,2024-11-18,0,1.0,2024-11-21,1 BU-SC（活跃合约）,2024-11-18,0,1.0,2024-11-21,2
W-B活跃合约价差,2022-01-31,0,1.0,2022-02-03,1023 W-B活跃合约价差,2022-01-31,0,1.0,2022-02-03,1024
B-W活跃合约价差,2022-01-31,0,1.0,2022-02-03,1023 B-W活跃合约价差,2022-01-31,0,1.0,2022-02-03,1024
WTI活跃合约,2024-11-19,0,1.0,2024-11-22,0 WTI活跃合约,2024-11-19,0,1.0,2024-11-22,1
y,2024-11-18,0,1.0,2024-11-21,1 y,2024-11-19,0,1.0,2024-11-22,1
ICE Brent c14,2024-11-15,0,1.0,2024-11-18,4 ICE Brent c14,2024-11-19,0,1.0,2024-11-22,1
Dubai Swap c1,2024-11-18,0,1.0,2024-11-21,1 Dubai Swap c1,2024-11-19,0,1.0,2024-11-22,1
NYMWX WTI c5,2024-11-18,0,1.0,2024-11-21,1 NYMWX WTI c5,2024-11-19,0,1.0,2024-11-22,1
INE SC c1,2024-11-19,0,1.0,2024-11-22,0 INE SC c1,2024-11-20,0,1.0,2024-11-23,0
Oman Swap c1,2024-11-18,0,1.0,2024-11-21,1 Oman Swap c1,2024-11-19,0,1.0,2024-11-22,1
DME Oman c1,2024-11-18,0,1.0,2024-11-21,1 DME Oman c1,2024-11-19,0,1.0,2024-11-22,1
Murban Futures c1,2024-11-18,0,1.0,2024-11-21,1 Murban Futures c1,2024-11-19,0,1.0,2024-11-22,1
HO连6合约,2024-11-18,0,1.0,2024-11-21,1 HO连6合约,2024-11-19,0,1.0,2024-11-22,1
HO连5合约,2024-11-18,0,1.0,2024-11-21,1 HO连5合约,2024-11-19,0,1.0,2024-11-22,1
ho连7合约,2024-11-18,0,1.0,2024-11-21,1 ho连7合约,2024-11-19,0,1.0,2024-11-22,1
HO连8合约,2024-11-18,0,1.0,2024-11-21,1 HO连8合约,2024-11-19,0,1.0,2024-11-22,1
HO连9合约,2024-11-18,0,1.0,2024-11-21,1 HO连9合约,2024-11-19,0,1.0,2024-11-22,1
HO连10合约,2024-11-18,0,1.0,2024-11-21,1 HO连10合约,2024-11-19,0,1.0,2024-11-22,1
HO连11合约,2024-11-18,0,1.0,2024-11-21,1 HO连11合约,2024-11-19,0,1.0,2024-11-22,1
HO连12合约,2024-11-15,0,1.0,2024-11-18,4 HO连12合约,2024-11-19,0,1.0,2024-11-22,1
CFD W1,2024-11-18,0,1.0,2024-11-21,1 CFD W1,2024-11-19,0,1.0,2024-11-22,1
CFD W6,2024-11-18,0,1.0,2024-11-21,1 CFD W6,2024-11-19,0,1.0,2024-11-22,1
Oman c1 * 汇率,2024-11-18,0,1.0,2024-11-21,1 Oman c1 * 汇率,2024-11-19,0,1.0,2024-11-22,1
SC c2-Oman c1*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2-Oman c1*汇率,2024-11-20,0,1.0,2024-11-23,0
SC c3-Oman c1*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c3-Oman c1*汇率,2024-11-20,0,1.0,2024-11-23,0
INE SC主力合约价格,2024-11-19,0,1.0,2024-11-22,0 INE SC主力合约价格,2024-11-20,0,1.0,2024-11-23,0
SC主力-Brent主力*汇率,2024-11-18,0,1.0,2024-11-21,1 SC主力-Brent主力*汇率,2024-11-20,0,1.0,2024-11-23,0
Brent主力*汇率,2024-11-18,0,1.0,2024-11-21,1 Brent主力*汇率,2024-11-19,0,1.0,2024-11-22,1
SC c1日盘-Brent c1(15:00)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c1日盘-Brent c1(15:00)*汇率,2024-11-20,0,1.0,2024-11-23,0
SC c2日盘-Brent c1(15:00)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2日盘-Brent c1(15:00)*汇率,2024-11-20,0,1.0,2024-11-23,0
SC c2日盘-Brent c2(15:00)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2日盘-Brent c2(15:00)*汇率,2024-11-20,0,1.0,2024-11-23,0
SC理论估值-Dubai原油,2024-11-18,0,1.0,2024-11-21,1 SC理论估值-Dubai原油,2024-11-19,0,1.0,2024-11-22,1
SC c1夜盘-理论估值(Dubai),2024-11-18,0,1.0,2024-11-21,1 SC c1夜盘-理论估值(Dubai),2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-理论估值(Dubai),2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-理论估值(Dubai),2024-11-19,0,1.0,2024-11-22,1
SC c3夜盘-理论估值(Dubai),2024-11-18,0,1.0,2024-11-21,1 SC c3夜盘-理论估值(Dubai),2024-11-19,0,1.0,2024-11-22,1
DFL M1,2024-11-18,0,1.0,2024-11-21,1 DFL M1,2024-11-19,0,1.0,2024-11-22,1
DFL M2,2024-11-18,0,1.0,2024-11-21,1 DFL M2,2024-11-19,0,1.0,2024-11-22,1
CFD W1-Brent c1,2024-11-18,0,1.0,2024-11-21,1 CFD W1-Brent c1,2024-11-19,0,1.0,2024-11-22,1
SC主力-理论估值,2024-11-18,0,1.0,2024-11-21,1 SC主力-理论估值,2024-11-20,0,1.0,2024-11-23,0
SC c1夜盘-Brent c1 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c1夜盘-Brent c1 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,2
SC c2夜盘-Brent c1 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-Brent c1 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,2
SC c2夜盘-Brent c2 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-Brent c2 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,2
SC c2-c3 (夜盘),2024-11-18,0,1.0,2024-11-21,1 SC c2-c3 (夜盘),2024-11-19,0,1.0,2024-11-22,1
Brent c2-c3 (结算),2024-11-18,0,1.0,2024-11-21,1 Brent c2-c3 (结算),2024-11-18,0,1.0,2024-11-21,2
WTI c2-c3,2024-11-18,0,1.0,2024-11-21,1 WTI c2-c3,2024-11-19,0,1.0,2024-11-22,1
Brent c2-c3,2024-11-18,0,1.0,2024-11-21,1 Brent c2-c3,2024-11-19,0,1.0,2024-11-22,1
SCc1夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1 SCc1夜盘收盘(日期调整),2024-11-19,0,1.0,2024-11-22,1
SCc2夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1 SCc2夜盘收盘(日期调整),2024-11-19,0,1.0,2024-11-22,1
SCc3夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1 SCc3夜盘收盘(日期调整),2024-11-19,0,1.0,2024-11-22,1
SCc4夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1 SCc4夜盘收盘(日期调整),2024-11-19,0,1.0,2024-11-22,1
SC c1夜盘-Brent c1 (结算B)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c1夜盘-Brent c1 (结算B)*汇率,2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-Brent c1 (结算B)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-Brent c1 (结算B)*汇率,2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-Brent c2 (结算B)*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-Brent c2 (结算B)*汇率,2024-11-19,0,1.0,2024-11-22,1
Brent c2-c3 (结算B),2024-10-31,1,1.0,2024-11-03,19 Brent c2-c3 (结算B),2024-10-31,0,1.0,2024-11-03,20
WTI c2-c3 (结算B),2024-10-31,1,1.0,2024-11-03,19 WTI c2-c3 (结算B),2024-10-31,0,1.0,2024-11-03,20
阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),2024-11-18,0,1.0,2024-11-21,1 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-19,0,1.0,2024-11-22,1
SC c3夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-18,0,1.0,2024-11-21,1 SC c3夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-19,0,1.0,2024-11-22,1
EIA美国原油总库存（含SPR）,2024-11-08,0,7.0,2024-11-23,2 EIA美国原油总库存（含SPR）,2024-11-08,0,7.0,2024-11-23,2
EIA美国油品库存（含SPR）,2024-11-08,0,7.0,2024-11-23,2 EIA美国油品库存（含SPR）,2024-11-08,0,7.0,2024-11-23,2
EIA美国汽柴航煤库存,2024-11-08,0,7.0,2024-11-23,2 EIA美国汽柴航煤库存,2024-11-08,0,7.0,2024-11-23,2
@ -162,7 +162,7 @@ EIA美国汽柴航煤库存,2024-11-08,0,7.0,2024-11-23,2
汽油库存差,2024-11-08,1,7.0,2024-11-23,2 汽油库存差,2024-11-08,1,7.0,2024-11-23,2
美国汽油调和组分库存（周度）,2024-11-08,0,7.0,2024-11-23,2 美国汽油调和组分库存（周度）,2024-11-08,0,7.0,2024-11-23,2
美国成品油库存超季节性/5年,2024-11-08,0,7.0,2024-11-23,2 美国成品油库存超季节性/5年,2024-11-08,0,7.0,2024-11-23,2
Kpler-海运在途原油,2024-08-20,0,1.0,2024-08-23,91 Kpler-海运在途原油,2024-08-20,0,1.0,2024-08-23,92
全球原油库存（剔除富查伊拉）,2024-07-21,0,7.0,2024-08-05,18 全球原油库存（剔除富查伊拉）,2024-07-21,0,7.0,2024-08-05,18
新加坡燃料油库存,2024-11-13,0,7.0,2024-11-28,1 新加坡燃料油库存,2024-11-13,0,7.0,2024-11-28,1
ARA原油及成品油库存,2024-11-08,0,7.0,2024-11-23,2 ARA原油及成品油库存,2024-11-08,0,7.0,2024-11-23,2
@ -174,9 +174,9 @@ ARA原油及成品油库存,2024-11-08,0,7.0,2024-11-23,2
原油：库容比：山东：独立炼厂（周）,2024-11-15,0,7.0,2024-11-30,1 原油：库容比：山东：独立炼厂（周）,2024-11-15,0,7.0,2024-11-30,1
原油：山东独立炼厂：厂内库存：新口径（周）,2024-11-15,0,7.0,2024-11-30,1 原油：山东独立炼厂：厂内库存：新口径（周）,2024-11-15,0,7.0,2024-11-30,1
原油：山东港口：库存：新口径（周）,2024-05-24,0,7.0,2024-06-08,26 原油：山东港口：库存：新口径（周）,2024-05-24,0,7.0,2024-06-08,26
SC期货库存10期滚动标准差,2024-11-18,0,1.0,2024-11-21,1 SC期货库存10期滚动标准差,2024-11-18,0,1.0,2024-11-21,2
SC期货库存1000天百分位,2024-11-18,0,1.0,2024-11-21,1 SC期货库存1000天百分位,2024-11-18,0,1.0,2024-11-21,2
SC仓单（百万桶）,2024-11-18,0,1.0,2024-11-21,1 SC仓单（百万桶）,2024-11-18,0,1.0,2024-11-21,2
彭博全球海上在运原油,2024-11-15,0,7.0,2024-11-30,1 彭博全球海上在运原油,2024-11-15,0,7.0,2024-11-30,1
美国EIA原油成品油总库存（不含SPR）,2024-11-08,0,7.0,2024-11-23,2 美国EIA原油成品油总库存（不含SPR）,2024-11-08,0,7.0,2024-11-23,2
库欣原油库存,2024-11-08,0,7.0,2024-11-23,2 库欣原油库存,2024-11-08,0,7.0,2024-11-23,2
@ -194,147 +194,147 @@ DOE CBOB Gasoline Total Stocks Data,2024-11-08,0,7.0,2024-11-23,2
ARA原油库存,2024-11-08,0,7.0,2024-11-23,2 ARA原油库存,2024-11-08,0,7.0,2024-11-23,2
美国成品车用汽油库存,2024-11-08,0,7.0,2024-11-23,2 美国成品车用汽油库存,2024-11-08,0,7.0,2024-11-23,2
美国成品油库存超季节性/4年,2024-11-08,0,7.0,2024-11-23,2 美国成品油库存超季节性/4年,2024-11-08,0,7.0,2024-11-23,2
SC-Brent*汇率,2024-11-18,0,1.0,2024-11-21,1 SC-Brent*汇率,2024-11-20,0,1.0,2024-11-23,0
Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),2024-11-18,0,1.0,2024-11-21,1 Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),2024-11-19,0,1.0,2024-11-22,1
RBOB+HO平均,2024-11-18,0,1.0,2024-11-21,1 RBOB+HO平均,2024-11-19,0,1.0,2024-11-22,1
HO12合约算术平均,2024-11-18,0,1.0,2024-11-21,1 HO12合约算术平均,2024-11-19,0,1.0,2024-11-22,1
RBOB12合约算术平均,2024-11-18,0,1.0,2024-11-21,1 RBOB12合约算术平均,2024-11-19,0,1.0,2024-11-22,1
WTI-LLS价差,2024-11-18,0,1.0,2024-11-21,1 WTI-LLS价差,2024-11-19,0,1.0,2024-11-22,1
DFL(Dated-主力布伦特）,2024-11-15,0,1.0,2024-11-18,4 DFL(Dated-主力布伦特）,2024-11-15,0,1.0,2024-11-18,5
DFL(即期布伦特-布伦特期货C1）,2024-11-15,0,1.0,2024-11-18,4 DFL(即期布伦特-布伦特期货C1）,2024-11-15,0,1.0,2024-11-18,5
Brent现货价格-Brent连4,2024-11-18,0,1.0,2024-11-21,1 Brent现货价格-Brent连4,2024-11-19,0,1.0,2024-11-22,1
Brent现货价格-Brent连3,2024-11-18,0,1.0,2024-11-21,1 Brent现货价格-Brent连3,2024-11-19,0,1.0,2024-11-22,1
布伦特现货价格-Brent连2,2024-11-18,0,1.0,2024-11-21,1 布伦特现货价格-Brent连2,2024-11-19,0,1.0,2024-11-22,1
Brent 连2-连3超季节性/3年,2024-11-18,0,1.0,2024-11-21,1 Brent 连2-连3超季节性/3年,2024-11-19,0,1.0,2024-11-22,1
Brent连2-WTI连2超季节性/3年,2024-11-18,0,1.0,2024-11-21,1 Brent连2-WTI连2超季节性/3年,2024-11-19,0,1.0,2024-11-22,1
Brent连3-WTI连2超季节性/3年,2024-11-18,0,1.0,2024-11-21,1 Brent连3-WTI连2超季节性/3年,2024-11-19,0,1.0,2024-11-22,1
Brent连4-WTI连4,2024-11-18,0,1.0,2024-11-21,1 Brent连4-WTI连4,2024-11-19,0,1.0,2024-11-22,1
Brent连4-WTI连3,2024-11-18,0,1.0,2024-11-21,1 Brent连4-WTI连3,2024-11-19,0,1.0,2024-11-22,1
Brent连4-WTI连2,2024-11-18,0,1.0,2024-11-21,1 Brent连4-WTI连2,2024-11-19,0,1.0,2024-11-22,1
Brent连4-WTI连1,2024-11-18,0,1.0,2024-11-21,1 Brent连4-WTI连1,2024-11-19,0,1.0,2024-11-22,1
Brent连3-WTI连4,2024-11-18,0,1.0,2024-11-21,1 Brent连3-WTI连4,2024-11-19,0,1.0,2024-11-22,1
Brent连3-WT连3,2024-11-18,0,1.0,2024-11-21,1 Brent连3-WT连3,2024-11-19,0,1.0,2024-11-22,1
Brent连3-WTI连2,2024-11-18,0,1.0,2024-11-21,1 Brent连3-WTI连2,2024-11-19,0,1.0,2024-11-22,1
Brent连3-WTI连1,2024-11-18,0,1.0,2024-11-21,1 Brent连3-WTI连1,2024-11-19,0,1.0,2024-11-22,1
Brent连2-WTI连4,2024-11-18,0,1.0,2024-11-21,1 Brent连2-WTI连4,2024-11-19,0,1.0,2024-11-22,1
Brent连2-WTI连3,2024-11-18,0,1.0,2024-11-21,1 Brent连2-WTI连3,2024-11-19,0,1.0,2024-11-22,1
Brent连2-WTI连2,2024-11-18,0,1.0,2024-11-21,1 Brent连2-WTI连2,2024-11-19,0,1.0,2024-11-22,1
Brent连2-WTI连1,2024-11-18,0,1.0,2024-11-21,1 Brent连2-WTI连1,2024-11-19,0,1.0,2024-11-22,1
Brent连1-WTI连4,2024-11-18,0,1.0,2024-11-21,1 Brent连1-WTI连4,2024-11-19,0,1.0,2024-11-22,1
Brent连1-WTI连3,2024-11-18,0,1.0,2024-11-21,1 Brent连1-WTI连3,2024-11-19,0,1.0,2024-11-22,1
Brent连1-WTI连2,2024-11-18,0,1.0,2024-11-21,1 Brent连1-WTI连2,2024-11-19,0,1.0,2024-11-22,1
美国汽油裂解价差超季节性/3年,2024-11-18,0,1.0,2024-11-21,1 美国汽油裂解价差超季节性/3年,2024-11-19,0,1.0,2024-11-22,1
LLS-Brent价差,2024-11-15,0,1.0,2024-11-18,4 LLS-Brent价差,2024-11-18,0,1.0,2024-11-21,2
Brent-LLS价差,2024-11-18,0,1.0,2024-11-21,1 Brent-LLS价差,2024-11-19,0,1.0,2024-11-22,1
Forties - Brent c1,2024-11-18,0,1.0,2024-11-21,1 Forties - Brent c1,2024-11-19,0,1.0,2024-11-22,1
WTI 3:2:1裂解价差超季节性/5年,2024-11-18,0,1.0,2024-11-21,1 WTI 3:2:1裂解价差超季节性/5年,2024-11-19,0,1.0,2024-11-22,1
SC C1-C2月差,2024-11-18,0,1.0,2024-11-21,1 SC C1-C2月差,2024-11-20,0,1.0,2024-11-23,0
Dubai FOB M1-M2,2024-11-18,0,1.0,2024-11-21,1 Dubai FOB M1-M2,2024-11-19,0,1.0,2024-11-22,1
WTI原油Cushing-C1,2024-11-15,1,1.0,2024-11-18,4 WTI原油Cushing-C1,2024-11-18,1,1.0,2024-11-21,2
Brent连1-连4,2024-11-18,0,1.0,2024-11-21,1 Brent连1-连4,2024-11-19,0,1.0,2024-11-22,1
新加坡汽油裂解价差,2024-11-18,0,1.0,2024-11-21,1 新加坡汽油裂解价差,2024-11-19,0,1.0,2024-11-22,1
DFL,2024-11-18,0,1.0,2024-11-21,1 DFL,2024-11-19,0,1.0,2024-11-22,1
Dubai 连2-连3,2024-11-18,0,1.0,2024-11-21,1 Dubai 连2-连3,2024-11-19,0,1.0,2024-11-22,1
WTI 连2-连3月差,2024-11-19,0,1.0,2024-11-22,0 WTI 连2-连3月差,2024-11-20,0,1.0,2024-11-23,0
Brent 连2-连3,2024-11-18,0,1.0,2024-11-21,1 Brent 连2-连3,2024-11-19,0,1.0,2024-11-22,1
Dubai-WTI价差,2024-11-18,0,1.0,2024-11-21,1 Dubai-WTI价差,2024-11-19,0,1.0,2024-11-22,1
WTI连1-连2月差,2024-11-19,0,1.0,2024-11-22,0 WTI连1-连2月差,2024-11-19,0,1.0,2024-11-22,1
Brent连6-连12,2024-11-18,0,1.0,2024-11-21,1 Brent连6-连12,2024-11-19,0,1.0,2024-11-22,1
Brent连1-连9月差,2024-11-18,0,1.0,2024-11-21,1 Brent连1-连9月差,2024-11-19,0,1.0,2024-11-22,1
Brent连1-连6月差,2024-11-18,0,1.0,2024-11-21,1 Brent连1-连6月差,2024-11-19,0,1.0,2024-11-22,1
Brent连1-连2月差,2024-11-18,0,1.0,2024-11-21,1 Brent连1-连2月差,2024-11-19,0,1.0,2024-11-22,1
WTI连1-连4,2024-11-18,0,1.0,2024-11-21,1 WTI连1-连4,2024-11-19,0,1.0,2024-11-22,1
BrentC1-C2,2024-11-18,0,1.0,2024-11-21,1 BrentC1-C2,2024-11-19,0,1.0,2024-11-22,1
B-W价差,2024-11-18,0,1.0,2024-11-21,1 B-W价差,2024-11-19,0,1.0,2024-11-22,1
欧洲Brent成品油裂解价差（领先一周）,2024-11-19,0,1.0,2024-11-22,0 欧洲Brent成品油裂解价差（领先一周）,2024-11-20,0,1.0,2024-11-23,0
马瑞原油：现货价：山东（日）,2024-11-13,0,1.0,2024-11-16,6 马瑞原油：现货价：山东（日）,2024-11-13,0,1.0,2024-11-16,7
沙特中质OSP（日度）,2024-11-19,1,1.0,2024-11-22,0 沙特中质OSP（日度）,2024-11-20,1,1.0,2024-11-23,0
沙轻欧洲OSP（日度）,2024-11-19,1,1.0,2024-11-22,0 沙轻欧洲OSP（日度）,2024-11-20,1,1.0,2024-11-23,0
美国MEH轻原油现货价格（美湾）,2024-11-15,0,1.0,2024-11-18,4 美国MEH轻原油现货价格（美湾）,2024-11-18,0,1.0,2024-11-21,2
马瑞原油：重质：DES价：委内瑞拉（日）,2024-11-13,0,1.0,2024-11-16,6 马瑞原油：重质：DES价：委内瑞拉（日）,2024-11-13,0,1.0,2024-11-16,7
巴重FOB出口亚洲现货价格,2024-11-18,0,1.0,2024-11-21,1 巴重FOB出口亚洲现货价格,2024-11-19,0,1.0,2024-11-22,1
Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,2024-11-19,1,1.0,2024-11-22,0 Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,2024-11-20,1,1.0,2024-11-23,0
沙轻OSP（日度）,2024-11-19,1,1.0,2024-11-22,0 沙轻OSP（日度）,2024-11-20,1,1.0,2024-11-23,0
Brent油价30日动能,2024-11-18,0,1.0,2024-11-21,1 Brent油价30日动能,2024-11-19,0,1.0,2024-11-22,1
沙特轻质日度osp,2024-11-19,1,1.0,2024-11-22,0 沙特轻质日度osp,2024-11-20,1,1.0,2024-11-23,0
巴轻OSP（日度）,2024-11-18,1,1.0,2024-11-21,1 巴轻OSP（日度）,2024-11-20,1,1.0,2024-11-23,0
美湾低硫柴油现货价格,2024-11-15,0,1.0,2024-11-18,4 美湾低硫柴油现货价格,2024-11-18,0,1.0,2024-11-21,2
Midland原油现货价格,2024-11-15,0,1.0,2024-11-18,4 Midland原油现货价格,2024-11-18,0,1.0,2024-11-21,2
欧洲柴油现货价格,2024-11-15,0,1.0,2024-11-18,4 欧洲柴油现货价格,2024-11-18,0,1.0,2024-11-21,2
WTI原油现货价格Cushing,2024-11-15,0,1.0,2024-11-18,4 WTI原油现货价格Cushing,2024-11-18,0,1.0,2024-11-21,2
Brent原油现货价格,2024-11-18,0,1.0,2024-11-21,1 Brent原油现货价格,2024-11-19,0,1.0,2024-11-22,1
LLS原油现货价格,2024-11-15,0,1.0,2024-11-18,4 LLS原油现货价格,2024-11-18,0,1.0,2024-11-21,2
美国墨西哥湾87#汽油现货价格,2024-01-31,0,1.0,2024-02-03,293 美国墨西哥湾87#汽油现货价格,2024-01-31,0,1.0,2024-02-03,294
美国MARS原油现货价格,2024-11-15,0,1.0,2024-11-18,4 美国MARS原油现货价格,2024-11-18,0,1.0,2024-11-21,2
国内马瑞与SC比价,2024-11-13,0,1.0,2024-11-16,6 国内马瑞与SC比价,2024-11-13,0,1.0,2024-11-16,7
美湾WTI211裂解价差,2024-11-18,0,1.0,2024-11-21,1 美湾WTI211裂解价差,2024-11-19,0,1.0,2024-11-22,1
Asia Tapis 211 裂解价差,2024-11-18,0,1.0,2024-11-21,1 Asia Tapis 211 裂解价差,2024-11-19,0,1.0,2024-11-22,1
迪拜原油211裂解价差,2024-11-18,0,1.0,2024-11-21,1 迪拜原油211裂解价差,2024-11-19,0,1.0,2024-11-22,1
丙烷CFR华南/布伦特原油比价,2024-11-13,0,1.0,2024-11-16,6 丙烷CFR华南/布伦特原油比价,2024-11-13,0,1.0,2024-11-16,7
欧洲Brent成品油裂解价差,2024-11-18,0,1.0,2024-11-21,1 欧洲Brent成品油裂解价差,2024-11-19,0,1.0,2024-11-22,1
美国汽油裂解价差,2024-11-18,0,1.0,2024-11-21,1 美国汽油裂解价差,2024-11-19,0,1.0,2024-11-22,1
美国取暖油裂解价差,2024-11-19,0,1.0,2024-11-22,0 美国取暖油裂解价差,2024-11-20,0,1.0,2024-11-23,0
Dubai连3合约价格,2024-11-18,0,1.0,2024-11-21,1 Dubai连3合约价格,2024-11-19,0,1.0,2024-11-22,1
WTI 3:2:1裂解价差,2024-11-18,0,1.0,2024-11-21,1 WTI 3:2:1裂解价差,2024-11-20,0,1.0,2024-11-23,0
新加坡汽油裂解,2024-11-18,0,1.0,2024-11-21,1 新加坡汽油裂解,2024-11-19,0,1.0,2024-11-22,1
欧洲汽油裂解,2024-11-18,0,1.0,2024-11-21,1 欧洲汽油裂解,2024-11-19,0,1.0,2024-11-22,1
欧洲柴油裂解,2024-11-18,0,1.0,2024-11-21,1 欧洲柴油裂解,2024-11-19,0,1.0,2024-11-22,1
CFTC Crude Oil Furtures,2024-11-12,0,7.0,2024-11-27,1 CFTC Crude Oil Furtures,2024-11-12,0,7.0,2024-11-27,2
WTIC1-C2,2024-11-18,0,1.0,2024-11-21,1 WTIC1-C2,2024-11-19,0,1.0,2024-11-22,1
Dubai FOB M1,2024-11-18,0,1.0,2024-11-21,1 Dubai FOB M1,2024-11-19,0,1.0,2024-11-22,1
Dubai FOB M2,2024-11-18,0,1.0,2024-11-21,1 Dubai FOB M2,2024-11-19,0,1.0,2024-11-22,1
Dubai FOB M3,2024-11-18,0,1.0,2024-11-21,1 Dubai FOB M3,2024-11-19,0,1.0,2024-11-22,1
Oman FOB M1,2024-11-18,0,1.0,2024-11-21,1 Oman FOB M1,2024-11-19,0,1.0,2024-11-22,1
Forties - Dated Brent,2024-11-18,0,1.0,2024-11-21,1 Forties - Dated Brent,2024-11-19,0,1.0,2024-11-22,1
Forties FOB,2024-11-18,0,1.0,2024-11-21,1 Forties FOB,2024-11-19,0,1.0,2024-11-22,1
美国柴油零售价格,2024-11-11,0,7.0,2024-11-26,2 美国柴油零售价格,2024-11-18,0,7.0,2024-12-03,1
美国车用汽油零售价格,2024-11-11,0,7.0,2024-11-26,2 美国车用汽油零售价格,2024-11-18,0,7.0,2024-12-03,1
新加坡航煤裂解,2024-11-18,0,1.0,2024-11-21,1 新加坡航煤裂解,2024-11-19,0,1.0,2024-11-22,1
美国MARS贴水（WTI）,2024-11-15,0,1.0,2024-11-18,4 美国MARS贴水（WTI）,2024-11-18,0,1.0,2024-11-21,2
美国取暖油HOC5,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC5,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC6,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC6,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC7,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC7,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC8,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC8,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC4,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC4,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC9,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC9,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC10,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC10,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC11,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC11,2024-11-19,0,1.0,2024-11-22,1
美国取暖油HOC12,2024-11-18,0,1.0,2024-11-21,1 美国取暖油HOC12,2024-11-19,0,1.0,2024-11-22,1
Dubai swap c3,2024-11-18,0,1.0,2024-11-21,1 Dubai swap c3,2024-11-19,0,1.0,2024-11-22,1
Dubai swap c2,2024-11-18,0,1.0,2024-11-21,1 Dubai swap c2,2024-11-19,0,1.0,2024-11-22,1
阿曼原油 (湛江交割) 到岸入罐成本,2024-11-18,0,1.0,2024-11-21,1 阿曼原油 (湛江交割) 到岸入罐成本,2024-11-19,0,1.0,2024-11-22,1
SC c3-阿曼到岸入罐成本,2024-11-18,0,1.0,2024-11-21,1 SC c3-阿曼到岸入罐成本,2024-11-19,0,1.0,2024-11-22,1
SC c5 -估值,2024-11-18,0,1.0,2024-11-21,1 SC c5 -估值,2024-11-20,0,1.0,2024-11-23,0
SC主力-阿曼入库成本,2024-11-18,0,1.0,2024-11-21,1 SC主力-阿曼入库成本,2024-11-20,0,1.0,2024-11-23,0
SC c1-阿曼入库成本,2024-11-18,0,1.0,2024-11-21,1 SC c1-阿曼入库成本,2024-11-20,0,1.0,2024-11-23,0
SC c1 夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0 SC c1 夜盘收盘价,2024-11-20,0,1.0,2024-11-23,0
SC c2夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0 SC c2夜盘收盘价,2024-11-20,0,1.0,2024-11-23,0
SC c3夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0 SC c3夜盘收盘价,2024-11-20,0,1.0,2024-11-23,0
SC c4夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0 SC c4夜盘收盘价,2024-11-20,0,1.0,2024-11-23,0
SC c1 夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1 SC c1 夜盘收盘价滞后1天,2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘收盘价滞后1天,2024-11-19,0,1.0,2024-11-22,1
SC c3夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1 SC c3夜盘收盘价滞后1天,2024-11-19,0,1.0,2024-11-22,1
SC c4夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1 SC c4夜盘收盘价滞后1天,2024-11-19,0,1.0,2024-11-22,1
SC c1夜盘-Brent c1*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c1夜盘-Brent c1*汇率,2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-Brent c1*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-Brent c1*汇率,2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-Brent c2*汇率,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-Brent c2*汇率,2024-11-19,0,1.0,2024-11-22,1
SC c1-SC c2 (夜盘),2024-11-18,0,1.0,2024-11-21,1 SC c1-SC c2 (夜盘),2024-11-19,0,1.0,2024-11-22,1
SC c1-SC c2 (夜盘)滞后1天,2024-11-17,0,1.0,2024-11-20,2 SC c1-SC c2 (夜盘)滞后1天,2024-11-18,0,1.0,2024-11-21,2
中东原油强弱程度-巴中,2024-11-18,0,1.0,2024-11-21,1 中东原油强弱程度-巴中,2024-11-19,0,1.0,2024-11-22,1
SC理论估值-巴中,2024-11-18,0,1.0,2024-11-21,1 SC理论估值-巴中,2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-理论估值(巴中),2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-理论估值(巴中),2024-11-19,0,1.0,2024-11-22,1
SC c3夜盘-理论估值(巴中),2024-11-18,0,1.0,2024-11-21,1 SC c3夜盘-理论估值(巴中),2024-11-19,0,1.0,2024-11-22,1
阿曼原油 (湛江交割) 到岸入库成本,2024-11-18,0,1.0,2024-11-21,1 阿曼原油 (湛江交割) 到岸入库成本,2024-11-19,0,1.0,2024-11-22,1
SC c2夜盘-阿曼入库湛江成本,2024-11-18,0,1.0,2024-11-21,1 SC c2夜盘-阿曼入库湛江成本,2024-11-19,0,1.0,2024-11-22,1
SC c3夜盘-阿曼入库湛江成本,2024-11-18,0,1.0,2024-11-21,1 SC c3夜盘-阿曼入库湛江成本,2024-11-19,0,1.0,2024-11-22,1
Brent c2 - WTI c1,2024-11-18,0,1.0,2024-11-21,1 Brent c2 - WTI c1,2024-11-19,0,1.0,2024-11-22,1
Brent12期合约均价,2024-11-18,0,1.0,2024-11-21,1 Brent12期合约均价,2024-11-19,0,1.0,2024-11-22,1
WTI 近12月合约均价,2024-11-18,0,1.0,2024-11-21,1 WTI 近12月合约均价,2024-11-19,0,1.0,2024-11-22,1
B-W价差（均价）,2024-11-18,0,1.0,2024-11-21,1 B-W价差（均价）,2024-11-19,0,1.0,2024-11-22,1
Brent c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20 Brent c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,21
Brent c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20 Brent c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,21
EFS c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20 EFS c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,21
EFS c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20 EFS c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,21
美国汽油净进口（周度）,2024-11-08,0,7.0,2024-11-23,2 美国汽油净进口（周度）,2024-11-08,0,7.0,2024-11-23,2
美国炼厂产能利用率同差,2024-11-08,1,7.0,2024-11-23,2 美国炼厂产能利用率同差,2024-11-08,1,7.0,2024-11-23,2
美国炼厂产能利用率超季节性/5年,2024-11-08,0,7.0,2024-11-23,2 美国炼厂产能利用率超季节性/5年,2024-11-08,0,7.0,2024-11-23,2
@ -396,8 +396,8 @@ DOE-美国馏分燃料油净进口,2024-11-08,0,7.0,2024-11-23,2
美国原油总出口,2024-11-08,0,7.0,2024-11-23,2 美国原油总出口,2024-11-08,0,7.0,2024-11-23,2
美国原油进口（除SPR）,2024-11-08,0,7.0,2024-11-23,2 美国原油进口（除SPR）,2024-11-08,0,7.0,2024-11-23,2
美国原油总进口（含SPR）,2024-11-08,0,7.0,2024-11-23,2 美国原油总进口（含SPR）,2024-11-08,0,7.0,2024-11-23,2
VLCC:中东-中国,2024-11-15,0,1.0,2024-11-18,4 VLCC:中东-中国,2024-11-18,0,1.0,2024-11-21,2
Suezmax：阿拉伯海湾-地中海,2024-11-15,0,1.0,2024-11-18,4 Suezmax：阿拉伯海湾-地中海,2024-11-18,0,1.0,2024-11-21,2
DOE-美国汽油进口,2024-11-08,0,7.0,2024-11-23,2 DOE-美国汽油进口,2024-11-08,0,7.0,2024-11-23,2
DOE-美国汽油出口,2024-11-08,0,7.0,2024-11-23,2 DOE-美国汽油出口,2024-11-08,0,7.0,2024-11-23,2
DOE-馏分燃料油进口,2024-11-08,0,7.0,2024-11-23,2 DOE-馏分燃料油进口,2024-11-08,0,7.0,2024-11-23,2
@ -486,16 +486,16 @@ OPEC周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
西班牙周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2 西班牙周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
希腊周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2 希腊周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
瑞典周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2 瑞典周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
莱茵河水位,2024-11-18,0,1.0,2024-11-21,1 莱茵河水位,2024-11-19,0,1.0,2024-11-22,1
ovx index,2024-11-18,0,1.0,2024-11-21,1 ovx index,2024-11-19,0,1.0,2024-11-22,1
dxy curncy,2024-11-18,0,1.0,2024-11-21,1 dxy curncy,2024-11-19,0,1.0,2024-11-22,1
C2403128043,2024-11-18,0,1.0,2024-11-21,1 C2403128043,2024-11-19,0,1.0,2024-11-22,1
C2403150124,2024-11-18,0,1.0,2024-11-21,1 C2403150124,2024-11-19,0,1.0,2024-11-22,1
FVHCM1 INDEX,2024-11-18,0,1.0,2024-11-21,1 FVHCM1 INDEX,2024-11-19,0,1.0,2024-11-22,1
doedtprd index,2024-11-08,0,7.0,2024-11-23,2 doedtprd index,2024-11-08,0,7.0,2024-11-23,2
CFFDQMMN INDEX,2024-11-12,0,7.0,2024-11-27,1 CFFDQMMN INDEX,2024-11-12,0,7.0,2024-11-27,2
C2403083739,2024-11-12,0,7.0,2024-11-27,1 C2403083739,2024-11-12,0,7.0,2024-11-27,2
C2404167878,2024-11-12,0,7.0,2024-11-27,1 C2404167878,2024-11-12,0,7.0,2024-11-27,2
lmcads03 lme comdty,2024-11-15,0,1.0,2024-11-18,4 lmcads03 lme comdty,2024-11-18,0,1.0,2024-11-21,2
GC1 COMB Comdty,2024-11-18,0,1.0,2024-11-21,1 GC1 COMB Comdty,2024-11-19,0,1.0,2024-11-22,1
C2404167855,2024-11-18,0,1.0,2024-11-21,1 C2404167855,2024-11-19,0,1.0,2024-11-22,1

1 feature last_update_time is_value update_period warning_date stop_update_period
7 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 2024-06-14 0 7.0 2024-06-29 23
8 EIA美国油品需求 2024-11-08 0 7.0 2024-11-23 2
9 中国汽柴油表需 2024-11-15 0 7.0 2024-11-30 1
10 中国航班执行数 2024-04-10 0 1.0 2024-04-13 223 224
11 DOE-美国汽油产量超季节性/3年 2024-11-08 0 7.0 2024-11-23 2
12 美国汽油表需（周度） 2024-11-08 0 7.0 2024-11-23 2
13 美国汽油产量（周度） 2024-11-08 0 7.0 2024-11-23 2
30 PADD5原油投料输入量 2024-11-08 0 7.0 2024-11-23 2
31 DOE-美国汽油产量 2024-11-08 0 7.0 2024-11-23 2
32 DOE-柴油产量 2024-11-08 0 7.0 2024-11-23 2
33 西北欧即期Brent 211利润 2018-10-24 0 1.0 2018-10-27 2218 2219
34 EIA美国柴油产量（千桶日） 2024-10-31 1 0 31.0 2025-01-02 1
35 西北欧炼厂加工Brent原油CDU利润 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
36 美墨湾炼厂加工WTI原油CDU利润 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
37 新加坡炼厂加工Dubai原油CDU利润 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
38 西北欧炼厂加工Brent原油CDU利润 M2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
39 美墨湾炼厂加工WTI原油CDU利润 M2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
40 新加坡炼厂加工Dubai原油CDU利润 M2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
41 西北欧炼厂加工Brent原油CDU利润 M1-M2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
42 西北欧炼厂加工Brent原油FCC利润 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
43 美墨湾炼厂加工WTI原油HSK利润 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
44 新加坡炼厂加工Dubai原油FCC利润 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
45 美国汽油单一利润 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
46 SC c1-c2 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
47 Brent-TI 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
48 Dubai swap c1-c2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
49 Dubai swap c1-c3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
50 RBOB&HO近12月合约均价532裂解 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
51 RBOB近12月合约均价裂解 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
52 HO近12月合约均价裂解 2024-11-15 2024-11-19 0 1.0 2024-11-18 2024-11-22 4 1
53 HO近12月合约均价 2024-11-15 2024-11-19 0 1.0 2024-11-18 2024-11-22 4 1
54 RBOB近12月合约均价 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
55 布油近12月合约均价 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
56 Brent-SC价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
57 SC连2-连3月差 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
58 SC连1-连6 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
59 SC连1-连2 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
60 SC连1-连3月差 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
61 HO连1-连6 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
62 HO连1-连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
63 HO连1-连2合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
64 RBOB连1-连2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
65 RBOB连1-连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
66 RBOB连1-连6 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
67 RBOB连2-连3月差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
68 Oman连2-连3月差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
69 Brent-Oman价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
70 DUBAI原油贴水 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
71 阿曼原油贴水 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
72 SC内外价差 2024-11-18 0 1.0 2024-11-21 1 2
73 WTI c1-c6 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
74 WTI c1-c3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
75 WTI c1-c2 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
76 Brent c1-c9 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
77 Brent c1-c6 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
78 Brent c1-c3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
79 Brent c1-c2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
80 Brent-WTI 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
81 Dubai连1合约价格 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
82 Dubai连1-连4月差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
83 美国RBOB期货2309月份合约价格 2023-08-31 0 1.0 2023-09-03 446 447
84 OMAN原油：中质：远期现货DES价：山东（日） 2024-11-14 0 1.0 2024-11-17 5 6
85 PVM Dubai EFS/Swap vs ICE First Month Brent 2023-01-03 0 1.0 2023-01-06 686 687
86 Ebob连1合约 2024-02-28 0 1.0 2024-03-02 265 266
87 印度原油连1合约价格 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
88 ICE轻柴油连4合约价格 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
89 布伦特迪拜掉期 EFS 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
90 WTI连1合约价格 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
91 Brent连1合约价格 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
92 SC/ZC（活跃合约） 2024-11-18 0 1.0 2024-11-21 1 2
93 Brent/迪拜原油升贴水 2022-11-16 0 1.0 2022-11-19 734 735
94 WTI连24合约 2024-11-18 0 1.0 2024-11-21 1 2
95 BU-SC（活跃合约） 2024-11-18 0 1.0 2024-11-21 1 2
96 W-B活跃合约价差 2022-01-31 0 1.0 2022-02-03 1023 1024
97 B-W活跃合约价差 2022-01-31 0 1.0 2022-02-03 1023 1024
98 WTI活跃合约 2024-11-19 0 1.0 2024-11-22 0 1
99 y 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
100 ICE Brent c14 2024-11-15 2024-11-19 0 1.0 2024-11-18 2024-11-22 4 1
101 Dubai Swap c1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
102 NYMWX WTI c5 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
103 INE SC c1 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
104 Oman Swap c1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
105 DME Oman c1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
106 Murban Futures c1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
107 HO连6合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
108 HO连5合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
109 ho连7合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
110 HO连8合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
111 HO连9合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
112 HO连10合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
113 HO连11合约 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
114 HO连12合约 2024-11-15 2024-11-19 0 1.0 2024-11-18 2024-11-22 4 1
115 CFD W1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
116 CFD W6 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
117 Oman c1 * 汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
118 SC c2-Oman c1*汇率 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
119 SC c3-Oman c1*汇率 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
120 INE SC主力合约价格 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
121 SC主力-Brent主力*汇率 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
122 Brent主力*汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
123 SC c1日盘-Brent c1(15:00)*汇率 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
124 SC c2日盘-Brent c1(15:00)*汇率 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
125 SC c2日盘-Brent c2(15:00)*汇率 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
126 SC理论估值-Dubai原油 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
127 SC c1夜盘-理论估值(Dubai) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
128 SC c2夜盘-理论估值(Dubai) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
129 SC c3夜盘-理论估值(Dubai) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
130 DFL M1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
131 DFL M2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
132 CFD W1-Brent c1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
133 SC主力-理论估值 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
134 SC c1夜盘-Brent c1 (结算)*汇率 2024-11-18 0 1.0 2024-11-21 1 2
135 SC c2夜盘-Brent c1 (结算)*汇率 2024-11-18 0 1.0 2024-11-21 1 2
136 SC c2夜盘-Brent c2 (结算)*汇率 2024-11-18 0 1.0 2024-11-21 1 2
137 SC c2-c3 (夜盘) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
138 Brent c2-c3 (结算) 2024-11-18 0 1.0 2024-11-21 1 2
139 WTI c2-c3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
140 Brent c2-c3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
141 SCc1夜盘收盘(日期调整) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
142 SCc2夜盘收盘(日期调整) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
143 SCc3夜盘收盘(日期调整) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
144 SCc4夜盘收盘(日期调整) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
145 SC c1夜盘-Brent c1 (结算B)*汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
146 SC c2夜盘-Brent c1 (结算B)*汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
147 SC c2夜盘-Brent c2 (结算B)*汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
148 Brent c2-c3 (结算B) 2024-10-31 1 0 1.0 2024-11-03 19 20
149 WTI c2-c3 (结算B) 2024-10-31 1 0 1.0 2024-11-03 19 20
150 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
151 SC c2夜盘-阿曼入库湛江成本(Oman c1预估) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
152 SC c3夜盘-阿曼入库湛江成本(Oman c1预估) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
153 EIA美国原油总库存（含SPR） 2024-11-08 0 7.0 2024-11-23 2
154 EIA美国油品库存（含SPR） 2024-11-08 0 7.0 2024-11-23 2
155 EIA美国汽柴航煤库存 2024-11-08 0 7.0 2024-11-23 2
162 汽油库存差 2024-11-08 1 7.0 2024-11-23 2
163 美国汽油调和组分库存（周度） 2024-11-08 0 7.0 2024-11-23 2
164 美国成品油库存超季节性/5年 2024-11-08 0 7.0 2024-11-23 2
165 Kpler-海运在途原油 2024-08-20 0 1.0 2024-08-23 91 92
166 全球原油库存（剔除富查伊拉） 2024-07-21 0 7.0 2024-08-05 18
167 新加坡燃料油库存 2024-11-13 0 7.0 2024-11-28 1
168 ARA原油及成品油库存 2024-11-08 0 7.0 2024-11-23 2
174 原油：库容比：山东：独立炼厂（周） 2024-11-15 0 7.0 2024-11-30 1
175 原油：山东独立炼厂：厂内库存：新口径（周） 2024-11-15 0 7.0 2024-11-30 1
176 原油：山东港口：库存：新口径（周） 2024-05-24 0 7.0 2024-06-08 26
177 SC期货库存10期滚动标准差 2024-11-18 0 1.0 2024-11-21 1 2
178 SC期货库存1000天百分位 2024-11-18 0 1.0 2024-11-21 1 2
179 SC仓单（百万桶） 2024-11-18 0 1.0 2024-11-21 1 2
180 彭博全球海上在运原油 2024-11-15 0 7.0 2024-11-30 1
181 美国EIA原油成品油总库存（不含SPR） 2024-11-08 0 7.0 2024-11-23 2
182 库欣原油库存 2024-11-08 0 7.0 2024-11-23 2
194 ARA原油库存 2024-11-08 0 7.0 2024-11-23 2
195 美国成品车用汽油库存 2024-11-08 0 7.0 2024-11-23 2
196 美国成品油库存超季节性/4年 2024-11-08 0 7.0 2024-11-23 2
197 SC-Brent*汇率 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
198 Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
199 RBOB+HO平均 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
200 HO12合约算术平均 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
201 RBOB12合约算术平均 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
202 WTI-LLS价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
203 DFL(Dated-主力布伦特） 2024-11-15 0 1.0 2024-11-18 4 5
204 DFL(即期布伦特-布伦特期货C1） 2024-11-15 0 1.0 2024-11-18 4 5
205 Brent现货价格-Brent连4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
206 Brent现货价格-Brent连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
207 布伦特现货价格-Brent连2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
208 Brent 连2-连3超季节性/3年 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
209 Brent连2-WTI连2超季节性/3年 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
210 Brent连3-WTI连2超季节性/3年 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
211 Brent连4-WTI连4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
212 Brent连4-WTI连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
213 Brent连4-WTI连2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
214 Brent连4-WTI连1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
215 Brent连3-WTI连4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
216 Brent连3-WT连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
217 Brent连3-WTI连2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
218 Brent连3-WTI连1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
219 Brent连2-WTI连4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
220 Brent连2-WTI连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
221 Brent连2-WTI连2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
222 Brent连2-WTI连1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
223 Brent连1-WTI连4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
224 Brent连1-WTI连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
225 Brent连1-WTI连2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
226 美国汽油裂解价差超季节性/3年 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
227 LLS-Brent价差 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
228 Brent-LLS价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
229 Forties - Brent c1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
230 WTI 3:2:1裂解价差超季节性/5年 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
231 SC C1-C2月差 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
232 Dubai FOB M1-M2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
233 WTI原油Cushing-C1 2024-11-15 2024-11-18 1 1.0 2024-11-18 2024-11-21 4 2
234 Brent连1-连4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
235 新加坡汽油裂解价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
236 DFL 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
237 Dubai 连2-连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
238 WTI 连2-连3月差 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
239 Brent 连2-连3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
240 Dubai-WTI价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
241 WTI连1-连2月差 2024-11-19 0 1.0 2024-11-22 0 1
242 Brent连6-连12 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
243 Brent连1-连9月差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
244 Brent连1-连6月差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
245 Brent连1-连2月差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
246 WTI连1-连4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
247 BrentC1-C2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
248 B-W价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
249 欧洲Brent成品油裂解价差（领先一周） 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
250 马瑞原油：现货价：山东（日） 2024-11-13 0 1.0 2024-11-16 6 7
251 沙特中质OSP（日度） 2024-11-19 2024-11-20 1 1.0 2024-11-22 2024-11-23 0
252 沙轻欧洲OSP（日度） 2024-11-19 2024-11-20 1 1.0 2024-11-22 2024-11-23 0
253 美国MEH轻原油现货价格（美湾） 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
254 马瑞原油：重质：DES价：委内瑞拉（日） 2024-11-13 0 1.0 2024-11-16 6 7
255 巴重FOB出口亚洲现货价格 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
256 Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） 2024-11-19 2024-11-20 1 1.0 2024-11-22 2024-11-23 0
257 沙轻OSP（日度） 2024-11-19 2024-11-20 1 1.0 2024-11-22 2024-11-23 0
258 Brent油价30日动能 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
259 沙特轻质日度osp 2024-11-19 2024-11-20 1 1.0 2024-11-22 2024-11-23 0
260 巴轻OSP（日度） 2024-11-18 2024-11-20 1 1.0 2024-11-21 2024-11-23 1 0
261 美湾低硫柴油现货价格 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
262 Midland原油现货价格 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
263 欧洲柴油现货价格 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
264 WTI原油现货价格Cushing 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
265 Brent原油现货价格 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
266 LLS原油现货价格 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
267 美国墨西哥湾87#汽油现货价格 2024-01-31 0 1.0 2024-02-03 293 294
268 美国MARS原油现货价格 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
269 国内马瑞与SC比价 2024-11-13 0 1.0 2024-11-16 6 7
270 美湾WTI211裂解价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
271 Asia Tapis 211 裂解价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
272 迪拜原油211裂解价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
273 丙烷CFR华南/布伦特原油比价 2024-11-13 0 1.0 2024-11-16 6 7
274 欧洲Brent成品油裂解价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
275 美国汽油裂解价差 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
276 美国取暖油裂解价差 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
277 Dubai连3合约价格 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
278 WTI 3:2:1裂解价差 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
279 新加坡汽油裂解 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
280 欧洲汽油裂解 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
281 欧洲柴油裂解 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
282 CFTC Crude Oil Furtures 2024-11-12 0 7.0 2024-11-27 1 2
283 WTIC1-C2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
284 Dubai FOB M1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
285 Dubai FOB M2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
286 Dubai FOB M3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
287 Oman FOB M1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
288 Forties - Dated Brent 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
289 Forties FOB 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
290 美国柴油零售价格 2024-11-11 2024-11-18 0 7.0 2024-11-26 2024-12-03 2 1
291 美国车用汽油零售价格 2024-11-11 2024-11-18 0 7.0 2024-11-26 2024-12-03 2 1
292 新加坡航煤裂解 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
293 美国MARS贴水（WTI） 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
294 美国取暖油HOC5 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
295 美国取暖油HOC6 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
296 美国取暖油HOC7 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
297 美国取暖油HOC8 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
298 美国取暖油HOC4 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
299 美国取暖油HOC9 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
300 美国取暖油HOC10 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
301 美国取暖油HOC11 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
302 美国取暖油HOC12 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
303 Dubai swap c3 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
304 Dubai swap c2 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
305 阿曼原油 (湛江交割) 到岸入罐成本 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
306 SC c3-阿曼到岸入罐成本 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
307 SC c5 -估值 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
308 SC主力-阿曼入库成本 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
309 SC c1-阿曼入库成本 2024-11-18 2024-11-20 0 1.0 2024-11-21 2024-11-23 1 0
310 SC c1 夜盘收盘价 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
311 SC c2夜盘收盘价 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
312 SC c3夜盘收盘价 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
313 SC c4夜盘收盘价 2024-11-19 2024-11-20 0 1.0 2024-11-22 2024-11-23 0
314 SC c1 夜盘收盘价滞后1天 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
315 SC c2夜盘收盘价滞后1天 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
316 SC c3夜盘收盘价滞后1天 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
317 SC c4夜盘收盘价滞后1天 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
318 SC c1夜盘-Brent c1*汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
319 SC c2夜盘-Brent c1*汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
320 SC c2夜盘-Brent c2*汇率 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
321 SC c1-SC c2 (夜盘) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
322 SC c1-SC c2 (夜盘)滞后1天 2024-11-17 2024-11-18 0 1.0 2024-11-20 2024-11-21 2
323 中东原油强弱程度-巴中 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
324 SC理论估值-巴中 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
325 SC c2夜盘-理论估值(巴中) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
326 SC c3夜盘-理论估值(巴中) 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
327 阿曼原油 (湛江交割) 到岸入库成本 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
328 SC c2夜盘-阿曼入库湛江成本 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
329 SC c3夜盘-阿曼入库湛江成本 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
330 Brent c2 - WTI c1 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
331 Brent12期合约均价 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
332 WTI 近12月合约均价 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
333 B-W价差（均价） 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
334 Brent c1 02:30收盘价滞后1天 2024-10-30 0 1.0 2024-11-02 20 21
335 Brent c2 02:30收盘价滞后1天 2024-10-30 0 1.0 2024-11-02 20 21
336 EFS c1 02:30收盘价滞后1天 2024-10-30 0 1.0 2024-11-02 20 21
337 EFS c2 02:30收盘价滞后1天 2024-10-30 0 1.0 2024-11-02 20 21
338 美国汽油净进口（周度） 2024-11-08 0 7.0 2024-11-23 2
339 美国炼厂产能利用率同差 2024-11-08 1 7.0 2024-11-23 2
340 美国炼厂产能利用率超季节性/5年 2024-11-08 0 7.0 2024-11-23 2
396 美国原油总出口 2024-11-08 0 7.0 2024-11-23 2
397 美国原油进口（除SPR） 2024-11-08 0 7.0 2024-11-23 2
398 美国原油总进口（含SPR） 2024-11-08 0 7.0 2024-11-23 2
399 VLCC:中东-中国 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
400 Suezmax：阿拉伯海湾-地中海 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
401 DOE-美国汽油进口 2024-11-08 0 7.0 2024-11-23 2
402 DOE-美国汽油出口 2024-11-08 0 7.0 2024-11-23 2
403 DOE-馏分燃料油进口 2024-11-08 0 7.0 2024-11-23 2
486 西班牙周度原油海运进口 2024-11-10 0 7.0 2024-11-25 2
487 希腊周度原油海运进口 2024-11-10 0 7.0 2024-11-25 2
488 瑞典周度原油海运进口 2024-11-10 0 7.0 2024-11-25 2
489 莱茵河水位 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
490 ovx index 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
491 dxy curncy 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
492 C2403128043 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
493 C2403150124 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
494 FVHCM1 INDEX 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
495 doedtprd index 2024-11-08 0 7.0 2024-11-23 2
496 CFFDQMMN INDEX 2024-11-12 0 7.0 2024-11-27 1 2
497 C2403083739 2024-11-12 0 7.0 2024-11-27 1 2
498 C2404167878 2024-11-12 0 7.0 2024-11-27 1 2
499 lmcads03 lme comdty 2024-11-15 2024-11-18 0 1.0 2024-11-18 2024-11-21 4 2
500 GC1 COMB Comdty 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1
501 C2404167855 2024-11-18 2024-11-19 0 1.0 2024-11-21 2024-11-22 1

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15
yuanyoudataset/特征处理后的指标名称及分类.csv
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@ -39,6 +39,8 @@
期货市场,Dubai swap c1-c3,C2408211521576348,日度,指标运算,4 期货市场,Dubai swap c1-c3,C2408211521576348,日度,指标运算,4
期货市场,RBOB&HO近12月合约均价532裂解,C2408201823572581,日度,指标运算,4 期货市场,RBOB&HO近12月合约均价532裂解,C2408201823572581,日度,指标运算,4
期货市场,RBOB近12月合约均价裂解,C2408201822287211,日度,指标运算,4 期货市场,RBOB近12月合约均价裂解,C2408201822287211,日度,指标运算,4
期货市场,HO近12月合约均价裂解,C2408201821322431,日度,指标运算,4
期货市场,HO近12月合约均价,C2408201818344798,日度,指标运算,4
期货市场,RBOB近12月合约均价,C2408201744404563,日度,指标运算,4 期货市场,RBOB近12月合约均价,C2408201744404563,日度,指标运算,4
期货市场,布油近12月合约均价,C2408201715530941,日度,指标运算,4 期货市场,布油近12月合约均价,C2408201715530941,日度,指标运算,4
期货市场,Brent-SC价差,C2406113132,日度,指标运算,4 期货市场,Brent-SC价差,C2406113132,日度,指标运算,4
@ -57,7 +59,6 @@
期货市场,Brent-Oman价差,C2405245469,日度,指标运算,4 期货市场,Brent-Oman价差,C2405245469,日度,指标运算,4
期货市场,DUBAI原油贴水,C2404293655,日度,指标运算,4 期货市场,DUBAI原油贴水,C2404293655,日度,指标运算,4
期货市场,阿曼原油贴水,C2404298426,日度,指标运算,4 期货市场,阿曼原油贴水,C2404298426,日度,指标运算,4
期货市场,SC内外价差,C2404291840,日度,指标运算,4
期货市场,WTI c1-c6,C2404198206,日度,指标运算,4 期货市场,WTI c1-c6,C2404198206,日度,指标运算,4
期货市场,WTI c1-c3,C2404191146,日度,指标运算,4 期货市场,WTI c1-c3,C2404191146,日度,指标运算,4
期货市场,WTI c1-c2,C2404192135,日度,指标运算,4 期货市场,WTI c1-c2,C2404192135,日度,指标运算,4
@ -73,10 +74,8 @@
期货市场,布伦特迪拜掉期 EFS,fdusm1 index,日度,彭博,3 期货市场,布伦特迪拜掉期 EFS,fdusm1 index,日度,彭博,3
期货市场,WTI连1合约价格,CL1 Comdty,日度,彭博,3 期货市场,WTI连1合约价格,CL1 Comdty,日度,彭博,3
期货市场,Brent连1合约价格,CO1 Comdty,日度,彭博,3 期货市场,Brent连1合约价格,CO1 Comdty,日度,彭博,3
期货市场,SC/ZC（活跃合约）,C2112052979,日度,指标运算,4
期货市场,WTI连24合约,cl24 comdty,日度,彭博,3
期货市场,BU-SC（活跃合约）,C2111280247,日度,指标运算,4
期货市场,WTI活跃合约,CLA comdty,日度,彭博,3 期货市场,WTI活跃合约,CLA comdty,日度,彭博,3
期货市场,ICE Brent c14,CO14 Comdty,日度,彭博,3
期货市场,Dubai Swap c1,CSDBM1 SONA Index,日度,彭博,3 期货市场,Dubai Swap c1,CSDBM1 SONA Index,日度,彭博,3
期货市场,NYMWX WTI c5,CL5 Comdty,日度,彭博,3 期货市场,NYMWX WTI c5,CL5 Comdty,日度,彭博,3
期货市场,INE SC c1,SCP1 Comdty,日度,彭博,3 期货市场,INE SC c1,SCP1 Comdty,日度,彭博,3
@ -90,6 +89,7 @@
期货市场,HO连9合约,ho9 comdty,日度,彭博,3 期货市场,HO连9合约,ho9 comdty,日度,彭博,3
期货市场,HO连10合约,ho10 comdty,日度,彭博,3 期货市场,HO连10合约,ho10 comdty,日度,彭博,3
期货市场,HO连11合约,ho11 comdty,日度,彭博,3 期货市场,HO连11合约,ho11 comdty,日度,彭博,3
期货市场,HO连12合约,ho12 comdty,日度,彭博,3
期货市场,CFD W1,BCFOW1 BFVD Index,日度,彭博,3 期货市场,CFD W1,BCFOW1 BFVD Index,日度,彭博,3
期货市场,CFD W6,BCFOW6 BFVD Index,日度,彭博,3 期货市场,CFD W6,BCFOW6 BFVD Index,日度,彭博,3
期货市场,Oman c1 * 汇率,C2408271315095745,日度,指标运算,4 期货市场,Oman c1 * 汇率,C2408271315095745,日度,指标运算,4
@ -109,11 +109,7 @@
期货市场,DFL M2,FDBSM2 Index,日度,彭博,3 期货市场,DFL M2,FDBSM2 Index,日度,彭博,3
期货市场,CFD W1-Brent c1,C2409021705440183,日度,指标运算,4 期货市场,CFD W1-Brent c1,C2409021705440183,日度,指标运算,4
期货市场,SC主力-理论估值,C2409071041332054,日度,指标运算,4 期货市场,SC主力-理论估值,C2409071041332054,日度,指标运算,4
期货市场,SC c1夜盘-Brent c1 (结算)*汇率,C2409231346251764,日度,指标运算,4
期货市场,SC c2夜盘-Brent c1 (结算)*汇率,C2409231347592657,日度,指标运算,4
期货市场,SC c2夜盘-Brent c2 (结算)*汇率,C2409231349055289,日度,指标运算,4
期货市场,SC c2-c3 (夜盘),C2409231418568900,日度,指标运算,4 期货市场,SC c2-c3 (夜盘),C2409231418568900,日度,指标运算,4
期货市场,Brent c2-c3 (结算),C2409231425534848,日度,指标运算,4
期货市场,WTI c2-c3,C2409240916006318,日度,指标运算,4 期货市场,WTI c2-c3,C2409240916006318,日度,指标运算,4
期货市场,Brent c2-c3,C2409260830150154,日度,指标运算,4 期货市场,Brent c2-c3,C2409260830150154,日度,指标运算,4
期货市场,SCc1夜盘收盘(日期调整),C2410141333421874,日度,数据调整,40 期货市场,SCc1夜盘收盘(日期调整),C2410141333421874,日度,数据调整,40
@ -145,9 +141,6 @@
库存,美国取暖用油库存同差,C2310271893,周度,同差值,7 库存,美国取暖用油库存同差,C2310271893,周度,同差值,7
库存,原油：库容比：山东：独立炼厂（周）,ID01378494,周度,钢联化工,34 库存,原油：库容比：山东：独立炼厂（周）,ID01378494,周度,钢联化工,34
库存,原油：山东独立炼厂：厂内库存：新口径（周）,ID01317806,周度,钢联化工,34 库存,原油：山东独立炼厂：厂内库存：新口径（周）,ID01317806,周度,钢联化工,34
库存,SC期货库存10期滚动标准差,C2309131483,日度,标准差,67
库存,SC期货库存1000天百分位,C2309131209,日度,百分位,68
库存,SC仓单（百万桶）,C2207228720,日度,指标运算,4
库存,彭博全球海上在运原油,FZWWWST INDEX,周度,彭博,3 库存,彭博全球海上在运原油,FZWWWST INDEX,周度,彭博,3
库存,美国EIA原油成品油总库存（不含SPR）,DOESESPR Index,周度,彭博,3 库存,美国EIA原油成品油总库存（不含SPR）,DOESESPR Index,周度,彭博,3
库存,库欣原油库存,DOESCROK Index,周度,彭博,3 库存,库欣原油库存,DOESCROK Index,周度,彭博,3

1 指标分类 指标名称 指标id 频度 指标来源 来源id
39 期货市场 Dubai swap c1-c3 C2408211521576348 日度 指标运算 4
40 期货市场 RBOB&HO近12月合约均价532裂解 C2408201823572581 日度 指标运算 4
41 期货市场 RBOB近12月合约均价裂解 C2408201822287211 日度 指标运算 4
42 期货市场 HO近12月合约均价裂解 C2408201821322431 日度 指标运算 4
43 期货市场 HO近12月合约均价 C2408201818344798 日度 指标运算 4
44 期货市场 RBOB近12月合约均价 C2408201744404563 日度 指标运算 4
45 期货市场 布油近12月合约均价 C2408201715530941 日度 指标运算 4
46 期货市场 Brent-SC价差 C2406113132 日度 指标运算 4
59 期货市场 Brent-Oman价差 C2405245469 日度 指标运算 4
60 期货市场 DUBAI原油贴水 C2404293655 日度 指标运算 4
61 期货市场 阿曼原油贴水 C2404298426 日度 指标运算 4
期货市场 SC内外价差 C2404291840 日度 指标运算 4
62 期货市场 WTI c1-c6 C2404198206 日度 指标运算 4
63 期货市场 WTI c1-c3 C2404191146 日度 指标运算 4
64 期货市场 WTI c1-c2 C2404192135 日度 指标运算 4
74 期货市场 布伦特迪拜掉期 EFS fdusm1 index 日度 彭博 3
75 期货市场 WTI连1合约价格 CL1 Comdty 日度 彭博 3
76 期货市场 Brent连1合约价格 CO1 Comdty 日度 彭博 3
期货市场 SC/ZC（活跃合约） C2112052979 日度 指标运算 4
期货市场 WTI连24合约 cl24 comdty 日度 彭博 3
期货市场 BU-SC（活跃合约） C2111280247 日度 指标运算 4
77 期货市场 WTI活跃合约 CLA comdty 日度 彭博 3
78 期货市场 ICE Brent c14 CO14 Comdty 日度 彭博 3
79 期货市场 Dubai Swap c1 CSDBM1 SONA Index 日度 彭博 3
80 期货市场 NYMWX WTI c5 CL5 Comdty 日度 彭博 3
81 期货市场 INE SC c1 SCP1 Comdty 日度 彭博 3
89 期货市场 HO连9合约 ho9 comdty 日度 彭博 3
90 期货市场 HO连10合约 ho10 comdty 日度 彭博 3
91 期货市场 HO连11合约 ho11 comdty 日度 彭博 3
92 期货市场 HO连12合约 ho12 comdty 日度 彭博 3
93 期货市场 CFD W1 BCFOW1 BFVD Index 日度 彭博 3
94 期货市场 CFD W6 BCFOW6 BFVD Index 日度 彭博 3
95 期货市场 Oman c1 * 汇率 C2408271315095745 日度 指标运算 4
109 期货市场 DFL M2 FDBSM2 Index 日度 彭博 3
110 期货市场 CFD W1-Brent c1 C2409021705440183 日度 指标运算 4
111 期货市场 SC主力-理论估值 C2409071041332054 日度 指标运算 4
期货市场 SC c1夜盘-Brent c1 (结算)*汇率 C2409231346251764 日度 指标运算 4
期货市场 SC c2夜盘-Brent c1 (结算)*汇率 C2409231347592657 日度 指标运算 4
期货市场 SC c2夜盘-Brent c2 (结算)*汇率 C2409231349055289 日度 指标运算 4
112 期货市场 SC c2-c3 (夜盘) C2409231418568900 日度 指标运算 4
期货市场 Brent c2-c3 (结算) C2409231425534848 日度 指标运算 4
113 期货市场 WTI c2-c3 C2409240916006318 日度 指标运算 4
114 期货市场 Brent c2-c3 C2409260830150154 日度 指标运算 4
115 期货市场 SCc1夜盘收盘(日期调整) C2410141333421874 日度 数据调整 40
141 库存 美国取暖用油库存同差 C2310271893 周度 同差值 7
142 库存 原油：库容比：山东：独立炼厂（周） ID01378494 周度 钢联化工 34
143 库存 原油：山东独立炼厂：厂内库存：新口径（周） ID01317806 周度 钢联化工 34
库存 SC期货库存10期滚动标准差 C2309131483 日度 标准差 67
库存 SC期货库存1000天百分位 C2309131209 日度 百分位 68
库存 SC仓单（百万桶） C2207228720 日度 指标运算 4
144 库存 彭博全球海上在运原油 FZWWWST INDEX 周度 彭博 3
145 库存 美国EIA原油成品油总库存（不含SPR） DOESESPR Index 周度 彭博 3
146 库存 库欣原油库存 DOESCROK Index 周度 彭博 3

197
yuanyoudataset/特征频度统计.csv
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@ -1,4 +1,4 @@
日度(231),周度(130),月度(1) 日度(224),周度(130),月度(1)
西北欧炼厂加工Brent原油CDU利润,EIA美国油品需求,EIA美国柴油产量（千桶日） 西北欧炼厂加工Brent原油CDU利润,EIA美国油品需求,EIA美国柴油产量（千桶日）
美墨湾炼厂加工WTI原油CDU利润,中国汽柴油表需, 美墨湾炼厂加工WTI原油CDU利润,中国汽柴油表需,
新加坡炼厂加工Dubai原油CDU利润,DOE-美国汽油产量超季节性/3年, 新加坡炼厂加工Dubai原油CDU利润,DOE-美国汽油产量超季节性/3年,
@ -16,58 +16,58 @@ Dubai swap c1-c2,美国汽油表需超季节性/4年,
Dubai swap c1-c3,中国独立炼厂原油加工量（千桶/日）, Dubai swap c1-c3,中国独立炼厂原油加工量（千桶/日）,
RBOB&HO近12月合约均价532裂解,PADD1原油投料输入量, RBOB&HO近12月合约均价532裂解,PADD1原油投料输入量,
RBOB近12月合约均价裂解,PADD2原油投料输入量, RBOB近12月合约均价裂解,PADD2原油投料输入量,
RBOB近12月合约均价,PADD3原油投料输入量, HO近12月合约均价裂解,PADD3原油投料输入量,
布油近12月合约均价,PADD4原油投料输入量, HO近12月合约均价,PADD4原油投料输入量,
Brent-SC价差,PADD5原油投料输入量, RBOB近12月合约均价,PADD5原油投料输入量,
SC连2-连3月差,DOE-美国汽油产量, 布油近12月合约均价,DOE-美国汽油产量,
SC连1-连6,DOE-柴油产量, Brent-SC价差,DOE-柴油产量,
SC连1-连2,EIA美国原油总库存（含SPR）, SC连2-连3月差,EIA美国原油总库存（含SPR）,
SC连1-连3月差,EIA美国油品库存（含SPR）, SC连1-连6,EIA美国油品库存（含SPR）,
HO连1-连6,EIA美国汽柴航煤库存, SC连1-连2,EIA美国汽柴航煤库存,
HO连1-连3,库欣+PADD3库存, SC连1-连3月差,库欣+PADD3库存,
HO连1-连2合约,美国商业原油库存超季节性/4年, HO连1-连6,美国商业原油库存超季节性/4年,
RBOB连1-连2,美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年), HO连1-连3,美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年),
RBOB连1-连3,库欣原油库存超季节性/5年, HO连1-连2合约,库欣原油库存超季节性/5年,
RBOB连1-连6,美国商业原油库存超季节性/5年, RBOB连1-连2,美国商业原油库存超季节性/5年,
RBOB连2-连3月差,美国成品车用汽油库存占比, RBOB连1-连3,美国成品车用汽油库存占比,
Oman连2-连3月差,汽油库存差, RBOB连1-连6,汽油库存差,
Brent-Oman价差,美国汽油调和组分库存（周度）, RBOB连2-连3月差,美国汽油调和组分库存（周度）,
DUBAI原油贴水,美国成品油库存超季节性/5年, Oman连2-连3月差,美国成品油库存超季节性/5年,
阿曼原油贴水,新加坡燃料油库存, Brent-Oman价差,新加坡燃料油库存,
SC内外价差,ARA原油及成品油库存, DUBAI原油贴水,ARA原油及成品油库存,
WTI c1-c6,美国汽油库销比, 阿曼原油贴水,美国汽油库销比,
WTI c1-c3,美国成品油库存, WTI c1-c6,美国成品油库存,
WTI c1-c2,美国取暖用油库存同差, WTI c1-c3,美国取暖用油库存同差,
Brent c1-c9,原油：库容比：山东：独立炼厂（周）, WTI c1-c2,原油：库容比：山东：独立炼厂（周）,
Brent c1-c6,原油：山东独立炼厂：厂内库存：新口径（周）, Brent c1-c9,原油：山东独立炼厂：厂内库存：新口径（周）,
Brent c1-c3,彭博全球海上在运原油, Brent c1-c6,彭博全球海上在运原油,
Brent c1-c2,美国EIA原油成品油总库存（不含SPR）, Brent c1-c3,美国EIA原油成品油总库存（不含SPR）,
Brent-WTI,库欣原油库存, Brent c1-c2,库欣原油库存,
Dubai连1合约价格,美国商业原油库存, Brent-WTI,美国商业原油库存,
Dubai连1-连4月差,美国战略储备原油库存, Dubai连1合约价格,美国战略储备原油库存,
印度原油连1合约价格,美国PADD1原油库存, Dubai连1-连4月差,美国PADD1原油库存,
ICE轻柴油连4合约价格,美国PADD2原油库存, 印度原油连1合约价格,美国PADD2原油库存,
布伦特迪拜掉期 EFS,美国PADD3原油库存, ICE轻柴油连4合约价格,美国PADD3原油库存,
WTI连1合约价格,美国PADD4原油库存, 布伦特迪拜掉期 EFS,美国PADD4原油库存,
Brent连1合约价格,美国PADD5原油库存, WTI连1合约价格,美国PADD5原油库存,
SC/ZC（活跃合约）,DOE RBOB Gasoline Total Stocks Data, Brent连1合约价格,DOE RBOB Gasoline Total Stocks Data,
WTI连24合约,DOE CBOB Gasoline Total Stocks Data, WTI活跃合约,DOE CBOB Gasoline Total Stocks Data,
BU-SC（活跃合约）,美国原油成品油总库存（含SPR）, y,美国原油成品油总库存（含SPR）,
WTI活跃合约,美国调和汽油库存, ICE Brent c14,美国调和汽油库存,
y,ARA原油库存, Dubai Swap c1,ARA原油库存,
Dubai Swap c1,美国成品车用汽油库存, NYMWX WTI c5,美国成品车用汽油库存,
NYMWX WTI c5,美国成品油库存超季节性/4年, INE SC c1,美国成品油库存超季节性/4年,
INE SC c1,CFTC Crude Oil Furtures, Oman Swap c1,CFTC Crude Oil Furtures,
Oman Swap c1,美国柴油零售价格, DME Oman c1,美国柴油零售价格,
DME Oman c1,美国车用汽油零售价格, Murban Futures c1,美国车用汽油零售价格,
Murban Futures c1,美国汽油净进口（周度）, HO连6合约,美国汽油净进口（周度）,
HO连6合约,美国炼厂产能利用率同差, HO连5合约,美国炼厂产能利用率同差,
HO连5合约,美国炼厂产能利用率超季节性/5年, ho连7合约,美国炼厂产能利用率超季节性/5年,
ho连7合约,原油：主营炼厂：加工量：中国（周）, HO连8合约,原油：主营炼厂：加工量：中国（周）,
HO连8合约,原油：常减压：产能利用率：山东：独立炼厂（周）, HO连9合约,原油：常减压：产能利用率：山东：独立炼厂（周）,
HO连9合约,美国原油活跃钻机数同差, HO连10合约,美国原油活跃钻机数同差,
HO连10合约,原油加工量/主营+独立, HO连11合约,原油加工量/主营+独立,
HO连11合约,美国炼厂原油输入量超季节性/3年, HO连12合约,美国炼厂原油输入量超季节性/3年,
CFD W1,美国总钻机数, CFD W1,美国总钻机数,
CFD W6,原油：独立炼厂：加工量：中国（周）, CFD W6,原油：独立炼厂：加工量：中国（周）,
Oman c1 * 汇率,原油：常减压：独立炼厂：产能利用率：中国（周）, Oman c1 * 汇率,原油：常减压：独立炼厂：产能利用率：中国（周）,
@ -87,55 +87,48 @@ DFL M1,Utica活跃钻机数,
DFL M2,加拿大原油活跃钻机数, DFL M2,加拿大原油活跃钻机数,
CFD W1-Brent c1,Permian盆地钻机数, CFD W1-Brent c1,Permian盆地钻机数,
SC主力-理论估值,EagleFord钻机数, SC主力-理论估值,EagleFord钻机数,
SC c1夜盘-Brent c1 (结算)*汇率,Williston盆地钻机数, SC c2-c3 (夜盘),Williston盆地钻机数,
SC c2夜盘-Brent c1 (结算)*汇率,Marcellus钻机数, WTI c2-c3,Marcellus钻机数,
SC c2夜盘-Brent c2 (结算)*汇率,ArkmoreWoodford钻机数, Brent c2-c3,ArkmoreWoodford钻机数,
SC c2-c3 (夜盘),全球海上浮仓, SCc1夜盘收盘(日期调整),全球海上浮仓,
Brent c2-c3 (结算),彭博西非海上浮仓, SCc2夜盘收盘(日期调整),彭博西非海上浮仓,
WTI c2-c3,彭博亚洲海上浮仓, SCc3夜盘收盘(日期调整),彭博亚洲海上浮仓,
Brent c2-c3,彭博欧洲海上浮仓, SCc4夜盘收盘(日期调整),彭博欧洲海上浮仓,
SCc1夜盘收盘(日期调整),彭博北海海上浮仓, SC c1夜盘-Brent c1 (结算B)*汇率,彭博北海海上浮仓,
SCc2夜盘收盘(日期调整),彭博中东海上浮仓, SC c2夜盘-Brent c1 (结算B)*汇率,彭博中东海上浮仓,
SCc3夜盘收盘(日期调整),美国陆上水域钻机数, SC c2夜盘-Brent c2 (结算B)*汇率,美国陆上水域钻机数,
SCc4夜盘收盘(日期调整),美国海上钻机数, 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),美国海上钻机数,
SC c1夜盘-Brent c1 (结算B)*汇率,美国陆上钻机数, SC c2夜盘-阿曼入库湛江成本(Oman c1预估),美国陆上钻机数,
SC c2夜盘-Brent c1 (结算B)*汇率,美国炼厂原油输入量, SC c3夜盘-阿曼入库湛江成本(Oman c1预估),美国炼厂原油输入量,
SC c2夜盘-Brent c2 (结算B)*汇率,FracSpread完井数, SC-Brent*汇率,FracSpread完井数,
阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),美国国内周度原油产量, Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),美国国内周度原油产量,
SC c2夜盘-阿曼入库湛江成本(Oman c1预估),美国原油活跃钻机数, RBOB+HO平均,美国原油活跃钻机数,
SC c3夜盘-阿曼入库湛江成本(Oman c1预估),美国炼厂产能利用率, HO12合约算术平均,美国炼厂产能利用率,
SC期货库存10期滚动标准差,EIA周度NGL产量, RBOB12合约算术平均,EIA周度NGL产量,
SC期货库存1000天百分位,原油：加工量：中国（周）, WTI-LLS价差,原油：加工量：中国（周）,
SC仓单（百万桶）,US Oil & Gas Exploration & Drilling Frac Spread Count, Brent现货价格-Brent连4,US Oil & Gas Exploration & Drilling Frac Spread Count,
SC-Brent*汇率,Lower48原油产量, Brent现货价格-Brent连3,Lower48原油产量,
Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),EIA美国航煤净出口, 布伦特现货价格-Brent连2,EIA美国航煤净出口,
RBOB+HO平均,EIA美国柴油净出口, Brent 连2-连3超季节性/3年,EIA美国柴油净出口,
HO12合约算术平均,EIA美国汽油净出口, Brent连2-WTI连2超季节性/3年,EIA美国汽油净出口,
RBOB12合约算术平均,EIA美国原油净出口, Brent连3-WTI连2超季节性/3年,EIA美国原油净出口,
WTI-LLS价差,DOE-航煤净进口, Brent连4-WTI连4,DOE-航煤净进口,
Brent现货价格-Brent连4,DOE-美国汽油净进口, Brent连4-WTI连3,DOE-美国汽油净进口,
Brent现货价格-Brent连3,DOE-美国馏分燃料油净进口, Brent连4-WTI连2,DOE-美国馏分燃料油净进口,
布伦特现货价格-Brent连2,美国原油周度净进口, Brent连4-WTI连1,美国原油周度净进口,
Brent 连2-连3超季节性/3年,美国原油总出口, Brent连3-WTI连4,美国原油总出口,
Brent连2-WTI连2超季节性/3年,美国原油进口（除SPR）, Brent连3-WT连3,美国原油进口（除SPR）,
Brent连3-WTI连2超季节性/3年,美国原油总进口（含SPR）, Brent连3-WTI连2,美国原油总进口（含SPR）,
Brent连4-WTI连4,DOE-美国汽油进口, Brent连3-WTI连1,DOE-美国汽油进口,
Brent连4-WTI连3,DOE-美国汽油出口, Brent连2-WTI连4,DOE-美国汽油出口,
Brent连4-WTI连2,DOE-馏分燃料油进口, Brent连2-WTI连3,DOE-馏分燃料油进口,
Brent连4-WTI连1,DOE-美国馏分燃料油出口, Brent连2-WTI连2,DOE-美国馏分燃料油出口,
Brent连3-WTI连4,DOE-航煤进口, Brent连2-WTI连1,DOE-航煤进口,
Brent连3-WT连3,DOE-航煤出口, Brent连1-WTI连4,DOE-航煤出口,
Brent连3-WTI连2,doedtprd index, Brent连1-WTI连3,doedtprd index,
Brent连3-WTI连1,CFFDQMMN INDEX, Brent连1-WTI连2,CFFDQMMN INDEX,
Brent连2-WTI连4,C2403083739, 美国汽油裂解价差超季节性/3年,C2403083739,
Brent连2-WTI连3,C2404167878, Brent-LLS价差,C2404167878,
Brent连2-WTI连2,,
Brent连2-WTI连1,,
Brent连1-WTI连4,,
Brent连1-WTI连3,,
Brent连1-WTI连2,,
美国汽油裂解价差超季节性/3年,,
Brent-LLS价差,,
Forties - Brent c1,, Forties - Brent c1,,
WTI 3:2:1裂解价差超季节性/5年,, WTI 3:2:1裂解价差超季节性/5年,,
SC C1-C2月差,, SC C1-C2月差,,

1 日度(231) 日度(224) 周度(130) 月度(1)
2 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日）
3 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需
4 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年
16 Dubai swap c1-c3 中国独立炼厂原油加工量（千桶/日）
17 RBOB&HO近12月合约均价532裂解 PADD1原油投料输入量
18 RBOB近12月合约均价裂解 PADD2原油投料输入量
19 RBOB近12月合约均价 HO近12月合约均价裂解 PADD3原油投料输入量
20 布油近12月合约均价 HO近12月合约均价 PADD4原油投料输入量
21 Brent-SC价差 RBOB近12月合约均价 PADD5原油投料输入量
22 SC连2-连3月差 布油近12月合约均价 DOE-美国汽油产量
23 SC连1-连6 Brent-SC价差 DOE-柴油产量
24 SC连1-连2 SC连2-连3月差 EIA美国原油总库存（含SPR）
25 SC连1-连3月差 SC连1-连6 EIA美国油品库存（含SPR）
26 HO连1-连6 SC连1-连2 EIA美国汽柴航煤库存
27 HO连1-连3 SC连1-连3月差 库欣+PADD3库存
28 HO连1-连2合约 HO连1-连6 美国商业原油库存超季节性/4年
29 RBOB连1-连2 HO连1-连3 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年)
30 RBOB连1-连3 HO连1-连2合约 库欣原油库存超季节性/5年
31 RBOB连1-连6 RBOB连1-连2 美国商业原油库存超季节性/5年
32 RBOB连2-连3月差 RBOB连1-连3 美国成品车用汽油库存占比
33 Oman连2-连3月差 RBOB连1-连6 汽油库存差
34 Brent-Oman价差 RBOB连2-连3月差 美国汽油调和组分库存（周度）
35 DUBAI原油贴水 Oman连2-连3月差 美国成品油库存超季节性/5年
36 阿曼原油贴水 Brent-Oman价差 新加坡燃料油库存
37 SC内外价差 DUBAI原油贴水 ARA原油及成品油库存
38 WTI c1-c6 阿曼原油贴水 美国汽油库销比
39 WTI c1-c3 WTI c1-c6 美国成品油库存
40 WTI c1-c2 WTI c1-c3 美国取暖用油库存同差
41 Brent c1-c9 WTI c1-c2 原油：库容比：山东：独立炼厂（周）
42 Brent c1-c6 Brent c1-c9 原油：山东独立炼厂：厂内库存：新口径（周）
43 Brent c1-c3 Brent c1-c6 彭博全球海上在运原油
44 Brent c1-c2 Brent c1-c3 美国EIA原油成品油总库存（不含SPR）
45 Brent-WTI Brent c1-c2 库欣原油库存
46 Dubai连1合约价格 Brent-WTI 美国商业原油库存
47 Dubai连1-连4月差 Dubai连1合约价格 美国战略储备原油库存
48 印度原油连1合约价格 Dubai连1-连4月差 美国PADD1原油库存
49 ICE轻柴油连4合约价格 印度原油连1合约价格 美国PADD2原油库存
50 布伦特迪拜掉期 EFS ICE轻柴油连4合约价格 美国PADD3原油库存
51 WTI连1合约价格 布伦特迪拜掉期 EFS 美国PADD4原油库存
52 Brent连1合约价格 WTI连1合约价格 美国PADD5原油库存
53 SC/ZC（活跃合约） Brent连1合约价格 DOE RBOB Gasoline Total Stocks Data
54 WTI连24合约 WTI活跃合约 DOE CBOB Gasoline Total Stocks Data
55 BU-SC（活跃合约） y 美国原油成品油总库存（含SPR）
56 WTI活跃合约 ICE Brent c14 美国调和汽油库存
57 y Dubai Swap c1 ARA原油库存
58 Dubai Swap c1 NYMWX WTI c5 美国成品车用汽油库存
59 NYMWX WTI c5 INE SC c1 美国成品油库存超季节性/4年
60 INE SC c1 Oman Swap c1 CFTC Crude Oil Furtures
61 Oman Swap c1 DME Oman c1 美国柴油零售价格
62 DME Oman c1 Murban Futures c1 美国车用汽油零售价格
63 Murban Futures c1 HO连6合约 美国汽油净进口（周度）
64 HO连6合约 HO连5合约 美国炼厂产能利用率同差
65 HO连5合约 ho连7合约 美国炼厂产能利用率超季节性/5年
66 ho连7合约 HO连8合约 原油：主营炼厂：加工量：中国（周）
67 HO连8合约 HO连9合约 原油：常减压：产能利用率：山东：独立炼厂（周）
68 HO连9合约 HO连10合约 美国原油活跃钻机数同差
69 HO连10合约 HO连11合约 原油加工量/主营+独立
70 HO连11合约 HO连12合约 美国炼厂原油输入量超季节性/3年
71 CFD W1 美国总钻机数
72 CFD W6 原油：独立炼厂：加工量：中国（周）
73 Oman c1 * 汇率 原油：常减压：独立炼厂：产能利用率：中国（周）
87 DFL M2 加拿大原油活跃钻机数
88 CFD W1-Brent c1 Permian盆地钻机数
89 SC主力-理论估值 EagleFord钻机数
90 SC c1夜盘-Brent c1 (结算)*汇率 SC c2-c3 (夜盘) Williston盆地钻机数
91 SC c2夜盘-Brent c1 (结算)*汇率 WTI c2-c3 Marcellus钻机数
92 SC c2夜盘-Brent c2 (结算)*汇率 Brent c2-c3 ArkmoreWoodford钻机数
93 SC c2-c3 (夜盘) SCc1夜盘收盘(日期调整) 全球海上浮仓
94 Brent c2-c3 (结算) SCc2夜盘收盘(日期调整) 彭博西非海上浮仓
95 WTI c2-c3 SCc3夜盘收盘(日期调整) 彭博亚洲海上浮仓
96 Brent c2-c3 SCc4夜盘收盘(日期调整) 彭博欧洲海上浮仓
97 SCc1夜盘收盘(日期调整) SC c1夜盘-Brent c1 (结算B)*汇率 彭博北海海上浮仓
98 SCc2夜盘收盘(日期调整) SC c2夜盘-Brent c1 (结算B)*汇率 彭博中东海上浮仓
99 SCc3夜盘收盘(日期调整) SC c2夜盘-Brent c2 (结算B)*汇率 美国陆上水域钻机数
100 SCc4夜盘收盘(日期调整) 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) 美国海上钻机数
101 SC c1夜盘-Brent c1 (结算B)*汇率 SC c2夜盘-阿曼入库湛江成本(Oman c1预估) 美国陆上钻机数
102 SC c2夜盘-Brent c1 (结算B)*汇率 SC c3夜盘-阿曼入库湛江成本(Oman c1预估) 美国炼厂原油输入量
103 SC c2夜盘-Brent c2 (结算B)*汇率 SC-Brent*汇率 FracSpread完井数
104 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) 美国国内周度原油产量
105 SC c2夜盘-阿曼入库湛江成本(Oman c1预估) RBOB+HO平均 美国原油活跃钻机数
106 SC c3夜盘-阿曼入库湛江成本(Oman c1预估) HO12合约算术平均 美国炼厂产能利用率
107 SC期货库存10期滚动标准差 RBOB12合约算术平均 EIA周度NGL产量
108 SC期货库存1000天百分位 WTI-LLS价差 原油：加工量：中国（周）
109 SC仓单（百万桶） Brent现货价格-Brent连4 US Oil & Gas Exploration & Drilling Frac Spread Count
110 SC-Brent*汇率 Brent现货价格-Brent连3 Lower48原油产量
111 Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) 布伦特现货价格-Brent连2 EIA美国航煤净出口
112 RBOB+HO平均 Brent 连2-连3超季节性/3年 EIA美国柴油净出口
113 HO12合约算术平均 Brent连2-WTI连2超季节性/3年 EIA美国汽油净出口
114 RBOB12合约算术平均 Brent连3-WTI连2超季节性/3年 EIA美国原油净出口
115 WTI-LLS价差 Brent连4-WTI连4 DOE-航煤净进口
116 Brent现货价格-Brent连4 Brent连4-WTI连3 DOE-美国汽油净进口
117 Brent现货价格-Brent连3 Brent连4-WTI连2 DOE-美国馏分燃料油净进口
118 布伦特现货价格-Brent连2 Brent连4-WTI连1 美国原油周度净进口
119 Brent 连2-连3超季节性/3年 Brent连3-WTI连4 美国原油总出口
120 Brent连2-WTI连2超季节性/3年 Brent连3-WT连3 美国原油进口（除SPR）
121 Brent连3-WTI连2超季节性/3年 Brent连3-WTI连2 美国原油总进口（含SPR）
122 Brent连4-WTI连4 Brent连3-WTI连1 DOE-美国汽油进口
123 Brent连4-WTI连3 Brent连2-WTI连4 DOE-美国汽油出口
124 Brent连4-WTI连2 Brent连2-WTI连3 DOE-馏分燃料油进口
125 Brent连4-WTI连1 Brent连2-WTI连2 DOE-美国馏分燃料油出口
126 Brent连3-WTI连4 Brent连2-WTI连1 DOE-航煤进口
127 Brent连3-WT连3 Brent连1-WTI连4 DOE-航煤出口
128 Brent连3-WTI连2 Brent连1-WTI连3 doedtprd index
129 Brent连3-WTI连1 Brent连1-WTI连2 CFFDQMMN INDEX
130 Brent连2-WTI连4 美国汽油裂解价差超季节性/3年 C2403083739
131 Brent连2-WTI连3 Brent-LLS价差 C2404167878
Brent连2-WTI连2
Brent连2-WTI连1
Brent连1-WTI连4
Brent连1-WTI连3
Brent连1-WTI连2
美国汽油裂解价差超季节性/3年
Brent-LLS价差
132 Forties - Brent c1
133 WTI 3:2:1裂解价差超季节性/5年
134 SC C1-C2月差

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