修改聚烯烃的配置

config_juxiting.py

@@ -255,7 +255,7 @@ 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 = 'PP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 = 'juxitingdataset' # 数据集文件夹
 
 # 数据库名称
 db_name = os.path.join(dataset,'jbsh_juxiting.db')

juxitingdataset/best_modelnames.txt

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

juxitingdataset/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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juxitingdataset/df_combined3.csv

@@ -0,0 +1,206 @@
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+2024-02-20,7340.94,7314.03,7381.57,7320.35,7338.18,7366.51,7341.79,7363.28,7388.78,7459.81,7353.13,7385.1,7303.85,7305.54,7355.22,7374.68,7273.2,7317.23,7334.72,7315.85,7335.0,7303.85,7388.78,MLP,GRU,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7334.72,TiDE
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+2024-02-22,7287.87,7267.14,7325.02,7277.25,7305.41,7391.88,7303.83,7321.02,7340.78,7453.1,7382.02,7339.71,7294.56,7318.52,7298.75,7277.44,7270.51,7301.04,7291.38,7276.98,7285.0,7270.51,7391.88,StemGNN,TSMixerx,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.0,0.0,0.0,7287.87,NHITS
+2024-02-23,7274.4,7269.57,7318.81,7248.73,7289.09,7370.73,7297.79,7303.7,7335.42,7444.23,7366.25,7323.17,7289.08,7303.61,7282.35,7266.32,7268.19,7293.09,7280.01,7282.8,7306.67,7266.32,7370.73,TFT,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.0,0.01,7303.7,RNN
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+2024-02-27,7324.86,7265.31,7320.64,7250.01,7294.19,7304.11,7298.21,7308.62,7337.19,7439.27,7344.69,7310.37,7318.04,7292.7,7282.65,7268.99,7265.18,7294.64,7286.29,7335.9,7306.67,7265.18,7344.69,StemGNN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.01,7308.62,RNN
+2024-02-28,7350.44,7289.53,7338.22,7309.69,7298.81,7324.0,7322.15,7329.78,7355.81,7445.01,7333.11,7324.66,7333.3,7311.24,7305.73,7297.46,7264.32,7302.66,7303.67,7363.84,7353.33,7289.53,7363.84,Informer,DeepNPTS,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,7355.81,GRU
+2024-02-29,7364.92,7312.73,7388.84,7333.98,7331.49,7367.62,7367.57,7377.53,7397.03,7453.38,7342.48,7349.71,7365.78,7333.87,7360.89,7322.64,7264.33,7322.6,7342.49,7352.62,7325.0,7312.73,7397.03,Informer,GRU,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.02,0.0,0.0,0.01,7322.64,TFT
+2024-03-01,7321.58,7316.24,7343.94,7309.51,7320.66,7330.76,7334.34,7332.16,7359.97,7443.02,7323.63,7307.3,7329.62,7315.68,7335.52,7305.79,7264.18,7304.35,7325.91,7320.04,7343.33,7304.35,7359.97,MLPMultivariate,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,7343.94,LSTM
+2024-03-04,7340.8,7317.33,7376.92,7311.15,7328.22,7340.47,7340.31,7365.15,7388.86,7450.74,7315.87,7323.96,7323.98,7333.25,7339.48,7315.33,7264.33,7301.3,7341.73,7340.63,7330.0,7301.3,7388.86,MLPMultivariate,GRU,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7328.22,TSMixer
+2024-03-05,7315.29,7324.32,7350.44,7305.61,7325.74,7339.79,7318.97,7344.85,7365.55,7451.88,7304.36,7319.43,7316.46,7325.93,7321.51,7307.34,7264.21,7297.3,7327.12,7328.32,7310.0,7297.3,7365.55,MLPMultivariate,GRU,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7307.34,TFT
+2024-03-06,7308.37,7325.7,7334.63,7294.16,7305.63,7325.18,7312.54,7318.27,7352.91,7447.44,7298.88,7308.51,7313.02,7309.36,7297.3,7288.71,7263.76,7286.98,7300.48,7306.5,7297.5,7286.98,7352.91,MLPMultivariate,GRU,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7297.3,NLinear
+2024-03-07,7299.86,7322.53,7324.67,7282.33,7294.87,7306.71,7313.41,7321.12,7342.72,7440.57,7289.94,7302.04,7319.49,7285.37,7297.06,7280.81,7263.15,7286.31,7293.88,7289.42,7290.0,7280.81,7342.72,TFT,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7289.94,BiTCN
+2024-03-08,7284.22,7300.35,7319.86,7274.83,7286.74,7293.73,7302.8,7307.93,7337.87,7436.35,7274.2,7299.68,7286.94,7284.21,7288.37,7276.83,7262.76,7277.18,7291.02,7296.59,7295.0,7274.2,7337.87,BiTCN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7293.73,TSMixerx
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+2024-03-12,7252.84,7289.89,7316.38,7238.32,7271.27,7285.97,7283.58,7308.11,7333.67,7423.91,7273.67,7295.14,7244.6,7296.69,7275.31,7274.42,7264.09,7267.18,7270.4,7242.84,7283.33,7242.84,7333.67,DeepNPTS,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7283.58,PatchTST
+2024-03-13,7248.94,7289.63,7317.69,7233.04,7267.63,7290.31,7281.2,7307.19,7335.38,7425.88,7268.58,7309.18,7235.08,7304.14,7278.21,7275.33,7265.65,7265.26,7272.33,7235.62,7285.0,7235.08,7335.38,MLP,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7281.2,PatchTST
+2024-03-14,7265.67,7272.35,7319.05,7246.86,7274.3,7281.33,7285.09,7310.26,7336.26,7424.37,7279.02,7310.25,7246.55,7274.92,7288.54,7285.69,7269.2,7272.8,7280.93,7245.84,7277.5,7246.55,7336.26,MLP,GRU,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7279.02,BiTCN
+2024-03-15,7268.02,7272.38,7313.29,7252.22,7272.37,7267.28,7274.58,7300.8,7329.86,7422.91,7276.36,7300.48,7249.94,7253.63,7269.2,7284.16,7271.75,7274.0,7279.15,7275.57,7353.33,7252.22,7422.91,iTransformer,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7329.86,GRU
+2024-03-18,7347.52,7331.59,7398.1,7300.4,7319.2,7299.25,7365.29,7379.18,7404.8,7454.79,7304.76,7381.73,7306.57,7305.65,7353.59,7387.27,7274.58,7304.16,7330.82,7352.64,7387.5,7299.25,7404.8,TSMixerx,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7387.27,TFT
+2024-03-19,7383.2,7377.06,7422.18,7337.72,7360.54,7351.51,7392.03,7400.81,7423.66,7474.67,7313.87,7416.08,7356.26,7326.81,7393.41,7420.57,7276.23,7330.54,7363.47,7386.88,7435.0,7313.87,7474.67,BiTCN,TCN,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,7423.66,GRU
+2024-03-20,7431.32,7405.09,7481.7,7376.29,7402.01,7385.96,7459.23,7451.43,7481.06,7500.15,7329.38,7477.52,7408.8,7385.25,7441.38,7446.61,7277.8,7375.82,7414.87,7433.1,7460.0,7329.38,7481.7,BiTCN,LSTM,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,7459.23,PatchTST
+2024-03-21,7458.23,7401.49,7497.22,7416.58,7435.34,7399.19,7477.4,7484.97,7496.09,7515.96,7349.72,7505.51,7430.26,7433.87,7467.83,7466.18,7280.62,7415.17,7449.45,7440.95,7422.5,7349.72,7505.51,BiTCN,DilatedRNN,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.02,7416.58,iTransformer
+2024-03-22,7407.08,7385.58,7442.54,7427.62,7418.86,7399.51,7396.74,7421.23,7442.49,7503.78,7352.84,7447.2,7399.15,7426.65,7428.19,7410.61,7284.13,7404.03,7430.58,7399.98,7402.5,7352.84,7447.2,BiTCN,DilatedRNN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.02,7404.03,MLPMultivariate
+2024-03-25,7390.93,7341.74,7425.1,7351.02,7389.62,7396.72,7393.91,7412.02,7429.24,7493.73,7344.59,7410.24,7372.03,7425.95,7402.73,7362.53,7285.9,7383.56,7400.51,7386.46,7372.5,7341.74,7429.24,Informer,GRU,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7372.03,MLP
+2024-03-26,7347.33,7326.36,7383.73,7310.72,7358.05,7389.99,7351.15,7374.38,7394.84,7478.16,7345.4,7372.22,7346.88,7391.77,7355.68,7335.91,7286.96,7355.52,7355.3,7348.98,7365.0,7310.72,7394.84,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.0,0.01,7358.05,TSMixer
+2024-03-27,7332.67,7312.63,7381.71,7327.69,7341.74,7356.66,7347.59,7365.01,7395.24,7472.17,7348.8,7371.09,7330.06,7369.82,7345.87,7337.23,7287.96,7336.09,7351.86,7342.38,7345.0,7312.63,7395.24,Informer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7345.87,NLinear
+2024-03-28,7318.95,7314.23,7356.68,7325.77,7325.55,7327.43,7330.24,7354.81,7374.07,7455.5,7348.21,7331.05,7302.67,7352.37,7328.51,7320.33,7288.74,7314.21,7333.58,7330.55,7345.0,7302.67,7374.07,MLP,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7348.21,BiTCN
+2024-03-29,7333.3,7331.35,7363.25,7327.67,7319.56,7301.55,7328.18,7355.11,7380.95,7447.57,7334.74,7327.27,7288.54,7335.81,7336.81,7319.3,7289.92,7297.93,7332.41,7343.51,7345.0,7289.92,7380.95,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,7343.51,DeepNPTS
+2024-04-01,7348.05,7330.57,7362.77,7332.96,7322.2,7298.06,7329.02,7358.66,7379.31,7439.07,7324.08,7319.56,7297.91,7335.11,7344.4,7319.01,7290.86,7297.93,7334.57,7336.61,7360.0,7297.91,7379.31,MLP,GRU,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,7358.66,RNN
+2024-04-02,7354.85,7323.4,7383.79,7332.65,7333.63,7305.61,7343.25,7371.61,7396.96,7439.3,7319.5,7330.72,7310.54,7330.5,7355.11,7328.96,7291.78,7303.89,7341.66,7354.63,7380.0,7303.89,7396.96,MLPMultivariate,GRU,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7383.79,LSTM
+2024-04-03,7365.36,7363.44,7406.76,7337.82,7351.97,7328.92,7372.84,7392.54,7415.12,7455.35,7328.3,7365.47,7333.11,7329.49,7376.28,7337.59,7293.34,7332.99,7356.93,7368.23,7397.5,7328.3,7415.12,BiTCN,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,7392.54,RNN
+2024-04-07,7393.17,7399.15,7426.61,7353.03,7376.49,7376.75,7414.11,7407.82,7431.87,7469.02,7340.05,7401.16,7367.35,7352.12,7391.14,7345.16,7296.03,7358.92,7389.73,7383.01,7437.5,7340.05,7469.02,BiTCN,TCN,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,7431.87,GRU
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+2024-05-15,7489.91,7539.15,7530.81,7430.45,7490.52,7527.63,7486.06,7514.31,7538.25,7516.15,7484.43,7502.17,7517.09,7500.93,7501.97,7472.1,7430.11,7472.37,7495.54,7499.29,7510.0,7430.45,7538.25,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7514.31,RNN
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+2024-05-21,7646.42,7693.65,7721.68,7393.04,7609.44,7543.75,7674.38,7711.26,7740.31,7708.74,7555.53,7736.54,7598.73,7600.96,7672.61,7654.2,7439.66,7318.55,7645.34,7664.22,7677.5,7393.04,7736.54,iTransformer,DilatedRNN,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.02,0.02,0.0,0.04,0.05,0.03,7674.38,PatchTST
+2024-05-22,7647.54,7700.36,7702.61,7435.01,7631.71,7537.14,7631.25,7700.74,7718.4,7716.27,7545.94,7739.61,7593.62,7631.05,7680.19,7632.13,7443.42,7351.65,7659.1,7656.57,7677.5,7435.01,7718.4,iTransformer,GRU,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.02,0.02,0.01,0.03,0.04,0.03,7680.19,NLinear
+2024-05-23,7626.59,7682.93,7701.23,7486.0,7631.62,7534.77,7612.35,7702.06,7719.24,7711.33,7537.83,7734.65,7576.55,7652.62,7672.35,7630.37,7449.02,7363.8,7655.3,7639.01,7645.0,7449.02,7719.24,StemGNN,GRU,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.04,0.03,7639.01,DeepNPTS
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+2024-06-24,7666.51,7682.79,7694.04,7581.34,7661.33,7643.75,7644.67,7699.11,7712.41,7720.88,7621.98,7715.66,7654.24,7680.46,7685.14,7635.35,7558.01,7572.07,7665.65,7669.45,7680.0,7572.07,7715.66,MLPMultivariate,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,7680.46,DLinear
+2024-06-25,7635.06,7702.77,7694.15,7551.08,7662.63,7668.97,7639.39,7697.1,7713.05,7727.82,7635.73,7696.7,7642.6,7695.54,7681.62,7638.46,7563.53,7590.37,7676.11,7670.29,7693.33,7563.53,7713.05,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.02,0.01,0.02,7694.15,LSTM
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+2024-07-03,7756.84,7833.03,7791.33,7692.3,7731.19,7658.64,7735.06,7794.67,7812.86,7828.05,7669.74,7808.23,7703.55,7736.59,7780.46,7680.14,7596.91,7800.42,7746.29,7766.54,7800.0,7658.64,7828.05,TSMixerx,TCN,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.01,0.0,0.02,0.02,0.0,0.01,0.0,0.03,7800.42,MLPMultivariate
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+2024-08-06,7603.18,7595.41,7619.84,7605.93,7619.76,7611.85,7608.62,7610.0,7635.33,7619.08,7602.16,7622.48,7608.05,7622.34,7609.32,7605.97,7645.61,7639.88,7622.11,7612.49,7596.67,7612.49,7639.88,DeepNPTS,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,7595.41,Informer
+2024-08-07,7592.18,7592.88,7604.55,7626.97,7607.0,7596.99,7595.73,7603.8,7618.55,7598.38,7603.15,7605.98,7599.85,7619.7,7598.38,7599.85,7644.64,7643.84,7607.2,7614.27,7586.67,7598.38,7643.84,TCN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7592.18,NHITS
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+2024-08-12,7575.63,7573.13,7594.56,7563.65,7581.98,7582.93,7582.0,7586.46,7608.74,7575.65,7589.75,7596.44,7572.66,7578.67,7573.81,7582.91,7634.55,7587.76,7580.69,7589.65,7586.67,7572.66,7608.74,MLP,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,7586.46,RNN
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+2024-08-15,7593.08,7579.66,7601.46,7529.65,7582.26,7589.29,7589.51,7593.46,7615.52,7575.57,7576.29,7597.07,7586.9,7572.76,7588.46,7596.39,7627.37,7567.46,7583.96,7608.26,7583.33,7567.46,7615.52,MLPMultivariate,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,7583.96,TiDE
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+2024-09-04,7567.82,7576.5,7567.19,7571.67,7567.29,7574.64,7562.33,7562.51,7579.01,7547.71,7604.77,7562.58,7574.18,7572.53,7565.26,7556.47,7591.96,7588.91,7560.81,7582.39,7535.0,7547.71,7591.96,TCN,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.01,7547.71,TCN
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+2024-09-06,7489.13,7530.06,7468.77,7567.33,7490.51,7523.74,7484.99,7463.25,7472.63,7487.4,7541.51,7450.58,7511.96,7517.22,7469.27,7511.44,7581.11,7568.4,7483.83,7535.0,7442.5,7487.4,7568.4,TCN,MLPMultivariate,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,7450.58,DilatedRNN
+2024-09-09,7477.12,7518.37,7445.95,7539.01,7447.32,7499.81,7457.06,7440.96,7453.29,7463.9,7499.5,7414.84,7488.55,7477.18,7432.64,7497.93,7572.17,7548.29,7447.32,7475.0,7422.5,7453.29,7548.29,GRU,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,7414.84,DilatedRNN
+2024-09-10,7456.85,7501.8,7427.16,7514.64,7422.65,7479.61,7434.15,7419.56,7435.08,7450.96,7466.84,7396.45,7459.6,7444.46,7420.32,7478.98,7562.58,7523.61,7425.64,7442.5,7412.5,7435.08,7523.61,GRU,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7419.56,RNN
+2024-09-11,7431.63,7488.65,7421.85,7484.77,7405.92,7468.94,7418.03,7409.36,7431.29,7444.13,7435.7,7386.46,7435.07,7418.62,7414.43,7467.43,7553.1,7497.19,7418.09,7422.5,7387.5,7422.5,7497.19,DeepNPTS,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7386.46,DilatedRNN
+2024-09-12,7398.92,7473.74,7392.92,7436.31,7384.28,7455.46,7387.81,7391.31,7405.78,7437.62,7402.3,7358.95,7406.29,7400.44,7386.07,7451.55,7542.7,7450.64,7395.83,7412.51,7380.0,7398.92,7473.74,NHITS,Informer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,7384.28,TSMixer
+2024-09-13,7387.89,7452.98,7392.81,7394.62,7370.54,7445.65,7375.93,7386.79,7406.8,7437.69,7380.1,7357.82,7390.09,7401.12,7384.26,7432.34,7532.57,7427.63,7384.53,7387.57,7395.0,7370.54,7452.98,TSMixer,Informer,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.02,7394.62,iTransformer
+2024-09-14,7398.8,7448.38,7415.44,7368.94,7381.92,7434.69,7389.77,7404.15,7424.27,7446.08,7377.0,7380.42,7384.06,7403.66,7403.4,7426.29,7523.94,7425.34,7393.14,7381.05,7375.0,7381.05,7448.38,DeepNPTS,Informer,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,7377.0,BiTCN
+2024-09-18,7373.29,7433.29,7386.28,7329.25,7376.52,7412.15,7366.51,7377.15,7398.32,7444.71,7372.7,7360.6,7359.8,7382.27,7384.26,7407.78,7514.74,7414.36,7382.19,7396.33,7342.5,7396.33,7444.71,DeepNPTS,TCN,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,7329.25,iTransformer
+2024-09-19,7345.12,7423.38,7354.42,7277.35,7354.17,7386.27,7350.0,7351.29,7372.91,7441.94,7368.46,7339.54,7347.83,7371.14,7345.66,7383.4,7504.32,7387.84,7357.27,7375.54,7325.0,7372.91,7441.94,GRU,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.02,7339.54,DilatedRNN
+2024-09-20,7342.11,7401.09,7341.36,7221.53,7336.63,7372.35,7341.57,7339.75,7361.3,7437.13,7368.07,7329.55,7347.69,7356.94,7335.71,7368.56,7493.44,7352.7,7337.79,7355.56,7340.0,7329.55,7437.13,DilatedRNN,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.0,0.02,7339.75,RNN
+2024-09-23,7367.46,7401.63,7362.13,7193.23,7341.63,7375.19,7357.71,7350.42,7378.34,7442.19,7372.96,7345.42,7355.94,7358.66,7345.75,7383.85,7484.01,7328.74,7335.99,7350.67,7310.0,7350.67,7442.19,DeepNPTS,TCN,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.0,0.02,7328.74,MLPMultivariate
+2024-09-24,7347.11,7369.08,7327.08,7184.46,7324.37,7358.97,7324.65,7320.32,7345.2,7433.41,7367.03,7315.2,7335.14,7339.29,7318.8,7372.53,7473.5,7302.72,7309.44,7311.45,7280.0,7311.45,7433.41,DeepNPTS,TCN,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.0,0.03,7302.72,MLPMultivariate
+2024-09-25,7337.68,7343.42,7309.85,7403.08,7300.53,7338.34,7316.54,7302.59,7327.5,7421.26,7354.32,7295.57,7333.55,7317.72,7283.23,7342.64,7462.0,7437.99,7292.34,7281.34,7315.0,7283.23,7437.99,NLinear,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.02,7316.54,PatchTST
+2024-09-26,7386.44,7341.61,7345.36,7435.37,7318.42,7346.22,7348.73,7340.58,7362.8,7431.2,7356.0,7324.47,7353.46,7337.65,7320.65,7354.6,7452.84,7508.93,7315.25,7315.34,7310.0,7315.34,7452.84,DeepNPTS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.02,0.02,0.03,0.02,7315.25,TiDE
+2024-09-27,7381.15,7328.46,7332.75,7406.75,7317.09,7346.12,7331.73,7320.92,7349.47,7429.06,7351.81,7309.78,7334.64,7314.31,7316.95,7352.38,7443.9,7528.81,7306.65,7311.16,7310.0,7309.78,7443.9,DilatedRNN,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.01,0.03,0.02,7309.78,DilatedRNN
+2024-09-29,7384.15,7327.32,7337.93,7345.99,7317.25,7344.34,7338.88,7327.86,7355.93,7435.85,7345.17,7314.27,7328.31,7307.46,7313.57,7350.19,7434.77,7530.15,7314.67,7313.31,7365.0,7313.31,7435.85,DeepNPTS,TCN,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.01,7355.93,GRU
+2024-09-30,7415.55,7352.2,7403.82,7401.76,7357.28,7360.55,7371.52,7392.1,7410.08,7468.94,7351.29,7374.02,7353.45,7336.29,7371.57,7373.65,7428.29,7573.34,7362.65,7365.42,7420.0,7351.29,7468.94,BiTCN,TCN,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.0,7415.55,NHITS
+2024-10-08,7413.39,7409.56,7462.21,7444.58,7405.36,7396.59,7407.2,7431.76,7460.04,7500.73,7378.97,7438.91,7375.62,7365.27,7425.37,7423.06,7424.11,7630.56,7411.88,7419.61,7602.5,7375.62,7630.56,MLP,MLPMultivariate,0.02,0.02,0.03,0.02,0.02,0.03,0.03,0.02,0.02,0.03,0.02,0.02,0.03,0.03,0.03,0.03,0.01,0.02,0.0,0.02,7630.56,MLPMultivariate
+2024-10-09,7579.91,7556.33,7696.39,7566.58,7555.9,7556.58,7630.08,7670.55,7702.68,7638.44,7573.12,7705.03,7584.66,7484.14,7607.14,7611.41,7424.18,7800.65,7574.46,7602.4,7602.5,7484.14,7705.03,DLinear,DilatedRNN,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.03,0.02,7602.4,DeepNPTS
+2024-10-10,7575.56,7596.86,7627.47,7619.68,7624.68,7621.92,7625.84,7623.26,7632.98,7668.69,7663.99,7679.77,7637.41,7542.54,7608.91,7600.68,7424.37,7820.1,7604.86,7602.44,7585.0,7542.54,7679.77,DLinear,DilatedRNN,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.03,0.02,7575.56,NHITS
+2024-10-11,7628.35,7601.27,7618.62,7603.43,7626.54,7664.98,7622.66,7592.53,7625.98,7680.63,7699.01,7640.88,7648.54,7571.69,7587.7,7604.0,7424.4,7784.88,7600.0,7584.98,7575.0,7571.69,7699.01,DLinear,BiTCN,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.03,0.02,7571.69,DLinear
+2024-10-12,7633.67,7618.32,7594.08,7582.04,7603.76,7674.04,7605.06,7599.97,7602.33,7617.73,7715.68,7613.97,7646.51,7571.18,7574.51,7612.55,7424.28,7735.88,7567.15,7574.99,7576.67,7567.15,7715.68,TiDE,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.01,0.0,0.02,0.02,7574.99,DeepNPTS
+2024-10-14,7653.81,7630.65,7595.95,7555.79,7563.84,7673.07,7578.99,7559.27,7606.22,7590.25,7707.99,7611.86,7658.07,7556.69,7561.98,7637.48,7424.14,7701.3,7546.09,7576.52,7565.0,7546.09,7701.3,TiDE,MLPMultivariate,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.0,0.0,0.02,0.02,7563.84,TSMixer
+2024-10-15,7596.77,7620.22,7575.49,7504.66,7541.02,7645.56,7550.41,7563.09,7584.59,7583.52,7686.62,7594.43,7631.93,7525.27,7535.71,7624.88,7423.75,7647.81,7536.93,7564.88,7527.5,7504.66,7647.81,iTransformer,MLPMultivariate,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.02,0.01,0.0,0.02,0.01,7525.27,DLinear
+2024-10-16,7537.38,7620.99,7528.69,7451.79,7512.35,7561.82,7499.04,7525.2,7534.81,7547.84,7628.83,7523.73,7571.32,7509.33,7482.41,7535.02,7422.73,7588.29,7511.74,7511.9,7477.5,7451.79,7620.99,iTransformer,Informer,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.02,0.01,0.02,0.01,0.0,0.01,0.01,7482.41,NLinear
+2024-10-17,7490.33,7601.67,7475.72,7413.38,7458.59,7485.5,7430.83,7471.65,7480.05,7518.8,7557.3,7453.42,7502.93,7485.75,7450.03,7454.11,7420.69,7541.86,7464.34,7475.21,7467.5,7420.69,7557.3,StemGNN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.01,0.01,0.01,0.01,7464.34,TiDE
+2024-10-18,7478.69,7618.04,7477.15,7401.91,7435.49,7470.61,7414.93,7471.33,7483.34,7473.51,7506.43,7414.35,7464.17,7435.23,7464.47,7434.98,7418.43,7530.27,7448.03,7474.44,7370.0,7435.49,7530.27,TSMixer,MLPMultivariate,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.03,0.01,0.02,0.01,0.0,0.02,0.01,7401.91,iTransformer
+2024-10-21,7351.33,7464.07,7351.7,7378.64,7367.16,7417.71,7318.49,7356.18,7369.51,7432.82,7407.67,7312.07,7372.31,7358.34,7360.04,7332.51,7413.26,7488.47,7360.11,7466.75,7362.5,7318.49,7466.75,PatchTST,DeepNPTS,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.02,0.01,7360.11,TiDE
+2024-10-22,7344.0,7420.61,7372.97,7356.97,7340.58,7344.55,7320.62,7369.73,7394.98,7425.47,7345.69,7321.17,7352.98,7331.07,7343.6,7349.05,7407.93,7482.92,7340.69,7370.03,7346.67,7321.17,7425.47,DilatedRNN,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.01,7345.69,BiTCN
+2024-10-23,7318.68,7349.63,7351.23,7343.76,7327.8,7308.26,7313.73,7354.39,7369.49,7419.87,7297.33,7311.08,7333.77,7306.12,7315.16,7342.97,7402.13,7461.36,7329.76,7362.57,7357.5,7306.12,7419.87,DLinear,TCN,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,7354.39,RNN
+2024-10-24,7332.02,7332.76,7374.31,7333.8,7329.64,7342.82,7343.69,7356.94,7392.53,7430.7,7278.94,7326.74,7325.37,7332.06,7342.69,7350.51,7396.69,7458.39,7342.08,7346.69,7352.5,7325.37,7430.7,MLP,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,7350.51,TFT
+2024-10-25,7341.74,7293.06,7366.42,7319.07,7339.96,7359.99,7370.54,7370.27,7382.04,7432.93,7259.45,7324.02,7321.69,7319.84,7359.37,7336.29,7391.29,7460.46,7358.44,7357.54,7372.5,7293.06,7432.93,Informer,TCN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.01,0.01,0.01,0.0,7370.54,PatchTST
+2024-10-28,7344.72,7319.59,7397.69,7322.86,7366.56,7356.09,7400.03,7384.1,7409.74,7443.96,7265.26,7362.26,7344.67,7345.9,7381.35,7355.78,7386.77,7474.65,7386.76,7352.37,7373.33,7319.59,7443.96,Informer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,7366.56,TSMixer
+2024-10-29,7359.09,7309.05,7393.36,7346.79,7376.6,7374.11,7393.55,7384.43,7402.9,7452.68,7299.63,7378.7,7352.16,7395.18,7389.32,7366.07,7382.29,7455.52,7373.86,7373.17,7380.0,7309.05,7452.68,Informer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,7378.7,DilatedRNN
+2024-10-30,7358.99,7341.46,7405.33,7416.18,7381.48,7426.02,7377.57,7389.75,7414.11,7470.71,7350.95,7408.24,7357.65,7411.46,7388.27,7396.68,7378.24,7473.96,7359.31,7391.33,7330.0,7381.48,7470.71,TSMixer,TCN,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.02,0.01,0.02,0.01,7341.46,Informer
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+2024-11-20,7339.67,7303.26,7375.4,7320.67,7341.12,7339.04,7337.23,7369.62,7401.5,7449.81,7307.54,7353.7,7321.71,7326.19,7327.7,7355.31,7343.62,7344.18,7327.17,7372.86,,7303.26,7344.18,Informer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
+2024-11-21,7313.64,7310.42,7380.75,7315.62,7321.95,7387.1,7330.4,7346.73,7399.87,7443.93,7302.45,7366.74,7310.2,7341.94,7341.78,7348.73,7331.54,7333.94,7305.5,7363.12,,7310.42,7333.94,Informer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
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juxitingdataset/last_update_times.csv

@@ -0,0 +1,501 @@
+feature,last_update_time,is_value,update_period,warning_date,stop_update_period
+美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,23
+美国:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,23
+美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,23
+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,2024-06-14,0,7.0,2024-06-29,23
+美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,23
+美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,23
+EIA美国油品需求,2024-11-08,0,7.0,2024-11-23,2
+中国汽柴油表需,2024-11-15,0,7.0,2024-11-30,1
+中国航班执行数,2024-04-10,0,1.0,2024-04-13,223
+DOE-美国汽油产量超季节性/3年,2024-11-08,0,7.0,2024-11-23,2
+美国汽油表需（周度）,2024-11-08,0,7.0,2024-11-23,2
+美国汽油产量（周度）,2024-11-08,0,7.0,2024-11-23,2
+中国炼厂原油加工量-隆众,2024-11-15,0,7.0,2024-11-30,1
+中国独立炼厂原油加工量-隆众,2024-11-15,0,7.0,2024-11-30,1
+中国主营炼厂原油加工量-隆众,2024-11-15,0,7.0,2024-11-30,1
+原油加工量：独立+主营,2024-11-15,0,7.0,2024-11-30,1
+美国汽油产量占比,2024-10-04,0,7.0,2024-10-19,7
+美国柴油产量占比,2024-10-04,0,7.0,2024-10-19,7
+美国油品表需,2024-11-08,0,7.0,2024-11-23,2
+美国原油周度表需,2024-11-08,0,7.0,2024-11-23,2
+原油：山东独立炼厂：开工率：新口径（周）超季节性/3年,2024-11-15,0,7.0,2024-11-30,1
+主营原油加工量（千桶/日）,2024-11-15,0,7.0,2024-11-30,1
+美国汽油表需超季节性/4年,2024-11-08,0,7.0,2024-11-23,2
+中国独立炼厂原油加工量（千桶/日）,2024-11-15,0,7.0,2024-11-30,1
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+DOE-美国汽油产量,2024-11-08,0,7.0,2024-11-23,2
+DOE-柴油产量,2024-11-08,0,7.0,2024-11-23,2
+西北欧即期Brent 211利润,2018-10-24,0,1.0,2018-10-27,2218
+EIA美国柴油产量（千桶日）,2024-10-31,1,31.0,2025-01-02,1
+西北欧炼厂加工Brent原油CDU利润,2024-11-18,0,1.0,2024-11-21,1
+美墨湾炼厂加工WTI原油CDU利润,2024-11-18,0,1.0,2024-11-21,1
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+西北欧炼厂加工Brent原油CDU利润 M2,2024-11-18,0,1.0,2024-11-21,1
+美墨湾炼厂加工WTI原油CDU利润 M2,2024-11-18,0,1.0,2024-11-21,1
+新加坡炼厂加工Dubai原油CDU利润 M2,2024-11-18,0,1.0,2024-11-21,1
+西北欧炼厂加工Brent原油CDU利润 M1-M2,2024-11-18,0,1.0,2024-11-21,1
+西北欧炼厂加工Brent原油FCC利润,2024-11-18,0,1.0,2024-11-21,1
+美墨湾炼厂加工WTI原油HSK利润,2024-11-18,0,1.0,2024-11-21,1
+新加坡炼厂加工Dubai原油FCC利润,2024-11-18,0,1.0,2024-11-21,1
+美国汽油单一利润,2024-11-18,0,1.0,2024-11-21,1
+SC c1-c2,2024-11-18,0,1.0,2024-11-21,1
+Brent-TI,2024-11-18,0,1.0,2024-11-21,1
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+RBOB&HO近12月合约均价532裂解,2024-11-18,0,1.0,2024-11-21,1
+RBOB近12月合约均价裂解,2024-11-18,0,1.0,2024-11-21,1
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+HO近12月合约均价,2024-11-15,0,1.0,2024-11-18,4
+RBOB近12月合约均价,2024-11-18,0,1.0,2024-11-21,1
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+DUBAI原油贴水,2024-11-18,0,1.0,2024-11-21,1
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+Dubai连1-连4月差,2024-11-18,0,1.0,2024-11-21,1
+美国RBOB期货2309月份合约价格,2023-08-31,0,1.0,2023-09-03,446
+OMAN原油：中质：远期现货DES价：山东（日）,2024-11-14,0,1.0,2024-11-17,5
+PVM Dubai EFS/Swap vs ICE First Month Brent,2023-01-03,0,1.0,2023-01-06,686
+Ebob连1合约,2024-02-28,0,1.0,2024-03-02,265
+印度原油连1合约价格,2024-11-18,0,1.0,2024-11-21,1
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+布伦特迪拜掉期 EFS,2024-11-18,0,1.0,2024-11-21,1
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+Brent/迪拜原油升贴水,2022-11-16,0,1.0,2022-11-19,734
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+WTI活跃合约,2024-11-19,0,1.0,2024-11-22,0
+y,2024-11-18,0,1.0,2024-11-21,1
+ICE Brent c14,2024-11-15,0,1.0,2024-11-18,4
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+NYMWX WTI c5,2024-11-18,0,1.0,2024-11-21,1
+INE SC c1,2024-11-19,0,1.0,2024-11-22,0
+Oman Swap c1,2024-11-18,0,1.0,2024-11-21,1
+DME Oman c1,2024-11-18,0,1.0,2024-11-21,1
+Murban Futures c1,2024-11-18,0,1.0,2024-11-21,1
+HO连6合约,2024-11-18,0,1.0,2024-11-21,1
+HO连5合约,2024-11-18,0,1.0,2024-11-21,1
+ho连7合约,2024-11-18,0,1.0,2024-11-21,1
+HO连8合约,2024-11-18,0,1.0,2024-11-21,1
+HO连9合约,2024-11-18,0,1.0,2024-11-21,1
+HO连10合约,2024-11-18,0,1.0,2024-11-21,1
+HO连11合约,2024-11-18,0,1.0,2024-11-21,1
+HO连12合约,2024-11-15,0,1.0,2024-11-18,4
+CFD W1,2024-11-18,0,1.0,2024-11-21,1
+CFD W6,2024-11-18,0,1.0,2024-11-21,1
+Oman c1 * 汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2-Oman c1*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c3-Oman c1*汇率,2024-11-18,0,1.0,2024-11-21,1
+INE SC主力合约价格,2024-11-19,0,1.0,2024-11-22,0
+SC主力-Brent主力*汇率,2024-11-18,0,1.0,2024-11-21,1
+Brent主力*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c1日盘-Brent c1(15:00)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2日盘-Brent c1(15:00)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2日盘-Brent c2(15:00)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC理论估值-Dubai原油,2024-11-18,0,1.0,2024-11-21,1
+SC c1夜盘-理论估值(Dubai),2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-理论估值(Dubai),2024-11-18,0,1.0,2024-11-21,1
+SC c3夜盘-理论估值(Dubai),2024-11-18,0,1.0,2024-11-21,1
+DFL M1,2024-11-18,0,1.0,2024-11-21,1
+DFL M2,2024-11-18,0,1.0,2024-11-21,1
+CFD W1-Brent c1,2024-11-18,0,1.0,2024-11-21,1
+SC主力-理论估值,2024-11-18,0,1.0,2024-11-21,1
+SC c1夜盘-Brent c1 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-Brent c1 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-Brent c2 (结算)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2-c3 (夜盘),2024-11-18,0,1.0,2024-11-21,1
+Brent c2-c3 (结算),2024-11-18,0,1.0,2024-11-21,1
+WTI c2-c3,2024-11-18,0,1.0,2024-11-21,1
+Brent c2-c3,2024-11-18,0,1.0,2024-11-21,1
+SCc1夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1
+SCc2夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1
+SCc3夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1
+SCc4夜盘收盘(日期调整),2024-11-18,0,1.0,2024-11-21,1
+SC c1夜盘-Brent c1 (结算B)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-Brent c1 (结算B)*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-Brent c2 (结算B)*汇率,2024-11-18,0,1.0,2024-11-21,1
+Brent c2-c3 (结算B),2024-10-31,1,1.0,2024-11-03,19
+WTI c2-c3 (结算B),2024-10-31,1,1.0,2024-11-03,19
+阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-18,0,1.0,2024-11-21,1
+SC c3夜盘-阿曼入库湛江成本(Oman c1预估),2024-11-18,0,1.0,2024-11-21,1
+EIA美国原油总库存（含SPR）,2024-11-08,0,7.0,2024-11-23,2
+EIA美国油品库存（含SPR）,2024-11-08,0,7.0,2024-11-23,2
+EIA美国汽柴航煤库存,2024-11-08,0,7.0,2024-11-23,2
+库欣+PADD3库存,2024-11-08,0,7.0,2024-11-23,2
+美国商业原油库存超季节性/4年,2024-11-08,0,7.0,2024-11-23,2
+美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年),2024-11-08,0,7.0,2024-11-23,2
+库欣原油库存超季节性/5年,2024-11-08,0,7.0,2024-11-23,2
+美国商业原油库存超季节性/5年,2024-11-08,0,7.0,2024-11-23,2
+美国成品车用汽油库存占比,2024-11-08,0,7.0,2024-11-23,2
+汽油库存差,2024-11-08,1,7.0,2024-11-23,2
+美国汽油调和组分库存（周度）,2024-11-08,0,7.0,2024-11-23,2
+美国成品油库存超季节性/5年,2024-11-08,0,7.0,2024-11-23,2
+Kpler-海运在途原油,2024-08-20,0,1.0,2024-08-23,91
+全球原油库存（剔除富查伊拉）,2024-07-21,0,7.0,2024-08-05,18
+新加坡燃料油库存,2024-11-13,0,7.0,2024-11-28,1
+ARA原油及成品油库存,2024-11-08,0,7.0,2024-11-23,2
+美国汽油库销比,2024-11-08,0,7.0,2024-11-23,2
+美国成品油库存,2024-11-08,0,7.0,2024-11-23,2
+原油：山东港口：库存：新口径（周）超季节性/3年,2024-05-24,0,7.0,2024-06-08,26
+美国取暖用油库存同差,2024-11-08,0,7.0,2024-11-23,2
+原油：港口库存：中国（周）,2023-08-04,0,7.0,2023-08-19,68
+原油：库容比：山东：独立炼厂（周）,2024-11-15,0,7.0,2024-11-30,1
+原油：山东独立炼厂：厂内库存：新口径（周）,2024-11-15,0,7.0,2024-11-30,1
+原油：山东港口：库存：新口径（周）,2024-05-24,0,7.0,2024-06-08,26
+SC期货库存10期滚动标准差,2024-11-18,0,1.0,2024-11-21,1
+SC期货库存1000天百分位,2024-11-18,0,1.0,2024-11-21,1
+SC仓单（百万桶）,2024-11-18,0,1.0,2024-11-21,1
+彭博全球海上在运原油,2024-11-15,0,7.0,2024-11-30,1
+美国EIA原油成品油总库存（不含SPR）,2024-11-08,0,7.0,2024-11-23,2
+库欣原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国商业原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国战略储备原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国PADD1原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国PADD2原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国PADD3原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国PADD4原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国PADD5原油库存,2024-11-08,0,7.0,2024-11-23,2
+DOE RBOB Gasoline Total Stocks Data,2024-11-08,0,7.0,2024-11-23,2
+DOE CBOB Gasoline Total Stocks Data,2024-11-08,0,7.0,2024-11-23,2
+美国原油成品油总库存（含SPR）,2024-11-08,0,7.0,2024-11-23,2
+美国调和汽油库存,2024-11-08,0,7.0,2024-11-23,2
+ARA原油库存,2024-11-08,0,7.0,2024-11-23,2
+美国成品车用汽油库存,2024-11-08,0,7.0,2024-11-23,2
+美国成品油库存超季节性/4年,2024-11-08,0,7.0,2024-11-23,2
+SC-Brent*汇率,2024-11-18,0,1.0,2024-11-21,1
+Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),2024-11-18,0,1.0,2024-11-21,1
+RBOB+HO平均,2024-11-18,0,1.0,2024-11-21,1
+HO12合约算术平均,2024-11-18,0,1.0,2024-11-21,1
+RBOB12合约算术平均,2024-11-18,0,1.0,2024-11-21,1
+WTI-LLS价差,2024-11-18,0,1.0,2024-11-21,1
+DFL(Dated-主力布伦特）,2024-11-15,0,1.0,2024-11-18,4
+DFL(即期布伦特-布伦特期货C1）,2024-11-15,0,1.0,2024-11-18,4
+Brent现货价格-Brent连4,2024-11-18,0,1.0,2024-11-21,1
+Brent现货价格-Brent连3,2024-11-18,0,1.0,2024-11-21,1
+布伦特现货价格-Brent连2,2024-11-18,0,1.0,2024-11-21,1
+Brent 连2-连3超季节性/3年,2024-11-18,0,1.0,2024-11-21,1
+Brent连2-WTI连2超季节性/3年,2024-11-18,0,1.0,2024-11-21,1
+Brent连3-WTI连2超季节性/3年,2024-11-18,0,1.0,2024-11-21,1
+Brent连4-WTI连4,2024-11-18,0,1.0,2024-11-21,1
+Brent连4-WTI连3,2024-11-18,0,1.0,2024-11-21,1
+Brent连4-WTI连2,2024-11-18,0,1.0,2024-11-21,1
+Brent连4-WTI连1,2024-11-18,0,1.0,2024-11-21,1
+Brent连3-WTI连4,2024-11-18,0,1.0,2024-11-21,1
+Brent连3-WT连3,2024-11-18,0,1.0,2024-11-21,1
+Brent连3-WTI连2,2024-11-18,0,1.0,2024-11-21,1
+Brent连3-WTI连1,2024-11-18,0,1.0,2024-11-21,1
+Brent连2-WTI连4,2024-11-18,0,1.0,2024-11-21,1
+Brent连2-WTI连3,2024-11-18,0,1.0,2024-11-21,1
+Brent连2-WTI连2,2024-11-18,0,1.0,2024-11-21,1
+Brent连2-WTI连1,2024-11-18,0,1.0,2024-11-21,1
+Brent连1-WTI连4,2024-11-18,0,1.0,2024-11-21,1
+Brent连1-WTI连3,2024-11-18,0,1.0,2024-11-21,1
+Brent连1-WTI连2,2024-11-18,0,1.0,2024-11-21,1
+美国汽油裂解价差超季节性/3年,2024-11-18,0,1.0,2024-11-21,1
+LLS-Brent价差,2024-11-15,0,1.0,2024-11-18,4
+Brent-LLS价差,2024-11-18,0,1.0,2024-11-21,1
+Forties - Brent c1,2024-11-18,0,1.0,2024-11-21,1
+WTI 3:2:1裂解价差超季节性/5年,2024-11-18,0,1.0,2024-11-21,1
+SC C1-C2月差,2024-11-18,0,1.0,2024-11-21,1
+Dubai FOB M1-M2,2024-11-18,0,1.0,2024-11-21,1
+WTI原油Cushing-C1,2024-11-15,1,1.0,2024-11-18,4
+Brent连1-连4,2024-11-18,0,1.0,2024-11-21,1
+新加坡汽油裂解价差,2024-11-18,0,1.0,2024-11-21,1
+DFL,2024-11-18,0,1.0,2024-11-21,1
+Dubai 连2-连3,2024-11-18,0,1.0,2024-11-21,1
+WTI 连2-连3月差,2024-11-19,0,1.0,2024-11-22,0
+Brent 连2-连3,2024-11-18,0,1.0,2024-11-21,1
+Dubai-WTI价差,2024-11-18,0,1.0,2024-11-21,1
+WTI连1-连2月差,2024-11-19,0,1.0,2024-11-22,0
+Brent连6-连12,2024-11-18,0,1.0,2024-11-21,1
+Brent连1-连9月差,2024-11-18,0,1.0,2024-11-21,1
+Brent连1-连6月差,2024-11-18,0,1.0,2024-11-21,1
+Brent连1-连2月差,2024-11-18,0,1.0,2024-11-21,1
+WTI连1-连4,2024-11-18,0,1.0,2024-11-21,1
+BrentC1-C2,2024-11-18,0,1.0,2024-11-21,1
+B-W价差,2024-11-18,0,1.0,2024-11-21,1
+欧洲Brent成品油裂解价差（领先一周）,2024-11-19,0,1.0,2024-11-22,0
+马瑞原油：现货价：山东（日）,2024-11-13,0,1.0,2024-11-16,6
+沙特中质OSP（日度）,2024-11-19,1,1.0,2024-11-22,0
+沙轻欧洲OSP（日度）,2024-11-19,1,1.0,2024-11-22,0
+美国MEH轻原油现货价格（美湾）,2024-11-15,0,1.0,2024-11-18,4
+马瑞原油：重质：DES价：委内瑞拉（日）,2024-11-13,0,1.0,2024-11-16,6
+巴重FOB出口亚洲现货价格,2024-11-18,0,1.0,2024-11-21,1
+Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,2024-11-19,1,1.0,2024-11-22,0
+沙轻OSP（日度）,2024-11-19,1,1.0,2024-11-22,0
+Brent油价30日动能,2024-11-18,0,1.0,2024-11-21,1
+沙特轻质日度osp,2024-11-19,1,1.0,2024-11-22,0
+巴轻OSP（日度）,2024-11-18,1,1.0,2024-11-21,1
+美湾低硫柴油现货价格,2024-11-15,0,1.0,2024-11-18,4
+Midland原油现货价格,2024-11-15,0,1.0,2024-11-18,4
+欧洲柴油现货价格,2024-11-15,0,1.0,2024-11-18,4
+WTI原油现货价格Cushing,2024-11-15,0,1.0,2024-11-18,4
+Brent原油现货价格,2024-11-18,0,1.0,2024-11-21,1
+LLS原油现货价格,2024-11-15,0,1.0,2024-11-18,4
+美国墨西哥湾87#汽油现货价格,2024-01-31,0,1.0,2024-02-03,293
+美国MARS原油现货价格,2024-11-15,0,1.0,2024-11-18,4
+国内马瑞与SC比价,2024-11-13,0,1.0,2024-11-16,6
+美湾WTI211裂解价差,2024-11-18,0,1.0,2024-11-21,1
+Asia Tapis 211 裂解价差,2024-11-18,0,1.0,2024-11-21,1
+迪拜原油211裂解价差,2024-11-18,0,1.0,2024-11-21,1
+丙烷CFR华南/布伦特原油比价,2024-11-13,0,1.0,2024-11-16,6
+欧洲Brent成品油裂解价差,2024-11-18,0,1.0,2024-11-21,1
+美国汽油裂解价差,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油裂解价差,2024-11-19,0,1.0,2024-11-22,0
+Dubai连3合约价格,2024-11-18,0,1.0,2024-11-21,1
+WTI 3:2:1裂解价差,2024-11-18,0,1.0,2024-11-21,1
+新加坡汽油裂解,2024-11-18,0,1.0,2024-11-21,1
+欧洲汽油裂解,2024-11-18,0,1.0,2024-11-21,1
+欧洲柴油裂解,2024-11-18,0,1.0,2024-11-21,1
+CFTC Crude Oil Furtures,2024-11-12,0,7.0,2024-11-27,1
+WTIC1-C2,2024-11-18,0,1.0,2024-11-21,1
+Dubai FOB M1,2024-11-18,0,1.0,2024-11-21,1
+Dubai FOB M2,2024-11-18,0,1.0,2024-11-21,1
+Dubai FOB M3,2024-11-18,0,1.0,2024-11-21,1
+Oman FOB M1,2024-11-18,0,1.0,2024-11-21,1
+Forties - Dated Brent,2024-11-18,0,1.0,2024-11-21,1
+Forties FOB,2024-11-18,0,1.0,2024-11-21,1
+美国柴油零售价格,2024-11-11,0,7.0,2024-11-26,2
+美国车用汽油零售价格,2024-11-11,0,7.0,2024-11-26,2
+新加坡航煤裂解,2024-11-18,0,1.0,2024-11-21,1
+美国MARS贴水（WTI）,2024-11-15,0,1.0,2024-11-18,4
+美国取暖油HOC5,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC6,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC7,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC8,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC4,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC9,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC10,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC11,2024-11-18,0,1.0,2024-11-21,1
+美国取暖油HOC12,2024-11-18,0,1.0,2024-11-21,1
+Dubai swap c3,2024-11-18,0,1.0,2024-11-21,1
+Dubai swap c2,2024-11-18,0,1.0,2024-11-21,1
+阿曼原油 (湛江交割) 到岸入罐成本,2024-11-18,0,1.0,2024-11-21,1
+SC c3-阿曼到岸入罐成本,2024-11-18,0,1.0,2024-11-21,1
+SC c5 -估值,2024-11-18,0,1.0,2024-11-21,1
+SC主力-阿曼入库成本,2024-11-18,0,1.0,2024-11-21,1
+SC c1-阿曼入库成本,2024-11-18,0,1.0,2024-11-21,1
+SC c1 夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0
+SC c2夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0
+SC c3夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0
+SC c4夜盘收盘价,2024-11-19,0,1.0,2024-11-22,0
+SC c1 夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1
+SC c3夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1
+SC c4夜盘收盘价滞后1天,2024-11-18,0,1.0,2024-11-21,1
+SC c1夜盘-Brent c1*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-Brent c1*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-Brent c2*汇率,2024-11-18,0,1.0,2024-11-21,1
+SC c1-SC c2 (夜盘),2024-11-18,0,1.0,2024-11-21,1
+SC c1-SC c2 (夜盘)滞后1天,2024-11-17,0,1.0,2024-11-20,2
+中东原油强弱程度-巴中,2024-11-18,0,1.0,2024-11-21,1
+SC理论估值-巴中,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-理论估值(巴中),2024-11-18,0,1.0,2024-11-21,1
+SC c3夜盘-理论估值(巴中),2024-11-18,0,1.0,2024-11-21,1
+阿曼原油 (湛江交割) 到岸入库成本,2024-11-18,0,1.0,2024-11-21,1
+SC c2夜盘-阿曼入库湛江成本,2024-11-18,0,1.0,2024-11-21,1
+SC c3夜盘-阿曼入库湛江成本,2024-11-18,0,1.0,2024-11-21,1
+Brent c2 - WTI c1,2024-11-18,0,1.0,2024-11-21,1
+Brent12期合约均价,2024-11-18,0,1.0,2024-11-21,1
+WTI 近12月合约均价,2024-11-18,0,1.0,2024-11-21,1
+B-W价差（均价）,2024-11-18,0,1.0,2024-11-21,1
+Brent c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20
+Brent c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20
+EFS c1 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20
+EFS c2 02:30收盘价滞后1天,2024-10-30,0,1.0,2024-11-02,20
+美国汽油净进口（周度）,2024-11-08,0,7.0,2024-11-23,2
+美国炼厂产能利用率同差,2024-11-08,1,7.0,2024-11-23,2
+美国炼厂产能利用率超季节性/5年,2024-11-08,0,7.0,2024-11-23,2
+原油：主营炼厂：加工量：中国（周）,2024-11-15,0,7.0,2024-11-30,1
+原油：开工率：东北地区：独立炼厂（周）,2023-03-31,0,7.0,2023-04-15,86
+原油：常减压：产能利用率：山东：独立炼厂（周）,2024-11-15,0,7.0,2024-11-30,1
+美国原油活跃钻机数同差,2024-11-15,0,7.0,2024-11-30,1
+原油加工量/主营+独立,2024-11-15,0,7.0,2024-11-30,1
+美国炼厂原油输入量超季节性/3年,2024-11-08,0,7.0,2024-11-23,2
+美国总钻机数,2024-11-15,0,7.0,2024-11-30,1
+原油：独立炼厂：加工量：中国（周）,2024-11-15,0,7.0,2024-11-30,1
+原油：常减压：独立炼厂：产能利用率：中国（周）,2024-11-08,0,7.0,2024-11-23,2
+彭博全球海上浮仓+在运原油,2024-11-15,0,7.0,2024-11-30,1
+原油：山东独立炼厂：开工率：新口径（周）,2024-11-15,0,7.0,2024-11-30,1
+美国炼厂可用产能,2024-11-08,1,7.0,2024-11-23,2
+美国原油周度调整项,2024-11-08,0,7.0,2024-11-23,2
+中国32家地炼开工率,2024-11-15,0,7.0,2024-11-30,1
+美国原油和天然气钻机总数,2024-11-15,0,7.0,2024-11-30,1
+彭博美国墨西哥湾海上浮仓,2024-11-15,0,7.0,2024-11-30,1
+ArkomaWoodford活跃钻机数,2024-11-15,0,7.0,2024-11-30,1
+CanaWoodford活跃钻机数,2024-11-15,0,7.0,2024-11-30,1
+DJ-Niobrara活跃钻机数,2024-11-15,0,7.0,2024-11-30,1
+GraniteWash活跃钻机数,2024-11-15,0,7.0,2024-11-30,1
+Haynesville活跃钻机数,2024-11-15,0,7.0,2024-11-30,1
+Utica活跃钻机数,2024-11-15,1,7.0,2024-11-30,1
+加拿大原油活跃钻机数,2024-11-15,0,7.0,2024-11-30,1
+Permian盆地钻机数,2024-11-15,1,7.0,2024-11-30,1
+EagleFord钻机数,2024-11-15,1,7.0,2024-11-30,1
+Williston盆地钻机数,2024-11-15,1,7.0,2024-11-30,1
+Marcellus钻机数,2024-11-15,0,7.0,2024-11-30,1
+ArkmoreWoodford钻机数,2024-11-15,0,7.0,2024-11-30,1
+全球海上浮仓,2024-11-15,0,7.0,2024-11-30,1
+彭博西非海上浮仓,2024-11-15,0,7.0,2024-11-30,1
+彭博亚洲海上浮仓,2024-11-15,0,7.0,2024-11-30,1
+彭博欧洲海上浮仓,2024-11-15,0,7.0,2024-11-30,1
+彭博北海海上浮仓,2024-11-15,0,7.0,2024-11-30,1
+彭博中东海上浮仓,2024-11-15,0,7.0,2024-11-30,1
+美国墨西哥湾原油钻机数,2024-09-27,0,7.0,2024-10-12,8
+美国陆上水域钻机数,2024-11-15,0,7.0,2024-11-30,1
+美国海上钻机数,2024-11-15,0,7.0,2024-11-30,1
+美国陆上钻机数,2024-11-15,0,7.0,2024-11-30,1
+美国炼厂原油输入量,2024-11-08,0,7.0,2024-11-23,2
+FracSpread完井数,2024-11-15,0,7.0,2024-11-30,1
+美国国内周度原油产量,2024-11-08,0,7.0,2024-11-23,2
+美国原油活跃钻机数,2024-11-15,0,7.0,2024-11-30,1
+美国炼厂产能利用率,2024-11-08,0,7.0,2024-11-23,2
+EIA周度NGL产量,2024-11-08,0,7.0,2024-11-23,2
+原油：加工量：中国（周）,2024-11-15,0,7.0,2024-11-30,1
+US Oil & Gas Exploration & Drilling Frac Spread Count,2024-11-15,0,7.0,2024-11-30,1
+Lower48原油产量,2024-11-08,0,7.0,2024-11-23,2
+EIA美国航煤净出口,2024-11-08,0,7.0,2024-11-23,2
+EIA美国柴油净出口,2024-11-08,0,7.0,2024-11-23,2
+EIA美国汽油净出口,2024-11-08,0,7.0,2024-11-23,2
+EIA美国原油净出口,2024-11-08,0,7.0,2024-11-23,2
+DOE-航煤净进口,2024-11-08,0,7.0,2024-11-23,2
+DOE-美国汽油净进口,2024-11-08,0,7.0,2024-11-23,2
+DOE-美国馏分燃料油净进口,2024-11-08,0,7.0,2024-11-23,2
+美国原油周度净进口,2024-11-08,0,7.0,2024-11-23,2
+美国原油总出口,2024-11-08,0,7.0,2024-11-23,2
+美国原油进口（除SPR）,2024-11-08,0,7.0,2024-11-23,2
+美国原油总进口（含SPR）,2024-11-08,0,7.0,2024-11-23,2
+VLCC:中东-中国,2024-11-15,0,1.0,2024-11-18,4
+Suezmax：阿拉伯海湾-地中海,2024-11-15,0,1.0,2024-11-18,4
+DOE-美国汽油进口,2024-11-08,0,7.0,2024-11-23,2
+DOE-美国汽油出口,2024-11-08,0,7.0,2024-11-23,2
+DOE-馏分燃料油进口,2024-11-08,0,7.0,2024-11-23,2
+DOE-美国馏分燃料油出口,2024-11-08,0,7.0,2024-11-23,2
+DOE-航煤进口,2024-11-08,0,7.0,2024-11-23,2
+DOE-航煤出口,2024-11-08,0,7.0,2024-11-23,2
+Kpler-美国原油净进口（周度）,2024-08-25,0,7.0,2024-09-09,13
+西非-安哥拉周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+北非-苏丹周度原油海运出口,2024-11-03,1,7.0,2024-11-18,3
+文莱周度原油海运出口,2024-11-03,1,7.0,2024-11-18,3
+DoC周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+OPEC减产国周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+OPEC豁免国周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+拉美-墨西哥周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中美-巴拿马周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+南美-厄瓜多尔周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-沙特周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中西非-加蓬周度原油海运出口,2024-11-03,1,7.0,2024-11-18,3
+北非-利比亚周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+马来西亚周度原油海运出口,2024-11-03,1,7.0,2024-11-18,3
+FSU-阿塞拜疆周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+南美-多巴哥岛周度原油海运出口,2024-11-03,1,7.0,2024-11-18,3
+中东-科威特周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-也门周度原油海运出口,2023-08-27,0,21.0,2023-10-09,22
+中西非-喀麦隆周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+北非-阿尔及利亚周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+Non-OPEC DoC周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+北美-加拿大周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+南美-巴西周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-巴林周度原油海运出口,2024-04-28,0,7.0,2024-05-13,30
+挪威周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+FSU-哈萨克斯坦周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+北美-美国周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+南美-哥伦比亚周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-卡塔尔周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中西非-刚果布周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+北非-埃及周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+印度尼西亚周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+西非-尼日利亚周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+FSU-土库曼斯坦周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+南美-委内瑞拉周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+西非-几内亚周度原油海运出口,2024-11-10,1,7.0,2024-11-25,2
+澳大利亚周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+FSU-俄罗斯周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-伊朗周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-阿曼周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+西非-加纳周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+英国周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+OPEC周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+南美-圭亚那周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+南美-阿根廷周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-伊拉克周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+中东-阿联酋周度原油海运出口,2024-11-10,0,7.0,2024-11-25,2
+以色列周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+缅甸周度原油海运进口,2024-11-03,1,7.0,2024-11-18,3
+德国周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+澳大利亚周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+马来西亚周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+巴基斯坦周度原油海运进口,2024-11-10,1,7.0,2024-11-25,2
+土耳其周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+南非周度原油海运进口,2024-11-03,1,7.0,2024-11-18,3
+中国台湾周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+英国周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+立陶宛周度原油海运进口,2024-11-10,1,7.0,2024-11-25,2
+埃及周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+韩国周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+越南周度原油海运进口,2024-11-03,1,7.0,2024-11-18,3
+巴拿马周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+巴西周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+葡萄牙周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+阿联酋周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+印度周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+智利周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+意大利周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+荷兰周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+芬兰周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+罗马尼亚周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+新加坡周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+泰国周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+法国周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+印度尼西亚周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+美国周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+波兰周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+中国周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+加拿大周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+西班牙周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+希腊周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+瑞典周度原油海运进口,2024-11-10,0,7.0,2024-11-25,2
+莱茵河水位,2024-11-18,0,1.0,2024-11-21,1
+ovx index,2024-11-18,0,1.0,2024-11-21,1
+dxy curncy,2024-11-18,0,1.0,2024-11-21,1
+C2403128043,2024-11-18,0,1.0,2024-11-21,1
+C2403150124,2024-11-18,0,1.0,2024-11-21,1
+FVHCM1 INDEX,2024-11-18,0,1.0,2024-11-21,1
+doedtprd index,2024-11-08,0,7.0,2024-11-23,2
+CFFDQMMN INDEX,2024-11-12,0,7.0,2024-11-27,1
+C2403083739,2024-11-12,0,7.0,2024-11-27,1
+C2404167878,2024-11-12,0,7.0,2024-11-27,1
+lmcads03 lme comdty,2024-11-15,0,1.0,2024-11-18,4
+GC1 COMB Comdty,2024-11-18,0,1.0,2024-11-21,1
+C2404167855,2024-11-18,0,1.0,2024-11-21,1

juxitingdataset/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,811.576,28.488,19.74
+RNN,897.124,29.952,22.074
+TiDE,1015.113,31.861,23.22
+LSTM,1072.179,32.744,25.674
+DilatedRNN,1323.952,36.386,28.347
+PatchTST,1353.449,36.789,26.175
+TSMixer,1467.982,38.314,28.163
+NHITS,1589.956,39.874,30.203
+GRU,1764.144,42.002,35.821
+DLinear,1831.303,42.794,30.357
+DeepNPTS,2890.076,53.759,38.553
+TFT,3040.148,55.138,42.36
+MLP,3459.517,58.818,45.679
+Informer,3635.914,60.299,44.59
+TSMixerx,4352.664,65.975,49.521
+BiTCN,4825.292,69.464,53.842
+TCN,6703.221,81.873,65.098
+iTransformer,12283.86,110.833,78.95
+MLPMultivariate,12681.278,112.611,82.881
+StemGNN,12731.685,112.835,91.7

juxitingdataset/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。

juxitingdataset/predict.csv

@@ -0,0 +1,6 @@
+unique_id,ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,FEDformer,StemGNN,MLPMultivariate,TiDE,DeepNPTS
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+1,2024-11-20,7339.673,7303.256,7375.402,7320.6665,7341.1157,7339.045,7337.2275,7369.62,7401.5024,7449.8086,7307.5415,7353.703,7321.7114,7326.1914,7327.6973,7355.3086,,7343.625,7344.175,7327.1714,7372.8594
+1,2024-11-21,7313.6357,7310.424,7380.7524,7315.6226,7321.9478,7387.099,7330.402,7346.7344,7399.866,7443.933,7302.4478,7366.744,7310.202,7341.9395,7341.784,7348.7305,,7331.544,7333.9355,7305.503,7363.116
+1,2024-11-22,7296.4775,7321.025,7392.479,7309.1006,7300.343,7376.246,7299.7417,7331.8857,7405.181,7451.1577,7291.023,7360.911,7294.7803,7323.8164,7406.1123,7343.8184,,7342.9673,7315.0786,7304.238,7363.372
+1,2024-11-25,7286.6978,7319.3916,7421.4077,7314.2144,7278.512,7335.186,7267.798,7370.676,7405.2725,7454.4453,7288.7314,7384.3545,7295.8447,7330.956,7369.3687,7341.7007,,7353.839,7304.878,7295.6865,7353.2183

juxitingdataset/testandpredict_groupby.csv

@@ -0,0 +1,201 @@
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+2024-02-27,7324.8584,7265.309,7320.64,7250.013,7294.186,7304.1113,7298.2075,7308.625,7337.1943,7439.2734,7344.686,7310.365,7318.0415,7292.697,7282.6455,7268.987,7265.1797,7294.638,7286.2944,7335.9023,7306.6665,7265.18,7344.69,StemGNN,BiTCN
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+2024-02-29,7364.922,7312.732,7388.8384,7333.9785,7331.49,7367.615,7367.573,7377.5312,7397.033,7453.3794,7342.484,7349.7095,7365.7754,7333.8677,7360.886,7322.637,7264.3276,7322.595,7342.4907,7352.6177,7325.0,7312.73,7397.03,Informer,GRU
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+2024-03-18,7347.523,7331.5874,7398.1025,7300.4,7319.1963,7299.2505,7365.2866,7379.18,7404.796,7454.794,7304.7573,7381.734,7306.5664,7305.6533,7353.5864,7387.272,7274.584,7304.16,7330.823,7352.64,7387.5,7299.25,7404.8,TSMixerx,GRU
+2024-03-19,7383.2007,7377.062,7422.1787,7337.716,7360.5415,7351.514,7392.0273,7400.809,7423.6587,7474.671,7313.8677,7416.085,7356.2627,7326.808,7393.4097,7420.567,7276.2305,7330.5435,7363.473,7386.885,7435.0,7313.87,7474.67,BiTCN,TCN
+2024-03-20,7431.3228,7405.089,7481.697,7376.288,7402.0117,7385.961,7459.232,7451.4297,7481.062,7500.148,7329.3774,7477.5176,7408.798,7385.252,7441.3843,7446.609,7277.801,7375.8203,7414.868,7433.0977,7460.0,7329.38,7481.7,BiTCN,LSTM
+2024-03-21,7458.2275,7401.492,7497.2183,7416.5845,7435.339,7399.187,7477.399,7484.968,7496.0884,7515.9604,7349.7227,7505.508,7430.2617,7433.867,7467.8345,7466.1753,7280.6196,7415.174,7449.4546,7440.946,7422.5,7349.72,7505.51,BiTCN,DilatedRNN
+2024-03-22,7407.0825,7385.577,7442.542,7427.619,7418.8604,7399.5073,7396.7397,7421.226,7442.492,7503.784,7352.836,7447.2036,7399.149,7426.6504,7428.188,7410.6143,7284.129,7404.034,7430.581,7399.9756,7402.5,7352.84,7447.2,BiTCN,DilatedRNN
+2024-03-25,7390.9316,7341.7417,7425.1035,7351.0176,7389.619,7396.7227,7393.906,7412.0156,7429.2393,7493.727,7344.5913,7410.24,7372.034,7425.9546,7402.7266,7362.529,7285.9043,7383.556,7400.5117,7386.4575,7372.5,7341.74,7429.24,Informer,GRU
+2024-03-26,7347.334,7326.359,7383.7305,7310.7183,7358.046,7389.9893,7351.148,7374.3765,7394.8364,7478.162,7345.3984,7372.223,7346.8843,7391.773,7355.676,7335.9077,7286.96,7355.5215,7355.3013,7348.9756,7365.0,7310.72,7394.84,iTransformer,GRU
+2024-03-27,7332.6685,7312.6313,7381.709,7327.691,7341.7427,7356.66,7347.588,7365.008,7395.2363,7472.1733,7348.8047,7371.0938,7330.055,7369.823,7345.8745,7337.2305,7287.96,7336.0894,7351.8623,7342.38,7345.0,7312.63,7395.24,Informer,GRU
+2024-03-28,7318.9517,7314.2285,7356.6807,7325.767,7325.5513,7327.4263,7330.2373,7354.8135,7374.066,7455.497,7348.2134,7331.0493,7302.6733,7352.365,7328.5137,7320.3345,7288.741,7314.206,7333.578,7330.548,7345.0,7302.67,7374.07,MLP,GRU
+2024-03-29,7333.2954,7331.351,7363.246,7327.6743,7319.564,7301.5522,7328.1797,7355.113,7380.952,7447.5664,7334.7427,7327.2666,7288.5444,7335.8066,7336.808,7319.2993,7289.9165,7297.9263,7332.412,7343.5093,7345.0,7289.92,7380.95,StemGNN,GRU
+2024-04-01,7348.0537,7330.572,7362.7725,7332.9604,7322.198,7298.061,7329.0166,7358.6577,7379.306,7439.0703,7324.079,7319.565,7297.908,7335.1064,7344.3975,7319.012,7290.8574,7297.928,7334.5747,7336.6123,7360.0,7297.91,7379.31,MLP,GRU
+2024-04-02,7354.8457,7323.401,7383.785,7332.653,7333.635,7305.6133,7343.2495,7371.6064,7396.9644,7439.2964,7319.5005,7330.7207,7310.536,7330.504,7355.109,7328.9604,7291.783,7303.8853,7341.664,7354.6255,7380.0,7303.89,7396.96,MLPMultivariate,GRU
+2024-04-03,7365.363,7363.4385,7406.764,7337.816,7351.973,7328.9243,7372.8433,7392.5435,7415.1196,7455.345,7328.296,7365.4688,7333.1133,7329.4907,7376.2812,7337.592,7293.337,7332.993,7356.929,7368.235,7397.5,7328.3,7415.12,BiTCN,GRU
+2024-04-07,7393.174,7399.1465,7426.612,7353.0283,7376.4893,7376.752,7414.109,7407.8154,7431.869,7469.0186,7340.048,7401.162,7367.347,7352.1235,7391.1353,7345.164,7296.0327,7358.918,7389.734,7383.014,7437.5,7340.05,7469.02,BiTCN,TCN
+2024-04-08,7446.6924,7449.7544,7475.2563,7373.374,7410.5596,7404.134,7471.235,7453.1606,7476.517,7494.462,7348.689,7462.397,7410.8096,7377.585,7435.089,7383.2344,7300.344,7398.0693,7432.398,7434.5586,7490.0,7348.69,7494.46,BiTCN,TCN
+2024-04-09,7504.905,7467.537,7530.613,7433.774,7452.0054,7425.3403,7513.393,7508.9287,7533.4644,7525.638,7357.8564,7528.4937,7454.9614,7437.0137,7491.247,7428.2314,7304.7363,7457.517,7473.5537,7489.2837,7507.5,7357.86,7530.61,BiTCN,LSTM
+2024-04-10,7507.6694,7467.993,7538.1147,7542.224,7472.328,7420.036,7503.443,7518.157,7542.6377,7545.1484,7374.8135,7566.422,7470.541,7473.4287,7509.802,7433.4985,7310.0293,7488.787,7488.6753,7506.1987,7497.5,7374.81,7545.15,BiTCN,TCN
+2024-04-11,7471.361,7447.9717,7520.0947,7595.639,7468.2266,7408.3325,7456.563,7507.32,7523.82,7548.4556,7392.3813,7548.813,7429.4277,7498.0825,7501.922,7419.362,7314.949,7464.2153,7485.503,7461.3413,7497.5,7392.38,7548.81,BiTCN,DilatedRNN
+2024-04-12,7441.4653,7422.594,7520.649,7489.6167,7460.528,7422.053,7457.3374,7508.158,7525.2314,7549.5034,7408.3726,7551.6904,7408.99,7522.645,7488.91,7405.511,7319.853,7442.42,7475.9414,7381.109,7506.6665,7381.11,7549.5,DeepNPTS,TCN
+2024-04-15,7437.4883,7392.7056,7528.9893,7359.854,7460.766,7406.296,7457.8774,7511.0024,7534.3423,7550.2856,7422.125,7559.664,7408.6436,7505.059,7499.318,7414.586,7324.3867,7350.284,7478.66,7390.3853,7482.5,7350.28,7550.29,MLPMultivariate,TCN
+2024-04-16,7414.4014,7356.5474,7493.419,7320.82,7445.327,7389.5503,7430.3423,7479.1465,7495.7896,7530.0034,7414.796,7504.091,7384.232,7474.4126,7463.9585,7395.259,7326.742,7316.681,7464.249,7352.0337,7495.0,7320.82,7504.09,iTransformer,DilatedRNN
+2024-04-17,7418.1523,7345.336,7517.467,7244.3267,7448.5728,7372.91,7443.809,7505.0737,7524.591,7532.585,7416.4146,7509.972,7377.5215,7468.4683,7480.951,7402.167,7328.876,7308.7583,7469.451,7336.165,7497.5,7308.76,7524.59,MLPMultivariate,GRU
+2024-04-18,7436.2354,7365.206,7513.568,7192.3843,7453.5957,7372.54,7432.963,7503.9854,7517.9287,7524.563,7417.2803,7494.443,7394.3423,7452.6953,7495.288,7403.768,7331.6216,7302.1626,7473.5625,7444.699,7497.5,7302.16,7517.93,MLPMultivariate,GRU
+2024-04-19,7447.0806,7350.321,7514.8804,7205.8774,7455.567,7376.2446,7410.527,7499.0874,7521.575,7514.4854,7414.3438,7484.985,7403.5664,7462.2075,7490.3115,7405.585,7335.865,7309.3057,7468.847,7448.9966,7527.5,7309.31,7514.49,MLPMultivariate,TCN
+2024-04-22,7475.883,7423.158,7553.94,7254.1865,7479.875,7386.6743,7447.7183,7543.102,7564.775,7529.091,7418.2056,7513.3813,7448.4033,7465.62,7534.029,7424.2153,7340.894,7353.6143,7495.132,7507.159,7527.5,7340.89,7553.94,StemGNN,LSTM
+2024-04-23,7483.1704,7425.912,7543.3994,7290.925,7493.6997,7412.115,7452.9463,7529.652,7551.1343,7530.611,7420.402,7510.6343,7476.7812,7493.6245,7519.158,7425.5796,7345.308,7389.0503,7508.076,7474.1436,7510.0,7345.31,7543.4,StemGNN,LSTM
+2024-04-24,7489.824,7449.7627,7522.4307,7284.6025,7487.656,7426.2656,7472.049,7511.7827,7529.634,7526.3643,7421.7383,7485.4575,7485.087,7501.4614,7492.875,7420.0005,7350.445,7407.3813,7501.6187,7474.4214,7487.5,7350.44,7526.36,StemGNN,TCN
+2024-04-25,7478.175,7459.268,7497.68,7280.8003,7470.319,7445.5015,7489.487,7493.36,7502.2085,7512.972,7428.151,7459.135,7481.8677,7483.9165,7478.5474,7422.1445,7354.9907,7425.6543,7481.111,7463.771,7487.5,7354.99,7502.21,StemGNN,GRU
+2024-04-26,7471.7905,7504.4097,7503.64,7250.9985,7463.4204,7473.467,7521.545,7488.0747,7509.4736,7511.2256,7437.1514,7478.4175,7488.639,7486.8276,7477.294,7424.8477,7357.933,7426.3447,7478.559,7483.4316,7502.5,7357.93,7511.23,StemGNN,TCN
+2024-04-28,7467.8945,7518.133,7521.8115,7174.1064,7470.82,7479.4893,7536.9326,7508.1694,7528.3906,7516.836,7455.743,7505.5894,7480.8833,7472.892,7496.7207,7427.1,7362.1377,7417.9033,7486.9385,7501.281,7527.5,7362.14,7528.39,StemGNN,GRU
+2024-04-29,7481.1025,7537.4067,7551.2607,7198.683,7484.3076,7493.617,7539.073,7535.1357,7561.359,7538.5674,7471.2583,7551.516,7456.966,7503.5913,7513.179,7435.481,7365.9897,7410.411,7503.5625,7523.1265,7537.5,7365.99,7551.52,StemGNN,DilatedRNN
+2024-04-30,7485.5576,7594.842,7557.28,7254.4175,7491.221,7476.6978,7528.6987,7545.3306,7567.3643,7559.401,7475.3867,7570.705,7438.036,7536.9814,7529.869,7442.824,7370.56,7405.342,7509.7266,7512.2437,7532.5,7370.56,7570.71,StemGNN,DilatedRNN
+2024-05-06,7483.9385,7574.701,7548.458,7325.2275,7489.1924,7448.354,7506.8403,7539.166,7557.914,7552.7583,7467.6,7562.0117,7421.79,7525.6177,7532.4536,7444.3916,7376.098,7394.2666,7509.6626,7408.6543,7502.5,7376.1,7562.01,StemGNN,DilatedRNN
+2024-05-07,7454.256,7549.21,7509.903,7428.3076,7469.9204,7432.5,7468.808,7503.76,7514.606,7528.459,7455.187,7517.822,7393.6875,7501.2305,7494.9287,7449.213,7382.0747,7369.9253,7480.7466,7366.604,7475.0,7369.93,7528.46,MLPMultivariate,TCN
+2024-05-08,7448.621,7504.078,7483.7812,7341.15,7449.908,7422.8223,7453.707,7472.9927,7488.1543,7506.2876,7444.9937,7489.6187,7390.3047,7460.8916,7477.186,7433.9673,7388.169,7356.528,7456.1313,7334.036,7512.5,7341.15,7506.29,iTransformer,TCN
+2024-05-09,7489.4106,7492.549,7538.778,7228.581,7471.967,7432.3164,7488.344,7522.5,7548.681,7532.692,7450.953,7550.5137,7421.945,7462.06,7500.766,7464.863,7394.7876,7365.004,7478.9917,7376.0483,7505.0,7365.0,7548.68,MLPMultivariate,GRU
+2024-05-10,7502.581,7503.25,7515.706,7238.33,7480.192,7439.4644,7473.9966,7502.336,7519.204,7530.7915,7445.6587,7522.234,7430.0835,7469.067,7501.894,7461.8916,7402.072,7366.8926,7475.328,7327.727,7477.5,7327.73,7522.23,DeepNPTS,DilatedRNN
+2024-05-11,7477.011,7468.494,7487.6772,7269.3843,7466.02,7463.3545,7461.114,7477.537,7492.7163,7517.6313,7434.928,7478.0273,7432.4854,7469.024,7476.0327,7443.908,7409.2876,7377.3755,7464.2456,7457.5786,7475.0,7377.38,7492.72,MLPMultivariate,GRU
+2024-05-13,7485.155,7465.7734,7491.337,7315.731,7466.4478,7476.0625,7467.466,7489.508,7496.0464,7504.5596,7435.735,7466.043,7449.361,7487.1445,7477.5137,7445.098,7416.695,7406.576,7470.805,7469.8306,7485.0,7406.58,7496.05,MLPMultivariate,GRU
+2024-05-14,7477.142,7476.026,7503.6304,7392.3086,7473.355,7492.0977,7466.7036,7485.679,7508.4863,7498.1094,7457.671,7471.834,7481.7104,7489.5645,7496.2563,7459.572,7425.1943,7437.0503,7474.5933,7482.287,7507.5,7425.19,7508.49,StemGNN,GRU
+2024-05-15,7489.9146,7539.145,7530.8066,7430.454,7490.5195,7527.635,7486.065,7514.305,7538.248,7516.146,7484.4287,7502.173,7517.088,7500.9272,7501.9663,7472.1016,7430.1094,7472.3706,7495.538,7499.285,7510.0,7430.45,7538.25,iTransformer,GRU
+2024-05-16,7488.493,7555.006,7527.53,7360.078,7500.7886,7538.662,7505.815,7517.804,7533.731,7533.269,7499.3022,7510.7705,7524.2197,7516.5176,7497.5884,7476.121,7433.6113,7352.6816,7509.439,7492.978,7525.0,7360.08,7538.66,iTransformer,TSMixerx
+2024-05-17,7496.755,7566.108,7548.3657,7326.433,7508.881,7531.2725,7524.7236,7533.786,7558.479,7556.2666,7511.1597,7535.6323,7506.212,7526.9165,7519.7017,7497.2275,7435.586,7309.129,7519.2583,7481.6733,7587.5,7326.43,7556.27,iTransformer,TCN
+2024-05-20,7554.6206,7644.915,7627.4375,7350.247,7547.0127,7528.244,7595.9116,7612.2827,7643.458,7596.8975,7537.8237,7612.6274,7530.4263,7539.7134,7591.8735,7521.204,7437.2095,7296.1094,7572.1187,7571.9077,7670.0,7350.25,7596.9,iTransformer,TCN
+2024-05-21,7646.4185,7693.653,7721.6753,7393.0356,7609.44,7543.7534,7674.385,7711.264,7740.307,7708.743,7555.533,7736.536,7598.7334,7600.9624,7672.606,7654.197,7439.662,7318.5547,7645.336,7664.216,7677.5,7393.04,7736.54,iTransformer,DilatedRNN
+2024-05-22,7647.545,7700.3604,7702.609,7435.0103,7631.705,7537.14,7631.248,7700.743,7718.4004,7716.2666,7545.937,7739.6123,7593.625,7631.0547,7680.195,7632.132,7443.422,7351.654,7659.1025,7656.574,7677.5,7435.01,7718.4,iTransformer,GRU
+2024-05-23,7626.5903,7682.931,7701.2285,7485.9966,7631.622,7534.767,7612.349,7702.057,7719.236,7711.3345,7537.8267,7734.6455,7576.5547,7652.615,7672.345,7630.37,7449.0225,7363.7964,7655.299,7639.0146,7645.0,7449.02,7719.24,StemGNN,GRU
+2024-05-24,7591.568,7687.2666,7647.2183,7466.981,7604.7427,7520.9497,7581.749,7648.477,7659.8467,7665.4873,7530.349,7681.5874,7545.765,7650.8174,7641.2686,7555.508,7455.5513,7342.2734,7618.7144,7587.3604,7630.0,7455.55,7681.59,StemGNN,DilatedRNN
+2024-05-27,7587.075,7608.3374,7637.647,7450.7256,7586.274,7503.4014,7584.0605,7621.7793,7653.8467,7607.2466,7528.533,7654.2456,7532.0703,7610.577,7622.6694,7533.82,7463.4204,7326.06,7605.986,7588.4307,7650.0,7450.73,7653.85,iTransformer,GRU
+2024-05-28,7607.5493,7589.482,7669.128,7484.61,7597.7314,7514.8257,7601.7134,7664.2217,7686.8223,7632.268,7530.029,7686.7183,7537.2686,7603.0356,7629.1943,7550.9917,7471.712,7363.7646,7623.4575,7633.98,7690.0,7471.71,7633.98,StemGNN,DeepNPTS
+2024-05-29,7652.842,7571.2974,7717.472,7556.937,7630.2485,7549.1206,7631.497,7713.2817,7739.4175,7692.042,7547.555,7739.1597,7571.9487,7633.924,7662.708,7577.1274,7480.363,7443.6787,7655.7676,7631.6226,7690.0,7480.36,7739.16,StemGNN,DilatedRNN
+2024-05-30,7649.0913,7577.617,7704.105,7550.921,7640.843,7541.2734,7618.8047,7709.13,7722.6406,7686.0776,7566.9937,7726.245,7577.3994,7647.871,7675.334,7588.5674,7488.693,7495.9536,7666.947,7588.9775,7716.6665,7495.95,7722.64,MLPMultivariate,GRU
+2024-05-31,7659.8047,7578.856,7740.4565,7601.547,7658.1284,7553.724,7626.846,7747.837,7766.9097,7734.275,7586.038,7743.599,7606.8315,7679.937,7715.32,7637.168,7496.292,7552.72,7694.434,7669.356,7740.0,7552.72,7747.84,MLPMultivariate,RNN
+2024-06-03,7680.568,7584.224,7758.7427,7692.7866,7682.1675,7563.7793,7631.1216,7765.3013,7782.3394,7752.1914,7594.942,7765.0137,7648.7344,7689.5923,7745.416,7666.559,7503.3374,7588.7646,7712.732,7713.1265,7720.0,7563.78,7765.3,TSMixerx,RNN
+2024-06-04,7665.7593,7576.4067,7723.4004,7680.3076,7679.0776,7575.0923,7632.3086,7726.452,7745.141,7722.12,7593.8306,7724.313,7634.5703,7670.8857,7705.0,7633.6714,7509.0845,7561.4424,7702.167,7686.505,7650.0,7561.44,7726.45,MLPMultivariate,RNN
+2024-06-05,7606.9214,7540.2925,7633.456,7610.8477,7632.483,7578.704,7615.235,7639.765,7644.8926,7622.3613,7580.726,7631.1973,7599.78,7656.6353,7623.309,7586.5234,7512.7295,7487.383,7640.2627,7578.6704,7620.0,7512.73,7644.89,StemGNN,GRU
+2024-06-06,7619.697,7540.455,7618.227,7535.6606,7596.6255,7595.597,7616.2593,7613.327,7634.5376,7580.0376,7567.816,7615.2163,7595.8403,7629.2686,7600.6445,7572.0703,7515.4717,7439.331,7594.365,7568.7104,7600.0,7515.47,7629.27,StemGNN,DLinear
+2024-06-07,7615.7144,7550.1367,7598.8267,7495.0903,7580.493,7593.8066,7616.271,7589.4897,7612.0537,7554.4556,7556.418,7595.4233,7595.099,7577.707,7587.538,7557.716,7518.2676,7422.0835,7579.2017,7530.5747,7606.6665,7495.09,7615.71,iTransformer,NHITS
+2024-06-11,7601.7393,7545.362,7617.5547,7483.6284,7583.137,7602.9844,7622.9746,7603.0713,7634.4663,7571.4756,7561.7046,7607.516,7596.829,7576.374,7597.9785,7564.5103,7521.2344,7447.741,7590.2354,7535.683,7620.0,7483.63,7622.97,iTransformer,PatchTST
+2024-06-12,7595.893,7569.686,7634.825,7476.937,7595.1797,7606.7744,7623.2876,7632.715,7651.707,7610.309,7578.8467,7632.3936,7571.395,7606.6377,7609.63,7574.784,7524.156,7455.8794,7602.3247,7569.6353,7673.3335,7476.94,7610.31,iTransformer,TCN
+2024-06-13,7641.0054,7622.334,7708.4976,7521.5537,7629.663,7648.571,7672.0015,7705.2563,7730.6177,7749.362,7613.5806,7719.2944,7605.247,7661.149,7673.968,7611.9146,7528.735,7519.3076,7645.362,7563.0444,7690.0,7521.55,7730.62,iTransformer,GRU
+2024-06-14,7656.4604,7645.1094,7711.3477,7577.171,7651.129,7647.5073,7683.6143,7716.139,7731.039,7786.8384,7640.575,7734.5605,7636.69,7681.255,7693.3716,7630.439,7533.103,7553.3237,7664.428,7573.605,7690.0,7553.32,7734.56,MLPMultivariate,DilatedRNN
+2024-06-17,7668.9653,7660.645,7707.5757,7561.2534,7660.0894,7645.731,7690.6865,7707.571,7728.6196,7790.4375,7658.044,7732.9146,7636.438,7670.126,7692.1426,7629.0654,7537.5327,7588.3086,7677.838,7647.8813,7656.6665,7561.25,7732.91,iTransformer,DilatedRNN
+2024-06-18,7648.6875,7647.4365,7657.303,7511.8354,7644.7163,7630.988,7660.458,7661.8315,7671.583,7709.0063,7646.4146,7688.9844,7600.827,7643.5264,7658.194,7608.704,7541.7393,7553.1914,7656.772,7650.669,7656.6665,7541.74,7688.98,StemGNN,DilatedRNN
+2024-06-19,7717.4487,7666.0024,7670.3296,7520.2344,7635.9565,7617.9893,7659.579,7660.733,7689.137,7667.132,7633.783,7690.1924,7602.7783,7635.724,7655.593,7608.1714,7544.915,7544.783,7635.3354,7654.2876,7670.0,7544.78,7690.19,MLPMultivariate,DilatedRNN
+2024-06-20,7741.04,7693.877,7686.966,7567.3926,7640.5005,7624.0913,7651.692,7683.71,7704.508,7695.405,7628.743,7714.591,7644.2944,7644.7495,7667.424,7626.4893,7548.3423,7561.6304,7630.8296,7666.158,7680.0,7561.63,7714.59,MLPMultivariate,DilatedRNN
+2024-06-21,7702.761,7688.1494,7697.3213,7612.8706,7652.19,7642.974,7654.4443,7693.222,7716.3687,7728.078,7628.3276,7724.7705,7677.8145,7669.136,7678.6035,7633.8896,7552.642,7573.852,7647.565,7666.9546,7680.0,7573.85,7724.77,MLPMultivariate,DilatedRNN
+2024-06-24,7666.507,7682.791,7694.0444,7581.3384,7661.3315,7643.7505,7644.6665,7699.1064,7712.4053,7720.885,7621.985,7715.659,7654.242,7680.4575,7685.1406,7635.349,7558.0073,7572.0703,7665.651,7669.4536,7680.0,7572.07,7715.66,MLPMultivariate,DilatedRNN
+2024-06-25,7635.0615,7702.766,7694.1514,7551.084,7662.6323,7668.9717,7639.3916,7697.0967,7713.051,7727.822,7635.73,7696.702,7642.5996,7695.541,7681.619,7638.457,7563.5337,7590.3696,7676.107,7670.294,7693.3335,7563.53,7713.05,StemGNN,GRU
+2024-06-26,7649.637,7721.7197,7711.3506,7582.14,7666.932,7678.079,7645.996,7712.1377,7733.1294,7739.6733,7653.955,7713.8994,7646.944,7715.362,7695.6245,7646.0503,7568.721,7606.0415,7690.872,7683.9834,7716.6665,7582.14,7733.13,iTransformer,GRU
+2024-06-27,7668.781,7726.75,7736.5986,7605.333,7678.265,7679.7017,7667.019,7739.203,7761.4956,7762.527,7676.667,7745.1177,7650.4077,7704.752,7709.2344,7649.617,7573.2476,7663.1025,7698.531,7634.0728,7723.3335,7605.33,7761.5,iTransformer,GRU
+2024-06-28,7678.5503,7779.757,7736.7666,7635.7134,7686.452,7652.3403,7673.518,7741.302,7761.033,7772.073,7686.6113,7750.6206,7643.9385,7685.8247,7713.2505,7644.2285,7577.5815,7691.802,7703.728,7613.6733,7730.0,7613.67,7772.07,DeepNPTS,TCN
+2024-07-01,7707.7183,7821.054,7743.386,7658.268,7693.7065,7649.9766,7708.0127,7749.8867,7768.6255,7769.013,7691.7144,7759.0566,7661.7173,7689.947,7721.156,7645.999,7582.3203,7717.933,7715.566,7626.284,7763.3335,7626.28,7769.01,DeepNPTS,TCN
+2024-07-02,7744.917,7840.945,7783.1,7679.3994,7717.6436,7653.1284,7735.708,7787.055,7806.216,7806.7393,7684.8047,7796.633,7692.6626,7722.7607,7756.991,7667.11,7588.7544,7762.754,7744.1157,7687.6206,7780.0,7653.13,7806.74,TSMixerx,TCN
+2024-07-03,7756.8447,7833.0347,7791.33,7692.303,7731.192,7658.636,7735.062,7794.673,7812.861,7828.051,7669.74,7808.225,7703.547,7736.587,7780.4624,7680.1426,7596.911,7800.416,7746.292,7766.5444,7800.0,7658.64,7828.05,TSMixerx,TCN
+2024-07-04,7777.5674,7802.463,7810.804,7710.334,7750.339,7672.556,7765.826,7815.3413,7833.788,7856.353,7662.8096,7828.118,7724.6187,7755.444,7794.13,7694.624,7603.579,7779.0396,7766.8696,7784.5366,7800.0,7662.81,7833.79,BiTCN,GRU
+2024-07-05,7774.443,7815.158,7802.195,7730.679,7760.772,7699.2754,7772.52,7811.5737,7823.363,7849.0454,7671.6973,7830.588,7724.645,7770.861,7787.985,7692.8857,7610.9624,7843.216,7780.922,7741.5913,7766.6665,7671.7,7843.22,BiTCN,MLPMultivariate
+2024-07-08,7741.652,7795.0947,7758.8247,7705.325,7739.575,7708.672,7729.864,7765.0273,7781.328,7792.201,7676.9727,7784.113,7681.377,7766.846,7757.0146,7683.5537,7620.041,7824.98,7761.157,7705.362,7746.6665,7676.97,7795.09,BiTCN,Informer
+2024-07-09,7722.379,7773.332,7745.256,7703.8765,7714.4985,7696.204,7714.165,7753.769,7769.6807,7768.346,7679.442,7764.165,7656.3105,7739.1113,7735.5195,7682.5645,7629.5483,7730.0054,7737.0923,7674.545,7720.0,7656.31,7769.68,MLP,GRU
+2024-07-10,7681.028,7717.214,7716.771,7678.915,7691.8003,7673.8325,7694.226,7723.2095,7737.119,7743.3765,7668.6836,7735.7046,7622.0293,7709.8916,7703.371,7681.628,7638.6084,7685.624,7705.2163,7572.698,7693.3335,7622.03,7737.12,MLP,GRU
+2024-07-11,7658.803,7691.899,7693.4927,7628.336,7667.141,7692.159,7681.347,7691.846,7710.5137,7719.479,7664.594,7703.5093,7614.391,7682.582,7677.6763,7669.17,7646.273,7670.814,7672.55,7596.5063,7686.6665,7614.39,7710.51,MLP,GRU
+2024-07-12,7676.212,7648.007,7695.028,7632.622,7659.2656,7675.7134,7674.6196,7698.6304,7713.1284,7720.5,7665.8413,7702.9937,7618.092,7679.028,7672.112,7670.9697,7654.107,7660.484,7659.426,7646.4487,7680.0,7632.62,7713.13,iTransformer,GRU
+2024-07-15,7678.672,7635.1934,7688.594,7673.1636,7661.822,7659.833,7658.5225,7688.3613,7705.9653,7715.205,7663.1875,7697.0034,7632.9126,7676.2285,7670.711,7666.7173,7661.3223,7665.7705,7658.569,7673.7856,7680.0,7635.19,7705.97,Informer,GRU
+2024-07-16,7651.1963,7671.8643,7692.7793,7689.266,7668.141,7660.758,7659.064,7692.6074,7711.3687,7719.3364,7655.1997,7696.3184,7641.5664,7667.5435,7679.9424,7684.551,7665.083,7669.101,7668.982,7684.137,7666.6665,7651.2,7711.37,NHITS,GRU
+2024-07-17,7641.057,7668.16,7673.4707,7659.7456,7664.6436,7654.2183,7660.926,7676.708,7690.0596,7700.99,7651.0034,7671.7466,7644.4805,7651.2144,7662.9976,7678.6094,7664.9775,7672.349,7664.7246,7691.682,7660.0,7644.48,7691.68,MLP,DeepNPTS
+2024-07-18,7664.9663,7658.162,7670.0312,7637.7866,7660.393,7658.6377,7659.826,7666.5015,7687.943,7698.4805,7644.2812,7672.947,7654.7686,7652.1245,7661.8545,7665.935,7664.4287,7680.0693,7657.525,7684.0337,7656.6665,7644.28,7687.94,BiTCN,GRU
+2024-07-19,7665.551,7670.8184,7667.205,7635.584,7660.325,7668.8765,7658.371,7665.8726,7684.399,7695.584,7643.105,7674.286,7663.725,7643.517,7663.8926,7656.084,7663.769,7700.3984,7657.9575,7680.189,7656.6665,7643.1,7695.58,BiTCN,TCN
+2024-07-22,7654.73,7659.601,7668.9697,7621.6406,7661.3525,7680.211,7656.679,7664.0444,7686.7466,7703.269,7644.0737,7678.368,7673.4263,7659.1533,7658.6733,7652.0737,7664.192,7711.589,7657.0005,7666.682,7640.0,7666.68,7703.27,DeepNPTS,TCN
+2024-07-23,7627.1523,7658.6284,7644.8213,7588.283,7648.253,7672.1426,7633.9795,7642.582,7660.825,7681.314,7644.153,7657.6543,7654.553,7659.5024,7642.755,7629.606,7664.6,7699.003,7638.695,7648.3765,7623.3335,7648.38,7681.31,DeepNPTS,TCN
+2024-07-24,7615.709,7655.3555,7628.3022,7592.2227,7632.9834,7642.4775,7617.965,7623.56,7644.383,7647.4067,7638.715,7634.554,7637.802,7656.283,7626.516,7606.3687,7663.527,7680.975,7623.4233,7643.556,7623.3335,7606.37,7663.53,TFT,StemGNN
+2024-07-25,7626.8325,7642.017,7633.9727,7613.0454,7627.47,7633.412,7616.6157,7627.667,7651.0903,7641.8286,7629.514,7638.695,7636.3535,7667.2534,7627.4736,7601.07,7661.254,7681.911,7620.475,7654.3047,7616.6665,7613.05,7667.25,iTransformer,DLinear
+2024-07-26,7632.3335,7621.389,7624.5327,7645.1714,7622.8755,7627.1255,7601.437,7616.045,7639.7183,7631.0366,7618.541,7630.3594,7640.373,7653.941,7615.7593,7592.512,7658.7373,7678.8228,7610.201,7671.363,7606.6665,7601.44,7671.36,PatchTST,DeepNPTS
+2024-07-29,7639.817,7612.397,7614.2046,7662.6333,7615.0605,7627.332,7595.5796,7606.813,7629.5977,7619.9873,7608.5356,7623.0024,7640.0957,7621.7676,7607.5703,7582.705,7655.2964,7666.2646,7606.5913,7680.2124,7593.3335,7612.4,7666.26,Informer,MLPMultivariate
+2024-07-30,7622.5933,7600.343,7599.369,7641.5083,7603.544,7616.735,7589.474,7594.733,7613.7637,7596.824,7595.4326,7602.523,7632.3496,7602.386,7598.679,7575.2354,7651.0396,7639.919,7595.3047,7623.996,7593.3335,7589.47,7641.51,PatchTST,iTransformer
+2024-07-31,7600.5137,7608.838,7604.4766,7579.5146,7596.772,7610.0127,7590.8696,7595.068,7620.02,7591.898,7582.3994,7602.827,7610.2764,7587.5996,7602.196,7574.5547,7647.164,7610.417,7593.199,7617.0186,7583.3335,7579.51,7620.02,iTransformer,GRU
+2024-08-01,7584.491,7591.163,7590.4097,7528.964,7586.1,7592.4385,7577.192,7583.059,7603.933,7577.833,7568.3164,7587.833,7585.2256,7581.496,7587.4717,7558.9497,7644.519,7583.2446,7579.941,7590.2993,7620.0,7558.95,7644.52,TFT,StemGNN
+2024-08-02,7616.686,7597.3223,7646.7744,7566.598,7608.6694,7612.445,7609.7285,7635.0947,7667.1523,7621.61,7575.381,7644.4077,7594.1055,7601.339,7624.826,7610.858,7644.519,7601.448,7605.9966,7619.8916,7623.3335,7575.38,7646.77,BiTCN,LSTM
+2024-08-05,7623.7627,7589.9575,7636.6133,7586.836,7623.189,7622.1753,7610.896,7632.091,7651.12,7634.569,7591.59,7646.9155,7600.737,7606.681,7626.2812,7616.1694,7645.467,7618.9155,7617.3364,7621.257,7610.0,7589.96,7646.92,Informer,DilatedRNN
+2024-08-06,7603.1816,7595.4126,7619.838,7605.9287,7619.7603,7611.853,7608.621,7609.997,7635.3276,7619.085,7602.162,7622.4756,7608.05,7622.342,7609.318,7605.9697,7645.6055,7639.8794,7622.1143,7612.494,7596.6665,7612.49,7639.88,DeepNPTS,MLPMultivariate
+2024-08-07,7592.1763,7592.882,7604.5503,7626.968,7607.001,7596.989,7595.7314,7603.804,7618.5483,7598.3823,7603.147,7605.9805,7599.848,7619.703,7598.383,7599.847,7644.638,7643.8364,7607.1978,7614.267,7586.6665,7598.38,7643.84,TCN,MLPMultivariate
+2024-08-08,7586.1543,7584.4385,7594.6,7599.368,7593.31,7582.252,7584.5654,7583.1978,7608.705,7574.1445,7597.163,7590.6973,7575.036,7598.8667,7586.7817,7593.286,7641.5493,7614.1875,7591.3506,7610.715,7583.3335,7575.04,7614.19,MLP,MLPMultivariate
+2024-08-09,7576.485,7582.335,7593.273,7585.825,7584.1606,7586.2075,7583.898,7582.833,7607.375,7572.595,7593.067,7593.8784,7574.7607,7583.666,7577.901,7587.4883,7638.005,7594.3633,7581.234,7617.9976,7583.3335,7574.76,7618.0,MLP,DeepNPTS
+2024-08-12,7575.626,7573.1284,7594.5645,7563.653,7581.976,7582.934,7581.995,7586.456,7608.736,7575.6455,7589.7466,7596.4355,7572.6567,7578.667,7573.8115,7582.9087,7634.5464,7587.757,7580.688,7589.651,7586.6665,7572.66,7608.74,MLP,GRU
+2024-08-13,7576.8545,7573.6294,7599.734,7549.209,7581.6675,7588.3296,7586.276,7590.1167,7614.351,7589.074,7587.6333,7605.076,7577.5,7586.067,7579.822,7587.4487,7632.0903,7588.251,7584.79,7591.041,7593.3335,7573.63,7614.35,Informer,GRU
+2024-08-14,7588.2583,7580.5776,7608.1997,7543.8965,7583.3633,7587.6274,7592.547,7600.562,7623.206,7583.5537,7584.056,7605.887,7590.909,7583.552,7593.6997,7596.7246,7629.9487,7583.4946,7588.2476,7596.7407,7590.0,7580.58,7623.21,Informer,GRU
+2024-08-15,7593.0757,7579.656,7601.4634,7529.6504,7582.257,7589.2915,7589.511,7593.4614,7615.524,7575.569,7576.2905,7597.073,7586.902,7572.7607,7588.461,7596.389,7627.371,7567.4614,7583.957,7608.2563,7583.3335,7567.46,7615.52,MLPMultivariate,GRU
+2024-08-16,7586.149,7569.996,7593.929,7514.975,7578.3286,7583.971,7580.966,7585.7134,7608.005,7570.6206,7570.109,7592.928,7577.513,7570.173,7584.0444,7591.0464,7624.346,7556.504,7577.98,7601.3867,7583.3335,7556.5,7608.0,MLPMultivariate,GRU
+2024-08-19,7594.745,7567.1577,7595.875,7563.9316,7579.266,7591.448,7583.5347,7587.4736,7610.099,7572.2188,7566.629,7595.985,7578.809,7562.983,7580.1973,7587.079,7621.3794,7557.738,7578.1226,7597.965,7570.0,7562.98,7610.1,DLinear,GRU
+2024-08-20,7579.69,7549.5083,7577.414,7576.1245,7570.128,7587.277,7570.395,7568.66,7589.487,7566.7505,7561.175,7580.983,7573.9497,7559.215,7563.7017,7578.237,7617.923,7548.4937,7565.124,7585.643,7570.0,7549.51,7589.49,Informer,GRU
+2024-08-21,7584.279,7549.3906,7582.753,7575.3657,7568.2466,7584.27,7579.214,7573.007,7596.82,7568.5615,7558.4805,7580.1904,7579.2163,7555.7676,7567.6963,7568.8945,7614.2964,7552.8857,7568.7334,7573.092,7570.0,7552.89,7596.82,MLPMultivariate,GRU
+2024-08-22,7583.703,7563.716,7581.84,7578.4624,7570.4243,7585.1714,7579.5317,7573.964,7594.553,7566.8755,7555.7344,7579.7183,7581.85,7557.408,7570.857,7564.0654,7610.427,7557.8296,7571.748,7572.579,7590.0,7557.41,7594.55,DLinear,GRU
+2024-08-23,7591.693,7580.9365,7610.2744,7577.62,7583.9946,7586.8555,7595.802,7597.002,7626.1646,7585.059,7560.513,7605.648,7586.4727,7580.0605,7588.2275,7581.87,7607.3535,7568.1787,7586.9067,7578.2905,7583.3335,7568.18,7610.27,MLPMultivariate,LSTM
+2024-08-26,7581.909,7582.105,7593.3726,7569.9956,7584.2666,7593.485,7585.0723,7587.2676,7605.7754,7577.062,7566.9434,7596.7886,7579.494,7588.081,7584.404,7576.37,7604.0767,7567.0103,7583.003,7593.894,7583.3335,7567.01,7604.08,MLPMultivariate,StemGNN
+2024-08-27,7578.7656,7577.596,7597.7173,7573.3887,7582.924,7599.5063,7582.8545,7587.592,7612.76,7580.639,7569.9253,7599.4966,7577.809,7596.2344,7580.952,7580.5815,7600.829,7588.529,7585.4907,7591.1187,7610.0,7573.39,7612.76,iTransformer,GRU
+2024-08-28,7603.342,7568.98,7633.484,7591.465,7600.264,7612.3555,7604.1216,7624.7705,7650.6084,7607.261,7590.2188,7637.933,7594.213,7602.397,7610.396,7616.196,7598.767,7614.4526,7603.798,7596.2153,7610.0,7590.22,7637.93,BiTCN,DilatedRNN
+2024-08-29,7602.6074,7574.9067,7623.2393,7595.7383,7606.5493,7612.5015,7598.9165,7611.2666,7637.062,7603.4346,7608.5684,7629.7183,7598.3555,7592.6533,7610.023,7615.4697,7597.31,7606.991,7610.1113,7601.6855,7613.3335,7592.65,7629.72,DLinear,DilatedRNN
+2024-08-30,7608.995,7602.0854,7629.694,7595.228,7609.8755,7619.1577,7606.8027,7620.1675,7646.3447,7613.6514,7626.8945,7634.2417,7602.903,7605.196,7607.3687,7615.4277,7596.5977,7613.776,7616.263,7596.193,7606.6665,7596.19,7634.24,DeepNPTS,DilatedRNN
+2024-09-02,7604.801,7611.225,7617.1904,7590.7305,7606.878,7617.5435,7599.1646,7613.6436,7630.948,7601.7773,7633.9375,7625.1235,7604.0625,7602.784,7610.2915,7605.2173,7595.7163,7615.2495,7603.5312,7588.053,7583.3335,7588.05,7630.95,DeepNPTS,GRU
+2024-09-03,7584.1245,7599.737,7587.322,7583.9824,7587.1987,7593.444,7574.9097,7577.949,7600.2627,7575.7505,7621.904,7590.6353,7589.952,7583.71,7584.714,7571.9067,7594.2563,7601.5454,7578.65,7585.8413,7562.5,7575.75,7601.55,TCN,MLPMultivariate
+2024-09-04,7567.824,7576.505,7567.188,7571.672,7567.2915,7574.6377,7562.3315,7562.509,7579.0073,7547.7134,7604.775,7562.5796,7574.178,7572.5264,7565.2627,7556.4746,7591.959,7588.907,7560.808,7582.3877,7535.0,7547.71,7591.96,TCN,StemGNN
+2024-09-05,7545.363,7552.697,7536.8066,7572.7725,7543.651,7554.3413,7543.546,7530.691,7545.039,7525.549,7580.798,7526.2183,7551.9023,7551.9854,7529.328,7540.594,7588.3,7577.3257,7536.119,7562.6685,7475.0,7525.55,7580.8,TCN,BiTCN
+2024-09-06,7489.133,7530.058,7468.7744,7567.3276,7490.5117,7523.7383,7484.9873,7463.2505,7472.635,7487.3975,7541.511,7450.5845,7511.958,7517.2163,7469.2705,7511.4395,7581.111,7568.395,7483.826,7535.0005,7442.5,7487.4,7568.4,TCN,MLPMultivariate
+2024-09-09,7477.117,7518.369,7445.954,7539.0093,7447.318,7499.805,7457.0615,7440.9644,7453.2925,7463.8975,7499.5024,7414.8423,7488.5547,7477.18,7432.6396,7497.9277,7572.1675,7548.2925,7447.319,7475.0,7422.5,7453.29,7548.29,GRU,MLPMultivariate
+2024-09-10,7456.845,7501.7964,7427.159,7514.639,7422.6504,7479.6123,7434.149,7419.5635,7435.077,7450.9585,7466.836,7396.4497,7459.599,7444.4565,7420.318,7478.975,7562.575,7523.6143,7425.641,7442.5005,7412.5,7435.08,7523.61,GRU,MLPMultivariate
+2024-09-11,7431.6255,7488.6543,7421.852,7484.7666,7405.9243,7468.9414,7418.0254,7409.3555,7431.287,7444.1343,7435.703,7386.4614,7435.07,7418.6245,7414.427,7467.43,7553.097,7497.191,7418.086,7422.5044,7387.5,7422.5,7497.19,DeepNPTS,MLPMultivariate
+2024-09-12,7398.9155,7473.7407,7392.9155,7436.311,7384.2783,7455.464,7387.8115,7391.3066,7405.7793,7437.6245,7402.3047,7358.9487,7406.2876,7400.438,7386.0737,7451.5513,7542.6953,7450.6377,7395.831,7412.513,7380.0,7398.92,7473.74,NHITS,Informer
+2024-09-13,7387.8896,7452.976,7392.8135,7394.6235,7370.539,7445.6494,7375.9326,7386.789,7406.796,7437.685,7380.101,7357.8223,7390.089,7401.1216,7384.2554,7432.3403,7532.57,7427.6304,7384.5337,7387.5723,7395.0,7370.54,7452.98,TSMixer,Informer
+2024-09-14,7398.7993,7448.375,7415.441,7368.936,7381.9165,7434.689,7389.771,7404.154,7424.274,7446.083,7377.001,7380.415,7384.063,7403.6597,7403.405,7426.286,7523.938,7425.343,7393.144,7381.0493,7375.0,7381.05,7448.38,DeepNPTS,Informer
+2024-09-18,7373.2915,7433.293,7386.2817,7329.249,7376.5225,7412.147,7366.5063,7377.1455,7398.323,7444.707,7372.704,7360.6016,7359.803,7382.268,7384.2603,7407.7793,7514.7397,7414.364,7382.1943,7396.3286,7342.5,7396.33,7444.71,DeepNPTS,TCN
+2024-09-19,7345.1226,7423.377,7354.425,7277.346,7354.167,7386.274,7350.001,7351.2896,7372.9067,7441.945,7368.4575,7339.5356,7347.8315,7371.1387,7345.6553,7383.404,7504.317,7387.8447,7357.266,7375.537,7325.0,7372.91,7441.94,GRU,TCN
+2024-09-20,7342.113,7401.0933,7341.356,7221.5303,7336.6265,7372.346,7341.57,7339.754,7361.2983,7437.128,7368.0703,7329.549,7347.6865,7356.94,7335.7065,7368.562,7493.4355,7352.697,7337.793,7355.5635,7340.0,7329.55,7437.13,DilatedRNN,TCN
+2024-09-23,7367.46,7401.626,7362.1274,7193.2334,7341.6265,7375.1855,7357.7134,7350.4214,7378.3364,7442.19,7372.963,7345.4175,7355.9424,7358.6597,7345.7485,7383.8457,7484.0073,7328.736,7335.9927,7350.6733,7310.0,7350.67,7442.19,DeepNPTS,TCN
+2024-09-24,7347.1147,7369.085,7327.081,7184.458,7324.368,7358.9688,7324.648,7320.32,7345.2017,7433.4097,7367.0254,7315.198,7335.1436,7339.2905,7318.8,7372.5312,7473.4976,7302.719,7309.4385,7311.446,7280.0,7311.45,7433.41,DeepNPTS,TCN
+2024-09-25,7337.6753,7343.423,7309.8496,7403.0806,7300.5327,7338.3438,7316.542,7302.593,7327.499,7421.257,7354.324,7295.57,7333.5522,7317.722,7283.226,7342.6353,7462.004,7437.9873,7292.3384,7281.339,7315.0,7283.23,7437.99,NLinear,MLPMultivariate
+2024-09-26,7386.443,7341.6113,7345.3594,7435.3716,7318.423,7346.224,7348.728,7340.578,7362.8027,7431.1987,7356.005,7324.47,7353.4634,7337.6455,7320.6494,7354.5977,7452.84,7508.9277,7315.2466,7315.343,7310.0,7315.34,7452.84,DeepNPTS,StemGNN
+2024-09-27,7381.1523,7328.455,7332.751,7406.745,7317.0933,7346.1177,7331.7285,7320.922,7349.4653,7429.059,7351.805,7309.778,7334.6396,7314.3115,7316.954,7352.3813,7443.8965,7528.813,7306.6455,7311.1567,7310.0,7309.78,7443.9,DilatedRNN,StemGNN
+2024-09-29,7384.148,7327.3203,7337.9263,7345.993,7317.254,7344.337,7338.8794,7327.857,7355.927,7435.8457,7345.1724,7314.2725,7328.3086,7307.465,7313.571,7350.188,7434.77,7530.1475,7314.674,7313.312,7365.0,7313.31,7435.85,DeepNPTS,TCN
+2024-09-30,7415.5483,7352.2036,7403.8247,7401.7646,7357.2803,7360.5493,7371.521,7392.1,7410.08,7468.941,7351.29,7374.023,7353.451,7336.29,7371.5684,7373.648,7428.286,7573.3447,7362.6543,7365.419,7420.0,7351.29,7468.94,BiTCN,TCN
+2024-10-08,7413.3945,7409.56,7462.212,7444.582,7405.36,7396.592,7407.198,7431.7627,7460.038,7500.726,7378.969,7438.9077,7375.618,7365.274,7425.3657,7423.0576,7424.1133,7630.5625,7411.881,7419.6147,7602.5,7375.62,7630.56,MLP,MLPMultivariate
+2024-10-09,7579.9136,7556.331,7696.391,7566.583,7555.9043,7556.577,7630.0776,7670.553,7702.6826,7638.44,7573.125,7705.029,7584.659,7484.1377,7607.144,7611.4097,7424.1807,7800.6523,7574.462,7602.4043,7602.5,7484.14,7705.03,DLinear,DilatedRNN
+2024-10-10,7575.556,7596.8594,7627.4697,7619.6753,7624.6846,7621.92,7625.8384,7623.2627,7632.9805,7668.692,7663.994,7679.769,7637.4146,7542.5396,7608.9062,7600.6807,7424.3745,7820.097,7604.8643,7602.445,7585.0,7542.54,7679.77,DLinear,DilatedRNN
+2024-10-11,7628.3525,7601.2695,7618.62,7603.426,7626.545,7664.978,7622.657,7592.526,7625.9805,7680.629,7699.009,7640.8784,7648.545,7571.6943,7587.699,7603.9985,7424.397,7784.8833,7599.9976,7584.982,7575.0,7571.69,7699.01,DLinear,BiTCN
+2024-10-12,7633.6714,7618.3184,7594.081,7582.0444,7603.758,7674.045,7605.065,7599.9727,7602.329,7617.7256,7715.6797,7613.9717,7646.508,7571.1797,7574.506,7612.5513,7424.28,7735.8765,7567.147,7574.9883,7576.6665,7567.15,7715.68,TiDE,BiTCN
+2024-10-14,7653.8115,7630.65,7595.949,7555.7944,7563.8413,7673.0674,7578.9883,7559.2744,7606.2153,7590.246,7707.9873,7611.859,7658.074,7556.69,7561.975,7637.4814,7424.1416,7701.296,7546.0938,7576.522,7565.0,7546.09,7701.3,TiDE,MLPMultivariate
+2024-10-15,7596.767,7620.2207,7575.4937,7504.657,7541.0205,7645.5586,7550.4136,7563.091,7584.5923,7583.523,7686.615,7594.4336,7631.9336,7525.2676,7535.7095,7624.8755,7423.746,7647.81,7536.9272,7564.884,7527.5,7504.66,7647.81,iTransformer,MLPMultivariate
+2024-10-16,7537.3823,7620.9863,7528.687,7451.788,7512.351,7561.8174,7499.045,7525.2046,7534.814,7547.8413,7628.829,7523.7305,7571.3213,7509.3276,7482.4116,7535.017,7422.733,7588.291,7511.7427,7511.9014,7477.5,7451.79,7620.99,iTransformer,Informer
+2024-10-17,7490.326,7601.665,7475.7183,7413.3794,7458.587,7485.5034,7430.83,7471.655,7480.0522,7518.796,7557.303,7453.416,7502.926,7485.751,7450.027,7454.1074,7420.689,7541.86,7464.338,7475.21,7467.5,7420.69,7557.3,StemGNN,BiTCN
+2024-10-18,7478.6914,7618.038,7477.147,7401.9062,7435.4854,7470.6055,7414.927,7471.334,7483.3403,7473.5137,7506.429,7414.3467,7464.1704,7435.23,7464.471,7434.976,7418.427,7530.27,7448.0337,7474.4434,7370.0,7435.49,7530.27,TSMixer,MLPMultivariate
+2024-10-21,7351.325,7464.0684,7351.699,7378.6406,7367.1567,7417.7065,7318.4883,7356.1816,7369.5117,7432.8237,7407.6714,7312.0664,7372.3105,7358.3354,7360.0444,7332.5073,7413.2583,7488.466,7360.1094,7466.749,7362.5,7318.49,7466.75,PatchTST,DeepNPTS
+2024-10-22,7343.997,7420.612,7372.9697,7356.9673,7340.5815,7344.554,7320.6177,7369.7275,7394.9844,7425.4746,7345.69,7321.1733,7352.978,7331.069,7343.6045,7349.0527,7407.9307,7482.9194,7340.688,7370.032,7346.6665,7321.17,7425.47,DilatedRNN,TCN
+2024-10-23,7318.6772,7349.6343,7351.2314,7343.7607,7327.8022,7308.2607,7313.7275,7354.39,7369.487,7419.8677,7297.3286,7311.081,7333.771,7306.1235,7315.158,7342.9746,7402.127,7461.3604,7329.7554,7362.5674,7357.5,7306.12,7419.87,DLinear,TCN
+2024-10-24,7332.025,7332.764,7374.3057,7333.803,7329.642,7342.8223,7343.688,7356.9414,7392.5293,7430.7036,7278.939,7326.7446,7325.3706,7332.062,7342.685,7350.5093,7396.687,7458.3853,7342.085,7346.686,7352.5,7325.37,7430.7,MLP,TCN
+2024-10-25,7341.7407,7293.0596,7366.416,7319.07,7339.9575,7359.9907,7370.539,7370.2656,7382.035,7432.9263,7259.4497,7324.0225,7321.687,7319.8354,7359.366,7336.285,7391.287,7460.455,7358.443,7357.544,7372.5,7293.06,7432.93,Informer,TCN
+2024-10-28,7344.7163,7319.588,7397.6895,7322.8574,7366.559,7356.09,7400.027,7384.104,7409.743,7443.9604,7265.258,7362.257,7344.6714,7345.896,7381.345,7355.776,7386.7656,7474.6475,7386.7627,7352.37,7373.3335,7319.59,7443.96,Informer,TCN
+2024-10-29,7359.088,7309.0547,7393.3633,7346.7866,7376.6016,7374.111,7393.552,7384.4277,7402.9043,7452.677,7299.626,7378.7036,7352.162,7395.1772,7389.317,7366.0664,7382.2856,7455.5195,7373.8604,7373.167,7380.0,7309.05,7452.68,Informer,TCN
+2024-10-30,7358.9937,7341.4614,7405.327,7416.179,7381.4775,7426.024,7377.57,7389.754,7414.1113,7470.7134,7350.9463,7408.236,7357.6455,7411.459,7388.273,7396.682,7378.2446,7473.955,7359.314,7391.326,7330.0,7381.48,7470.71,TSMixer,TCN
+2024-10-31,7312.557,7305.571,7340.6367,7456.835,7354.071,7421.741,7296.7534,7337.699,7358.049,7471.703,7350.2676,7369.018,7348.3887,7402.115,7340.3677,7326.1377,7372.685,7468.8223,7330.872,7388.265,7340.0,7305.57,7468.82,Informer,MLPMultivariate
+2024-11-01,7343.0796,7325.1807,7365.971,7418.3013,7350.2827,7392.953,7324.0703,7355.0913,7382.277,7474.6504,7365.0776,7377.864,7372.565,7387.9146,7340.9,7339.7134,7367.811,7459.85,7335.5547,7377.825,7363.3335,7325.18,7459.85,Informer,MLPMultivariate
+2024-11-04,7386.9814,7346.146,7387.8896,7369.525,7364.3315,7391.7773,7341.5713,7376.175,7396.966,7479.0884,7375.335,7398.9766,7399.1343,7360.8267,7360.961,7393.3184,7364.0303,7461.721,7357.113,7379.3345,7360.0,7346.15,7461.72,Informer,MLPMultivariate
+2024-11-05,7391.6396,7351.3486,7380.5674,7346.3066,7361.3833,7392.48,7346.1274,7362.837,7391.877,7478.332,7376.7046,7386.9214,7404.1196,7376.0854,7372.727,7392.836,7360.396,7451.457,7349.645,7347.054,7357.5,7346.31,7451.46,iTransformer,MLPMultivariate
+2024-11-06,7377.092,7346.6963,7380.05,7335.5605,7358.7593,7378.257,7347.794,7375.06,7391.6255,7476.481,7358.8145,7383.401,7388.878,7361.917,7379.123,7385.589,7356.9673,7412.6973,7342.4194,7377.9565,7383.3335,7342.42,7412.7,TiDE,MLPMultivariate
+2024-11-07,7388.92,7358.8315,7413.8965,7342.1616,7375.1655,7391.0454,7372.7217,7398.935,7420.154,7477.761,7361.595,7396.028,7409.272,7366.393,7401.2744,7405.4556,7355.011,7421.774,7363.137,7384.1777,7366.6665,7355.01,7421.77,StemGNN,MLPMultivariate
+2024-11-08,7353.577,7344.835,7383.681,7340.6406,7369.751,7386.0073,7355.898,7370.138,7393.4155,7466.26,7359.2275,7360.3813,7396.274,7382.968,7375.964,7376.7217,7353.1333,7417.782,7356.342,7372.9907,7383.3335,7344.83,7417.78,Informer,MLPMultivariate
+2024-11-11,7379.677,7363.237,7413.3105,7352.355,7379.6235,7397.026,7377.8867,7396.5713,7420.5615,7476.661,7373.1416,7364.991,7411.7275,7361.132,7384.9604,7384.9736,7352.1616,7430.2075,7378.0415,7383.4736,7340.0,7363.24,7430.21,Informer,MLPMultivariate
+2024-11-12,7341.773,7294.7446,7349.7324,7357.3145,7360.362,7414.3184,7341.369,7347.2217,7365.4424,7470.711,7359.694,7316.588,7389.091,7367.1177,7335.5503,7337.9497,7350.0835,7408.839,7358.534,7392.3843,7306.6665,7360.36,7414.32,TSMixer,TSMixerx
+2024-11-13,7381.9844,7287.189,7351.8896,7350.5015,7376.168,7422.786,7383.6006,7340.7515,7387.0117,7469.263,7353.8335,7317.9937,7432.2583,7361.677,7364.9146,7332.752,7348.143,7431.786,7365.838,7405.645,7323.3335,7317.99,7432.26,DilatedRNN,MLP
+2024-11-14,7382.6113,7254.2183,7354.0425,7348.427,7380.5435,7393.6255,7401.7876,7312.5776,7382.1094,7465.3467,7365.012,7333.2656,7446.745,7349.9614,7346.7075,7327.2627,7336.2974,7436.182,7378.3853,7422.761,7353.3335,7312.58,7446.75,RNN,MLP
+2024-11-15,7381.573,7295.5215,7368.1514,7328.4556,7378.2676,7388.905,7390.9395,7306.414,7388.541,7474.6323,7368.2896,7331.227,7442.024,7386.5894,7333.922,7323.2886,7347.498,7405.9243,7384.138,7402.899,7393.3335,7306.41,7442.02,RNN,MLP
+2024-11-18,7351.67,7319.0723,7406.2065,7316.1235,7375.257,7372.629,7385.8384,7357.068,7391.6016,7479.033,7371.178,7359.4624,7430.7607,7360.737,7375.305,7320.6978,7358.1577,7380.1997,7378.3477,7394.4897,7363.3335,7319.07,7430.76,Informer,MLP

juxitingdataset/特征处理后的指标名称及分类.csv

@@ -0,0 +1,314 @@
+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
+价差,PP现货-丙烯价差（山东）,C2411190839048796,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

juxitingdataset/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

juxitingdataset/特征频度统计.csv

@@ -0,0 +1,221 @@
+日度(220),周度(93),84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）,PP下游综合开工率/2WMA,
+PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日）,PP下游综合开工率同差,
+PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日）,PP周度产量/4WMA,
+PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日）,PP粉检修减损量（周）,
+PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日）,PP周度产量同差,
+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,
+PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日）,PP周度开工率,
+PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日）,PP下游开工/PE下游开工,
+PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日）,PP管材开工率同差,
+PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日）,PP无纺布开工率同差,
+PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日）,PP下游综合开工率/3年超季节性,
+PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日）,中国再生PP周度开工负荷率,
+热水管：PA14D：市场价：青州：大庆炼化（日）,中国再生PP周度开工负荷率同差,
+CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日）,PP粉料开工率（4WMA）,
+PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日）,PP检修减损量,
+PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日）,PP下游综合开工率（少注塑&CPP）,
+PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日）,BOPP开工率同差,
+热水管：YPR-503：出厂价：华东地区：扬子石化（日）,BOPP开工率（4WMA）,
+热水管：PA14D：出厂价：华东地区：大庆炼化（日）,PP粉料开工率,
+CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日）,PP周度检修率,
+CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日）,PP周度产量周环差,
+PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日）,PP周度产量同比,
+PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日）,PP下游成品库存天数,
+PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日）,PP部分下游订单天数,
+热水管：T4401：出厂价：华南地区：茂名石化（日）,中国BOPP订单天数同差,
+热水管：PPR-4220：出厂价：华南地区：广州石化（日）,中国BOPP订单天数/4WMA,
+PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）,BOPP完工订单工作量（周）,
+PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日）,中国再生PP周度样本成交量,
+PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日）,BOPP开工率超季节性/3年,
+PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日）,中国BOPP成品库存量同差,
+PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日）,中国CPP订单天数,
+PP：BOPP：L5D98：出厂价：华南地区：广东石化（日）,BOPP 订单-成品天数,
+PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日）,,
+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,,
+PP现货-丙烯价差（山东）,,
+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,,
+BOPP开工率(隆众)同差,,
+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,,

juxitingdataset/特征频度统计.txt

@@ -0,0 +1,10 @@
+特征信息：总共有312个,日度(220),周度(93),84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：
+