更改原油配置目录

config_jingbo.py

@@ -229,7 +229,7 @@ k = 100 # 特征筛选数量，如果是0或者值比特征数量大，代表全
 data_set = '原油指标数据.xlsx' # 数据集文件  
 # data_set = 'INE_OIL(1).csv'
 ### 文件夹
-dataset = 'dataset' # 数据集文件夹
+dataset = 'yuanyoudataset' # 数据集文件夹
 
 # 数据库名称
 db_name = os.path.join(dataset,'jbsh_yuanyou.db')

yuanyoudataset/best_modelnames.txt

@@ -0,0 +1 @@
+NLinear,LSTM,TiDE,DilatedRNN,PatchTST

yuanyoudataset/cross_validation.csv

@@ -0,0 +1,981 @@
+ds,cutoff,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,FEDformer,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y
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yuanyoudataset/df_combined3.csv

@@ -0,0 +1,206 @@
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+2024-02-19,7324.43,7284.42,7346.2,7280.28,7310.47,7318.32,7329.32,7377.38,7380.55,7437.23,7281.75,7348.97,7291.75,7280.91,7344.12,7349.17,7277.34,7302.5,7322.77,7270.51,7350.0,7277.34,7380.55,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,7349.17,TFT
+2024-02-20,7333.81,7313.52,7350.31,7309.36,7341.8,7364.75,7343.98,7379.22,7381.58,7449.82,7353.16,7375.86,7308.05,7304.94,7355.24,7361.1,7276.88,7369.51,7334.85,7323.23,7335.0,7304.94,7381.58,DLinear,GRU,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7334.85,TiDE
+2024-02-21,7318.05,7289.77,7333.61,7354.76,7333.95,7404.64,7332.78,7359.96,7366.85,7454.04,7384.35,7375.88,7311.43,7333.21,7337.9,7336.57,7276.04,7362.47,7326.5,7326.7,7297.5,7289.77,7404.64,Informer,TSMixerx,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.02,0.01,0.0,0.01,7289.77,Informer
+2024-02-22,7279.97,7266.67,7297.52,7321.75,7305.74,7391.85,7303.71,7330.2,7331.72,7440.12,7379.98,7328.55,7296.95,7318.33,7298.81,7275.41,7274.1,7312.54,7292.2,7271.48,7285.0,7271.48,7391.85,DeepNPTS,TSMixerx,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.01,0.0,0.0,7279.97,NHITS
+2024-02-23,7267.6,7262.41,7290.09,7287.55,7288.01,7374.03,7296.71,7315.05,7325.53,7430.11,7363.49,7311.09,7295.24,7303.69,7282.38,7263.25,7271.65,7299.59,7279.94,7280.74,7306.67,7263.25,7374.03,TFT,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.0,0.0,0.0,7303.69,DLinear
+2024-02-26,7305.74,7265.81,7306.95,7359.83,7296.54,7364.78,7324.09,7338.4,7345.0,7431.85,7359.88,7315.61,7321.24,7296.12,7302.09,7295.6,7269.96,7334.05,7293.2,7342.47,7292.5,7269.96,7364.78,StemGNN,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.02,0.01,0.0,0.01,7293.2,TiDE
+2024-02-27,7321.13,7265.54,7291.94,7331.76,7294.7,7311.86,7297.61,7325.76,7328.65,7427.88,7343.31,7298.78,7321.87,7293.05,7282.84,7272.1,7268.2,7312.75,7285.27,7337.08,7306.67,7268.2,7343.31,StemGNN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.0,0.01,0.0,7311.86,TSMixerx
+2024-02-28,7354.01,7289.21,7307.64,7336.19,7299.75,7340.76,7322.33,7341.39,7346.79,7432.24,7331.9,7312.68,7337.16,7311.58,7306.17,7303.74,7267.09,7312.36,7303.34,7352.55,7353.33,7289.21,7354.01,Informer,NHITS,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,7354.01,NHITS
+2024-02-29,7367.45,7308.65,7355.12,7358.19,7331.51,7386.47,7367.67,7389.16,7388.61,7441.08,7341.53,7338.46,7368.65,7334.29,7361.63,7316.94,7266.91,7338.6,7342.31,7350.59,7325.0,7308.65,7389.16,Informer,RNN,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7331.51,TSMixer
+2024-03-01,7321.54,7310.34,7315.06,7321.48,7320.18,7357.16,7334.17,7348.71,7352.02,7431.4,7323.34,7299.37,7332.38,7315.98,7336.01,7302.38,7266.53,7313.14,7325.44,7319.48,7343.33,7299.37,7357.16,DilatedRNN,TSMixerx,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,7348.71,RNN
+2024-03-04,7338.44,7318.79,7344.04,7314.09,7327.4,7355.09,7342.92,7371.58,7379.06,7439.86,7315.37,7315.13,7328.64,7333.69,7340.03,7308.83,7266.5,7311.58,7340.72,7339.15,7330.0,7308.83,7379.06,TFT,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,7328.64,MLP
+2024-03-05,7314.51,7320.62,7320.45,7304.13,7325.69,7345.81,7322.21,7357.38,7357.06,7441.55,7303.35,7310.27,7318.38,7326.21,7322.05,7300.74,7266.25,7309.77,7328.04,7327.23,7310.0,7300.74,7357.38,TFT,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7309.77,MLPMultivariate
+2024-03-06,7309.85,7324.47,7305.69,7285.29,7305.75,7325.29,7313.87,7331.89,7343.48,7437.72,7297.21,7300.51,7314.93,7309.58,7297.61,7287.88,7265.73,7307.87,7301.82,7304.84,7297.5,7285.29,7343.48,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7297.61,NLinear
+2024-03-07,7302.98,7316.87,7295.88,7301.73,7294.78,7305.41,7312.97,7332.06,7333.58,7429.96,7288.49,7295.89,7321.58,7285.35,7297.19,7279.29,7265.06,7312.45,7293.0,7292.46,7290.0,7279.29,7333.58,TFT,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7288.49,BiTCN
+2024-03-08,7289.74,7306.51,7290.85,7296.01,7286.33,7289.49,7302.24,7322.04,7328.62,7425.41,7273.71,7293.58,7288.79,7284.2,7288.26,7277.26,7264.66,7292.88,7289.68,7294.59,7295.0,7273.71,7328.62,BiTCN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7294.59,DeepNPTS
+2024-03-11,7276.65,7289.12,7295.79,7256.42,7283.78,7273.87,7304.74,7329.04,7334.57,7423.79,7270.93,7295.5,7268.62,7297.51,7293.28,7278.24,7264.71,7277.38,7288.11,7285.05,7285.0,7264.71,7334.57,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7285.05,DeepNPTS
+2024-03-12,7259.2,7289.83,7287.57,7236.17,7274.86,7278.54,7283.78,7321.93,7324.96,7411.27,7274.31,7289.03,7245.68,7296.66,7275.04,7275.26,7265.97,7260.6,7270.31,7234.84,7283.33,7236.17,7324.96,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7283.78,PatchTST
+2024-03-13,7255.71,7288.52,7288.57,7225.71,7270.68,7283.41,7281.67,7320.04,7326.33,7413.27,7269.79,7301.08,7236.5,7303.89,7278.05,7272.62,7267.49,7254.84,7273.16,7232.93,7285.0,7232.93,7326.33,DeepNPTS,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7283.41,TSMixerx
+2024-03-14,7272.38,7271.87,7289.88,7265.47,7276.11,7277.79,7285.62,7323.09,7327.48,7411.22,7280.39,7301.73,7247.74,7274.67,7288.45,7284.07,7270.92,7258.44,7281.43,7247.3,7277.5,7247.74,7327.48,MLP,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7277.79,TSMixerx
+2024-03-15,7270.59,7272.25,7284.6,7268.73,7271.9,7267.04,7275.26,7314.82,7321.04,7410.17,7277.34,7293.3,7251.07,7253.36,7268.94,7282.9,7273.37,7257.26,7279.39,7276.89,7353.33,7253.36,7410.17,DLinear,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7321.04,GRU
+2024-03-18,7349.12,7328.66,7363.25,7286.77,7319.08,7302.61,7365.87,7390.49,7395.95,7443.35,7304.48,7371.75,7305.82,7305.34,7353.61,7370.37,7276.22,7316.41,7330.39,7353.18,7387.5,7286.77,7395.95,iTransformer,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.01,7390.49,RNN
+2024-03-19,7387.91,7375.53,7392.53,7301.09,7362.01,7354.57,7392.83,7419.34,7416.82,7466.05,7313.72,7405.72,7354.27,7326.57,7393.63,7406.22,7278.0,7365.08,7363.65,7387.29,7435.0,7301.09,7466.05,iTransformer,TCN,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.0,0.02,0.02,0.01,7419.34,RNN
+2024-03-20,7431.08,7402.07,7459.81,7376.06,7402.2,7404.7,7462.06,7465.07,7473.69,7496.28,7329.48,7468.21,7411.27,7384.99,7441.83,7431.11,7279.83,7424.41,7415.39,7432.22,7460.0,7329.48,7473.69,BiTCN,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.0,0.01,0.02,0.0,7459.81,LSTM
+2024-03-21,7458.07,7399.19,7478.86,7423.86,7434.99,7430.8,7479.64,7496.29,7489.5,7513.34,7349.62,7496.32,7433.3,7433.54,7468.48,7436.18,7282.9,7456.31,7448.91,7423.71,7422.5,7349.62,7496.32,BiTCN,DilatedRNN,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.0,7423.71,DeepNPTS
+2024-03-22,7413.29,7382.75,7418.5,7431.58,7417.93,7426.11,7399.68,7432.44,7433.7,7498.46,7351.92,7434.22,7405.53,7426.51,7428.62,7375.8,7286.51,7427.1,7430.64,7392.64,7402.5,7351.92,7434.22,BiTCN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.0,7399.68,PatchTST
+2024-03-25,7403.54,7339.23,7396.91,7388.83,7389.04,7413.81,7397.58,7417.31,7418.88,7486.79,7343.63,7396.13,7376.74,7426.05,7403.12,7351.91,7288.38,7389.15,7400.56,7386.03,7372.5,7339.23,7426.05,Informer,DLinear,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7376.74,MLP
+2024-03-26,7366.2,7321.68,7353.39,7339.94,7360.79,7396.77,7351.92,7384.0,7385.27,7468.55,7344.79,7357.28,7348.24,7392.09,7355.99,7339.18,7289.47,7351.01,7355.23,7352.32,7365.0,7321.68,7396.77,Informer,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,7366.2,NHITS
+2024-03-27,7348.12,7316.71,7349.7,7351.5,7343.84,7365.66,7348.51,7376.71,7385.16,7461.86,7347.8,7355.54,7332.98,7370.2,7346.18,7333.49,7290.5,7303.55,7351.7,7346.31,7345.0,7303.55,7385.16,MLPMultivariate,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.01,7343.84,TSMixer
+2024-03-28,7322.26,7312.26,7325.4,7349.29,7328.46,7327.37,7331.46,7366.59,7364.84,7444.85,7347.55,7318.19,7306.36,7352.75,7328.69,7321.83,7291.29,7264.7,7332.73,7334.72,7345.0,7291.29,7366.59,StemGNN,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,7347.55,BiTCN
+2024-03-29,7332.02,7329.08,7330.6,7355.99,7321.24,7309.98,7329.71,7366.43,7371.2,7436.54,7335.26,7315.6,7293.5,7336.0,7336.76,7321.35,7292.47,7247.9,7331.4,7344.09,7345.0,7292.47,7371.2,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,7344.09,DeepNPTS
+2024-04-01,7342.65,7328.53,7330.4,7336.16,7324.04,7309.46,7331.71,7369.9,7370.28,7426.98,7324.57,7309.65,7302.61,7335.21,7344.33,7320.69,7293.41,7253.23,7334.12,7339.27,7360.0,7293.41,7370.28,StemGNN,GRU,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,7369.9,RNN
+2024-04-02,7352.16,7320.1,7351.31,7329.23,7336.34,7315.49,7346.54,7382.84,7387.9,7426.22,7319.91,7320.96,7313.85,7330.46,7355.11,7328.1,7294.36,7256.53,7342.0,7356.98,7380.0,7294.36,7387.9,StemGNN,GRU,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7382.84,RNN
+2024-04-03,7367.4,7359.9,7375.52,7333.2,7353.49,7338.31,7376.01,7405.22,7406.61,7443.55,7328.01,7356.69,7335.05,7329.09,7376.37,7337.47,7295.95,7281.69,7356.75,7377.05,7397.5,7295.95,7406.61,StemGNN,GRU,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7405.22,RNN
+2024-04-07,7395.05,7397.64,7397.39,7342.6,7376.46,7378.8,7415.24,7420.88,7423.39,7458.38,7338.81,7392.05,7369.59,7351.61,7391.42,7340.48,7298.67,7316.19,7388.92,7383.83,7437.5,7316.19,7458.38,MLPMultivariate,TCN,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.02,7423.39,GRU
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+2024-04-30,7496.97,7596.29,7543.0,7563.74,7496.4,7489.25,7536.29,7559.34,7560.51,7553.73,7474.91,7564.12,7445.2,7536.93,7530.09,7428.29,7374.73,7198.06,7509.67,7527.96,7532.5,7374.73,7564.12,StemGNN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.02,0.04,7530.09,NLinear
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+2024-05-17,7498.98,7570.52,7532.65,7376.96,7510.31,7521.63,7529.36,7545.18,7550.61,7551.97,7509.82,7528.47,7509.91,7527.29,7520.28,7482.38,7438.45,7403.42,7520.19,7483.37,7587.5,7403.42,7551.97,MLPMultivariate,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.03,0.02,0.02,7570.52,Informer
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+2024-05-22,7658.81,7695.71,7702.6,7452.17,7633.63,7565.75,7638.77,7723.89,7715.03,7713.23,7544.74,7735.64,7602.5,7630.8,7680.52,7609.89,7447.03,7545.09,7659.92,7658.65,7677.5,7452.17,7723.89,iTransformer,RNN,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.0,0.03,0.03,0.02,7680.52,NLinear
+2024-05-23,7636.87,7682.09,7698.42,7431.73,7633.83,7569.4,7617.39,7716.6,7713.89,7706.99,7536.33,7728.16,7583.62,7652.22,7672.5,7549.2,7452.81,7552.34,7657.46,7649.35,7645.0,7452.81,7716.6,StemGNN,RNN,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.03,0.03,0.01,7649.35,DeepNPTS
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+2024-07-09,7736.81,7780.96,7744.73,7759.03,7718.95,7725.84,7717.31,7770.89,7766.37,7747.4,7677.48,7762.42,7663.1,7738.6,7735.39,7684.16,7633.15,7669.56,7736.57,7707.49,7720.0,7663.1,7770.89,MLP,RNN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,7718.95,TSMixer
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+2024-07-11,7664.96,7686.91,7689.32,7622.07,7673.11,7700.07,7682.42,7708.99,7706.31,7708.09,7664.39,7699.85,7624.06,7682.52,7677.46,7667.5,7649.33,7628.49,7671.56,7593.16,7686.67,7622.07,7708.09,iTransformer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,7686.91,Informer
+2024-07-12,7677.98,7641.37,7690.72,7671.24,7663.61,7682.66,7676.26,7715.13,7709.26,7710.0,7666.6,7700.14,7625.35,7678.9,7671.9,7669.29,7656.86,7611.38,7658.49,7656.88,7680.0,7625.35,7710.0,MLP,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,7678.9,DLinear
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+2024-09-05,7544.26,7551.97,7520.58,7592.94,7543.39,7553.31,7542.1,7540.28,7536.89,7519.8,7579.86,7517.54,7553.85,7552.08,7529.05,7540.08,7589.98,7576.71,7535.54,7562.83,7475.0,7519.8,7589.98,TCN,StemGNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.01,7517.54,DilatedRNN
+2024-09-06,7489.19,7529.2,7447.05,7582.79,7489.81,7524.29,7483.09,7472.68,7463.2,7480.74,7541.04,7441.42,7514.95,7517.41,7468.85,7503.3,7582.96,7542.97,7483.59,7535.0,7442.5,7483.59,7582.79,TiDE,iTransformer,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.01,7441.42,DilatedRNN
+2024-09-09,7475.16,7517.74,7418.98,7576.49,7447.25,7499.2,7454.91,7447.43,7443.46,7454.56,7499.8,7404.99,7493.19,7477.41,7432.19,7493.46,7574.28,7506.28,7447.11,7475.0,7422.5,7418.98,7574.28,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.01,7418.98,LSTM
+2024-09-10,7453.53,7500.54,7398.09,7577.31,7422.11,7478.25,7431.16,7430.35,7425.59,7440.96,7467.48,7386.94,7465.71,7444.71,7419.91,7474.09,7564.97,7476.36,7425.14,7442.5,7412.5,7398.09,7564.97,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.01,7419.91,NLinear
+2024-09-11,7423.91,7489.26,7392.15,7573.62,7406.42,7466.27,7416.39,7421.73,7422.03,7433.77,7436.67,7377.57,7440.64,7418.84,7414.0,7460.66,7555.77,7440.55,7417.21,7422.5,7387.5,7422.03,7555.77,GRU,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.03,0.02,0.01,7392.15,LSTM
+2024-09-12,7392.69,7473.65,7362.79,7546.34,7384.43,7449.62,7386.33,7402.13,7396.98,7426.9,7404.16,7351.52,7410.71,7400.61,7385.55,7439.29,7545.68,7415.49,7395.24,7412.51,7380.0,7362.79,7545.68,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.02,0.0,7384.43,TSMixer
+2024-09-13,7383.17,7454.49,7361.74,7544.36,7372.63,7441.11,7374.69,7396.4,7397.38,7426.76,7382.08,7351.13,7394.21,7401.25,7383.71,7422.45,7535.84,7385.42,7384.9,7387.73,7395.0,7361.74,7535.84,LSTM,StemGNN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.02,0.0,7394.21,MLP
+2024-09-14,7398.27,7449.03,7384.68,7524.96,7384.81,7432.5,7388.4,7415.86,7415.2,7434.71,7378.83,7374.22,7386.15,7403.82,7402.97,7417.35,7527.39,7376.48,7393.97,7388.06,7375.0,7388.06,7524.96,DeepNPTS,iTransformer,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.02,0.0,7374.22,DilatedRNN
+2024-09-18,7371.16,7433.92,7356.04,7523.62,7378.43,7410.51,7364.11,7390.1,7389.52,7432.9,7374.46,7354.02,7359.84,7382.19,7383.68,7395.57,7518.42,7354.32,7383.19,7405.41,7342.5,7378.43,7518.42,TSMixer,StemGNN,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.02,0.0,7354.02,DilatedRNN
+2024-09-19,7340.86,7421.0,7324.24,7520.05,7355.33,7387.62,7346.42,7360.68,7363.16,7429.35,7369.82,7332.88,7346.79,7371.11,7344.89,7368.76,7508.3,7321.57,7357.86,7382.28,7325.0,7324.24,7508.3,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.03,0.03,0.0,7324.24,LSTM
+2024-09-20,7337.43,7401.35,7311.87,7504.13,7338.29,7371.1,7337.68,7348.89,7351.25,7423.77,7368.9,7322.7,7345.39,7356.99,7334.89,7353.54,7497.72,7297.84,7339.01,7353.22,7340.0,7311.87,7497.72,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.02,0.01,7339.01,TiDE
+2024-09-23,7360.74,7393.45,7329.17,7410.15,7343.75,7370.84,7353.69,7362.41,7368.48,7428.7,7373.94,7337.91,7353.03,7358.78,7344.97,7364.04,7488.51,7292.4,7337.77,7343.88,7310.0,7343.88,7428.7,DeepNPTS,TCN,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.02,0.0,7292.4,MLPMultivariate
+2024-09-24,7341.8,7369.01,7298.93,7308.27,7327.11,7349.61,7319.62,7335.77,7336.4,7419.58,7368.35,7308.61,7331.84,7339.44,7317.88,7355.11,7478.28,7402.36,7310.56,7313.88,7280.0,7313.88,7419.58,DeepNPTS,TCN,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.03,0.02,7298.93,LSTM
+2024-09-25,7339.68,7351.22,7281.54,7301.75,7302.35,7325.59,7312.0,7313.75,7317.75,7408.3,7355.6,7289.82,7333.35,7317.98,7282.21,7330.79,7467.11,7435.8,7293.6,7282.76,7315.0,7282.21,7435.8,NLinear,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.02,7313.75,RNN
+2024-09-26,7393.63,7339.31,7313.14,7354.38,7319.71,7330.87,7344.47,7350.12,7353.49,7416.82,7356.89,7316.92,7353.95,7337.86,7319.84,7343.39,7458.14,7490.21,7317.28,7315.46,7310.0,7315.46,7458.14,DeepNPTS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.02,7313.14,LSTM
+2024-09-27,7390.73,7325.68,7303.56,7397.96,7319.91,7334.12,7326.88,7338.54,7341.3,7414.73,7352.38,7303.47,7336.24,7314.49,7316.07,7339.44,7449.38,7502.86,7309.16,7316.05,7310.0,7303.56,7449.38,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.03,7309.16,TiDE
+2024-09-29,7397.92,7323.78,7308.09,7389.53,7319.12,7339.4,7333.74,7339.98,7346.81,7420.71,7345.63,7307.62,7332.31,7307.59,7312.72,7335.83,7440.38,7495.43,7316.62,7330.7,7365.0,7307.62,7440.38,DilatedRNN,StemGNN,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.02,7346.81,GRU
+2024-09-30,7436.24,7345.67,7370.6,7444.5,7358.73,7369.32,7368.22,7402.33,7401.18,7454.76,7351.89,7366.07,7355.25,7336.35,7371.05,7366.52,7433.89,7551.9,7364.44,7365.6,7420.0,7345.67,7454.76,Informer,TCN,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.02,7433.89,StemGNN
+2024-10-08,7432.3,7408.43,7436.55,7508.12,7407.0,7409.62,7405.73,7449.61,7452.73,7493.25,7380.74,7431.98,7381.29,7365.24,7425.01,7409.34,7429.67,7632.63,7413.99,7419.74,7602.5,7380.74,7632.63,BiTCN,MLPMultivariate,0.02,0.02,0.02,0.02,0.03,0.02,0.03,0.02,0.02,0.03,0.02,0.03,0.03,0.03,0.03,0.03,0.01,0.01,0.02,0.0,7632.63,MLPMultivariate
+2024-10-09,7604.54,7551.11,7689.41,7565.62,7554.63,7566.65,7634.54,7695.36,7702.27,7656.34,7573.27,7706.2,7594.74,7483.85,7607.45,7608.02,7429.75,7800.04,7575.31,7602.46,7602.5,7483.85,7706.2,DLinear,DilatedRNN,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.03,7602.46,DeepNPTS
+2024-10-10,7594.44,7587.8,7626.95,7585.37,7625.22,7622.19,7628.91,7651.03,7631.74,7677.37,7662.8,7676.84,7650.3,7542.17,7609.23,7609.59,7429.96,7812.19,7606.52,7602.44,7585.0,7542.17,7677.37,DLinear,TCN,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.03,7585.37,iTransformer
+2024-10-11,7645.26,7593.21,7611.18,7576.41,7630.4,7665.67,7624.99,7599.45,7618.95,7678.59,7695.56,7632.2,7667.54,7571.35,7587.79,7599.68,7429.98,7758.45,7602.68,7584.98,7575.0,7571.35,7695.56,DLinear,BiTCN,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.02,0.01,0.0,0.02,0.02,7576.41,iTransformer
+2024-10-12,7649.67,7604.66,7584.08,7736.75,7611.83,7671.34,7607.85,7603.99,7594.77,7622.81,7709.59,7604.14,7665.91,7570.84,7574.45,7597.78,7429.86,7713.03,7569.87,7574.99,7576.67,7569.87,7713.03,TiDE,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.02,0.01,0.02,0.02,0.02,7574.99,DeepNPTS
+2024-10-14,7659.85,7626.39,7584.06,7781.75,7567.59,7668.84,7579.9,7574.76,7598.67,7590.67,7699.53,7598.8,7680.74,7556.29,7561.67,7613.88,7429.71,7681.23,7548.5,7576.32,7565.0,7548.5,7699.53,TiDE,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.01,0.01,0.02,0.0,0.03,0.02,0.02,7567.59,TSMixer
+2024-10-15,7629.03,7614.69,7562.3,7733.1,7536.58,7643.01,7551.23,7576.49,7577.32,7582.19,7678.61,7580.26,7653.13,7524.95,7535.34,7603.14,7429.28,7617.02,7536.76,7564.53,7527.5,7524.95,7678.61,DLinear,BiTCN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.02,0.02,0.01,0.01,0.02,0.01,0.03,0.01,0.01,7524.95,DLinear
+2024-10-16,7572.72,7608.89,7512.09,7549.93,7510.45,7568.88,7501.22,7534.71,7526.17,7547.29,7623.75,7508.2,7590.94,7508.97,7481.88,7545.31,7428.22,7569.06,7511.77,7506.7,7477.5,7506.7,7608.89,DeepNPTS,Informer,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.02,0.02,0.01,0.02,0.01,0.01,0.01,0.01,7481.88,NLinear
+2024-10-17,7507.95,7597.25,7453.96,7493.95,7460.84,7491.93,7435.35,7479.95,7470.4,7511.77,7554.33,7439.13,7523.96,7485.3,7449.32,7477.34,7426.13,7505.22,7464.6,7467.0,7467.5,7435.35,7554.33,PatchTST,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.0,0.01,0.01,0.0,0.01,0.01,7467.0,DeepNPTS
+2024-10-18,7490.08,7620.53,7453.77,7447.0,7439.99,7471.06,7417.37,7478.31,7473.62,7464.0,7504.79,7400.48,7484.72,7434.76,7463.87,7441.44,7423.81,7470.49,7446.94,7476.26,7370.0,7439.99,7504.79,TSMixer,BiTCN,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.03,0.01,0.02,0.01,0.01,0.01,0.01,7400.48,DilatedRNN
+2024-10-21,7358.56,7466.3,7324.11,7391.44,7368.29,7406.86,7318.22,7368.46,7361.14,7423.29,7408.32,7301.96,7391.15,7357.83,7359.21,7336.17,7418.65,7396.91,7358.43,7467.29,7362.5,7318.22,7466.3,PatchTST,Informer,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,7361.14,GRU
+2024-10-22,7334.75,7419.64,7340.1,7393.05,7340.1,7345.82,7320.62,7373.35,7383.75,7414.92,7346.78,7311.31,7371.46,7330.57,7343.13,7341.57,7413.34,7371.66,7337.9,7370.04,7346.67,7320.62,7414.92,PatchTST,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,7346.78,BiTCN
+2024-10-23,7303.72,7343.6,7320.36,7369.73,7329.37,7314.79,7313.82,7367.08,7360.9,7408.56,7298.57,7304.04,7352.57,7305.71,7315.03,7322.6,7407.55,7362.01,7327.81,7362.57,7357.5,7303.72,7407.55,NHITS,StemGNN,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,7360.9,GRU
+2024-10-24,7312.98,7326.91,7341.43,7363.66,7332.25,7355.0,7342.62,7371.43,7382.81,7420.17,7280.58,7320.34,7341.45,7331.71,7342.86,7335.87,7402.08,7374.57,7340.17,7346.7,7352.5,7312.98,7402.08,NHITS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,7355.0,TSMixerx
+2024-10-25,7318.84,7288.63,7334.62,7336.29,7341.11,7375.18,7367.34,7381.51,7373.52,7422.32,7262.24,7319.62,7332.57,7319.55,7359.77,7322.5,7396.65,7397.12,7353.93,7357.59,7372.5,7288.63,7397.12,Informer,MLPMultivariate,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,7373.52,GRU
+2024-10-28,7318.2,7320.98,7365.8,7319.89,7365.97,7359.12,7397.66,7395.39,7400.51,7432.06,7270.02,7357.21,7354.95,7345.82,7381.73,7346.59,7392.06,7409.39,7383.4,7352.55,7373.33,7318.2,7409.39,NHITS,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,7365.97,TSMixer
+2024-10-29,7331.32,7308.08,7362.75,7329.28,7376.07,7373.14,7392.3,7396.44,7394.51,7439.98,7303.84,7373.55,7351.24,7395.13,7389.69,7352.48,7387.45,7434.25,7372.36,7373.32,7380.0,7308.08,7434.25,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,7376.07,TSMixer
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+2024-11-07,7385.69,7373.4,7382.74,7349.67,7374.44,7407.94,7373.35,7409.59,7410.85,7463.46,7362.14,7383.32,7405.82,7367.01,7401.34,7400.57,7359.34,7420.4,7365.49,7389.51,7366.67,7359.34,7420.4,StemGNN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,7367.01,DLinear
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yuanyoudataset/last_update_times.csv

@@ -0,0 +1,504 @@
+feature,last_update_time,is_value,update_period,warning_date
+美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-28
+美国:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-28
+美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-28
+美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-28
+美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-28
+美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-28
+EIA美国油品需求,2024-11-08,0,7.0,2024-11-22
+中国汽柴油表需,2024-11-15,0,7.0,2024-11-29
+中国航班执行数,2024-04-10,0,1.0,2024-04-12
+DOE-美国汽油产量超季节性/3年,2024-11-08,0,7.0,2024-11-22
+美国汽油表需（周度）,2024-11-08,0,7.0,2024-11-22
+美国汽油产量（周度）,2024-11-08,0,7.0,2024-11-22
+中国炼厂原油加工量-隆众,2024-11-15,0,7.0,2024-11-29
+中国独立炼厂原油加工量-隆众,2024-11-15,0,7.0,2024-11-29
+中国主营炼厂原油加工量-隆众,2024-11-15,0,7.0,2024-11-29
+原油加工量：独立+主营,2024-11-15,0,7.0,2024-11-29
+美国汽油产量占比,2024-10-04,0,7.0,2024-10-18
+美国柴油产量占比,2024-10-04,0,7.0,2024-10-18
+美国油品表需,2024-11-08,0,7.0,2024-11-22
+美国原油周度表需,2024-11-08,0,7.0,2024-11-22
+原油：山东独立炼厂：开工率：新口径（周）超季节性/3年,2024-11-15,0,7.0,2024-11-29
+主营原油加工量（千桶/日）,2024-11-15,0,7.0,2024-11-29
+美国汽油表需超季节性/4年,2024-11-08,0,7.0,2024-11-22
+中国独立炼厂原油加工量（千桶/日）,2024-11-15,0,7.0,2024-11-29
+PADD1原油投料输入量,2024-11-08,0,7.0,2024-11-22
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+PADD5原油投料输入量,2024-11-08,0,7.0,2024-11-22
+DOE-美国汽油产量,2024-11-08,0,7.0,2024-11-22
+DOE-柴油产量,2024-11-08,0,7.0,2024-11-22
+西北欧即期Brent 211利润,2018-10-24,0,1.0,2018-10-26
+EIA美国柴油产量（千桶日）,2024-10-31,1,31.0,2025-01-01
+西北欧炼厂加工Brent原油CDU利润,2024-11-14,0,1.0,2024-11-16
+美墨湾炼厂加工WTI原油CDU利润,2024-11-14,0,1.0,2024-11-16
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+西北欧炼厂加工Brent原油CDU利润 M2,2024-11-14,0,1.0,2024-11-16
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+西北欧炼厂加工Brent原油CDU利润 M1-M2,2024-11-14,0,1.0,2024-11-16
+西北欧炼厂加工Brent原油FCC利润,2024-11-14,0,1.0,2024-11-16
+美墨湾炼厂加工WTI原油HSK利润,2024-11-14,0,1.0,2024-11-16
+新加坡炼厂加工Dubai原油FCC利润,2024-11-14,0,1.0,2024-11-16
+美国汽油单一利润,2024-11-14,0,1.0,2024-11-16
+SC c1-c2,2024-11-14,0,1.0,2024-11-16
+Brent-TI,2024-11-14,0,1.0,2024-11-16
+Dubai swap c1-c2,2024-11-14,0,1.0,2024-11-16
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+RBOB&HO近12月合约均价532裂解,2024-11-14,0,1.0,2024-11-16
+RBOB近12月合约均价裂解,2024-11-14,0,1.0,2024-11-16
+HO近12月合约均价裂解,2024-11-14,0,1.0,2024-11-16
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+布油近12月合约均价,2024-11-14,0,1.0,2024-11-16
+Brent-SC价差,2024-11-14,0,1.0,2024-11-16
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+RBOB连2-连3月差,2024-11-14,0,1.0,2024-11-16
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+Brent-Oman价差,2024-11-14,0,1.0,2024-11-16
+DUBAI原油贴水,2024-11-14,0,1.0,2024-11-16
+阿曼原油贴水,2024-11-14,0,1.0,2024-11-16
+SC内外价差,2024-11-13,0,1.0,2024-11-15
+WTI c1-c6,2024-11-14,0,1.0,2024-11-16
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+Brent-WTI,2024-11-14,0,1.0,2024-11-16
+Dubai连1合约价格,2024-11-14,0,1.0,2024-11-16
+Dubai连1-连4月差,2024-11-14,0,1.0,2024-11-16
+美国RBOB期货2309月份合约价格,2023-08-31,0,1.0,2023-09-02
+OMAN原油：中质：远期现货DES价：山东（日）,2024-11-14,0,1.0,2024-11-16
+PVM Dubai EFS/Swap vs ICE First Month Brent,2023-01-03,0,1.0,2023-01-05
+Ebob连1合约,2024-02-28,0,1.0,2024-03-01
+印度原油连1合约价格,2024-11-14,0,1.0,2024-11-16
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+布伦特迪拜掉期 EFS,2024-11-14,0,1.0,2024-11-16
+WTI连1合约价格,2024-11-15,0,1.0,2024-11-17
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+SC/ZC（活跃合约）,2024-11-13,0,1.0,2024-11-15
+Brent/迪拜原油升贴水,2022-11-16,0,1.0,2022-11-18
+WTI连24合约,2024-11-13,0,1.0,2024-11-15
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+W-B活跃合约价差,2022-01-31,0,1.0,2022-02-02
+B-W活跃合约价差,2022-01-31,0,1.0,2022-02-02
+WTI活跃合约,2024-11-15,0,1.0,2024-11-17
+y,2024-11-15,0,1.0,2024-11-17
+ICE Brent c14,2024-11-13,0,1.0,2024-11-15
+Dubai Swap c1,2024-11-15,0,1.0,2024-11-17
+NYMWX WTI c5,2024-11-14,0,1.0,2024-11-16
+INE SC c1,2024-11-15,0,1.0,2024-11-17
+Oman Swap c1,2024-11-14,0,1.0,2024-11-16
+DME Oman c1,2024-11-14,0,1.0,2024-11-16
+Murban Futures c1,2024-11-14,0,1.0,2024-11-16
+HO连6合约,2024-11-14,0,1.0,2024-11-16
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+ho连7合约,2024-11-14,0,1.0,2024-11-16
+HO连8合约,2024-11-14,0,1.0,2024-11-16
+HO连9合约,2024-11-14,0,1.0,2024-11-16
+HO连10合约,2024-11-14,0,1.0,2024-11-16
+HO连11合约,2024-11-14,0,1.0,2024-11-16
+HO连12合约,2024-11-14,0,1.0,2024-11-16
+CFD W1,2024-11-14,0,1.0,2024-11-16
+CFD W6,2024-11-14,0,1.0,2024-11-16
+Oman c1 * 汇率,2024-11-14,0,1.0,2024-11-16
+SC c2-Oman c1*汇率,2024-11-14,0,1.0,2024-11-16
+SC c3-Oman c1*汇率,2024-11-14,0,1.0,2024-11-16
+INE SC主力合约价格,2024-11-15,0,1.0,2024-11-17
+SC主力-Brent主力*汇率,2024-11-14,0,1.0,2024-11-16
+Brent主力*汇率,2024-11-14,0,1.0,2024-11-16
+SC c1日盘-Brent c1(15:00)*汇率,2024-11-14,0,1.0,2024-11-16
+SC c2日盘-Brent c1(15:00)*汇率,2024-11-14,0,1.0,2024-11-16
+SC c2日盘-Brent c2(15:00)*汇率,2024-11-14,0,1.0,2024-11-16
+SC理论估值-Dubai原油,2024-11-14,0,1.0,2024-11-16
+SC c1夜盘-理论估值(Dubai),2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-理论估值(Dubai),2024-11-14,0,1.0,2024-11-16
+SC c3夜盘-理论估值(Dubai),2024-11-14,0,1.0,2024-11-16
+DFL M1,2024-11-14,0,1.0,2024-11-16
+DFL M2,2024-11-14,0,1.0,2024-11-16
+CFD W1-Brent c1,2024-11-14,0,1.0,2024-11-16
+SC主力-理论估值,2024-11-14,0,1.0,2024-11-16
+SC c1夜盘-Brent c1 (结算)*汇率,2024-11-13,0,1.0,2024-11-15
+SC c2夜盘-Brent c1 (结算)*汇率,2024-11-13,0,1.0,2024-11-15
+SC c2夜盘-Brent c2 (结算)*汇率,2024-11-13,0,1.0,2024-11-15
+SC c2-c3 (夜盘),2024-11-14,0,1.0,2024-11-16
+Brent c2-c3 (结算),2024-11-13,0,1.0,2024-11-15
+WTI c2-c3,2024-11-14,0,1.0,2024-11-16
+Brent c2-c3,2024-11-14,0,1.0,2024-11-16
+SCc1夜盘收盘(日期调整),2024-11-14,0,1.0,2024-11-16
+SCc2夜盘收盘(日期调整),2024-11-14,0,1.0,2024-11-16
+SCc3夜盘收盘(日期调整),2024-11-14,0,1.0,2024-11-16
+SCc4夜盘收盘(日期调整),2024-11-14,0,1.0,2024-11-16
+SC c1夜盘-Brent c1 (结算B)*汇率,2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-Brent c1 (结算B)*汇率,2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-Brent c2 (结算B)*汇率,2024-11-14,0,1.0,2024-11-16
+Brent c2-c3 (结算B),2024-10-31,0,1.0,2024-11-02
+WTI c2-c3 (结算B),2024-10-31,0,1.0,2024-11-02
+阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-14,0,1.0,2024-11-16
+SC c3夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-14,0,1.0,2024-11-16
+EIA美国原油总库存（含SPR）,2024-11-08,0,7.0,2024-11-22
+EIA美国油品库存（含SPR）,2024-11-08,0,7.0,2024-11-22
+EIA美国汽柴航煤库存,2024-11-08,0,7.0,2024-11-22
+库欣+PADD3库存,2024-11-08,0,7.0,2024-11-22
+美国商业原油库存超季节性/4年,2024-11-08,0,7.0,2024-11-22
+美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年),2024-11-08,0,7.0,2024-11-22
+库欣原油库存超季节性/5年,2024-11-08,0,7.0,2024-11-22
+美国商业原油库存超季节性/5年,2024-11-08,0,7.0,2024-11-22
+美国成品车用汽油库存占比,2024-11-08,0,7.0,2024-11-22
+汽油库存差,2024-11-08,1,7.0,2024-11-22
+美国汽油调和组分库存（周度）,2024-11-08,0,7.0,2024-11-22
+美国成品油库存超季节性/5年,2024-11-08,0,7.0,2024-11-22
+Kpler-海运在途原油,2024-08-20,0,1.0,2024-08-22
+全球原油库存（剔除富查伊拉）,2024-07-21,0,7.0,2024-08-04
+新加坡燃料油库存,2024-11-13,0,7.0,2024-11-27
+ARA原油及成品油库存,2024-11-08,0,7.0,2024-11-22
+美国汽油库销比,2024-11-08,0,7.0,2024-11-22
+美国成品油库存,2024-11-08,0,7.0,2024-11-22
+原油：山东港口：库存：新口径（周）超季节性/3年,2024-05-24,0,7.0,2024-06-07
+美国取暖用油库存同差,2024-11-01,1,7.0,2024-11-15
+原油：港口库存：中国（周）,2023-08-04,0,7.0,2023-08-18
+原油：库容比：山东：独立炼厂（周）,2024-11-15,0,7.0,2024-11-29
+原油：山东独立炼厂：厂内库存：新口径（周）,2024-11-15,0,7.0,2024-11-29
+原油：山东港口：库存：新口径（周）,2024-05-24,0,7.0,2024-06-07
+SC期货库存10期滚动标准差,2024-11-13,0,1.0,2024-11-15
+SC期货库存1000天百分位,2024-11-13,0,1.0,2024-11-15
+SC仓单（百万桶）,2024-11-13,0,1.0,2024-11-15
+彭博全球海上在运原油,2024-11-08,0,7.0,2024-11-22
+美国EIA原油成品油总库存（不含SPR）,2024-11-08,0,7.0,2024-11-22
+库欣原油库存,2024-11-08,0,7.0,2024-11-22
+美国商业原油库存,2024-11-08,0,7.0,2024-11-22
+美国战略储备原油库存,2024-11-08,0,7.0,2024-11-22
+美国PADD1原油库存,2024-11-08,0,7.0,2024-11-22
+美国PADD2原油库存,2024-11-08,0,7.0,2024-11-22
+美国PADD3原油库存,2024-11-08,0,7.0,2024-11-22
+美国PADD4原油库存,2024-11-08,0,7.0,2024-11-22
+美国PADD5原油库存,2024-11-08,0,7.0,2024-11-22
+DOE RBOB Gasoline Total Stocks Data,2024-11-08,0,7.0,2024-11-22
+DOE CBOB Gasoline Total Stocks Data,2024-11-08,0,7.0,2024-11-22
+美国原油成品油总库存（含SPR）,2024-11-08,0,7.0,2024-11-22
+美国调和汽油库存,2024-11-08,0,7.0,2024-11-22
+ARA原油库存,2024-11-08,0,7.0,2024-11-22
+美国成品车用汽油库存,2024-11-08,0,7.0,2024-11-22
+美国成品油库存超季节性/4年,2024-11-08,0,7.0,2024-11-22
+SC-Brent*汇率,2024-11-14,0,1.0,2024-11-16
+Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),2024-11-14,0,1.0,2024-11-16
+RBOB+HO平均,2024-11-14,0,1.0,2024-11-16
+HO12合约算术平均,2024-11-14,0,1.0,2024-11-16
+RBOB12合约算术平均,2024-11-14,0,1.0,2024-11-16
+WTI-LLS价差,2024-11-14,0,1.0,2024-11-16
+DFL(Dated-主力布伦特）,2024-11-12,0,1.0,2024-11-14
+DFL(即期布伦特-布伦特期货C1）,2024-11-12,0,1.0,2024-11-14
+Brent现货价格-Brent连4,2024-11-13,0,1.0,2024-11-15
+Brent现货价格-Brent连3,2024-11-13,0,1.0,2024-11-15
+布伦特现货价格-Brent连2,2024-11-13,0,1.0,2024-11-15
+Brent 连2-连3超季节性/3年,2024-11-14,0,1.0,2024-11-16
+Brent连2-WTI连2超季节性/3年,2024-11-14,0,1.0,2024-11-16
+Brent连3-WTI连2超季节性/3年,2024-11-14,0,1.0,2024-11-16
+Brent连4-WTI连4,2024-11-14,0,1.0,2024-11-16
+Brent连4-WTI连3,2024-11-14,0,1.0,2024-11-16
+Brent连4-WTI连2,2024-11-14,0,1.0,2024-11-16
+Brent连4-WTI连1,2024-11-14,0,1.0,2024-11-16
+Brent连3-WTI连4,2024-11-14,0,1.0,2024-11-16
+Brent连3-WT连3,2024-11-14,0,1.0,2024-11-16
+Brent连3-WTI连2,2024-11-14,0,1.0,2024-11-16
+Brent连3-WTI连1,2024-11-14,0,1.0,2024-11-16
+Brent连2-WTI连4,2024-11-14,0,1.0,2024-11-16
+Brent连2-WTI连3,2024-11-14,0,1.0,2024-11-16
+Brent连2-WTI连2,2024-11-14,0,1.0,2024-11-16
+Brent连2-WTI连1,2024-11-14,0,1.0,2024-11-16
+Brent连1-WTI连4,2024-11-14,0,1.0,2024-11-16
+Brent连1-WTI连3,2024-11-14,0,1.0,2024-11-16
+Brent连1-WTI连2,2024-11-14,0,1.0,2024-11-16
+美国汽油裂解价差超季节性/3年,2024-11-14,0,1.0,2024-11-16
+LLS-Brent价差,2024-11-13,0,1.0,2024-11-15
+Brent-LLS价差,2024-11-14,0,1.0,2024-11-16
+Forties - Brent c1,2024-11-13,0,1.0,2024-11-15
+WTI 3:2:1裂解价差超季节性/5年,2024-11-14,0,1.0,2024-11-16
+SC C1-C2月差,2024-11-14,0,1.0,2024-11-16
+Dubai FOB M1-M2,2024-11-14,0,1.0,2024-11-16
+WTI原油Cushing-C1,2024-11-13,1,1.0,2024-11-15
+Brent连1-连4,2024-11-14,0,1.0,2024-11-16
+新加坡汽油裂解价差,2024-11-14,0,1.0,2024-11-16
+DFL,2024-11-13,0,1.0,2024-11-15
+Dubai 连2-连3,2024-11-14,0,1.0,2024-11-16
+WTI 连2-连3月差,2024-11-14,0,1.0,2024-11-16
+Brent 连2-连3,2024-11-14,0,1.0,2024-11-16
+Dubai-WTI价差,2024-11-14,0,1.0,2024-11-16
+WTI连1-连2月差,2024-11-14,0,1.0,2024-11-16
+Brent连6-连12,2024-11-14,0,1.0,2024-11-16
+Brent连1-连9月差,2024-11-15,0,1.0,2024-11-17
+Brent连1-连6月差,2024-11-15,0,1.0,2024-11-17
+Brent连1-连2月差,2024-11-15,0,1.0,2024-11-17
+WTI连1-连4,2024-11-14,0,1.0,2024-11-16
+BrentC1-C2,2024-11-14,0,1.0,2024-11-16
+B-W价差,2024-11-14,0,1.0,2024-11-16
+欧洲Brent成品油裂解价差（领先一周）,2024-11-15,0,1.0,2024-11-17
+马瑞原油：现货价：山东（日）,2024-11-13,0,1.0,2024-11-15
+沙特中质OSP（日度）,2024-11-15,0,1.0,2024-11-17
+沙轻欧洲OSP（日度）,2024-11-15,0,1.0,2024-11-17
+美国MEH轻原油现货价格（美湾）,2024-11-14,0,1.0,2024-11-16
+马瑞原油：重质：DES价：委内瑞拉（日）,2024-11-13,0,1.0,2024-11-15
+巴重FOB出口亚洲现货价格,2024-11-14,0,1.0,2024-11-16
+Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,2024-11-15,0,1.0,2024-11-17
+沙轻OSP（日度）,2024-11-15,0,1.0,2024-11-17
+Brent油价30日动能,2024-11-14,0,1.0,2024-11-16
+沙特轻质日度osp,2024-11-15,0,1.0,2024-11-17
+巴轻OSP（日度）,2024-11-14,1,1.0,2024-11-16
+美湾低硫柴油现货价格,2024-11-13,0,1.0,2024-11-15
+Midland原油现货价格,2024-11-14,0,1.0,2024-11-16
+欧洲柴油现货价格,2024-11-13,0,1.0,2024-11-15
+WTI原油现货价格Cushing,2024-11-14,0,1.0,2024-11-16
+Brent原油现货价格,2024-11-13,0,1.0,2024-11-15
+LLS原油现货价格,2024-11-14,0,1.0,2024-11-16
+美国墨西哥湾87#汽油现货价格,2024-01-31,0,1.0,2024-02-02
+美国MARS原油现货价格,2024-11-14,0,1.0,2024-11-16
+国内马瑞与SC比价,2024-11-13,0,1.0,2024-11-15
+美湾WTI211裂解价差,2024-11-14,0,1.0,2024-11-16
+Asia Tapis 211 裂解价差,2024-11-14,0,1.0,2024-11-16
+迪拜原油211裂解价差,2024-11-14,0,1.0,2024-11-16
+丙烷CFR华南/布伦特原油比价,2024-11-13,0,1.0,2024-11-15
+欧洲Brent成品油裂解价差,2024-11-14,0,1.0,2024-11-16
+美国汽油裂解价差,2024-11-14,0,1.0,2024-11-16
+美国取暖油裂解价差,2024-11-15,0,1.0,2024-11-17
+Dubai连3合约价格,2024-11-14,0,1.0,2024-11-16
+WTI 3:2:1裂解价差,2024-11-14,0,1.0,2024-11-16
+新加坡汽油裂解,2024-11-15,0,1.0,2024-11-17
+欧洲汽油裂解,2024-11-01,0,1.0,2024-11-03
+欧洲柴油裂解,2024-11-14,0,1.0,2024-11-16
+CFTC Crude Oil Furtures,2024-11-05,0,7.0,2024-11-19
+WTIC1-C2,2024-11-14,0,1.0,2024-11-16
+Dubai FOB M1,2024-11-14,0,1.0,2024-11-16
+Dubai FOB M2,2024-11-14,0,1.0,2024-11-16
+Dubai FOB M3,2024-11-14,0,1.0,2024-11-16
+Oman FOB M1,2024-11-14,0,1.0,2024-11-16
+Oman FOB M2,,0,0.0,2024-11-15
+Oman FOB M3,,0,0.0,2024-11-15
+Oman FOB M4,,0,0.0,2024-11-15
+Forties - Dated Brent,2024-11-13,0,1.0,2024-11-15
+Forties FOB,2024-11-13,0,1.0,2024-11-15
+美国柴油零售价格,2024-11-11,0,7.0,2024-11-25
+美国车用汽油零售价格,2024-11-11,0,7.0,2024-11-25
+新加坡航煤裂解,2024-11-14,0,1.0,2024-11-16
+美国MARS贴水（WTI）,2024-11-13,0,1.0,2024-11-15
+美国取暖油HOC5,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC6,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC7,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC8,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC4,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC9,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC10,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC11,2024-11-14,0,1.0,2024-11-16
+美国取暖油HOC12,2024-11-14,0,1.0,2024-11-16
+Dubai swap c3,2024-11-14,0,1.0,2024-11-16
+Dubai swap c2,2024-11-14,0,1.0,2024-11-16
+阿曼原油 (湛江交割) 到岸入罐成本,2024-11-14,0,1.0,2024-11-16
+SC c3-阿曼到岸入罐成本,2024-11-14,0,1.0,2024-11-16
+SC c5 -估值,2024-11-14,0,1.0,2024-11-16
+SC主力-阿曼入库成本,2024-11-14,0,1.0,2024-11-16
+SC c1-阿曼入库成本,2024-11-14,0,1.0,2024-11-16
+SC c1 夜盘收盘价,2024-11-15,0,1.0,2024-11-17
+SC c2夜盘收盘价,2024-11-15,0,1.0,2024-11-17
+SC c3夜盘收盘价,2024-11-15,0,1.0,2024-11-17
+SC c4夜盘收盘价,2024-11-15,0,1.0,2024-11-17
+SC c1 夜盘收盘价滞后1天,2024-11-14,0,1.0,2024-11-16
+SC c2夜盘收盘价滞后1天,2024-11-14,0,1.0,2024-11-16
+SC c3夜盘收盘价滞后1天,2024-11-14,0,1.0,2024-11-16
+SC c4夜盘收盘价滞后1天,2024-11-14,0,1.0,2024-11-16
+SC c1夜盘-Brent c1*汇率,2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-Brent c1*汇率,2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-Brent c2*汇率,2024-11-14,0,1.0,2024-11-16
+SC c1-SC c2 (夜盘),2024-11-14,0,1.0,2024-11-16
+SC c1-SC c2 (夜盘)滞后1天,2024-11-13,0,1.0,2024-11-15
+中东原油强弱程度-巴中,2024-11-14,0,1.0,2024-11-16
+SC理论估值-巴中,2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-理论估值(巴中),2024-11-14,0,1.0,2024-11-16
+SC c3夜盘-理论估值(巴中),2024-11-14,0,1.0,2024-11-16
+阿曼原油 (湛江交割) 到岸入库成本,2024-11-14,0,1.0,2024-11-16
+SC c2夜盘-阿曼入库湛江成本,2024-11-14,0,1.0,2024-11-16
+SC c3夜盘-阿曼入库湛江成本,2024-11-14,0,1.0,2024-11-16
+Brent c2 - WTI c1,2024-11-14,0,1.0,2024-11-16
+Brent12期合约均价,2024-11-14,0,1.0,2024-11-16
+WTI 近12月合约均价,2024-11-14,0,1.0,2024-11-16
+B-W价差（均价）,2024-11-14,0,1.0,2024-11-16
+Brent c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-01
+Brent c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-01
+EFS c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-01
+EFS c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-01
+美国汽油净进口（周度）,2024-11-08,0,7.0,2024-11-22
+美国炼厂产能利用率同差,2024-11-08,1,7.0,2024-11-22
+美国炼厂产能利用率超季节性/5年,2024-11-08,0,7.0,2024-11-22
+原油：主营炼厂：加工量：中国（周）,2024-11-15,0,7.0,2024-11-29
+原油：开工率：东北地区：独立炼厂（周）,2023-03-31,0,7.0,2023-04-14
+原油：常减压：产能利用率：山东：独立炼厂（周）,2024-11-15,0,7.0,2024-11-29
+美国原油活跃钻机数同差,2024-11-08,0,7.0,2024-11-22
+原油加工量/主营+独立,2024-11-15,0,7.0,2024-11-29
+美国炼厂原油输入量超季节性/3年,2024-11-08,0,7.0,2024-11-22
+美国总钻机数,2024-11-08,1,7.0,2024-11-22
+原油：独立炼厂：加工量：中国（周）,2024-11-15,0,7.0,2024-11-29
+原油：常减压：独立炼厂：产能利用率：中国（周）,2024-11-08,0,7.0,2024-11-22
+彭博全球海上浮仓+在运原油,2024-11-08,0,7.0,2024-11-22
+原油：山东独立炼厂：开工率：新口径（周）,2024-11-15,0,7.0,2024-11-29
+美国炼厂可用产能,2024-11-08,1,7.0,2024-11-22
+美国原油周度调整项,2024-11-08,0,7.0,2024-11-22
+中国32家地炼开工率,2024-11-15,0,7.0,2024-11-29
+美国原油和天然气钻机总数,2024-11-08,1,7.0,2024-11-22
+彭博美国墨西哥湾海上浮仓,2024-11-08,0,7.0,2024-11-22
+ArkomaWoodford活跃钻机数,2024-11-08,1,7.0,2024-11-22
+CanaWoodford活跃钻机数,2024-11-08,0,7.0,2024-11-22
+DJ-Niobrara活跃钻机数,2024-11-08,0,7.0,2024-11-22
+GraniteWash活跃钻机数,2024-11-08,0,7.0,2024-11-22
+Haynesville活跃钻机数,2024-11-08,0,7.0,2024-11-22
+Utica活跃钻机数,2024-11-08,1,7.0,2024-11-22
+加拿大原油活跃钻机数,2024-11-08,0,7.0,2024-11-22
+Permian盆地钻机数,2024-11-08,1,7.0,2024-11-22
+EagleFord钻机数,2024-11-08,1,7.0,2024-11-22
+Williston盆地钻机数,2024-11-08,1,7.0,2024-11-22
+Marcellus钻机数,2024-11-08,0,7.0,2024-11-22
+ArkmoreWoodford钻机数,2024-11-08,0,7.0,2024-11-22
+全球海上浮仓,2024-11-08,0,7.0,2024-11-22
+彭博西非海上浮仓,2024-11-08,0,7.0,2024-11-22
+彭博亚洲海上浮仓,2024-11-08,0,7.0,2024-11-22
+彭博欧洲海上浮仓,2024-11-08,0,7.0,2024-11-22
+彭博北海海上浮仓,2024-11-08,0,7.0,2024-11-22
+彭博中东海上浮仓,2024-11-08,0,7.0,2024-11-22
+美国墨西哥湾原油钻机数,2024-09-27,0,7.0,2024-10-11
+美国陆上水域钻机数,2024-11-08,0,7.0,2024-11-22
+美国海上钻机数,2024-11-08,0,7.0,2024-11-22
+美国陆上钻机数,2024-11-08,0,7.0,2024-11-22
+美国炼厂原油输入量,2024-11-08,0,7.0,2024-11-22
+FracSpread完井数,2024-11-08,0,7.0,2024-11-22
+美国国内周度原油产量,2024-11-08,0,7.0,2024-11-22
+美国原油活跃钻机数,2024-11-08,1,7.0,2024-11-22
+美国炼厂产能利用率,2024-11-08,0,7.0,2024-11-22
+EIA周度NGL产量,2024-11-08,0,7.0,2024-11-22
+原油：加工量：中国（周）,2024-11-15,0,7.0,2024-11-29
+US Oil & Gas Exploration & Drilling Frac Spread Count,2024-11-08,0,7.0,2024-11-22
+Lower48原油产量,2024-11-08,0,7.0,2024-11-22
+EIA美国航煤净出口,2024-11-08,0,7.0,2024-11-22
+EIA美国柴油净出口,2024-11-08,0,7.0,2024-11-22
+EIA美国汽油净出口,2024-11-08,0,7.0,2024-11-22
+EIA美国原油净出口,2024-11-08,0,7.0,2024-11-22
+DOE-航煤净进口,2024-11-08,0,7.0,2024-11-22
+DOE-美国汽油净进口,2024-11-08,0,7.0,2024-11-22
+DOE-美国馏分燃料油净进口,2024-11-08,0,7.0,2024-11-22
+美国原油周度净进口,2024-11-08,0,7.0,2024-11-22
+美国原油总出口,2024-11-08,0,7.0,2024-11-22
+美国原油进口（除SPR）,2024-11-08,0,7.0,2024-11-22
+美国原油总进口（含SPR）,2024-11-08,0,7.0,2024-11-22
+VLCC:中东-中国,2024-11-13,0,1.0,2024-11-15
+Suezmax：阿拉伯海湾-地中海,2024-11-13,0,1.0,2024-11-15
+DOE-美国汽油进口,2024-11-08,0,7.0,2024-11-22
+DOE-美国汽油出口,2024-11-08,0,7.0,2024-11-22
+DOE-馏分燃料油进口,2024-11-08,0,7.0,2024-11-22
+DOE-美国馏分燃料油出口,2024-11-08,0,7.0,2024-11-22
+DOE-航煤进口,2024-11-08,0,7.0,2024-11-22
+DOE-航煤出口,2024-11-08,0,7.0,2024-11-22
+Kpler-美国原油净进口（周度）,2024-08-25,0,7.0,2024-09-08
+西非-安哥拉周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+北非-苏丹周度原油海运出口,2024-11-03,1,7.0,2024-11-17
+文莱周度原油海运出口,2024-11-03,1,7.0,2024-11-17
+DoC周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+OPEC减产国周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+OPEC豁免国周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+拉美-墨西哥周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中美-巴拿马周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+南美-厄瓜多尔周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-沙特周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中西非-加蓬周度原油海运出口,2024-11-03,0,7.0,2024-11-17
+北非-利比亚周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+马来西亚周度原油海运出口,2024-11-03,0,7.0,2024-11-17
+FSU-阿塞拜疆周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+南美-多巴哥岛周度原油海运出口,2024-11-03,1,7.0,2024-11-17
+中东-科威特周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-也门周度原油海运出口,2023-08-27,0,21.0,2023-10-08
+中西非-喀麦隆周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+北非-阿尔及利亚周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+Non-OPEC DoC周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+北美-加拿大周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+南美-巴西周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-巴林周度原油海运出口,2024-04-28,0,7.0,2024-05-12
+挪威周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+FSU-哈萨克斯坦周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+北美-美国周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+南美-哥伦比亚周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-卡塔尔周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中西非-刚果布周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+北非-埃及周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+印度尼西亚周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+西非-尼日利亚周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+FSU-土库曼斯坦周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+南美-委内瑞拉周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+西非-几内亚周度原油海运出口,2024-11-10,1,7.0,2024-11-24
+澳大利亚周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+FSU-俄罗斯周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-伊朗周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-阿曼周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+西非-加纳周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+英国周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+OPEC周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+南美-圭亚那周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+南美-阿根廷周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-伊拉克周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+中东-阿联酋周度原油海运出口,2024-11-10,0,7.0,2024-11-24
+以色列周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+缅甸周度原油海运进口,2024-11-03,0,7.0,2024-11-17
+德国周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+澳大利亚周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+马来西亚周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+巴基斯坦周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+土耳其周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+南非周度原油海运进口,2024-11-03,0,7.0,2024-11-17
+中国台湾周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+英国周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+立陶宛周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+埃及周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+韩国周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+越南周度原油海运进口,2024-11-03,1,7.0,2024-11-17
+巴拿马周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+巴西周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+葡萄牙周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+阿联酋周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+印度周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+智利周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+意大利周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+荷兰周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+芬兰周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+罗马尼亚周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+新加坡周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+泰国周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+法国周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+印度尼西亚周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+美国周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+波兰周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+中国周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+加拿大周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+西班牙周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+希腊周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+瑞典周度原油海运进口,2024-11-10,0,7.0,2024-11-24
+莱茵河水位,2024-11-14,0,1.0,2024-11-16
+ovx index,2024-11-14,0,1.0,2024-11-16
+dxy curncy,2024-11-14,0,1.0,2024-11-16
+C2403128043,2024-11-14,0,1.0,2024-11-16
+C2403150124,2024-11-14,0,1.0,2024-11-16
+FVHCM1 INDEX,2024-11-14,0,1.0,2024-11-16
+doedtprd index,2024-11-08,0,7.0,2024-11-22
+CFFDQMMN INDEX,2024-11-05,0,7.0,2024-11-19
+C2403083739,2024-11-05,0,7.0,2024-11-19
+C2404167878,2024-11-05,0,7.0,2024-11-19
+lmcads03 lme comdty,2024-11-13,0,1.0,2024-11-15
+GC1 COMB Comdty,2024-11-14,0,1.0,2024-11-16
+C2404167855,2024-11-14,0,1.0,2024-11-16

yuanyoudataset/model_evaluation.csv

@@ -0,0 +1,21 @@
+模型(Model),平均平方误差(MSE),均方根误差(RMSE),平均绝对误差(MAE)
+NLinear,865.829,29.425,20.093
+LSTM,867.012,29.445,21.187
+TiDE,1069.957,32.71,23.829
+DilatedRNN,1240.3,35.218,27.179
+PatchTST,1309.908,36.193,25.74
+RNN,1397.2,37.379,30.673
+TSMixer,1437.987,37.921,27.629
+GRU,1529.728,39.112,31.645
+NHITS,1736.44,41.671,31.296
+DLinear,1874.97,43.301,30.929
+DeepNPTS,2822.283,53.125,37.561
+TSMixerx,3270.083,57.185,43.198
+MLP,3536.582,59.469,45.39
+Informer,3557.189,59.642,43.77
+TFT,3973.175,63.033,47.728
+BiTCN,4829.937,69.498,54.18
+TCN,5642.149,75.114,58.936
+iTransformer,10144.759,100.721,74.422
+StemGNN,12403.55,111.371,90.957
+MLPMultivariate,13289.116,115.278,88.697

yuanyoudataset/model_introduction.txt

@@ -0,0 +1,22 @@
+NHITS--一种基于神经网络的时间序列预测模型，利用了门控线性单元（GLU）来处理序列数据。
+Informer--一种高效的时间序列预测模型，特别设计用于长序列数据，通过减少自注意力机制中的计算复杂度。
+LSTM--一种经典的循环神经网络（RNN）变体，能够学习长期依赖关系，广泛应用于序列学习任务。
+iTransformer--结合了注意力机制和循环结构的模型，旨在提高序列到序列任务的性能。
+TSMixer--一种混合模型，结合了传统统计方法和深度学习技术，用于时间序列预测。
+TSMixerx--是TSMixer的扩展或改进版本，具体细节可能依赖于特定的研究或应用领域。
+PatchTST--基于Transformer架构的时间序列分析模型，将序列分割成多个“patch”进行处理。
+RNN--一种用于处理序列数据的基本神经网络模型，可以记住先前的信息并应用于后续输入。
+GRU--RNN的一种变体，比LSTM更简单但同样有效，用于处理序列数据。
+TCN--使用一维卷积层处理时间序列数据，能够捕捉局部和全局的依赖关系。
+DeepAR--亚马逊开发的基于RNN的时间序列预测模型，使用自动回归框架，可以处理多变量序列。
+BiTCN--双向TCN，结合了双向信息流以增强模型对序列的理解。
+DilatedRNN--利用膨胀卷积的RNN变体，能够扩大感受野而不增加参数数量。
+MLP--一种基本的前馈神经网络，尽管在处理序列数据时不是最优选择，但在某些场景下仍有效。
+DLinear--一个轻量级的模型，专门用于时间序列预测，避免了复杂的神经网络结构。
+NLinear--类似于DLinear，是一个简单线性模型的扩展，用于时间序列预测。
+TFT--一种高度可配置的Transformer模型，专为处理具有多个时间序列的复杂问题而设计。
+FEDformer--结合了频域和时域特征的Transformer模型，提高了时间序列预测的精度。
+StemGNN--一种基于图神经网络（GNN）的方法，用于处理具有图形结构的时间序列数据。
+MLPMultivariate--基于多层感知机（MLP）的模型，用于处理多变量时间序列预测。
+TiDE--一种基于深度学习的时间序列异常检测模型。
+DeepNPT--深度神经网络时间序列预测技术，可能是一种特定的模型或框架，用于时间序列分析。

yuanyoudataset/predict.csv

@@ -0,0 +1,6 @@
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yuanyoudataset/testandpredict_groupby.csv

@@ -0,0 +1,201 @@
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+2024-02-28,7354.011,7289.21,7307.636,7336.195,7299.7456,7340.762,7322.3286,7341.387,7346.786,7432.2363,7331.8994,7312.6797,7337.1567,7311.5757,7306.1665,7303.7417,7267.0894,7312.361,7303.3433,7352.55,7353.3335,7289.21,7354.01,Informer,NHITS
+2024-02-29,7367.4507,7308.654,7355.1157,7358.1934,7331.511,7386.472,7367.6704,7389.1553,7388.6055,7441.0806,7341.528,7338.457,7368.6494,7334.294,7361.635,7316.941,7266.906,7338.5977,7342.31,7350.5933,7325.0,7308.65,7389.16,Informer,RNN
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+2024-03-05,7314.5054,7320.6187,7320.453,7304.1343,7325.69,7345.806,7322.2144,7357.3823,7357.0576,7441.5522,7303.3486,7310.2734,7318.3823,7326.205,7322.0493,7300.7407,7266.252,7309.7656,7328.043,7327.2285,7310.0,7300.74,7357.38,TFT,RNN
+2024-03-06,7309.85,7324.474,7305.6885,7285.2925,7305.755,7325.292,7313.869,7331.89,7343.485,7437.7163,7297.207,7300.512,7314.933,7309.585,7297.611,7287.8833,7265.731,7307.8706,7301.8193,7304.838,7297.5,7285.29,7343.48,iTransformer,GRU
+2024-03-07,7302.9824,7316.868,7295.8784,7301.7334,7294.7817,7305.4087,7312.97,7332.0625,7333.5825,7429.956,7288.487,7295.887,7321.578,7285.3486,7297.188,7279.2886,7265.059,7312.454,7293.0015,7292.465,7290.0,7279.29,7333.58,TFT,GRU
+2024-03-08,7289.7437,7306.514,7290.846,7296.009,7286.3267,7289.4907,7302.2383,7322.045,7328.6245,7425.4106,7273.708,7293.583,7288.7944,7284.1953,7288.259,7277.262,7264.657,7292.878,7289.676,7294.5894,7295.0,7273.71,7328.62,BiTCN,GRU
+2024-03-11,7276.6543,7289.1206,7295.7905,7256.4185,7283.7793,7273.866,7304.7354,7329.035,7334.57,7423.7905,7270.9316,7295.5034,7268.623,7297.5054,7293.2773,7278.2427,7264.7124,7277.378,7288.1055,7285.048,7285.0,7264.71,7334.57,StemGNN,GRU
+2024-03-12,7259.203,7289.8345,7287.5747,7236.1655,7274.858,7278.544,7283.782,7321.931,7324.965,7411.2715,7274.308,7289.034,7245.6836,7296.659,7275.042,7275.2554,7265.9663,7260.6035,7270.3135,7234.842,7283.3335,7236.17,7324.96,iTransformer,GRU
+2024-03-13,7255.708,7288.5225,7288.5693,7225.7065,7270.6826,7283.4116,7281.6675,7320.0376,7326.3276,7413.268,7269.7896,7301.0845,7236.504,7303.8945,7278.0547,7272.622,7267.492,7254.8384,7273.1577,7232.9253,7285.0,7232.93,7326.33,DeepNPTS,GRU
+2024-03-14,7272.3813,7271.8667,7289.8765,7265.468,7276.1074,7277.791,7285.621,7323.0854,7327.48,7411.2188,7280.386,7301.726,7247.7446,7274.6743,7288.4546,7284.068,7270.92,7258.4365,7281.4272,7247.301,7277.5,7247.74,7327.48,MLP,GRU
+2024-03-15,7270.591,7272.254,7284.5957,7268.727,7271.898,7267.036,7275.256,7314.8237,7321.044,7410.1714,7277.3394,7293.298,7251.067,7253.3574,7268.9414,7282.8975,7273.372,7257.256,7279.39,7276.893,7353.3335,7253.36,7410.17,DLinear,TCN
+2024-03-18,7349.122,7328.6636,7363.251,7286.767,7319.0806,7302.6055,7365.871,7390.486,7395.947,7443.3506,7304.483,7371.751,7305.8174,7305.344,7353.6147,7370.368,7276.2197,7316.41,7330.394,7353.1777,7387.5,7286.77,7395.95,iTransformer,GRU
+2024-03-19,7387.9053,7375.531,7392.5347,7301.092,7362.013,7354.568,7392.8335,7419.3423,7416.819,7466.0474,7313.7246,7405.7153,7354.27,7326.566,7393.634,7406.2163,7277.9966,7365.077,7363.648,7387.291,7435.0,7301.09,7466.05,iTransformer,TCN
+2024-03-20,7431.0835,7402.0728,7459.8145,7376.063,7402.1973,7404.7017,7462.0576,7465.067,7473.6895,7496.281,7329.479,7468.2075,7411.272,7384.992,7441.8315,7431.1055,7279.8257,7424.4136,7415.3906,7432.2153,7460.0,7329.48,7473.69,BiTCN,GRU
+2024-03-21,7458.0713,7399.1885,7478.8604,7423.8633,7434.991,7430.804,7479.642,7496.291,7489.495,7513.341,7349.622,7496.316,7433.2974,7433.539,7468.4805,7436.177,7282.9033,7456.311,7448.908,7423.71,7422.5,7349.62,7496.32,BiTCN,DilatedRNN
+2024-03-22,7413.29,7382.7476,7418.4985,7431.582,7417.9297,7426.1064,7399.6787,7432.4404,7433.6963,7498.458,7351.916,7434.2183,7405.5347,7426.5054,7428.6187,7375.803,7286.511,7427.0967,7430.6387,7392.6387,7402.5,7351.92,7434.22,BiTCN,DilatedRNN
+2024-03-25,7403.5356,7339.233,7396.9106,7388.828,7389.038,7413.806,7397.5786,7417.31,7418.875,7486.791,7343.63,7396.1304,7376.7437,7426.0474,7403.1216,7351.9067,7288.3784,7389.146,7400.559,7386.032,7372.5,7339.23,7426.05,Informer,DLinear
+2024-03-26,7366.204,7321.6846,7353.3867,7339.943,7360.7896,7396.772,7351.918,7383.9995,7385.27,7468.5522,7344.787,7357.2817,7348.2354,7392.089,7355.994,7339.1763,7289.473,7351.0103,7355.23,7352.323,7365.0,7321.68,7396.77,Informer,TSMixerx
+2024-03-27,7348.1196,7316.709,7349.704,7351.496,7343.8384,7365.661,7348.513,7376.7124,7385.1606,7461.8594,7347.7954,7355.54,7332.978,7370.202,7346.1836,7333.4873,7290.501,7303.548,7351.6963,7346.312,7345.0,7303.55,7385.16,MLPMultivariate,GRU
+2024-03-28,7322.2593,7312.2617,7325.4004,7349.2856,7328.455,7327.373,7331.4575,7366.594,7364.841,7444.851,7347.5527,7318.195,7306.363,7352.751,7328.689,7321.8286,7291.2905,7264.696,7332.734,7334.718,7345.0,7291.29,7366.59,StemGNN,RNN
+2024-03-29,7332.023,7329.084,7330.5967,7355.99,7321.239,7309.9805,7329.705,7366.431,7371.1997,7436.5444,7335.2603,7315.602,7293.5024,7336.005,7336.764,7321.347,7292.4683,7247.901,7331.4014,7344.0923,7345.0,7292.47,7371.2,StemGNN,GRU
+2024-04-01,7342.655,7328.5283,7330.3994,7336.163,7324.039,7309.4565,7331.7114,7369.8984,7370.2754,7426.982,7324.569,7309.6523,7302.6094,7335.2114,7344.33,7320.6904,7293.4146,7253.228,7334.117,7339.265,7360.0,7293.41,7370.28,StemGNN,GRU
+2024-04-02,7352.1626,7320.0996,7351.3076,7329.2256,7336.3447,7315.489,7346.5425,7382.8438,7387.9033,7426.219,7319.907,7320.9556,7313.8486,7330.4565,7355.1104,7328.097,7294.358,7256.528,7341.9966,7356.984,7380.0,7294.36,7387.9,StemGNN,GRU
+2024-04-03,7367.405,7359.903,7375.525,7333.197,7353.4873,7338.315,7376.0054,7405.224,7406.61,7443.5483,7328.0083,7356.69,7335.047,7329.087,7376.374,7337.4653,7295.946,7281.6914,7356.7476,7377.052,7397.5,7295.95,7406.61,StemGNN,GRU
+2024-04-07,7395.05,7397.6416,7397.391,7342.595,7376.4565,7378.797,7415.239,7420.8804,7423.3945,7458.376,7338.8066,7392.0464,7369.5913,7351.6064,7391.4214,7340.4766,7298.674,7316.189,7388.92,7383.833,7437.5,7316.19,7458.38,MLPMultivariate,TCN
+2024-04-08,7457.199,7459.427,7452.043,7373.72,7409.4707,7413.8896,7471.32,7466.271,7468.781,7487.6304,7346.9043,7455.684,7418.253,7377.1646,7435.5713,7371.8228,7303.035,7362.6064,7431.5737,7436.2695,7490.0,7346.9,7487.63,BiTCN,TCN
+2024-04-09,7519.7607,7466.0254,7513.1357,7465.9556,7452.7896,7437.0703,7511.381,7523.8,7526.7964,7522.52,7356.3975,7522.6523,7460.005,7436.697,7491.9204,7402.1904,7307.5913,7429.546,7472.0864,7489.547,7507.5,7356.4,7523.8,BiTCN,RNN
+2024-04-10,7522.722,7463.494,7523.091,7619.652,7474.9497,7436.964,7506.0474,7532.3,7535.7544,7543.2715,7373.85,7558.968,7474.585,7473.1133,7510.371,7407.917,7313.035,7457.023,7487.43,7506.754,7497.5,7373.85,7558.97,BiTCN,DilatedRNN
+2024-04-11,7486.1274,7461.812,7504.172,7638.3555,7470.233,7444.809,7459.489,7516.537,7515.5537,7545.2593,7391.5713,7538.35,7436.089,7497.8105,7502.3877,7390.589,7318.074,7419.4404,7485.607,7477.497,7497.5,7390.59,7545.26,TFT,TCN
+2024-04-12,7455.025,7414.614,7503.401,7439.749,7463.0723,7450.2812,7464.3174,7516.1294,7516.3184,7544.565,7407.2812,7538.7295,7413.5967,7522.539,7489.29,7385.6396,7323.08,7299.6255,7476.6787,7401.8525,7506.6665,7323.08,7538.73,StemGNN,DilatedRNN
+2024-04-15,7445.511,7392.64,7511.761,7424.1943,7462.2217,7422.6904,7465.6807,7522.5703,7525.8325,7544.6875,7421.8716,7546.008,7414.8037,7504.9595,7499.596,7392.3145,7327.7363,7279.392,7479.601,7380.727,7482.5,7327.74,7544.69,StemGNN,TCN
+2024-04-16,7422.1284,7346.6914,7474.0493,7454.5244,7447.206,7406.605,7436.6533,7491.609,7486.9976,7522.0527,7414.661,7488.7637,7387.855,7474.1875,7464.0464,7382.9893,7330.2056,7268.917,7464.732,7346.6797,7495.0,7330.21,7522.05,StemGNN,TCN
+2024-04-17,7423.3228,7342.1265,7498.15,7442.837,7450.6445,7393.3335,7453.9956,7514.4385,7515.515,7524.4014,7415.5454,7495.2773,7379.0977,7468.486,7481.068,7386.664,7332.471,7256.1714,7469.062,7327.9478,7497.5,7327.95,7515.52,DeepNPTS,GRU
+2024-04-18,7437.6396,7362.221,7495.1157,7341.8926,7456.2134,7401.252,7443.2397,7516.4277,7510.0464,7516.294,7415.5166,7480.4966,7395.4014,7452.587,7495.5586,7388.356,7335.333,7270.496,7473.432,7436.559,7497.5,7335.33,7516.29,StemGNN,TCN
+2024-04-19,7448.316,7342.729,7496.474,7330.5776,7459.691,7409.655,7417.9155,7510.986,7513.205,7504.106,7412.987,7470.9644,7405.377,7462.122,7490.676,7396.262,7339.6436,7259.022,7468.18,7420.449,7527.5,7330.58,7504.11,iTransformer,TCN
+2024-04-22,7475.989,7399.0864,7537.825,7387.9175,7482.3706,7420.594,7454.562,7554.3003,7557.314,7519.74,7417.233,7501.871,7447.729,7465.642,7534.6294,7400.0366,7344.7637,7307.5024,7493.17,7494.4834,7527.5,7344.76,7554.3,StemGNN,RNN
+2024-04-23,7478.2676,7441.6177,7528.185,7382.8613,7496.108,7445.896,7457.2764,7543.2666,7543.8975,7522.226,7419.518,7500.094,7480.7354,7493.6914,7519.953,7403.476,7349.2754,7362.755,7506.1934,7450.3047,7510.0,7362.75,7543.27,MLPMultivariate,RNN
+2024-04-24,7491.1274,7447.2197,7505.792,7390.7275,7490.005,7447.9673,7475.9355,7521.451,7521.137,7518.9033,7420.5767,7475.6685,7490.6553,7501.5107,7493.672,7415.9883,7354.4385,7393.5293,7500.1904,7461.3887,7487.5,7390.73,7521.14,iTransformer,GRU
+2024-04-25,7491.9937,7456.3955,7478.4443,7434.739,7474.3916,7460.5894,7491.4775,7500.989,7493.2163,7505.335,7426.9556,7449.854,7490.2285,7484.109,7479.306,7417.5913,7358.9824,7407.233,7479.797,7468.391,7487.5,7407.23,7500.99,MLPMultivariate,RNN
+2024-04-26,7491.6904,7506.834,7483.6885,7428.6377,7467.384,7473.002,7522.4536,7499.044,7500.2207,7503.582,7435.634,7469.4746,7495.532,7486.9707,7477.984,7417.408,7361.961,7402.7036,7476.983,7483.884,7502.5,7402.7,7506.83,MLPMultivariate,Informer
+2024-04-28,7491.339,7506.9595,7503.509,7409.938,7474.211,7473.221,7538.984,7520.7188,7520.2393,7508.96,7454.3647,7497.2944,7488.1353,7472.9756,7497.2734,7421.4194,7366.186,7275.6895,7485.226,7501.534,7527.5,7366.19,7538.98,StemGNN,PatchTST
+2024-04-29,7498.574,7541.1245,7535.285,7537.455,7488.268,7485.576,7545.017,7549.335,7554.0728,7532.7065,7470.0273,7544.017,7465.031,7503.565,7513.536,7426.892,7370.105,7229.029,7502.169,7525.571,7537.5,7370.1,7549.33,StemGNN,RNN
+2024-04-30,7496.9653,7596.285,7543.0,7563.7446,7496.405,7489.2476,7536.2856,7559.338,7560.513,7553.729,7474.9067,7564.1235,7445.203,7536.927,7530.092,7428.292,7374.73,7198.0615,7509.673,7527.961,7532.5,7374.73,7564.12,StemGNN,DilatedRNN
+2024-05-06,7493.478,7588.168,7533.6885,7524.1797,7493.841,7475.22,7513.931,7549.644,7550.2393,7545.4453,7467.96,7553.251,7428.6475,7525.264,7532.5317,7435.6943,7380.2695,7196.639,7511.0386,7462.4434,7502.5,7380.27,7553.25,StemGNN,DilatedRNN
+2024-05-07,7460.0063,7539.8047,7492.6113,7495.2676,7473.0117,7458.433,7473.895,7512.1,7505.9136,7517.015,7455.3037,7506.934,7398.1484,7500.858,7494.679,7429.772,7386.1714,7194.325,7481.9897,7353.6387,7475.0,7353.64,7517.02,DeepNPTS,TCN
+2024-05-08,7453.2847,7495.5176,7462.7563,7463.7407,7452.2563,7445.2305,7456.4414,7481.2573,7478.333,7494.553,7444.522,7477.3877,7392.713,7460.423,7476.811,7425.096,7392.1357,7186.4893,7456.5674,7334.27,7512.5,7334.27,7494.55,DeepNPTS,TCN
+2024-05-09,7497.762,7491.033,7520.2217,7422.0415,7473.3906,7447.354,7492.185,7533.798,7540.043,7522.6655,7449.367,7538.9404,7423.0874,7461.5635,7500.6157,7440.0156,7398.65,7196.757,7478.7085,7396.3247,7505.0,7396.32,7538.94,DeepNPTS,DilatedRNN
+2024-05-10,7512.2715,7502.3975,7498.534,7422.9463,7482.3193,7450.535,7476.7266,7518.228,7511.948,7522.0703,7443.916,7510.457,7429.512,7468.818,7501.8926,7443.725,7405.777,7202.1187,7474.7964,7324.0073,7477.5,7324.01,7518.23,DeepNPTS,RNN
+2024-05-11,7485.8906,7469.749,7467.528,7440.8667,7469.386,7473.1626,7462.971,7487.533,7483.6143,7506.997,7433.717,7466.258,7432.5464,7469.029,7476.1626,7438.878,7412.7837,7225.571,7462.7437,7455.4893,7475.0,7412.78,7487.53,StemGNN,RNN
+2024-05-13,7494.969,7465.2095,7470.3887,7470.1704,7468.7,7483.2393,7469.358,7496.585,7486.9224,7494.576,7435.488,7455.6016,7448.279,7487.323,7477.869,7445.1694,7419.9565,7266.1816,7468.9365,7470.8975,7485.0,7419.96,7494.97,StemGNN,NHITS
+2024-05-14,7484.893,7485.4023,7483.7188,7505.868,7474.984,7492.2275,7468.5366,7498.947,7499.8623,7488.3906,7457.515,7460.6777,7482.3955,7489.8926,7496.6934,7455.2627,7428.1636,7339.435,7473.3486,7482.461,7507.5,7428.16,7488.39,StemGNN,TCN
+2024-05-15,7497.082,7541.7285,7513.1772,7429.6284,7491.497,7515.183,7488.8687,7527.2036,7530.386,7506.11,7483.934,7493.4653,7520.3667,7501.3403,7502.54,7464.7856,7432.985,7378.666,7494.176,7497.462,7510.0,7429.63,7530.39,iTransformer,GRU
+2024-05-16,7494.0195,7560.353,7510.996,7390.72,7501.956,7524.984,7508.7515,7529.878,7526.152,7525.396,7498.5654,7502.835,7527.0283,7516.8706,7498.236,7468.792,7436.4478,7391.2666,7509.5044,7489.522,7525.0,7391.27,7529.88,MLPMultivariate,RNN
+2024-05-17,7498.982,7570.517,7532.6514,7376.956,7510.3115,7521.6304,7529.363,7545.1836,7550.6147,7551.9746,7509.822,7528.4746,7509.9087,7527.293,7520.283,7482.377,7438.447,7403.417,7520.195,7483.368,7587.5,7403.42,7551.97,MLPMultivariate,TCN
+2024-05-20,7558.513,7654.3853,7616.869,7395.112,7547.325,7531.9565,7601.1646,7628.8643,7638.3247,7597.989,7535.9854,7608.6274,7537.934,7539.854,7592.3867,7513.081,7440.2085,7436.857,7572.4546,7564.357,7670.0,7436.86,7597.99,MLPMultivariate,TCN
+2024-05-21,7655.6055,7697.6934,7720.663,7452.7754,7609.7656,7566.7134,7678.27,7736.7954,7738.404,7707.878,7554.47,7735.0596,7611.0317,7600.868,7673.122,7600.0737,7442.991,7504.609,7645.4443,7662.558,7677.5,7452.78,7736.8,iTransformer,RNN
+2024-05-22,7658.8076,7695.711,7702.6045,7452.1655,7633.632,7565.7476,7638.7734,7723.8877,7715.0283,7713.2266,7544.739,7735.6387,7602.505,7630.796,7680.5205,7609.8853,7447.026,7545.094,7659.916,7658.6523,7677.5,7452.17,7723.89,iTransformer,RNN
+2024-05-23,7636.873,7682.0864,7698.425,7431.733,7633.8276,7569.3965,7617.3916,7716.599,7713.8945,7706.9897,7536.331,7728.1626,7583.622,7652.224,7672.4956,7549.1987,7452.805,7552.3423,7657.458,7649.351,7645.0,7452.81,7716.6,StemGNN,RNN
+2024-05-24,7603.575,7692.8096,7640.5757,7435.135,7606.236,7566.4404,7586.6016,7661.664,7654.191,7664.5015,7528.797,7673.812,7550.466,7650.269,7641.199,7521.5728,7459.376,7554.4683,7621.1416,7597.8896,7630.0,7459.38,7673.81,StemGNN,DilatedRNN
+2024-05-27,7600.4307,7609.5103,7628.161,7418.564,7588.974,7553.7334,7587.706,7634.9146,7647.533,7605.2935,7526.9253,7644.272,7536.7593,7610.1753,7622.5205,7518.277,7467.1787,7570.852,7606.467,7614.084,7650.0,7467.18,7614.08,StemGNN,DeepNPTS
+2024-05-28,7615.7603,7596.8374,7661.0615,7348.651,7599.8315,7556.7017,7606.155,7682.049,7682.3066,7628.392,7528.3105,7677.7295,7541.517,7602.749,7629.1475,7531.275,7475.4116,7605.2563,7621.9966,7641.0117,7690.0,7475.41,7641.01,StemGNN,DeepNPTS
+2024-05-29,7655.751,7574.401,7715.1147,7410.6987,7633.2056,7586.783,7640.9023,7736.8657,7736.3013,7685.9834,7545.732,7731.843,7573.801,7633.6104,7662.902,7545.857,7484.06,7611.686,7654.281,7634.9824,7690.0,7484.06,7736.3,StemGNN,GRU
+2024-05-30,7647.7075,7579.0547,7702.367,7582.7573,7645.7715,7587.6406,7626.897,7730.601,7718.9585,7678.831,7564.8496,7719.1377,7581.538,7647.5674,7675.6895,7552.7764,7492.3833,7598.5415,7665.9634,7593.3228,7716.6665,7552.78,7719.14,TFT,DilatedRNN
+2024-05-31,7658.2393,7600.374,7739.7954,7612.013,7663.3086,7592.2993,7638.0405,7765.9546,7763.831,7726.0454,7584.263,7737.905,7612.8613,7679.7495,7715.92,7584.8657,7500.0547,7560.7817,7693.7217,7669.803,7740.0,7560.78,7763.83,MLPMultivariate,GRU
+2024-06-03,7679.1353,7577.0107,7760.3423,7668.3,7685.174,7602.0635,7637.7905,7786.795,7780.8584,7740.335,7593.9717,7761.595,7655.4116,7689.2803,7746.1475,7619.194,7507.234,7571.244,7711.3916,7705.326,7720.0,7571.24,7780.86,MLPMultivariate,GRU
+2024-06-04,7659.22,7570.6455,7723.6587,7653.846,7682.165,7612.107,7638.1226,7745.8813,7741.0947,7712.717,7592.734,7719.0957,7640.84,7670.587,7705.5366,7619.438,7513.0977,7525.727,7700.6855,7673.445,7650.0,7525.73,7741.09,MLPMultivariate,GRU
+2024-06-05,7602.942,7556.439,7626.182,7542.492,7636.585,7607.055,7619.534,7650.3433,7639.522,7617.7524,7579.2437,7624.0977,7603.951,7656.458,7623.64,7589.673,7516.774,7459.6826,7639.9087,7576.353,7620.0,7516.77,7650.34,StemGNN,RNN
+2024-06-06,7624.8203,7552.0156,7607.138,7501.4106,7602.279,7614.324,7618.8906,7621.6924,7628.2617,7575.986,7566.2017,7609.0767,7599.7026,7629.0815,7600.9775,7572.46,7519.522,7443.9946,7594.0947,7562.6274,7600.0,7501.41,7628.26,iTransformer,GRU
+2024-06-07,7629.791,7552.8916,7587.1934,7446.7285,7584.096,7602.7773,7616.57,7603.127,7606.398,7549.097,7555.501,7589.047,7603.8438,7577.5674,7587.7603,7556.4585,7522.2974,7438.017,7577.4844,7522.4014,7606.6665,7446.73,7616.57,iTransformer,PatchTST
+2024-06-11,7626.4746,7542.9717,7606.629,7453.3794,7585.263,7598.3994,7622.2266,7618.991,7629.3804,7566.4854,7561.797,7602.2983,7603.2446,7576.2866,7598.075,7561.7573,7525.243,7439.248,7586.6206,7529.368,7620.0,7453.38,7626.47,iTransformer,NHITS
+2024-06-12,7614.8228,7567.7134,7626.1953,7464.6343,7597.8887,7595.629,7623.6274,7651.196,7647.4243,7605.866,7579.179,7629.4634,7576.379,7606.5405,7609.7573,7571.0283,7528.1567,7441.281,7598.37,7568.0234,7673.3335,7464.63,7605.87,iTransformer,TCN
+2024-06-13,7651.151,7626.626,7705.345,7542.9453,7633.955,7627.1147,7673.866,7726.5225,7727.8438,7750.885,7613.394,7718.4995,7610.773,7661.0054,7674.3804,7588.7495,7532.753,7511.305,7644.2515,7567.9375,7690.0,7532.75,7727.84,StemGNN,GRU
+2024-06-14,7664.2437,7649.4004,7711.2607,7540.8306,7654.3115,7648.04,7685.6865,7737.477,7728.243,7786.1675,7640.6123,7733.1826,7641.7637,7681.0923,7693.994,7598.8813,7537.166,7566.338,7665.402,7568.4697,7690.0,7540.83,7737.48,iTransformer,RNN
+2024-06-17,7675.687,7659.841,7706.1284,7528.0513,7662.982,7662.1885,7693.642,7725.2036,7724.117,7786.283,7657.951,7730.062,7639.1104,7669.9097,7692.772,7609.019,7541.629,7616.4004,7678.0986,7616.046,7656.6665,7541.63,7730.06,StemGNN,DilatedRNN
+2024-06-18,7652.8765,7646.4067,7651.5664,7572.1533,7644.897,7647.8193,7663.824,7676.0903,7666.541,7706.5356,7645.0044,7684.3555,7599.384,7643.322,7658.56,7598.282,7545.816,7590.65,7656.6445,7654.0947,7656.6665,7572.15,7684.36,iTransformer,DilatedRNN
+2024-06-19,7735.1807,7669.492,7662.961,7584.366,7636.1543,7627.1016,7663.0996,7675.867,7683.8105,7663.3545,7631.505,7684.657,7601.8833,7635.633,7655.7993,7599.106,7548.996,7602.609,7635.844,7654.318,7670.0,7584.37,7684.66,iTransformer,DilatedRNN
+2024-06-20,7760.5327,7697.9766,7681.508,7561.4165,7642.3794,7636.153,7655.269,7703.5215,7700.3574,7689.8022,7626.183,7709.814,7642.918,7644.9062,7667.689,7604.841,7552.4355,7624.929,7630.9014,7665.3955,7680.0,7561.42,7709.81,iTransformer,DilatedRNN
+2024-06-21,7716.548,7695.701,7693.4756,7565.256,7655.846,7653.1562,7659.1914,7714.163,7712.4966,7718.936,7626.489,7720.1133,7673.9375,7669.4546,7678.9985,7614.1704,7556.731,7635.2983,7646.9893,7667.965,7680.0,7565.26,7718.94,iTransformer,TCN
+2024-06-24,7680.566,7681.9443,7690.15,7599.3965,7661.9155,7653.9116,7650.5596,7717.6187,7708.3867,7715.605,7621.2124,7710.5806,7651.6064,7680.62,7685.5166,7614.9795,7562.0474,7623.303,7664.1777,7670.704,7680.0,7599.4,7715.6,iTransformer,TCN
+2024-06-25,7645.3105,7700.6836,7690.008,7560.3467,7662.5625,7663.081,7644.814,7713.903,7708.7627,7721.315,7634.949,7692.1313,7640.178,7695.805,7681.89,7616.7593,7567.5103,7611.016,7674.628,7671.871,7693.3335,7567.51,7713.9,StemGNN,RNN
+2024-06-26,7655.0234,7721.052,7709.2134,7638.843,7667.9263,7671.169,7653.0747,7730.735,7729.1753,7729.664,7652.197,7709.8647,7649.5664,7715.7686,7696.101,7627.0757,7572.661,7633.8945,7690.8516,7681.472,7716.6665,7627.08,7729.66,TFT,TCN
+2024-06-27,7674.4116,7725.096,7736.1455,7688.4736,7682.6978,7677.1465,7676.177,7759.583,7758.324,7753.5244,7674.1333,7742.457,7654.1445,7705.1514,7709.924,7638.6562,7577.2056,7662.9067,7699.6045,7626.1255,7723.3335,7626.13,7758.32,DeepNPTS,GRU
+2024-06-28,7680.764,7779.0938,7737.039,7694.596,7689.7686,7669.7173,7681.2407,7762.522,7757.696,7757.9424,7683.7783,7748.4614,7649.425,7686.12,7713.8423,7639.449,7581.567,7684.522,7704.562,7615.416,7730.0,7615.42,7762.52,DeepNPTS,RNN
+2024-07-01,7704.049,7813.093,7743.491,7735.2676,7696.154,7675.417,7714.2847,7769.4424,7765.5596,7750.1714,7688.6216,7757.711,7669.559,7690.0825,7721.537,7639.427,7586.3237,7705.9355,7715.952,7626.9443,7763.3335,7626.94,7769.44,DeepNPTS,RNN
+2024-07-02,7741.1367,7838.8174,7785.4478,7736.7524,7719.3936,7680.459,7741.2915,7810.5347,7805.5356,7785.244,7682.639,7796.9893,7698.9854,7722.7896,7757.3,7640.247,7592.765,7751.9575,7744.5522,7684.1025,7780.0,7640.25,7810.53,TFT,RNN
+2024-07-03,7757.429,7817.906,7795.363,7712.913,7734.2754,7678.06,7740.625,7820.554,7812.027,7802.5376,7668.3784,7809.254,7709.988,7736.529,7780.5127,7656.4824,7600.875,7769.7065,7746.997,7770.7456,7800.0,7656.48,7817.91,TFT,Informer
+2024-07-04,7785.8145,7798.9854,7815.4707,7752.1367,7751.7607,7705.4937,7771.722,7841.8296,7832.281,7831.1646,7662.2373,7829.7095,7730.5,7755.0864,7794.095,7666.159,7607.589,7785.975,7767.1553,7790.267,7800.0,7662.24,7832.28,BiTCN,GRU
+2024-07-05,7785.6704,7824.24,7806.647,7795.04,7761.9106,7730.0024,7778.212,7837.0107,7821.6943,7824.2656,7670.4385,7831.9297,7729.841,7770.178,7787.916,7669.354,7614.971,7765.025,7781.086,7757.2734,7766.6665,7669.35,7831.93,TFT,DilatedRNN
+2024-07-08,7753.106,7792.318,7760.6636,7780.988,7741.8306,7733.9785,7734.4346,7785.844,7779.3604,7766.8154,7674.75,7783.365,7687.0244,7766.272,7756.883,7676.1406,7623.8867,7707.344,7761.308,7703.349,7746.6665,7674.75,7785.84,BiTCN,RNN
+2024-07-09,7736.8105,7780.955,7744.731,7759.028,7718.9507,7725.838,7717.3125,7770.8916,7766.373,7747.395,7677.48,7762.425,7663.0977,7738.6,7735.3945,7684.163,7633.1543,7669.563,7736.573,7707.4873,7720.0,7663.1,7770.89,MLP,RNN
+2024-07-10,7689.8984,7712.993,7715.8457,7614.244,7696.6655,7705.2925,7695.311,7741.2075,7733.3037,7731.9985,7667.708,7732.5376,7630.708,7709.6562,7703.234,7674.214,7641.933,7645.926,7704.33,7580.642,7693.3335,7614.24,7733.3,iTransformer,GRU
+2024-07-11,7664.9556,7686.907,7689.3154,7622.066,7673.1104,7700.066,7682.4224,7708.994,7706.3135,7708.0884,7664.3926,7699.848,7624.0566,7682.518,7677.4604,7667.5,7649.3306,7628.486,7671.557,7593.158,7686.6665,7622.07,7708.09,iTransformer,TCN
+2024-07-12,7677.98,7641.3726,7690.716,7671.2354,7663.6147,7682.658,7676.2646,7715.133,7709.2617,7710.0005,7666.596,7700.142,7625.351,7678.905,7671.905,7669.2866,7656.863,7611.3823,7658.492,7656.878,7680.0,7625.35,7710.0,MLP,TCN
+2024-07-15,7675.396,7634.53,7684.396,7683.4785,7663.7563,7669.219,7659.752,7706.6045,7702.181,7708.5127,7664.589,7694.5093,7637.6714,7675.9536,7670.4756,7663.47,7663.783,7618.1836,7658.206,7672.9917,7680.0,7634.53,7706.6,Informer,RNN
+2024-07-16,7647.2,7671.0005,7688.6997,7642.9355,7667.9517,7673.2812,7660.4907,7710.138,7707.5635,7711.527,7656.7974,7694.1226,7644.415,7667.4155,7679.775,7681.1724,7667.416,7626.44,7668.405,7685.115,7666.6665,7642.94,7710.14,iTransformer,RNN
+2024-07-17,7639.333,7670.4336,7668.6895,7627.4634,7664.304,7658.3853,7661.502,7693.5825,7686.095,7697.009,7652.417,7669.4585,7645.144,7650.918,7662.8164,7668.998,7667.3125,7630.0645,7663.783,7687.834,7660.0,7630.06,7693.58,MLPMultivariate,RNN
+2024-07-18,7660.674,7666.809,7664.1035,7623.073,7659.2515,7654.758,7659.2554,7683.1855,7683.5503,7694.04,7645.2188,7670.601,7654.6494,7651.771,7661.7666,7660.9463,7666.7734,7641.2812,7656.3496,7686.105,7656.6665,7641.28,7686.1,MLPMultivariate,DeepNPTS
+2024-07-19,7668.462,7670.4155,7661.0205,7620.697,7659.4673,7665.7812,7657.1787,7682.7944,7680.156,7689.444,7643.595,7672.027,7665.702,7643.3296,7664.037,7654.493,7666.126,7731.24,7656.886,7680.112,7656.6665,7643.33,7689.44,DLinear,TCN
+2024-07-22,7657.802,7663.922,7662.8013,7630.2305,7661.072,7674.1064,7655.506,7682.204,7682.444,7695.417,7644.793,7675.942,7673.8027,7659.3247,7659.0376,7648.872,7666.537,7768.6543,7656.1714,7663.037,7640.0,7663.04,7695.42,DeepNPTS,TCN
+2024-07-23,7628.652,7655.4487,7637.6694,7632.1846,7649.6855,7662.9883,7632.604,7658.831,7656.1055,7668.5366,7645.282,7654.9824,7650.552,7659.74,7643.028,7627.7305,7666.9316,7751.54,7637.4775,7667.031,7623.3335,7632.18,7668.54,iTransformer,TCN
+2024-07-24,7613.6304,7640.965,7619.399,7623.152,7634.2207,7625.878,7616.7905,7637.191,7638.975,7632.301,7639.834,7630.9307,7633.0615,7656.713,7626.562,7605.0444,7665.894,7711.8135,7622.6675,7659.123,7623.3335,7613.63,7665.89,NHITS,StemGNN
+2024-07-25,7626.7144,7642.1167,7624.9546,7700.9624,7627.9497,7616.138,7617.284,7642.5933,7645.757,7626.8047,7630.769,7635.1284,7634.696,7667.6846,7627.3955,7601.243,7663.675,7703.182,7621.16,7659.1357,7616.6665,7616.14,7700.96,TSMixerx,iTransformer
+2024-07-26,7631.588,7617.532,7615.354,7704.199,7623.4966,7614.556,7602.3975,7631.7256,7634.655,7616.3145,7619.7295,7626.521,7636.9204,7654.355,7615.574,7593.97,7661.2188,7696.684,7611.7534,7657.4824,7606.6665,7602.4,7696.68,PatchTST,MLPMultivariate
+2024-07-29,7638.235,7609.3857,7604.1934,7690.1436,7614.469,7617.477,7596.388,7620.542,7624.162,7604.7007,7609.3423,7618.481,7636.1416,7621.902,7607.183,7583.9214,7657.839,7682.5273,7608.253,7671.9634,7593.3335,7620.54,7682.53,RNN,MLPMultivariate
+2024-07-30,7620.6655,7604.7876,7588.399,7652.364,7602.526,7602.1416,7589.577,7606.987,7607.838,7583.25,7595.941,7597.691,7627.72,7602.4844,7598.1553,7574.1343,7653.6343,7656.7363,7596.667,7624.0923,7593.3335,7583.25,7653.63,TCN,StemGNN
+2024-07-31,7597.8037,7610.27,7593.2456,7596.1147,7596.3706,7594.8584,7589.793,7608.267,7613.9595,7577.5737,7582.535,7597.892,7603.711,7587.6436,7601.675,7572.5986,7649.8213,7641.976,7594.116,7599.6484,7583.3335,7577.57,7641.98,TCN,MLPMultivariate
+2024-08-01,7585.14,7591.876,7579.0713,7578.0166,7586.8096,7578.5977,7574.9272,7596.528,7597.687,7565.516,7568.5405,7582.41,7581.511,7581.7075,7587.0054,7557.7427,7647.2627,7634.195,7580.8447,7583.448,7620.0,7565.52,7634.19,TCN,MLPMultivariate
+2024-08-02,7619.4775,7598.2773,7637.6904,7599.677,7609.649,7610.0933,7608.4683,7652.461,7662.545,7612.1787,7576.4253,7640.6055,7594.23,7601.508,7624.6143,7611.1655,7647.2627,7661.0933,7606.577,7619.9785,7623.3335,7594.23,7661.09,MLP,MLPMultivariate
+2024-08-05,7629.5645,7591.09,7629.371,7619.7793,7623.666,7622.2417,7609.2715,7652.069,7646.6323,7628.3906,7592.8647,7643.363,7601.957,7606.818,7626.1094,7614.8345,7648.178,7683.843,7617.6797,7624.2,7610.0,7592.86,7652.07,BiTCN,RNN
+2024-08-06,7614.457,7592.698,7610.6953,7639.2266,7619.459,7611.086,7606.4707,7623.938,7629.687,7610.1367,7603.0195,7617.6855,7609.586,7622.405,7609.0776,7601.874,7648.312,7695.8413,7622.7983,7611.3604,7596.6665,7611.36,7648.31,DeepNPTS,StemGNN
+2024-08-07,7603.878,7591.14,7593.872,7634.685,7606.875,7602.2935,7593.475,7614.2993,7612.3516,7587.503,7603.673,7601.0522,7602.3354,7619.823,7598.076,7594.553,7647.3784,7687.4004,7608.1387,7604.095,7586.6665,7587.5,7647.38,TCN,StemGNN
+2024-08-08,7595.325,7583.4736,7583.0615,7611.4863,7594.2817,7588.1562,7581.6484,7595.6357,7602.056,7566.9985,7597.5977,7585.05,7577.2285,7598.975,7586.345,7587.0776,7644.371,7663.3633,7592.599,7613.8013,7583.3335,7577.23,7644.37,MLP,StemGNN
+2024-08-09,7583.1284,7581.9795,7581.441,7598.974,7584.9385,7590.103,7580.9336,7596.144,7600.963,7565.6597,7593.732,7588.0986,7576.2515,7583.6973,7577.34,7582.251,7640.9043,7645.737,7582.1484,7611.6377,7583.3335,7576.25,7640.9,MLP,StemGNN
+2024-08-12,7575.2617,7570.7153,7582.9004,7596.119,7583.8115,7585.568,7579.357,7600.0527,7602.6743,7568.886,7590.5474,7591.1665,7575.8223,7578.538,7573.1885,7580.005,7637.5156,7627.318,7581.426,7591.934,7586.6665,7570.72,7627.32,Informer,MLPMultivariate
+2024-08-13,7571.2993,7575.9155,7588.4097,7598.139,7584.0225,7586.8325,7584.6265,7604.6313,7608.382,7581.871,7588.2705,7599.9624,7583.7354,7585.8945,7579.161,7584.2715,7635.122,7613.713,7585.923,7590.5864,7593.3335,7575.92,7613.71,Informer,MLPMultivariate
+2024-08-14,7584.068,7583.338,7597.483,7601.779,7586.2095,7587.8,7591.7437,7614.59,7617.4185,7576.2134,7584.7217,7601.2524,7597.6436,7583.3013,7593.0034,7591.8643,7633.0293,7609.579,7589.6626,7598.521,7590.0,7583.3,7617.42,DLinear,GRU
+2024-08-15,7592.912,7578.5957,7590.7427,7589.5747,7584.56,7590.5317,7588.79,7607.421,7609.561,7569.7583,7577.0806,7591.9536,7594.2026,7572.3584,7587.6733,7590.6357,7630.503,7606.821,7585.0884,7603.8555,7583.3335,7572.36,7609.56,DLinear,GRU
+2024-08-16,7590.967,7564.6357,7582.6304,7568.2944,7580.287,7586.4277,7579.761,7598.047,7601.6543,7565.1704,7570.5938,7587.5225,7583.119,7569.732,7583.255,7585.319,7627.5317,7598.137,7578.755,7595.66,7583.3335,7565.17,7601.65,TCN,GRU
+2024-08-19,7595.09,7560.107,7584.361,7562.1235,7580.7686,7595.126,7582.1035,7599.8105,7603.8667,7568.099,7566.858,7590.4385,7582.5835,7562.4844,7579.5522,7584.2847,7624.614,7583.9663,7579.1514,7595.843,7570.0,7562.12,7603.87,iTransformer,GRU
+2024-08-20,7576.671,7546.814,7565.0396,7535.753,7571.4756,7592.487,7567.532,7581.305,7582.673,7561.5605,7561.342,7574.2705,7576.3467,7558.7686,7563.153,7576.046,7621.2197,7577.847,7565.8804,7585.0977,7570.0,7546.81,7592.49,Informer,TSMixerx
+2024-08-21,7577.5386,7545.2256,7569.986,7707.644,7570.243,7590.21,7575.927,7584.854,7589.8853,7563.068,7558.7188,7573.672,7580.939,7555.5205,7567.3115,7572.964,7617.641,7584.957,7568.3887,7572.942,7570.0,7555.52,7617.64,DLinear,StemGNN
+2024-08-22,7577.52,7560.155,7569.37,7723.9976,7571.766,7589.583,7576.7095,7587.067,7588.0596,7561.0337,7556.248,7573.2334,7583.4014,7557.26,7570.5996,7563.9844,7613.7896,7595.5303,7570.922,7572.9165,7590.0,7557.26,7613.79,DLinear,StemGNN
+2024-08-23,7589.646,7579.198,7599.0312,7763.397,7584.681,7589.833,7594.0435,7612.0044,7620.1523,7581.6694,7561.2056,7600.641,7588.344,7579.9893,7588.1045,7579.2446,7610.693,7626.951,7586.0747,7577.2466,7583.3335,7577.25,7626.95,DeepNPTS,MLPMultivariate
+2024-08-26,7583.751,7578.0425,7582.6626,7845.4785,7585.736,7599.11,7583.741,7601.7935,7599.985,7571.881,7567.6846,7591.443,7580.968,7588.141,7584.3564,7574.595,7607.382,7640.8374,7582.8037,7593.735,7583.3335,7571.88,7640.84,TCN,MLPMultivariate
+2024-08-27,7580.2046,7565.298,7586.321,7867.7803,7584.238,7606.025,7582.285,7599.7563,7606.404,7574.8926,7570.6245,7593.9077,7580.0884,7596.2886,7580.9805,7570.8506,7604.0234,7642.015,7586.168,7590.176,7610.0,7570.62,7642.02,BiTCN,MLPMultivariate
+2024-08-28,7603.9487,7574.1665,7624.0923,7802.4507,7600.7637,7617.1133,7604.609,7640.53,7645.2886,7605.6855,7591.3564,7633.5015,7596.5757,7602.438,7610.5073,7615.861,7601.7686,7650.537,7604.339,7595.147,7610.0,7591.36,7650.54,BiTCN,MLPMultivariate
+2024-08-29,7603.0674,7580.75,7614.54,7736.1436,7606.9766,7616.5796,7599.2207,7628.748,7631.9575,7603.384,7609.5615,7624.716,7599.6616,7592.6343,7610.0137,7614.202,7600.0205,7637.6006,7610.4917,7598.846,7613.3335,7592.63,7637.6,DLinear,MLPMultivariate
+2024-08-30,7608.5864,7601.9414,7620.705,7711.053,7610.0225,7625.2896,7607.549,7634.911,7640.6533,7614.075,7627.2534,7629.188,7604.146,7605.1865,7607.3496,7615.7544,7598.959,7625.441,7616.6387,7594.3228,7606.6665,7598.96,7640.65,StemGNN,GRU
+2024-09-02,7604.4746,7609.892,7607.5605,7648.907,7606.901,7618.7524,7599.798,7627.1313,7625.404,7600.7964,7633.646,7619.5654,7605.9116,7602.773,7610.265,7605.165,7597.8022,7611.7046,7604.274,7589.411,7583.3335,7589.41,7633.65,DeepNPTS,BiTCN
+2024-09-03,7585.095,7601.3125,7575.8364,7627.9946,7587.059,7595.342,7574.5635,7589.9263,7593.2397,7572.489,7621.092,7583.617,7592.816,7583.7134,7584.5444,7572.233,7596.111,7600.64,7579.416,7587.2466,7562.5,7572.49,7621.09,TCN,BiTCN
+2024-09-04,7566.8164,7576.6733,7553.4346,7607.942,7566.611,7573.5854,7561.3228,7572.1,7571.589,7543.297,7603.757,7554.597,7576.965,7572.507,7565.0464,7556.057,7593.668,7587.395,7560.6206,7581.7393,7535.0,7543.3,7603.76,TCN,BiTCN
+2024-09-05,7544.2593,7551.966,7520.579,7592.935,7543.3926,7553.309,7542.1006,7540.283,7536.8906,7519.8013,7579.8623,7517.544,7553.848,7552.0815,7529.0464,7540.077,7589.9824,7576.7075,7535.5386,7562.829,7475.0,7519.8,7589.98,TCN,StemGNN
+2024-09-06,7489.186,7529.1973,7447.0464,7582.792,7489.8086,7524.288,7483.094,7472.6763,7463.1953,7480.736,7541.0435,7441.4165,7514.9546,7517.4146,7468.853,7503.299,7582.9614,7542.968,7483.592,7535.001,7442.5,7483.59,7582.79,TiDE,iTransformer
+2024-09-09,7475.161,7517.743,7418.9756,7576.49,7447.2456,7499.197,7454.912,7447.427,7443.4634,7454.5625,7499.8037,7404.9937,7493.195,7477.4062,7432.195,7493.4644,7574.283,7506.278,7447.112,7475.0,7422.5,7418.98,7574.28,LSTM,StemGNN
+2024-09-10,7453.529,7500.545,7398.09,7577.3135,7422.113,7478.248,7431.1577,7430.35,7425.5884,7440.9634,7467.4814,7386.9355,7465.709,7444.7144,7419.906,7474.0884,7564.9697,7476.3623,7425.1436,7442.5,7412.5,7398.09,7564.97,LSTM,StemGNN
+2024-09-11,7423.914,7489.2646,7392.1455,7573.625,7406.4204,7466.271,7416.3945,7421.732,7422.028,7433.767,7436.668,7377.5693,7440.6353,7418.8374,7414.0044,7460.6562,7555.7676,7440.546,7417.214,7422.5024,7387.5,7422.03,7555.77,GRU,StemGNN
+2024-09-12,7392.6855,7473.647,7362.7876,7546.3364,7384.4263,7449.625,7386.327,7402.134,7396.984,7426.898,7404.157,7351.5215,7410.7075,7400.6123,7385.5493,7439.2915,7545.6826,7415.493,7395.2354,7412.512,7380.0,7362.79,7545.68,LSTM,StemGNN
+2024-09-13,7383.1685,7454.4883,7361.7446,7544.359,7372.631,7441.1084,7374.688,7396.399,7397.383,7426.7617,7382.0776,7351.126,7394.2114,7401.2544,7383.7104,7422.448,7535.8403,7385.418,7384.8965,7387.7295,7395.0,7361.74,7535.84,LSTM,StemGNN
+2024-09-14,7398.2715,7449.0293,7384.6846,7524.9604,7384.813,7432.495,7388.404,7415.8555,7415.1953,7434.705,7378.8276,7374.2207,7386.1514,7403.821,7402.9746,7417.349,7527.393,7376.4785,7393.9736,7388.064,7375.0,7388.06,7524.96,DeepNPTS,iTransformer
+2024-09-18,7371.1562,7433.9233,7356.042,7523.616,7378.429,7410.51,7364.108,7390.1045,7389.519,7432.897,7374.465,7354.0215,7359.8447,7382.1943,7383.6826,7395.566,7518.4224,7354.318,7383.189,7405.4136,7342.5,7378.43,7518.42,TSMixer,StemGNN
+2024-09-19,7340.859,7421.0024,7324.243,7520.0513,7355.3335,7387.6226,7346.416,7360.678,7363.1577,7429.346,7369.8203,7332.8765,7346.7886,7371.109,7344.889,7368.7554,7508.3,7321.57,7357.8604,7382.2783,7325.0,7324.24,7508.3,LSTM,StemGNN
+2024-09-20,7337.4277,7401.3467,7311.872,7504.1284,7338.2925,7371.0967,7337.6836,7348.8945,7351.251,7423.7725,7368.905,7322.6973,7345.3906,7356.9897,7334.8887,7353.5435,7497.7207,7297.837,7339.008,7353.2227,7340.0,7311.87,7497.72,LSTM,StemGNN
+2024-09-23,7360.7417,7393.4463,7329.1743,7410.155,7343.7534,7370.8384,7353.685,7362.407,7368.4834,7428.702,7373.9375,7337.9126,7353.03,7358.7793,7344.9707,7364.0415,7488.5146,7292.397,7337.77,7343.8794,7310.0,7343.88,7428.7,DeepNPTS,TCN
+2024-09-24,7341.802,7369.014,7298.9307,7308.267,7327.1143,7349.6104,7319.624,7335.7734,7336.4004,7419.5825,7368.3516,7308.6074,7331.8374,7339.4424,7317.8823,7355.106,7478.278,7402.358,7310.565,7313.8774,7280.0,7313.88,7419.58,DeepNPTS,TCN
+2024-09-25,7339.6777,7351.222,7281.5386,7301.7544,7302.3535,7325.5947,7312.0005,7313.7495,7317.753,7408.3,7355.605,7289.819,7333.35,7317.981,7282.2085,7330.786,7467.1074,7435.8003,7293.597,7282.7607,7315.0,7282.21,7435.8,NLinear,MLPMultivariate
+2024-09-26,7393.631,7339.3076,7313.138,7354.382,7319.707,7330.8706,7344.468,7350.125,7353.491,7416.8154,7356.891,7316.919,7353.9453,7337.8643,7319.8374,7343.386,7458.1387,7490.215,7317.2793,7315.463,7310.0,7315.46,7458.14,DeepNPTS,StemGNN
+2024-09-27,7390.7256,7325.679,7303.5586,7397.9624,7319.908,7334.1245,7326.8813,7338.544,7341.3,7414.7314,7352.38,7303.466,7336.238,7314.4863,7316.0654,7339.4443,7449.3813,7502.8555,7309.1616,7316.0464,7310.0,7303.56,7449.38,LSTM,StemGNN
+2024-09-29,7397.9233,7323.784,7308.086,7389.5327,7319.1206,7339.398,7333.7446,7339.9785,7346.806,7420.712,7345.626,7307.617,7332.3115,7307.591,7312.716,7335.831,7440.3765,7495.4277,7316.615,7330.6978,7365.0,7307.62,7440.38,DilatedRNN,StemGNN
+2024-09-30,7436.2407,7345.673,7370.597,7444.503,7358.732,7369.3223,7368.2153,7402.3345,7401.181,7454.7573,7351.8867,7366.0664,7355.2495,7336.349,7371.05,7366.523,7433.8945,7551.9033,7364.4365,7365.5957,7420.0,7345.67,7454.76,Informer,TCN
+2024-10-08,7432.3022,7408.431,7436.5547,7508.121,7407.0024,7409.624,7405.7314,7449.6133,7452.7305,7493.245,7380.737,7431.9756,7381.29,7365.241,7425.0093,7409.341,7429.671,7632.6284,7413.9854,7419.742,7602.5,7380.74,7632.63,BiTCN,MLPMultivariate
+2024-10-09,7604.542,7551.1084,7689.41,7565.619,7554.628,7566.6484,7634.541,7695.363,7702.2715,7656.3374,7573.273,7706.199,7594.7397,7483.849,7607.4546,7608.024,7429.745,7800.043,7575.305,7602.458,7602.5,7483.85,7706.2,DLinear,DilatedRNN
+2024-10-10,7594.435,7587.798,7626.953,7585.3726,7625.216,7622.1855,7628.911,7651.0337,7631.737,7677.3696,7662.8027,7676.8374,7650.302,7542.171,7609.2305,7609.5884,7429.957,7812.1855,7606.518,7602.437,7585.0,7542.17,7677.37,DLinear,TCN
+2024-10-11,7645.2603,7593.2134,7611.18,7576.4126,7630.4,7665.666,7624.993,7599.447,7618.9453,7678.5947,7695.564,7632.198,7667.542,7571.354,7587.7944,7599.684,7429.9814,7758.45,7602.6763,7584.9795,7575.0,7571.35,7695.56,DLinear,BiTCN
+2024-10-12,7649.671,7604.663,7584.0806,7736.749,7611.83,7671.343,7607.8506,7603.987,7594.77,7622.806,7709.5884,7604.1387,7665.9126,7570.8447,7574.4463,7597.7817,7429.856,7713.031,7569.8677,7574.9937,7576.6665,7569.87,7713.03,TiDE,MLPMultivariate
+2024-10-14,7659.852,7626.391,7584.057,7781.7456,7567.5933,7668.838,7579.8965,7574.759,7598.6733,7590.6724,7699.5317,7598.8027,7680.7363,7556.2896,7561.6743,7613.8843,7429.708,7681.2275,7548.5005,7576.318,7565.0,7548.5,7699.53,TiDE,BiTCN
+2024-10-15,7629.0293,7614.687,7562.2983,7733.1016,7536.579,7643.014,7551.231,7576.4863,7577.323,7582.1855,7678.612,7580.256,7653.129,7524.952,7535.341,7603.141,7429.2847,7617.0244,7536.761,7564.534,7527.5,7524.95,7678.61,DLinear,BiTCN
+2024-10-16,7572.72,7608.8916,7512.089,7549.9316,7510.4507,7568.8755,7501.2188,7534.7134,7526.172,7547.29,7623.747,7508.199,7590.9365,7508.9663,7481.8774,7545.3086,7428.223,7569.063,7511.774,7506.6963,7477.5,7506.7,7608.89,DeepNPTS,Informer
+2024-10-17,7507.9517,7597.25,7453.96,7493.947,7460.836,7491.934,7435.3506,7479.9536,7470.3975,7511.774,7554.334,7439.1294,7523.9634,7485.297,7449.32,7477.343,7426.126,7505.2227,7464.605,7467.005,7467.5,7435.35,7554.33,PatchTST,BiTCN
+2024-10-18,7490.075,7620.527,7453.774,7446.9976,7439.9937,7471.06,7417.371,7478.3057,7473.6167,7464.002,7504.786,7400.476,7484.717,7434.7554,7463.8706,7441.4385,7423.8076,7470.4927,7446.943,7476.2583,7370.0,7439.99,7504.79,TSMixer,BiTCN
+2024-10-21,7358.5586,7466.303,7324.1104,7391.445,7368.285,7406.862,7318.217,7368.4595,7361.142,7423.286,7408.3184,7301.9565,7391.146,7357.826,7359.2134,7336.173,7418.6543,7396.91,7358.4277,7467.2876,7362.5,7318.22,7466.3,PatchTST,Informer
+2024-10-22,7334.747,7419.6377,7340.1035,7393.048,7340.0996,7345.82,7320.62,7373.354,7383.751,7414.9185,7346.7783,7311.3135,7371.4585,7330.574,7343.1265,7341.5654,7413.339,7371.656,7337.8994,7370.0386,7346.6665,7320.62,7414.92,PatchTST,TCN
+2024-10-23,7303.724,7343.6025,7320.359,7369.73,7329.3735,7314.7905,7313.8228,7367.0776,7360.902,7408.565,7298.5737,7304.0435,7352.5737,7305.7124,7315.0273,7322.605,7407.5547,7362.008,7327.8135,7362.5664,7357.5,7303.72,7407.55,NHITS,StemGNN
+2024-10-24,7312.981,7326.907,7341.4287,7363.6636,7332.2476,7354.9985,7342.616,7371.4263,7382.807,7420.1743,7280.58,7320.343,7341.4526,7331.7114,7342.857,7335.8726,7402.082,7374.574,7340.1665,7346.701,7352.5,7312.98,7402.08,NHITS,StemGNN
+2024-10-25,7318.8423,7288.6274,7334.622,7336.289,7341.1133,7375.18,7367.3354,7381.51,7373.525,7422.3247,7262.237,7319.625,7332.5654,7319.5493,7359.774,7322.505,7396.6494,7397.1216,7353.927,7357.592,7372.5,7288.63,7397.12,Informer,MLPMultivariate
+2024-10-28,7318.202,7320.9766,7365.804,7319.8887,7365.9727,7359.124,7397.6646,7395.386,7400.514,7432.0566,7270.0156,7357.2056,7354.9478,7345.824,7381.726,7346.586,7392.061,7409.387,7383.403,7352.553,7373.3335,7318.2,7409.39,NHITS,MLPMultivariate
+2024-10-29,7331.3228,7308.079,7362.745,7329.282,7376.068,7373.1377,7392.3003,7396.4424,7394.513,7439.98,7303.839,7373.547,7351.2407,7395.129,7389.694,7352.478,7387.4546,7434.2466,7372.3594,7373.3154,7380.0,7308.08,7434.25,Informer,MLPMultivariate
+2024-10-30,7334.257,7342.9985,7374.891,7337.1816,7385.291,7419.69,7376.9453,7400.0415,7404.7524,7456.6914,7353.7866,7402.4976,7357.117,7411.4917,7388.5776,7379.8433,7383.2627,7469.979,7359.1455,7387.9224,7330.0,7337.18,7456.69,iTransformer,TCN
+2024-10-31,7295.483,7308.206,7312.915,7354.942,7353.692,7409.9316,7295.579,7350.3604,7348.935,7455.5933,7352.954,7360.788,7344.3604,7402.303,7340.5137,7314.9995,7377.5684,7463.624,7332.6245,7367.347,7340.0,7295.58,7455.59,PatchTST,TCN
+2024-11-01,7330.406,7326.288,7332.988,7372.2646,7349.793,7385.2363,7325.1865,7362.5654,7371.3755,7457.6797,7367.1377,7367.609,7362.9453,7388.3623,7341.0024,7330.114,7372.536,7459.6416,7336.9067,7373.2886,7363.3335,7326.29,7457.68,Informer,TCN
+2024-11-04,7376.1216,7356.6094,7355.429,7380.7188,7362.12,7382.131,7341.7354,7389.944,7388.005,7462.068,7375.54,7388.1255,7387.6963,7361.245,7360.8345,7372.441,7368.6035,7477.7236,7357.692,7379.39,7360.0,7355.43,7462.07,LSTM,TCN
+2024-11-05,7378.868,7344.8135,7349.1367,7365.0874,7361.9595,7391.199,7346.235,7378.0522,7382.835,7460.638,7375.9604,7374.496,7395.4297,7376.424,7372.4517,7364.4653,7364.8433,7445.3047,7351.1064,7336.339,7357.5,7344.81,7445.3,Informer,MLPMultivariate
+2024-11-06,7373.7446,7349.0493,7348.4863,7354.676,7358.889,7391.7993,7348.892,7384.1484,7382.3345,7460.1997,7358.782,7370.012,7378.767,7362.3804,7378.9854,7357.5786,7361.325,7419.2476,7344.168,7362.6543,7383.3335,7348.49,7419.25,LSTM,MLPMultivariate
+2024-11-07,7385.685,7373.4033,7382.7363,7349.6743,7374.4424,7407.9443,7373.347,7409.586,7410.846,7463.463,7362.1406,7383.3174,7405.8154,7367.0063,7401.337,7400.5674,7359.3394,7420.4,7365.49,7389.5063,7366.6665,7359.34,7420.4,StemGNN,MLPMultivariate
+2024-11-08,7353.188,7355.6655,7353.367,7352.0938,7369.0,7397.477,7354.5806,7383.568,7384.729,7452.3823,7359.415,7348.0786,7394.9907,7383.532,7376.067,7376.8374,7357.46,7413.294,7357.3477,7375.128,7383.3335,7352.09,7413.29,iTransformer,MLPMultivariate
+2024-11-11,7389.2964,7365.7744,7382.356,7358.517,7378.113,7411.841,7376.5767,7405.6504,7410.649,7465.1055,7373.159,7354.0693,7416.894,7361.6694,7385.1187,7387.612,7356.488,7424.4175,7377.5234,7383.2847,7340.0,7365.77,7424.42,Informer,MLPMultivariate
+2024-11-12,7420.405,7350.713,7395.3384,7352.4917,7382.763,7435.9976,7372.0854,7395.5684,7429.6367,7462.121,7363.8354,7358.9365,7449.1333,7399.0747,7397.5625,7379.9604,7357.878,7405.187,7382.4937,7380.2827,7306.6665,7352.49,7449.13,iTransformer,MLP
+2024-11-13,7419.3276,7322.006,7403.071,7358.5767,7393.143,7440.0547,7424.3657,7378.5547,7434.3413,7453.384,7375.5522,7372.536,7481.9736,7364.33,7414.458,7376.408,7359.328,7416.481,7400.4556,7389.3447,7323.3335,7389.34,7453.38,DeepNPTS,TCN
+2024-11-14,7415.965,7350.905,7409.8,7359.592,7405.658,7420.7124,7435.3735,7377.3574,7445.4956,7476.547,7380.4644,7380.693,7478.198,7389.7993,7370.5454,7371.5273,7343.4126,7409.899,7411.785,7388.753,7353.3335,7350.9,7476.55,Informer,TCN
+2024-11-15,7390.423,7386.234,7443.7095,7372.776,7396.656,7405.097,7441.1445,7420.7134,7433.666,7476.9907,7386.3066,7399.962,7475.906,7365.5234,7399.4824,7363.013,7353.878,7419.081,7401.037,7388.119,7393.3335,7363.01,7475.91,TFT,MLP

yuanyoudataset/特征处理后的指标名称及分类.csv

@@ -0,0 +1,313 @@
+指标分类,指标名称,指标id,频度
+价格,PP主力收盘价拟合残差/丙烷 CP M1,C2407040955224199,日度
+价格,华南聚丙烯基差（折盘面收盘价）,C2404186067,日度
+价格,华北聚丙烯基差（折盘面收盘价）,C2404184000,日度
+价格,华东聚丙烯基差（折盘面收盘价）,C2404180571,日度
+价格,煤制聚丙烯利润,C2404102610,日度
+价格,PP粉料（山东）/拼接,C2403276531,日度
+价格,BOPP：成本：中国（日）,ID01232825,日度
+价格,PP无纺布生产成本（日）,ID01367478,日度
+价格,CPP薄膜成本（日）,ID01367441,日度
+价格,PE注塑开工率/周,RE00009881,周度
+价格,PET瓶片：利润：中国（日）7DMA,C2301208278,周度
+价格,PP：看跌比例：中国（周）,ID01367877,周度
+价格,PP：看平比例：中国（周）,ID01367894,周度
+价格,PP：看升比例：中国（周）,ID01367871,周度
+价格,PP看空情绪指数环差,C2305182533,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,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,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无纺布原料库存量,ID01367467,周度
+价格,中国PP无纺布成品库存天数,ID01367466,周度
+价格,PP拉丝国内现货价格,s5470409,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：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：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：青州：国家能源宁煤（日）,ID01385938,日度
+价格,PP：透明：M26ET：出厂价：华东地区：镇海炼化（日）,ID00155667,日度
+价格,PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日）,ID01384399,日度
+价格,现货价(中间价):均聚聚丙烯(PP-H):CFR远东,S5400540,日度
+价格,现货价(中间价):聚丙烯PP(纤维/注塑):CFR东南亚,S5431485,日度
+价格,现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧,S5431506,日度
+价格,现货价(中间价):均聚聚丙烯(PP-H):FOB中东,S5400541,日度
+价格,现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦,S5431512,日度
+价格,PP主力盘中,W001001,日度
+价格,PP神华竞拍（华东）,W001002,日度
+价格,PP神华竞拍（临沂）,W001003,日度
+价格,PP神华竞拍（西安）,W001004,日度
+价格,DCE：工业产品：期货价格综合指数收盘价（日）,FU00044736,日度
+价格,DCE：化工产品：期货价格指数收盘价（日）,FU00044752,日度
+价格,DCE：塑料：期货价格指数收盘价（日）,FU00044754,日度
+价格,PP.DCE收盘价,wsdPP.DCEclose,日度
+价格,西北欧：现货价：FOB低密度聚乙烯,S5431572,日度
+价格,中国BOPP原料库存天数,ID01367117,周度
+价格,中国BOPP成品库存天数,ID01367129,周度
+价格,中国BOPP成品库存量,ID01230738,周度
+价格,中国BOPP订单天数,ID01232785,周度
+价格,中国PP下游平均开工率,ID01214606,周度
+价格,PP无纺布：厂内库存：中国（周）,ID01367476,周度
+价格,PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日）,ID01685495,日度
+价格,PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日）,ID01590204,日度
+价格,PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日）,ID01386176,日度
+价格,PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日）,ID01680514,日度
+价格,PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日）,ID01680549,日度
+价格,PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日）,ID01238593,日度
+价格,PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日）,ID01386516,日度
+价格,PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日）,ID01385949,日度
+价格,PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日）,ID01238038,日度
+价格,PP：低熔共聚：市场价：华南地区（日）,ID01649134,日度
+价格,PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日）,ID01238700,日度
+价格,PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日）,ID01299208,日度
+价格,PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日）,ID01299259,日度
+价格,PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日）,ID00156262,日度
+价格,PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日）,ID01299244,日度
+价格,PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日）,ID01238627,日度
+价格,PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日）,ID00155571,日度
+价格,PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日）,ID01467552,日度
+价格,PP：高熔共聚：EP548R：市场价：临沂：万华化学（日）,ID01386112,日度
+价格,PP：高熔共聚：M30RH：市场价：合肥：中安联合（日）,ID01386702,日度
+价格,PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日）,ID00160283,日度
+价格,PP：高熔共聚：EP548R：市场价：广州：中科炼化（日）,ID01386113,日度
+价格,PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日）,ID01384724,日度
+价格,PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日）,ID01238232,日度
+价格,PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日）,ID01238565,日度
+价格,PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日）,ID01384746,日度
+价格,PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日）,ID01386360,日度
+价格,PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日）,ID01384571,日度
+价格,PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日）,ID01299254,日度
+价格,PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日）,ID01299245,日度
+价格,PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日）,ID00155786,日度
+价格,PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日）,ID01238685,日度
+价格,PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日）,ID01384755,日度
+价格,PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日）,ID01384667,日度
+价格,PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日）,ID01384590,日度
+价格,PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日）,ID01469648,日度
+价格,热水管：PA14D：市场价：青州：大庆炼化（日）,ID01386785,日度
+价格,CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日）,ID00160867,日度
+价格,PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日）,ID01238642,日度
+价格,PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日）,ID01532524,日度
+价格,PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日）,ID01238703,日度
+价格,热水管：YPR-503：出厂价：华东地区：扬子石化（日）,ID00156266,日度
+价格,热水管：PA14D：出厂价：华东地区：大庆炼化（日）,ID00155699,日度
+价格,CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日）,ID01384573,日度
+价格,CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日）,ID01591480,日度
+价格,PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日）,ID00155459,日度
+价格,PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日）,ID01238663,日度
+价格,PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日）,ID00161947,日度
+价格,热水管：T4401：出厂价：华南地区：茂名石化（日）,ID00156182,日度
+价格,热水管：PPR-4220：出厂价：华南地区：广州石化（日）,ID00155846,日度
+价格,PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）,ID01299222,日度
+价格,PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日）,ID01384712,日度
+价格,PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日）,ID01299258,日度
+价格,PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日）,ID01532519,日度
+价格,PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日）,ID01299265,日度
+价格,PP：BOPP：L5D98：出厂价：华南地区：广东石化（日）,ID01546654,日度
+价格,PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日）,ID00398768,日度
+价格,CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日）,ID01238651,日度
+价格,CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日）,ID01238630,日度
+价格,PP无纺布：生产毛利：中国（周）,ID01528934,周度
+价格,BOPP：12μ光膜：出厂价：华北地区：凯达包装（日）,ID01469871,日度
+价格,BOPP：18μ光膜：市场低端价：青岛（日）,ID01546607,日度
+价格,BOPP：厚光膜：出厂价：华北地区：山东永冠（日）,ID01469862,日度
+价格,BOPP：生产毛利：中国（日）,ID01367102,日度
+价格,塑编：透明：30cm*45cm：市场价：山东（日）,ID01550078,日度
+价差,PP加权利润,C2407051345124420,日度
+价差,PDH制PP利润（山东）,C2407041108052855,日度
+价差,华东拉丝-CP,C2407041055558688,日度
+价差,山东拉丝-CP,C2407041054554577,日度
+价差,山东拉丝-丙烯价差,C2406208835,日度
+价差,PP-3*MA主力,C2406177911,日度
+价差,PP-SC价差（7吨桶比）,C2406114315,日度
+价差,京博-滨化价差（不含税/1.13/580）,C2406031373,日度
+价差,滨化PDH利润（1.169/含税）,C2405285381,日度
+价差,滨化丙烯-京博PP边际贡献（不含税/600/收率1.169）,C2405225773,日度
+价差,PDH利润（山东/丙烯）,C2405213965,日度
+价差,滨化丙烷-PP边际贡献（不含税/580/收率1.13）,C2405215657,日度
+价差,滨化丙烷-PP边际贡献（不含税/510/收率1.169）,C2405212962,日度
+价差,PP期货-丙烯价差（山东）/400DMA,C2405205010,日度
+价差,PP-FEI M4(含税成本),C2405157830,日度
+价差,PP-FEI M3(含税成本),C2405153483,日度
+价差,PP-FEI M2（含税成本）,C2405158766,日度
+价差,PP-FEI M1（含税成本）,C2405157497,日度
+价差,价差：聚乙烯与乙烯（西北欧）,C2405143633,日度
+价差,PP-FEI价差,C2405070994,日度
+价差,PP盘中基差（临沂）,C2404257373,日度
+价差,粉粒价差（山东）,C2404171873,日度
+价差,外采甲醇制PP利润（太仓）,C2404150621,日度
+价差,外采甲醇制PP利润（西北）,C2404150243,日度
+价差,PP期货-丙烯价差（山东）,C2404155377,日度
+价差,L-P价差（盘面）,C2404109146,日度
+价差,油制PP利润（华东）,C2404105547,日度
+价差,外采丙烯制聚丙烯利润（华东）,C2404105060,日度
+价差,PP基差（盘中）,C2404103858,日度
+价差,9-1月差（PP）,C2404103129,日度
+价差,5-9月差（PP）,C2404101465,日度
+价差,1-5月差（PP）,C2404102468,日度
+价差,PDH制PP利润（华东）指数修匀,C2404028104,日度
+价差,PDH制PP利润（华东）,C2404028435,日度
+价差,PDH制PP利润（华南）,C2404022986,日度
+价差,拉丝区域价差（华南-华东）,C2403287544,日度
+价差,拉丝区域价差（华东-华北）,C2403289529,日度
+价差,拉丝区域价差（华南-华北）,C2403285728,日度
+价差,低熔共聚-拉丝价差（华南）,C2403289362,日度
+价差,薄壁-拉丝价差（华北）,C2403284447,日度
+价差,透明-拉丝价差（华北）,C2403282518,日度
+价差,透明-拉丝价差（华东）,C2403283832,日度
+价差,透明-PP盘面（华东）,C2403289845,日度
+价差,透明-PP盘面价差（华北）,C2403286867,日度
+价差,PP-3MA价差（盘面）,C2403271220,日度
+价差,LPG-PP价差（盘面）,C2403278878,日度
+价差,布伦特-PP价差（盘面）,C2403275181,日度
+价差,外采丙烯制聚丙烯利润（山东）,C2404107471,日度
+价差,L-P价差,C2411071627523126,日度
+库存,聚烯烃两油库存同比,C2404071317,日度
+库存,PP拉丝期末库存（周）,ID01230775,周度
+库存,PP期末库存/广州港（周）,ID01368239,周度
+库存,PP期末库存/宁波港（周）,ID01368230,周度
+库存,PP：期末库存：青岛港（周）,ID01368232,周度
+库存,PP期末库存/上海港（周）,ID01368242,周度
+库存,PP期末库存/天津港（周）,ID01368231,周度
+库存,PP期末库存/厦门港（周）,ID01368243,周度
+库存,PP两桶油/库存（周）,ID01017689,周度
+库存,PP贸易商库存(钢联)同比,C2210298835,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,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,聚烯烃两油库存1000天百分位,C2310125557,日度
+库存,中国PP港口期末库存,ID01214590,周度
+库存,聚烯烃两油库存,s5475033,日度
+库存,PP粉料库存（吨）变化,C2112018129,周度
+库存,PP贸易商库存(钢联),ID01017688,周度
+库存,PP下游原料库存天数,C2205246079,周度
+库存,塑编原材料库存,RE00009883,周度
+库存,PP两油+煤制库存,C2207029397,周度
+库存,PP炼厂库存+PDH库存,C2207029747,周度
+库存,PP库存（煤制）,ID01230770,周度
+库存,PP库存 (地方炼厂),ID01318509,周度
+库存,PP上游库存（两油+煤+PDH+地方）,C2203248589,周度
+库存,中国CPP原料库存天数,ID01367447,周度
+库存,中国CPP成品库存量,ID01367463,周度
+库存,中国CPP成品库存天数,ID01367442,周度
+库存,PP下游原料库存,C2204081115,周度
+库存,PP库存(PDH),ID01037466,周度
+库存,PP上游库存(两油+煤+PDH）,C2111286696,周度
+库存,PP粉料库存,RE00033290,周度
+库存,中国BOPP原料库存量,ID01230736,周度
+库存,BOPP订单天数-产成品库存天数（隆众）,C2112138291,周度
+进出口,聚丙烯进口利润,C2404105819,日度
+进出口,聚丙烯出口利润,C2404105963,日度
+供应,PP检修损失量（万吨/年）,C2404075774,日度
+供应,PP日度产量1000天百分位,C2310252327,日度
+供应,BOPP开工率(隆众)同差,C2209212975,周度
+供应,PP下游综合开工率/2WMA,C2209248139,周度
+供应,PP开工率/2WMA,C2209246147,周度
+供应,PP下游综合开工率同差,C2209248035,周度
+供应,PP周度产量/4WMA,C2209248812,周度
+供应,PP开工率同差,C2209260514,日度
+供应,PP日度开工率,ID01230725,日度
+供应,PP粉检修减损量（周）,ID01367883,周度
+供应,PP粉产量/中国（日）,RE00033291,日度
+供应,PP周度产量同差,C2210061440,周度
+供应,PP检修减损量（日）,ID01230715,日度
+供应,PP/开工率/东北地区（日）,ID01367240,日度
+供应,PP开工率/华北地区（日）,ID01367252,日度
+供应,PP开工率/华东地区（日）,ID01367250,日度
+供应,PP开工率/华南地区（日）,ID01367241,日度
+供应,PP开工率/华中地区（日）,ID01367248,日度
+供应,PP开工率/西北地区（日）,ID01367256,日度
+供应,PP开工率/西南地区（日）,ID01367254,日度
+供应,PP周度产量,ID01214587,周度
+供应,PP周度开工率,ID01214589,周度
+供应,PP日产/PE日产,C2210107528,日度
+供应,PP下游开工/PE下游开工,C2210107263,周度
+供应,PP粉料产量(钢联)7DMA,C2210117177,日度
+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,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,PP粉料开工率（4WMA）,C2306021616,周度
+供应,PP检修减损量,ID01214605,周度
+供应,PP下游综合开工率（少注塑&CPP）,C2206189982,周度
+供应,BOPP开工率同差,C2109171756,周度
+供应,PP日度产量7DMA,C2206285288,日度
+供应,BOPP开工率（4WMA）,C2207159676,周度
+供应,PP粉料开工率,ID01232799,周度
+供应,PP周度检修率,C2203249893,周度
+供应,PP周度产量变频,C2203243348,日度
+供应,PP开工率/7DMA,C2203247913,日度
+供应,PP日度产量同差,C2203256676,日度
+供应,PP日度产量同比,C2203254363,日度
+供应,PP日度产量环差,C2203258951,日度
+供应,PP周度产量周环差,C2203256017,周度
+供应,PP周度产量同比,C2203254389,周度
+供应,PP开工率（1MMA）,C2204212473,日度
+供应,PP日度产量（1MMA）,C2204213134,日度
+供应,PP日度产量,ID01230719,日度
+供应,PP：拉丝：生产比例：中国（日）,ID01677985,日度
+供应,PP：薄壁注塑：生产比例：中国（日）,ID01677984,日度
+供应,PP：低熔共聚：生产比例：中国（日）,ID01677983,日度
+供应,PP：高熔共聚：生产比例：中国（日）,ID01677981,日度
+供应,PP：中熔共聚：生产比例：中国（日）,ID01677982,日度
+供应,PP：无规共聚：生产比例：中国（日）,ID01677975,日度
+供应,PP：高熔纤维：生产比例：中国（日）,ID01677978,日度
+供应,PP：均聚注塑：生产比例：中国（日）,ID01677968,日度
+供应,PP：透明：生产比例：中国（日）,ID01677972,日度
+供应,PP：涂覆料：生产比例：中国（日）,ID01677977,日度
+供应,PP：中熔纤维：生产比例：中国（日）,ID01677973,日度
+供应,冷水管：生产比例：中国（日）,ID01677980,日度
+供应,CPP：二元共聚膜：生产比例：中国（日）,ID01677969,日度
+供应,CPP：均聚：生产比例：中国（日）,ID01677971,日度
+供应,CPP：三元共聚薄膜：生产比例：中国（日）,ID01677974,日度
+供应,热水管：生产比例：中国（日）,ID01677979,日度
+需求,BOPP利润（华东地区）,C2404168283,日度
+需求,PP下游成品库存天数,C2312094535,周度
+需求,PP部分下游订单天数,C2312098058,周度
+需求,中国BOPP订单天数同差,C2209236091,周度
+需求,中国BOPP订单天数/4WMA,C2209235211,周度
+需求,BOPP完工订单工作量（周）,ID01367110,周度
+需求,BOPP日度新订单量（T）,135399,日度
+需求,BOPP新订单量（7DMA）,C2302094104,日度
+需求,中国再生PP周度样本成交量,72488,周度
+需求,BOPP开工率超季节性/3年,C2309219733,周度
+需求,中国BOPP成品库存量同差,C2309217998,周度
+需求,中国CPP订单天数,ID01367456,周度
+需求,BOPP订单天数变频,C2112137372,日度
+需求,BOPP 订单-成品天数,C2205095868,周度
+需求,中国：华东地区：市场平均价：BOPP厚光膜,S5441946,日度
+其他,LME铜价,lmcads03 lme comdty,其他
+其他,黄金连1合约,GC1 COMB Comdty,其他
+其他,Brent-WTI,C2404171822,其他
+其他,美元指数,dxy curncy,其他
+其他,甲醇鲁南价格,S5443199 ,其他
+其他,甲醇太仓港口价格,S5479800,其他
+其他,山东丙烯主流价,S5443108,其他
+其他,丙烷（山东）,H7358586,其他
+其他,FEI丙烷 M1,LC3FM1 INDEX,其他
+其他,在岸人民币汇率,CNY REGN Curncy,其他
+其他,南华工业品指数,s0105897,其他
+其他,PVC期货主力,M0067419,其他
+其他,PE期货收盘价,M0066351,其他
+其他,PP连续-1月,S0266372,其他
+其他,PP连续-5月,S0266438,其他
+其他,PP连续-9月,S0266506,其他

yuanyoudataset/特征滞后周期.csv

@@ -0,0 +1,499 @@
+特征,滞后周期
+美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值,173
+美国:炼油厂的投入与使用情况:开工率:当周值,171
+美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值,176
+美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值,171
+美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值,191
+美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值,191
+NYMEX:轻质低硫原油:期货和期权:基金多头持仓:持仓数量,179
+NYMEX:轻质低硫原油:期货和期权:基金空头持仓:持仓数量,184
+NYMEX:轻质低硫原油:期货和期权:基金套利持仓:持仓数量,195
+NYMEX:轻质低硫原油:期货和期权:基金多头持仓:持仓数量占比,184
+NYMEX:轻质低硫原油:期货和期权:基金空头持仓:持仓数量占比,184
+NYMEX:轻质低硫原油:期货和期权:基金套利持仓:持仓数量占比,195
+NYMEX:轻质低硫原油:期货和期权:基金多头持仓:交易商数量,175
+NYMEX:轻质低硫原油:期货和期权:基金空头持仓:交易商数量,194
+NYMEX:轻质低硫原油:期货和期权:基金套利持仓:交易商数量,112
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:多头持仓,186
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:空头持仓,184
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:套利持仓,176
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:多头持仓:持仓数量占比,186
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:空头持仓:持仓数量占比,184
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:套利持仓:持仓数量占比,177
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:多头持仓:交易者数量,176
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:空头持仓:交易者数量,179
+NYMEX:轻质低硫原油(WTI原油):期货(新版):管理基金:套利持仓:交易者数量,199
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:多头持仓,194
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:空头持仓,184
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:套利持仓,174
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:空头持仓:持仓数量占比,184
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:套利持仓:持仓数量占比,163
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:多头持仓:交易者数量,176
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:空头持仓:交易者数量,176
+NYMEX:轻质低硫原油(WTI原油):期货和期权(新版):管理基金:套利持仓:交易者数量,23
+ICE:IPE:原油:期货:管理基金:多头持仓,146
+ICE:IPE:原油:期货:管理基金:空头持仓,194
+ICE:IPE:原油:期货:管理基金:套利持仓,170
+ICE:IPE:原油:期货:管理基金:多头持仓:持仓数量占比,145
+ICE:IPE:原油:期货:管理基金:空头持仓:持仓数量占比,195
+ICE:IPE:原油:期货:管理基金:套利持仓:持仓数量占比,170
+ICE:IPE:原油:期货:管理基金:多头持仓:交易者数量,179
+ICE:IPE:原油:期货:管理基金:空头持仓:交易者数量,179
+ICE:IPE:原油:期货:管理基金:套利持仓:交易者数量,186
+ICE:IPE:原油:期货和期权:管理基金:多头持仓,179
+ICE:IPE:原油:期货和期权:管理基金:空头持仓,165
+ICE:IPE:原油:期货和期权:管理基金:套利持仓,184
+ICE:IPE:原油:期货和期权:管理基金:多头持仓:持仓数量占比,146
+ICE:IPE:原油:期货和期权:管理基金:空头持仓:持仓数量占比,179
+ICE:IPE:原油:期货和期权:管理基金:套利持仓:持仓数量占比,174
+ICE:IPE:原油:期货和期权:管理基金:多头持仓:交易者数量,199
+ICE:IPE:原油:期货和期权:管理基金:空头持仓:交易者数量,180
+ICE:IPE:原油:期货和期权:管理基金:套利持仓:交易者数量,199
+IPE:WTI原油:期货(新版):管理基金:多头持仓,189
+IPE:WTI原油:期货(新版):管理基金:空头持仓,185
+IPE:WTI原油:期货(新版):管理基金:套利持仓,184
+IPE:WTI原油:期货(新版):管理基金:多头持仓:持仓数量占比,189
+IPE:WTI原油:期货(新版):管理基金:空头持仓:持仓数量占比,185
+IPE:WTI原油:期货(新版):管理基金:套利持仓:持仓数量占比,186
+IPE:WTI原油:期货(新版):管理基金:多头持仓:交易者数量,184
+IPE:WTI原油:期货(新版):管理基金:空头持仓:交易者数量,192
+IPE:WTI原油:期货(新版):管理基金:套利持仓:交易者数量,179
+IPE:WTI原油:期货和期权(新版):管理基金:多头持仓,25
+IPE:WTI原油:期货和期权(新版):管理基金:空头持仓,185
+IPE:WTI原油:期货和期权(新版):管理基金:套利持仓,169
+IPE:WTI原油:期货和期权(新版):管理基金:多头持仓:持仓数量占比,25
+IPE:WTI原油:期货和期权(新版):管理基金:空头持仓:持仓数量占比,185
+IPE:WTI原油:期货和期权(新版):管理基金:套利持仓:持仓数量占比,169
+IPE:WTI原油:期货和期权(新版):管理基金:多头持仓:交易者数量,179
+IPE:WTI原油:期货和期权(新版):管理基金:空头持仓:交易者数量,194
+IPE:WTI原油:期货和期权(新版):管理基金:套利持仓:交易者数量,179
+DOE-美国汽油产量超季节性/3年,196
+美国汽油表需（周度）,172
+美国汽油产量（周度）,176
+中国炼厂原油加工量-隆众,183
+中国独立炼厂原油加工量-隆众,182
+中国主营炼厂原油加工量-隆众,186
+原油加工量：独立+主营,183
+美国汽油产量占比,196
+美国柴油产量占比,193
+美国油品表需,162
+美国原油周度表需,163
+原油：山东独立炼厂：开工率：新口径（周）超季节性/3年,186
+主营原油加工量（千桶/日）,186
+中国独立炼厂原油加工量（千桶/日）,182
+山东地炼厂常减压开工率,188
+PADD1原油投料输入量,173
+PADD2原油投料输入量,191
+PADD3原油投料输入量,171
+PADD4原油投料输入量,176
+PADD5原油投料输入量,191
+美国:炼油厂:产能利用率,171
+炼油厂开工率:山东地炼,184
+中国:产能利用率:成品油:独立炼厂,183
+中国:产能利用率:成品油:主营炼厂,187
+山东:产能利用率:成品油:独立炼厂,184
+炼油厂可运营能力利用率:美国,171
+美国:炼油厂:用于精炼的净原油投入量,171
+美国:炼油厂:用于提炼的总投入量,171
+美国:炼油厂:理论可提炼原油量,21
+美国:炼油厂:开工率,171
+中国:执行航班:国内航班(不含港澳台),42
+中国:执行航班:港澳台航班,125
+中国:执行航班:国际航班,37
+执行航班:美国:国内航班,181
+执行航班:美国:国际航班,185
+DOE-美国汽油产量,176
+DOE-柴油产量,172
+Brent-SC价差,177
+SC连2-连3月差,178
+SC连1-连6,183
+SC连1-连2,183
+SC连1-连3月差,183
+HO连1-连6,183
+HO连1-连3,188
+HO连1-连2合约,188
+RBOB连1-连2,163
+RBOB连1-连3,163
+RBOB连1-连6,190
+RBOB连2-连3月差,189
+Oman连2-连3月差,184
+Brent-Oman价差,160
+DUBAI原油贴水,110
+阿曼原油贴水,119
+SC内外价差,177
+WTI c1-c6,184
+WTI c1-c3,184
+WTI c1-c2,184
+Brent c1-c9,183
+Brent c1-c6,183
+Brent c1-c3,183
+Brent c1-c2,183
+Brent-WTI,196
+Dubai连1合约价格,0
+Dubai连1-连4月差,183
+美国RBOB期货2309月份合约价格,198
+OMAN原油：中质：远期现货DES价：山东（日）,0
+PVM Dubai EFS/Swap vs ICE First Month Brent,198
+Ebob连1合约,179
+印度原油连1合约价格,0
+ICE轻柴油连4合约价格,182
+期货结算价（活跃）：布伦特原油,0
+布伦特迪拜掉期 EFS,50
+期货结算价(连续):INE原油,178
+期货收盘价：WTI原油,0
+期货收盘价（活跃）：布伦特原油,0
+SC原油期货价格,181
+WTI连1合约价格,0
+Brent连1合约价格,0
+SC/ZC（活跃合约）,181
+Brent/迪拜原油升贴水,198
+WTI连24合约,0
+期货结算价(活跃合约):INE原油,178
+BU-SC（活跃合约）,181
+IPE布油期货结算价,0
+W-B活跃合约价差,94
+B-W活跃合约价差,94
+WTI活跃合约,0
+期货收盘价（连续）：INE原油,179
+ICE Brent c14,0
+Dubai Swap c1,0
+NYMWX WTI c5,0
+INE SC c1,178
+Oman Swap c1,0
+DME Oman c1,0
+Murban Futures c1,0
+HO连6合约,183
+库欣原油库存超季节性/5年,176
+美国商业原油库存超季节性/5年,176
+美国成品车用汽油库存占比,119
+汽油库存差,196
+美国汽油调和组分库存（周度）,183
+美国成品油库存超季节性/5年,120
+Kpler-海运在途原油,157
+全球原油库存（剔除富查伊拉）,198
+新加坡燃料油库存,111
+ARA原油及成品油库存,196
+美国汽油库销比,51
+美国成品油库存,181
+原油：山东港口：库存：新口径（周）超季节性/3年,196
+美国取暖用油库存同差,196
+原油：港口库存：中国（周）,198
+原油：库容比：山东：独立炼厂（周）,171
+原油：山东独立炼厂：厂内库存：新口径（周）,191
+原油：山东港口：库存：新口径（周）,188
+SC期货库存10期滚动标准差,197
+SC期货库存1000天百分位,190
+SC仓单（百万桶）,125
+SC期货库存,125
+彭博全球海上在运原油,186
+美国EIA原油成品油总库存（不含SPR）,196
+库欣原油库存,176
+美国商业原油库存,177
+美国战略储备原油库存,171
+美国PADD1原油库存,186
+美国PADD2原油库存,178
+美国PADD3原油库存,181
+美国PADD4原油库存,171
+美国PADD5原油库存,172
+DOE RBOB Gasoline Total Stocks Data,182
+DOE CBOB Gasoline Total Stocks Data,167
+美国原油成品油总库存（含SPR）,196
+美国:库存量:商业原油,177
+美国:库存量:商业原油:俄克拉何马库欣,176
+美国:库存量:原油和石油产品(不包括战略石油储备),196
+美国:库存量:原油和石油产品(包括战略石油储备),196
+美国:库存量:原油(包括战略石油储备):阿拉斯加(船上)转运,187
+库存:原油,177
+美国调和汽油库存,183
+全球原油海陆总量,185
+全球原油浮仓(>7天),189
+ARA原油库存,167
+富查伊拉原油海陆库存,198
+富查伊拉原油陆上库存,198
+美国成品车用汽油库存,181
+全球海陆原油总量,185
+全球海上原油,160
+全球陆上岸罐原油库存,184
+全球原油浮仓总量,189
+全球原油陆上SPR库存,105
+全球原油陆上库容,156
+全球原油陆上库容率,192
+全球原油陆上商业和炼厂库存,185
+WTI-LLS价差,178
+DFL(Dated-主力布伦特）,199
+DFL(即期布伦特-布伦特期货C1）,199
+Brent现货价格-Brent连4,199
+Brent现货价格-Brent连3,199
+布伦特现货价格-Brent连2,199
+Brent 连2-连3超季节性/3年,190
+Brent连2-WTI连2超季节性/3年,190
+Brent连3-WTI连2超季节性/3年,190
+Brent连4-WTI连4,197
+Brent连4-WTI连3,191
+Brent连4-WTI连2,190
+Brent连4-WTI连1,190
+Brent连3-WTI连4,197
+Brent连3-WT连3,196
+Brent连3-WTI连2,190
+Brent连3-WTI连1,190
+Brent连2-WTI连4,183
+Brent连2-WTI连3,197
+Brent连2-WTI连2,191
+Brent连2-WTI连1,190
+Brent连1-WTI连4,183
+Brent连1-WTI连3,183
+Brent连1-WTI连2,196
+美国汽油裂解价差超季节性/3年,119
+LLS-Brent价差,196
+Brent-LLS价差,196
+Forties - Brent c1,199
+WTI 3:2:1裂解价差超季节性/5年,185
+SC C1-C2月差,183
+Dubai FOB M1-M2,78
+WTI原油Cushing-C1,178
+Brent连1-连4,183
+新加坡汽油裂解价差,185
+DFL,199
+Dubai 连2-连3,1
+WTI 连2-连3月差,184
+Brent 连2-连3,184
+Dubai-WTI价差,190
+WTI连1-连2月差,184
+Brent连6-连12,0
+Brent连1-连9月差,183
+Brent连1-连6月差,183
+Brent连1-连2月差,183
+WTI连1-连4,184
+BrentC1-C2,183
+B-W价差,196
+欧洲Brent成品油裂解价差（领先一周）,174
+马瑞原油：现货价：山东（日）,182
+沙特中质OSP（日度）,184
+沙轻欧洲OSP（日度）,184
+美国MEH轻原油现货价格（美湾）,0
+马瑞原油：重质：DES价：委内瑞拉（日）,183
+巴重FOB出口亚洲现货价格,182
+Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,184
+沙轻OSP（日度）,184
+Brent油价30日动能,189
+沙特轻质日度osp,184
+巴轻OSP（日度）,198
+美湾低硫柴油现货价格,182
+Midland原油现货价格,0
+欧洲柴油现货价格,182
+WTI原油现货价格Cushing,0
+Brent原油现货价格,179
+LLS原油现货价格,0
+美国墨西哥湾87#汽油现货价格,184
+美国MARS原油现货价格,0
+现货价:马瑞原油:山东,182
+国内马瑞与SC比价,177
+美湾WTI211裂解价差,182
+Asia Tapis 211 裂解价差,190
+迪拜原油211裂解价差,123
+丙烷CFR华南/布伦特原油比价,184
+欧洲Brent成品油裂解价差,178
+美国汽油裂解价差,184
+美国取暖油裂解价差,107
+Dubai连3合约价格,0
+WTI 3:2:1裂解价差,184
+新加坡汽油裂解,178
+欧洲汽油裂解,181
+欧洲柴油裂解,188
+CFTC Crude Oil Furtures,174
+WTIC1-C2,184
+Brent主力收盘价,0
+现货价:原油:科威特能源公司,0
+现货价:原油:美国西德克萨斯中级轻质原油(WTI),0
+现货价:原油:英国布伦特Dtd,179
+现货价:原油(阿联酋迪拜),182
+现货价:原油(阿曼),182
+现货价:原油(马来西亚塔皮斯),182
+现货价:原油(印尼杜里),0
+现货价:原油(印尼米纳斯),0
+现货价:原油(印尼辛塔),183
+现货价:原油(中国大庆),0
+现货价:原油(中国胜利),0
+OPEC:一揽子原油价格,182
+现货价:原油(布伦特):FOB欧洲,0
+现货价:原油(西德克萨斯中级轻质原油(WTI)):FOB库欣,0
+中国:现货领先价格:中质含硫原油,156
+中国:一揽子原油价格变化率,198
+收盘价:原油指数,181
+原油运输指数(BDTI),166
+Dubai FOB M1,182
+Dubai FOB M2,0
+Dubai FOB M3,0
+Oman FOB M1,0
+Forties - Dated Brent,199
+Forties FOB,182
+美国柴油零售价格,176
+美国车用汽油零售价格,186
+新加坡航煤裂解,188
+美国MARS贴水（WTI）,187
+美国汽油净进口（周度）,196
+美国炼厂产能利用率同差,182
+美国炼厂产能利用率超季节性/5年,182
+原油：主营炼厂：加工量：中国（周）,186
+原油：开工率：东北地区：独立炼厂（周）,198
+原油：常减压：产能利用率：山东：独立炼厂（周）,183
+美国原油活跃钻机数同差,183
+原油加工量/主营+独立,183
+美国炼厂原油输入量超季节性/3年,182
+美国总钻机数,197
+原油：独立炼厂：加工量：中国（周）,182
+原油：常减压：独立炼厂：产能利用率：中国（周）,182
+彭博全球海上浮仓+在运原油,188
+原油：山东独立炼厂：开工率：新口径（周）,183
+美国炼厂可用产能,115
+美国原油周度调整项,167
+中国32家地炼开工率,183
+美国原油和天然气钻机总数,197
+彭博美国墨西哥湾海上浮仓,195
+ArkomaWoodford活跃钻机数,38
+CanaWoodford活跃钻机数,187
+DJ-Niobrara活跃钻机数,181
+GraniteWash活跃钻机数,191
+Haynesville活跃钻机数,157
+Utica活跃钻机数,183
+加拿大原油活跃钻机数,196
+Permian盆地钻机数,196
+EagleFord钻机数,94
+Williston盆地钻机数,135
+Marcellus钻机数,182
+ArkmoreWoodford钻机数,177
+全球海上浮仓,177
+彭博西非海上浮仓,109
+彭博亚洲海上浮仓,199
+彭博欧洲海上浮仓,177
+彭博北海海上浮仓,191
+彭博中东海上浮仓,108
+美国墨西哥湾原油钻机数,197
+美国陆上水域钻机数,197
+美国海上钻机数,197
+美国陆上钻机数,109
+美国炼厂原油输入量,171
+FracSpread完井数,196
+美国国内周度原油产量,171
+美国原油活跃钻机数,197
+美国炼厂产能利用率,171
+EIA周度NGL产量,176
+原油：加工量：中国（周）,183
+美国:企业债利差:美银美国高收益CCC或以下级企业债期权调整利差,195
+钻机数量:美国:当周值,197
+钻机数量:加拿大:当周值,196
+美国:产量:原油,171
+美国可利用天然气库存（48州合计）,186
+US Oil & Gas Exploration & Drilling Frac Spread Count,196
+Lower48原油产量,171
+美国车用汽油混合成分净投入量,196
+Kpler-沙特原油出口,198
+Saudi,198
+Saudi-Kuwaiti Neutral Zone,94
+Kpler-OPEC+原油海运出口,198
+Kpler-OPEC+（除OPEC）原油海运出口,0
+Kpler-OPEC原油海运出口,198
+Kpler-OPEC中东原油海运出口,198
+iraq,0
+Kpler-阿联酋原油海运出口,198
+Kpler-科威特原油海运出口,198
+Nigeria,198
+Brazil,0
+Mexico,94
+Iran,94
+Oman,198
+Libya,0
+Venezuela,94
+Algeria,0
+Malaysia,0
+Republic of the Congo,0
+Gabon,0
+Sudan,198
+Equatorial Guinea,0
+Brunei,198
+Kazakhstan,198
+美国原油海运出口,198
+DOE-航煤净进口,171
+DOE-美国汽油净进口,196
+DOE-美国馏分燃料油净进口,172
+美国原油周度净进口,167
+美国原油总出口,166
+美国原油进口（除SPR）,186
+美国原油总进口（含SPR）,186
+VLCC:中东-中国,185
+Suezmax：阿拉伯海湾-地中海,193
+DOE-美国汽油进口,187
+DOE-美国汽油出口,196
+DOE-馏分燃料油进口,67
+DOE-美国馏分燃料油出口,172
+DOE-航煤进口,157
+DOE-航煤出口,172
+全球原油海上总量,158
+Kpler-俄罗斯原油海运周度出口,0
+kpler-United States原油进口,0
+德国原油海运进口,198
+欧洲原油海运进口,0
+印度原油海运进口,198
+中国原油海运进口,0
+美国汽油海运出口,0
+俄罗斯柴油海运出口,198
+俄罗斯成品油海运出口,0
+美国柴油海运出口,198
+美国成品油海运出口,94
+俄罗斯汽油海运出口,198
+美国原油净进口,198
+10年期美国国债收益率,181
+2年期美国国债收益率,183
+美元指数,175
+期货收盘价(活跃合约):COMEX黄金,196
+伦敦现货白银:以美元计价,197
+现货结算价:LME铜,175
+莱茵河水位,180
+西北欧陆上原油库存和浮仓总量,189
+西北欧陆上原油浮仓,195
+英国陆上原油库存,196
+瑞典陆上原油库存,177
+西班牙陆上原油库存,174
+葡萄牙陆上原油库存,110
+波兰陆上原油库存,194
+挪威陆上原油库存,167
+荷兰陆上原油库存,172
+立陶宛陆上原油库存,0
+爱尔兰陆上原油库存,151
+德国陆上原油库存,198
+法国陆上原油库存,191
+丹麦陆上原油库存,63
+比利时陆上原油库存,162
+西北欧陆上原油SPR库存,185
+西北欧陆上原油炼厂库存,195
+西北欧陆上原油商业库存,185
+西北欧陆上原油库容,0
+西北欧陆上原油库存,190
+ovx index,118
+dxy curncy,175
+C2403128043,0
+C2403150124,194
+FVHCM1 INDEX,107
+doedtprd index,176
+CFFDQMMN INDEX,186
+C2403083739,186
+C2404167878,186
+ovx index_y,118
+lmcads03 lme comdty,175
+GC1 COMB Comdty,195
+C2404167855,184
+y收益率,191
+year,143
+month,184
+day,199
+dayofweek,198
+weekofyear,185
+dayofyear,185
+quarternum,27
+dayofquarter,185
+is_month_start,194
+is_month_end,195
+is_quarter_start,90
+is_quarter_end,0
+is_year_start,0
+is_year_end,0

yuanyoudataset/特征频度统计.csv

@@ -0,0 +1,219 @@
+日度(218),周度(94),154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
+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）,
+华东聚丙烯基差（折盘面收盘价）,PP：看升比例：中国（周）,
+煤制聚丙烯利润,PP看空情绪指数环差,
+PP粉料（山东）/拼接,PP多空情绪强弱指数,
+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,
+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,
+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,PP管材开工率,
+美国-中国PS（GPPS）价差,PP无纺布开工率,
+PP拉丝国内现货价格,BOPP开工率,
+PP主力收盘价,中国PP无纺布原料库存天数,
+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：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：青州：国家能源宁煤（日）,中国BOPP订单天数,
+PP：透明：M26ET：出厂价：华东地区：镇海炼化（日）,中国PP下游平均开工率,
+PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日）,PP无纺布：厂内库存：中国（周）,
+现货价(中间价):均聚聚丙烯(PP-H):CFR远东,PP无纺布：生产毛利：中国（周）,
+现货价(中间价):聚丙烯PP(纤维/注塑):CFR东南亚,价差：聚乙烯与乙烯（西北欧）,
+现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧,PP拉丝期末库存（周）,
+现货价(中间价):均聚聚丙烯(PP-H):FOB中东,PP期末库存/广州港（周）,
+现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦,PP期末库存/宁波港（周）,
+PP主力盘中,PP：期末库存：青岛港（周）,
+PP神华竞拍（华东）,PP期末库存/上海港（周）,
+PP神华竞拍（临沂）,PP期末库存/天津港（周）,
+PP神华竞拍（西安）,PP期末库存/厦门港（周）,
+DCE：工业产品：期货价格综合指数收盘价（日）,PP两桶油/库存（周）,
+DCE：化工产品：期货价格指数收盘价（日）,PP贸易商库存(钢联)同比,
+DCE：塑料：期货价格指数收盘价（日）,BOPP原料库存+产成品库存天数,
+PP.DCE收盘价,PP周度总库存,
+PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（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）,PP库存(PDH)超季节性(3Y),
+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：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：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：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：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：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：厦门：国家能源宁煤（日）,PP下游原料库存天数,
+PP：低熔共聚：市场价：华南地区（日）,塑编原材料库存,
+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：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：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：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：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：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：K8009：出厂价：华南地区：广州石化（日）,中国CPP成品库存量,
+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：EP548R：市场价：临沂：万华化学（日）,PP下游原料库存,
+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：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：EP548R：市场价：广州：中科炼化（日）,PP粉料库存,
+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：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：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：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：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：M60ET：出厂价：华东地区：镇海炼化（日）,PP周度产量/4WMA,
+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：华南地区：宁夏神华宁煤（日）,PP周度产量同差,
+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：TM6000H：出厂价：华南地区：福建联合石化（日）,PP周度开工率,
+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-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-MT75N：出厂价：华中地区：中原中石化（日）,PP无纺布开工率同差,
+PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日）,PP下游综合开工率/3年超季节性,
+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,
+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周度开工负荷率同差,
+PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日）,PP粉料开工率（4WMA）,
+PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日）,PP检修减损量,
+PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日）,PP下游综合开工率（少注塑&CPP）,
+热水管：YPR-503：出厂价：华东地区：扬子石化（日）,BOPP开工率同差,
+热水管：PA14D：出厂价：华东地区：大庆炼化（日）,BOPP开工率（4WMA）,
+CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日）,PP粉料开工率,
+CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日）,PP周度检修率,
+PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日）,PP周度产量周环差,
+PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日）,PP周度产量同比,
+PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日）,PP下游成品库存天数,
+热水管：T4401：出厂价：华南地区：茂名石化（日）,PP部分下游订单天数,
+热水管：PPR-4220：出厂价：华南地区：广州石化（日）,中国BOPP订单天数同差,
+PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）,中国BOPP订单天数/4WMA,
+PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日）,BOPP完工订单工作量（周）,
+PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日）,中国再生PP周度样本成交量,
+PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日）,BOPP开工率超季节性/3年,
+PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日）,中国BOPP成品库存量同差,
+PP：BOPP：L5D98：出厂价：华南地区：广东石化（日）,中国CPP订单天数,
+PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日）,BOPP 订单-成品天数,
+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-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：18μ光膜：市场低端价：青岛（日）,,
+BOPP：厚光膜：出厂价：华北地区：山东永冠（日）,,
+BOPP：生产毛利：中国（日）,,
+塑编：透明：30cm*45cm：市场价：山东（日）,,
+PP加权利润,,
+PDH制PP利润（山东）,,
+华东拉丝-CP,,
+山东拉丝-CP,,
+山东拉丝-丙烯价差,,
+PP-3*MA主力,,
+PP-SC价差（7吨桶比）,,
+京博-滨化价差（不含税/1.13/580）,,
+滨化PDH利润（1.169/含税）,,
+滨化丙烯-京博PP边际贡献（不含税/600/收率1.169）,,
+PDH利润（山东/丙烯）,,
+滨化丙烷-PP边际贡献（不含税/580/收率1.13）,,
+滨化丙烷-PP边际贡献（不含税/510/收率1.169）,,
+PP期货-丙烯价差（山东）/400DMA,,
+PP-FEI M4(含税成本),,
+PP-FEI M3(含税成本),,
+PP-FEI M2（含税成本）,,
+PP-FEI M1（含税成本）,,
+PP-FEI价差,,
+PP盘中基差（临沂）,,
+粉粒价差（山东）,,
+外采甲醇制PP利润（太仓）,,
+外采甲醇制PP利润（西北）,,
+PP期货-丙烯价差（山东）,,
+L-P价差（盘面）,,
+油制PP利润（华东）,,
+外采丙烯制聚丙烯利润（华东）,,
+PP基差（盘中）,,
+9-1月差（PP）,,
+5-9月差（PP）,,
+1-5月差（PP）,,
+PDH制PP利润（华东）指数修匀,,
+PDH制PP利润（华东）,,
+PDH制PP利润（华南）,,
+拉丝区域价差（华南-华东）,,
+拉丝区域价差（华东-华北）,,
+拉丝区域价差（华南-华北）,,
+低熔共聚-拉丝价差（华南）,,
+薄壁-拉丝价差（华北）,,
+透明-拉丝价差（华北）,,
+透明-拉丝价差（华东）,,
+透明-PP盘面（华东）,,
+透明-PP盘面价差（华北）,,
+PP-3MA价差（盘面）,,
+LPG-PP价差（盘面）,,
+布伦特-PP价差（盘面）,,
+外采丙烯制聚丙烯利润（山东）,,
+L-P价差,,
+聚烯烃两油库存同比,,
+聚烯烃两油库存1000天百分位,,
+聚烯烃两油库存,,
+聚丙烯进口利润,,
+聚丙烯出口利润,,
+PP检修损失量（万吨/年）,,
+PP日度产量1000天百分位,,
+PP开工率/2WMA,,
+PP开工率同差,,
+PP日度开工率,,
+PP粉产量/中国（日）,,
+PP检修减损量（日）,,
+PP/开工率/东北地区（日）,,
+PP开工率/华北地区（日）,,
+PP开工率/华东地区（日）,,
+PP开工率/华南地区（日）,,
+PP开工率/华中地区（日）,,
+PP开工率/西北地区（日）,,
+PP开工率/西南地区（日）,,
+PP日产/PE日产,,
+PP粉料产量(钢联)7DMA,,
+PP日度产量（粒料+粉料）,,
+PP无纺布生产毛利,,
+PP日度产量7DMA,,
+PP周度产量变频,,
+PP开工率/7DMA,,
+PP日度产量同差,,
+PP日度产量同比,,
+PP日度产量环差,,
+PP开工率（1MMA）,,
+PP日度产量（1MMA）,,
+PP日度产量,,
+PP：拉丝：生产比例：中国（日）,,
+PP：薄壁注塑：生产比例：中国（日）,,
+PP：低熔共聚：生产比例：中国（日）,,
+PP：高熔共聚：生产比例：中国（日）,,
+PP：中熔共聚：生产比例：中国（日）,,
+PP：无规共聚：生产比例：中国（日）,,
+PP：高熔纤维：生产比例：中国（日）,,
+PP：均聚注塑：生产比例：中国（日）,,
+PP：透明：生产比例：中国（日）,,
+PP：涂覆料：生产比例：中国（日）,,
+PP：中熔纤维：生产比例：中国（日）,,
+冷水管：生产比例：中国（日）,,
+CPP：二元共聚膜：生产比例：中国（日）,,
+CPP：均聚：生产比例：中国（日）,,
+CPP：三元共聚薄膜：生产比例：中国（日）,,
+热水管：生产比例：中国（日）,,
+BOPP利润（华东地区）,,
+BOPP日度新订单量（T）,,
+BOPP新订单量（7DMA）,,
+BOPP订单天数变频,,
+LME铜价,,
+黄金连1合约,,
+Brent-WTI,,
+美元指数,,
+甲醇鲁南价格,,
+甲醇太仓港口价格,,
+山东丙烯主流价,,
+丙烷（山东）,,
+FEI丙烷 M1,,
+在岸人民币汇率,,
+南华工业品指数,,
+PVC期货主力,,
+PE期货收盘价,,
+PP连续-1月,,
+PP连续-5月,,
+PP连续-9月,,
+y,,

yuanyoudataset/特征频度统计.txt

@@ -0,0 +1,10 @@
+特征信息：总共有311个,日度(218),周度(94),154天(1), 详看 附1、特征列表
+        数据特征工程：
+    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
+    3. 删除近两月不再更新值的指标
+    4. 非日度数据填充为日度数据，填充规则：
+    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
+    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
+        数据特征相关性分析：
+