更改读取文件的路劲

2024-11-19 14:39:53 +08:00 · 2024-11-19 14:39:53 +08:00 · 6d9dee189a
commit 6d9dee189a
parent 48574540ac
84 changed files with 7872 additions and 4786 deletions
--- a/config_jingbo.py
+++ b/config_jingbo.py
@ -192,7 +192,7 @@ warning_data = {
 ### 开关
 is_train = True # 是否训练
 is_debug = False # 是否调试
-is_eta = False # 是否使用eta接口
+is_eta = True # 是否使用eta接口
 is_timefurture = True # 是否使用时间特征
 is_fivemodels = False # 是否使用之前保存的最佳的5个模型
 is_edbcode = False # 特征使用edbcoding列表中的
--- a/main_yuanyou.py
+++ b/main_yuanyou.py
@ -149,25 +149,25 @@ def predict_main():
    row, col = df.shape

    now = datetime.datetime.now().strftime('%Y%m%d%H%M%S')
-    ex_Model(df,
-             horizon=horizon,
-             input_size=input_size,
-             train_steps=train_steps,
-             val_check_steps=val_check_steps,
-             early_stop_patience_steps=early_stop_patience_steps,
-             is_debug=is_debug,
-             dataset=dataset,
-             is_train=is_train,
-             is_fivemodels=is_fivemodels,
-             val_size=val_size,
-             test_size=test_size,
-             settings=settings,
-             now=now,
-             etadata=etadata,
-             modelsindex=modelsindex,
-             data=data,
-             is_eta=is_eta,
-             )
+    # ex_Model(df,
+    #          horizon=horizon,
+    #          input_size=input_size,
+    #          train_steps=train_steps,
+    #          val_check_steps=val_check_steps,
+    #          early_stop_patience_steps=early_stop_patience_steps,
+    #          is_debug=is_debug,
+    #          dataset=dataset,
+    #          is_train=is_train,
+    #          is_fivemodels=is_fivemodels,
+    #          val_size=val_size,
+    #          test_size=test_size,
+    #          settings=settings,
+    #          now=now,
+    #          etadata=etadata,
+    #          modelsindex=modelsindex,
+    #          data=data,
+    #          is_eta=is_eta,
+    #          )


    logger.info('模型训练完成')
@ -205,7 +205,7 @@ def predict_main():
        file=max(glob.glob(os.path.join(dataset,'*.pdf')), key=os.path.getctime),
        ssl=ssl,
    )
-    # m.send_mail()   
+    m.send_mail()   


 if __name__ == '__main__':
--- a/models/nerulforcastmodels.py
+++ b/models/nerulforcastmodels.py
@ -890,7 +890,7 @@ def brent_export_pdf(num_indicators=475,num_models=21, num_dayindicator=202,inpu
    content = list()
    # 获取特征的近一月值
    import pandas as pd
-    feature_data_df = pd.read_csv(f'dataset/指标数据添加时间特征.csv', parse_dates=['ds']).tail(20)
+    feature_data_df = pd.read_csv(os.path.join(dataset,'指标数据添加时间特征.csv'), parse_dates=['ds']).tail(20)
    def draw_feature_trend(feature_data_df, features):
            # 画特征近一周的趋势图
            feature_df = feature_data_df[['ds','y']+features]
@ -1400,7 +1400,7 @@ def pp_export_pdf(num_indicators=475,num_models=21, num_dayindicator=202,inputsi
    content = list()
    # 获取特征的近一月值
    import pandas as pd
-    feature_data_df = pd.read_csv(f'dataset/指标数据添加时间特征.csv', parse_dates=['ds']).tail(20)
+    feature_data_df = pd.read_csv(os.path.join(dataset,'指标数据添加时间特征.csv'), parse_dates=['ds']).tail(20)
    def draw_feature_trend(feature_data_df, features):
            # 画特征近一周的趋势图
            feature_df = feature_data_df[['ds','y']+features]
@ -2073,7 +2073,7 @@ def pp_export_pdf_v1(num_indicators=475,num_models=21, num_dayindicator=202,inpu
    top10 = ','.join(top10_columns)
    content.append(Graphs.draw_text(f'''{top10}''')) 
    # 获取特征的近一月值
-    feature_data_df = pd.read_csv(f'dataset/填充后的特征数据.csv', parse_dates=['ds']).tail(20)
+    feature_data_df = pd.read_csv(os.path.join(dataset,'填充后的特征数据.csv'), parse_dates=['ds']).tail(20)
    feature_df = feature_data_df[['ds','y']+top10_columns]
    # feature_df['ds'] = pd.to_datetime(df['ds'], format = '%Y-%m-%d' )
    # 遍历X每一列，和yy画散点图 ，
--- a/订单-成品天数与价格散点图.png
+++ b/订单-成品天数与价格散点图.png
--- a/yuanyoudataset/BOPP利润（华东地区）与价格散点图.png
+++ b/yuanyoudataset/BOPP利润（华东地区）与价格散点图.png
--- a/yuanyoudataset/BOPP订单天数-产成品库存天数（隆众）与价格散点图.png
+++ b/yuanyoudataset/BOPP订单天数-产成品库存天数（隆众）与价格散点图.png
--- a/yuanyoudataset/BOPP：成本：中国（日）与价格散点图.png
+++ b/yuanyoudataset/BOPP：成本：中国（日）与价格散点图.png
--- a/yuanyoudataset/Brent-WTI与价格散点图.png
+++ b/yuanyoudataset/Brent-WTI与价格散点图.png
--- a/M1与价格散点图.png
+++ b/M1与价格散点图.png
--- a/yuanyoudataset/L-P价差与价格散点图.png
+++ b/yuanyoudataset/L-P价差与价格散点图.png
--- a/yuanyoudataset/L-P价差（盘面）与价格散点图.png
+++ b/yuanyoudataset/L-P价差（盘面）与价格散点图.png
--- a/yuanyoudataset/PDH制PP利润（山东）与价格散点图.png
+++ b/yuanyoudataset/PDH制PP利润（山东）与价格散点图.png
--- a/M4(含税成本)与价格散点图.png
+++ b/M4(含税成本)与价格散点图.png
--- a/yuanyoudataset/PP-SC价差（7吨桶比）与价格散点图.png
+++ b/yuanyoudataset/PP-SC价差（7吨桶比）与价格散点图.png
--- a/yuanyoudataset/PP下游原料库存与价格散点图.png
+++ b/yuanyoudataset/PP下游原料库存与价格散点图.png
--- a/yuanyoudataset/PP下游原料库存天数与价格散点图.png
+++ b/yuanyoudataset/PP下游原料库存天数与价格散点图.png
--- a/yuanyoudataset/PP下游成品库存天数与价格散点图.png
+++ b/yuanyoudataset/PP下游成品库存天数与价格散点图.png
--- a/yuanyoudataset/PP周度产量与价格散点图.png
+++ b/yuanyoudataset/PP周度产量与价格散点图.png
--- a/yuanyoudataset/PP周度开工率与价格散点图.png
+++ b/yuanyoudataset/PP周度开工率与价格散点图.png
--- a/yuanyoudataset/PP库存(PDH)与价格散点图.png
+++ b/yuanyoudataset/PP库存(PDH)与价格散点图.png
--- a/yuanyoudataset/PP开工率-2WMA与价格散点图.png
+++ b/yuanyoudataset/PP开工率-2WMA与价格散点图.png
--- a/yuanyoudataset/PP开工率-7DMA与价格散点图.png
+++ b/yuanyoudataset/PP开工率-7DMA与价格散点图.png
--- a/yuanyoudataset/PP开工率（1MMA）与价格散点图.png
+++ b/yuanyoudataset/PP开工率（1MMA）与价格散点图.png
--- a/yuanyoudataset/PP无纺布：厂内库存：中国（周）与价格散点图.png
+++ b/yuanyoudataset/PP无纺布：厂内库存：中国（周）与价格散点图.png
--- a/yuanyoudataset/PP日度产量7DMA与价格散点图.png
+++ b/yuanyoudataset/PP日度产量7DMA与价格散点图.png
--- a/yuanyoudataset/PP日度产量与价格散点图.png
+++ b/yuanyoudataset/PP日度产量与价格散点图.png
--- a/yuanyoudataset/PP日度产量（粒料+粉料）与价格散点图.png
+++ b/yuanyoudataset/PP日度产量（粒料+粉料）与价格散点图.png
--- a/yuanyoudataset/PP日度开工率与价格散点图.png
+++ b/yuanyoudataset/PP日度开工率与价格散点图.png
--- a/yuanyoudataset/PP期末库存-天津港（周）与价格散点图.png
+++ b/yuanyoudataset/PP期末库存-天津港（周）与价格散点图.png
--- a/yuanyoudataset/PP期货-丙烯价差（山东）-400DMA与价格散点图.png
+++ b/yuanyoudataset/PP期货-丙烯价差（山东）-400DMA与价格散点图.png
--- a/yuanyoudataset/PP神华竞拍（临沂）与价格散点图.png
+++ b/yuanyoudataset/PP神华竞拍（临沂）与价格散点图.png
--- a/yuanyoudataset/PP神华竞拍（华东）与价格散点图.png
+++ b/yuanyoudataset/PP神华竞拍（华东）与价格散点图.png
--- a/yuanyoudataset/PP粉检修减损量（周）与价格散点图.png
+++ b/yuanyoudataset/PP粉检修减损量（周）与价格散点图.png
--- a/yuanyoudataset/PP贸易商库存(钢联)同比与价格散点图.png
+++ b/yuanyoudataset/PP贸易商库存(钢联)同比与价格散点图.png
--- a/yuanyoudataset/PP连续-1月与价格散点图.png
+++ b/yuanyoudataset/PP连续-1月与价格散点图.png
--- a/yuanyoudataset/PP连续-5月与价格散点图.png
+++ b/yuanyoudataset/PP连续-5月与价格散点图.png
--- a/yuanyoudataset/PP连续-9月与价格散点图.png
+++ b/yuanyoudataset/PP连续-9月与价格散点图.png
--- a/yuanyoudataset/PP部分下游订单天数与价格散点图.png
+++ b/yuanyoudataset/PP部分下游订单天数与价格散点图.png
--- a/yuanyoudataset/PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）与价格散点图.png
+++ b/yuanyoudataset/PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）与价格散点图.png
--- a/yuanyoudataset/PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）与价格散点图.png
+++ b/yuanyoudataset/PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）与价格散点图.png
--- a/yuanyoudataset/best_modelnames.txt
+++ b/yuanyoudataset/best_modelnames.txt
@ -1 +1 @@
-NLinear,LSTM,TiDE,DilatedRNN,PatchTST
+NLinear,TiDE,GRU,TSMixer,PatchTST
--- a/yuanyoudataset/cross_validation.csv
+++ b/yuanyoudataset/cross_validation.csv
--- a/yuanyoudataset/df_combined3.csv
+++ b/yuanyoudataset/df_combined3.csv
@ -1,206 +1,206 @@
-ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y,min_within_quantile,max_within_quantile,min_model,max_model,NLinear_abs_error_rate,LSTM_abs_error_rate,TiDE_abs_error_rate,DilatedRNN_abs_error_rate,PatchTST_abs_error_rate,RNN_abs_error_rate,TSMixer_abs_error_rate,GRU_abs_error_rate,NHITS_abs_error_rate,DLinear_abs_error_rate,DeepNPTS_abs_error_rate,TSMixerx_abs_error_rate,MLP_abs_error_rate,Informer_abs_error_rate,TFT_abs_error_rate,BiTCN_abs_error_rate,TCN_abs_error_rate,iTransformer_abs_error_rate,StemGNN_abs_error_rate,MLPMultivariate_abs_error_rate,min_abs_error_rate_prediction,min_abs_error_rate_column_name
-2024-01-26,7363.02,7369.02,7312.46,7366.55,7315.99,7301.97,7317.0,7344.82,7347.85,7446.8,7324.64,7320.51,7353.08,7309.64,7317.22,7292.15,7312.03,7381.19,7316.94,7309.53,7296.67,7309.53,7381.19,DeepNPTS,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.02,0.01,0.0,0.01,7292.15,TFT
-2024-01-29,7336.53,7363.74,7299.37,7351.63,7299.53,7290.75,7291.04,7327.34,7334.5,7436.13,7328.84,7296.91,7330.63,7296.29,7309.77,7275.89,7308.69,7361.58,7298.43,7296.68,7305.0,7290.75,7363.74,TSMixerx,Informer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.0,0.01,7308.69,StemGNN
-2024-01-30,7333.51,7344.84,7307.2,7356.67,7298.33,7310.66,7291.08,7335.44,7343.93,7436.84,7334.14,7301.75,7333.84,7281.37,7304.09,7293.17,7306.29,7391.39,7297.88,7304.87,7315.0,7291.08,7391.39,PatchTST,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.0,0.01,7310.66,TSMixerx
-2024-01-31,7330.69,7346.32,7313.3,7387.87,7307.61,7311.73,7292.6,7345.88,7350.46,7445.36,7343.89,7312.09,7329.37,7293.03,7297.36,7315.41,7304.72,7419.05,7303.82,7314.66,7302.5,7293.03,7419.05,DLinear,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.02,7303.82,TiDE
-2024-02-01,7311.54,7350.39,7301.08,7370.82,7301.61,7311.23,7284.0,7333.45,7337.88,7443.35,7336.33,7298.86,7328.22,7289.8,7286.55,7299.14,7303.59,7402.15,7303.4,7302.1,7275.0,7301.61,7402.15,TSMixer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.01,0.0,0.02,7284.0,PatchTST
-2024-02-02,7291.76,7327.12,7281.14,7347.04,7276.51,7287.98,7263.42,7313.22,7315.6,7428.54,7308.03,7270.84,7299.8,7277.55,7261.04,7270.64,7301.1,7316.88,7281.62,7285.12,7242.5,7276.51,7347.04,TSMixer,iTransformer,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.03,0.01,0.01,0.01,7261.04,NLinear
-2024-02-04,7254.44,7281.85,7262.57,7296.4,7241.58,7248.65,7229.04,7287.01,7290.63,7408.96,7272.89,7242.62,7255.67,7248.54,7243.31,7236.69,7297.22,7221.44,7250.12,7275.02,7240.0,7229.04,7297.22,PatchTST,StemGNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.01,0.0,7241.58,TSMixer
-2024-02-05,7250.2,7257.37,7263.46,7250.6,7227.37,7216.47,7226.28,7286.61,7292.79,7399.58,7242.1,7244.96,7246.32,7227.64,7230.17,7222.49,7293.02,7191.52,7231.09,7242.62,7227.5,7216.47,7293.02,TSMixerx,StemGNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7227.37,TSMixer
-2024-02-06,7236.86,7242.61,7256.09,7231.56,7217.23,7195.49,7206.87,7278.77,7281.54,7391.59,7213.82,7242.26,7226.8,7210.52,7212.5,7201.44,7288.24,7163.76,7216.91,7240.04,7246.67,7195.49,7288.24,TSMixerx,StemGNN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.0,0.01,0.01,7242.61,Informer
-2024-02-07,7244.59,7247.21,7270.15,7248.84,7229.39,7242.21,7232.92,7296.47,7301.32,7399.95,7197.63,7265.3,7239.17,7226.2,7228.4,7219.98,7284.33,7187.34,7231.99,7227.58,7255.0,7197.63,7301.32,BiTCN,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.0,0.01,7248.84,iTransformer
-2024-02-08,7253.21,7235.27,7274.09,7233.09,7243.13,7257.68,7249.13,7305.49,7305.58,7403.71,7188.35,7271.5,7245.91,7230.81,7250.63,7232.71,7280.82,7198.13,7253.24,7246.68,7270.0,7198.13,7305.58,MLPMultivariate,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.01,0.0,0.01,7271.5,DilatedRNN
-2024-02-18,7253.87,7232.86,7284.86,7210.79,7258.65,7266.64,7265.69,7314.06,7319.83,7409.84,7191.31,7281.33,7255.61,7229.87,7267.65,7259.41,7278.26,7212.93,7272.69,7254.97,7336.67,7210.79,7409.84,iTransformer,TCN,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.02,0.01,0.02,7319.83,GRU
-2024-02-19,7324.43,7284.42,7346.2,7280.28,7310.47,7318.32,7329.32,7377.38,7380.55,7437.23,7281.75,7348.97,7291.75,7280.91,7344.12,7349.17,7277.34,7302.5,7322.77,7270.51,7350.0,7277.34,7380.55,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,7349.17,TFT
-2024-02-20,7333.81,7313.52,7350.31,7309.36,7341.8,7364.75,7343.98,7379.22,7381.58,7449.82,7353.16,7375.86,7308.05,7304.94,7355.24,7361.1,7276.88,7369.51,7334.85,7323.23,7335.0,7304.94,7381.58,DLinear,GRU,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7334.85,TiDE
-2024-02-21,7318.05,7289.77,7333.61,7354.76,7333.95,7404.64,7332.78,7359.96,7366.85,7454.04,7384.35,7375.88,7311.43,7333.21,7337.9,7336.57,7276.04,7362.47,7326.5,7326.7,7297.5,7289.77,7404.64,Informer,TSMixerx,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.02,0.01,0.0,0.01,7289.77,Informer
-2024-02-22,7279.97,7266.67,7297.52,7321.75,7305.74,7391.85,7303.71,7330.2,7331.72,7440.12,7379.98,7328.55,7296.95,7318.33,7298.81,7275.41,7274.1,7312.54,7292.2,7271.48,7285.0,7271.48,7391.85,DeepNPTS,TSMixerx,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.01,0.0,0.0,7279.97,NHITS
-2024-02-23,7267.6,7262.41,7290.09,7287.55,7288.01,7374.03,7296.71,7315.05,7325.53,7430.11,7363.49,7311.09,7295.24,7303.69,7282.38,7263.25,7271.65,7299.59,7279.94,7280.74,7306.67,7263.25,7374.03,TFT,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.0,0.0,0.0,7303.69,DLinear
-2024-02-26,7305.74,7265.81,7306.95,7359.83,7296.54,7364.78,7324.09,7338.4,7345.0,7431.85,7359.88,7315.61,7321.24,7296.12,7302.09,7295.6,7269.96,7334.05,7293.2,7342.47,7292.5,7269.96,7364.78,StemGNN,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.02,0.01,0.0,0.01,7293.2,TiDE
-2024-02-27,7321.13,7265.54,7291.94,7331.76,7294.7,7311.86,7297.61,7325.76,7328.65,7427.88,7343.31,7298.78,7321.87,7293.05,7282.84,7272.1,7268.2,7312.75,7285.27,7337.08,7306.67,7268.2,7343.31,StemGNN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.02,0.0,0.01,0.0,7311.86,TSMixerx
-2024-02-28,7354.01,7289.21,7307.64,7336.19,7299.75,7340.76,7322.33,7341.39,7346.79,7432.24,7331.9,7312.68,7337.16,7311.58,7306.17,7303.74,7267.09,7312.36,7303.34,7352.55,7353.33,7289.21,7354.01,Informer,NHITS,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,7354.01,NHITS
-2024-02-29,7367.45,7308.65,7355.12,7358.19,7331.51,7386.47,7367.67,7389.16,7388.61,7441.08,7341.53,7338.46,7368.65,7334.29,7361.63,7316.94,7266.91,7338.6,7342.31,7350.59,7325.0,7308.65,7389.16,Informer,RNN,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7331.51,TSMixer
-2024-03-01,7321.54,7310.34,7315.06,7321.48,7320.18,7357.16,7334.17,7348.71,7352.02,7431.4,7323.34,7299.37,7332.38,7315.98,7336.01,7302.38,7266.53,7313.14,7325.44,7319.48,7343.33,7299.37,7357.16,DilatedRNN,TSMixerx,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,7348.71,RNN
-2024-03-04,7338.44,7318.79,7344.04,7314.09,7327.4,7355.09,7342.92,7371.58,7379.06,7439.86,7315.37,7315.13,7328.64,7333.69,7340.03,7308.83,7266.5,7311.58,7340.72,7339.15,7330.0,7308.83,7379.06,TFT,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,7328.64,MLP
-2024-03-05,7314.51,7320.62,7320.45,7304.13,7325.69,7345.81,7322.21,7357.38,7357.06,7441.55,7303.35,7310.27,7318.38,7326.21,7322.05,7300.74,7266.25,7309.77,7328.04,7327.23,7310.0,7300.74,7357.38,TFT,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7309.77,MLPMultivariate
-2024-03-06,7309.85,7324.47,7305.69,7285.29,7305.75,7325.29,7313.87,7331.89,7343.48,7437.72,7297.21,7300.51,7314.93,7309.58,7297.61,7287.88,7265.73,7307.87,7301.82,7304.84,7297.5,7285.29,7343.48,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7297.61,NLinear
-2024-03-07,7302.98,7316.87,7295.88,7301.73,7294.78,7305.41,7312.97,7332.06,7333.58,7429.96,7288.49,7295.89,7321.58,7285.35,7297.19,7279.29,7265.06,7312.45,7293.0,7292.46,7290.0,7279.29,7333.58,TFT,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7288.49,BiTCN
-2024-03-08,7289.74,7306.51,7290.85,7296.01,7286.33,7289.49,7302.24,7322.04,7328.62,7425.41,7273.71,7293.58,7288.79,7284.2,7288.26,7277.26,7264.66,7292.88,7289.68,7294.59,7295.0,7273.71,7328.62,BiTCN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7294.59,DeepNPTS
-2024-03-11,7276.65,7289.12,7295.79,7256.42,7283.78,7273.87,7304.74,7329.04,7334.57,7423.79,7270.93,7295.5,7268.62,7297.51,7293.28,7278.24,7264.71,7277.38,7288.11,7285.05,7285.0,7264.71,7334.57,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7285.05,DeepNPTS
-2024-03-12,7259.2,7289.83,7287.57,7236.17,7274.86,7278.54,7283.78,7321.93,7324.96,7411.27,7274.31,7289.03,7245.68,7296.66,7275.04,7275.26,7265.97,7260.6,7270.31,7234.84,7283.33,7236.17,7324.96,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7283.78,PatchTST
-2024-03-13,7255.71,7288.52,7288.57,7225.71,7270.68,7283.41,7281.67,7320.04,7326.33,7413.27,7269.79,7301.08,7236.5,7303.89,7278.05,7272.62,7267.49,7254.84,7273.16,7232.93,7285.0,7232.93,7326.33,DeepNPTS,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.01,0.0,0.0,7283.41,TSMixerx
-2024-03-14,7272.38,7271.87,7289.88,7265.47,7276.11,7277.79,7285.62,7323.09,7327.48,7411.22,7280.39,7301.73,7247.74,7274.67,7288.45,7284.07,7270.92,7258.44,7281.43,7247.3,7277.5,7247.74,7327.48,MLP,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,7277.79,TSMixerx
-2024-03-15,7270.59,7272.25,7284.6,7268.73,7271.9,7267.04,7275.26,7314.82,7321.04,7410.17,7277.34,7293.3,7251.07,7253.36,7268.94,7282.9,7273.37,7257.26,7279.39,7276.89,7353.33,7253.36,7410.17,DLinear,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,7321.04,GRU
-2024-03-18,7349.12,7328.66,7363.25,7286.77,7319.08,7302.61,7365.87,7390.49,7395.95,7443.35,7304.48,7371.75,7305.82,7305.34,7353.61,7370.37,7276.22,7316.41,7330.39,7353.18,7387.5,7286.77,7395.95,iTransformer,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.01,7390.49,RNN
-2024-03-19,7387.91,7375.53,7392.53,7301.09,7362.01,7354.57,7392.83,7419.34,7416.82,7466.05,7313.72,7405.72,7354.27,7326.57,7393.63,7406.22,7278.0,7365.08,7363.65,7387.29,7435.0,7301.09,7466.05,iTransformer,TCN,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.0,0.02,0.02,0.01,7419.34,RNN
-2024-03-20,7431.08,7402.07,7459.81,7376.06,7402.2,7404.7,7462.06,7465.07,7473.69,7496.28,7329.48,7468.21,7411.27,7384.99,7441.83,7431.11,7279.83,7424.41,7415.39,7432.22,7460.0,7329.48,7473.69,BiTCN,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.0,0.01,0.02,0.0,7459.81,LSTM
-2024-03-21,7458.07,7399.19,7478.86,7423.86,7434.99,7430.8,7479.64,7496.29,7489.5,7513.34,7349.62,7496.32,7433.3,7433.54,7468.48,7436.18,7282.9,7456.31,7448.91,7423.71,7422.5,7349.62,7496.32,BiTCN,DilatedRNN,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.0,7423.71,DeepNPTS
-2024-03-22,7413.29,7382.75,7418.5,7431.58,7417.93,7426.11,7399.68,7432.44,7433.7,7498.46,7351.92,7434.22,7405.53,7426.51,7428.62,7375.8,7286.51,7427.1,7430.64,7392.64,7402.5,7351.92,7434.22,BiTCN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.0,7399.68,PatchTST
-2024-03-25,7403.54,7339.23,7396.91,7388.83,7389.04,7413.81,7397.58,7417.31,7418.88,7486.79,7343.63,7396.13,7376.74,7426.05,7403.12,7351.91,7288.38,7389.15,7400.56,7386.03,7372.5,7339.23,7426.05,Informer,DLinear,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,7376.74,MLP
-2024-03-26,7366.2,7321.68,7353.39,7339.94,7360.79,7396.77,7351.92,7384.0,7385.27,7468.55,7344.79,7357.28,7348.24,7392.09,7355.99,7339.18,7289.47,7351.01,7355.23,7352.32,7365.0,7321.68,7396.77,Informer,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,7366.2,NHITS
-2024-03-27,7348.12,7316.71,7349.7,7351.5,7343.84,7365.66,7348.51,7376.71,7385.16,7461.86,7347.8,7355.54,7332.98,7370.2,7346.18,7333.49,7290.5,7303.55,7351.7,7346.31,7345.0,7303.55,7385.16,MLPMultivariate,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.01,7343.84,TSMixer
-2024-03-28,7322.26,7312.26,7325.4,7349.29,7328.46,7327.37,7331.46,7366.59,7364.84,7444.85,7347.55,7318.19,7306.36,7352.75,7328.69,7321.83,7291.29,7264.7,7332.73,7334.72,7345.0,7291.29,7366.59,StemGNN,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,7347.55,BiTCN
-2024-03-29,7332.02,7329.08,7330.6,7355.99,7321.24,7309.98,7329.71,7366.43,7371.2,7436.54,7335.26,7315.6,7293.5,7336.0,7336.76,7321.35,7292.47,7247.9,7331.4,7344.09,7345.0,7292.47,7371.2,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,7344.09,DeepNPTS
-2024-04-01,7342.65,7328.53,7330.4,7336.16,7324.04,7309.46,7331.71,7369.9,7370.28,7426.98,7324.57,7309.65,7302.61,7335.21,7344.33,7320.69,7293.41,7253.23,7334.12,7339.27,7360.0,7293.41,7370.28,StemGNN,GRU,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,7369.9,RNN
-2024-04-02,7352.16,7320.1,7351.31,7329.23,7336.34,7315.49,7346.54,7382.84,7387.9,7426.22,7319.91,7320.96,7313.85,7330.46,7355.11,7328.1,7294.36,7256.53,7342.0,7356.98,7380.0,7294.36,7387.9,StemGNN,GRU,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7382.84,RNN
-2024-04-03,7367.4,7359.9,7375.52,7333.2,7353.49,7338.31,7376.01,7405.22,7406.61,7443.55,7328.01,7356.69,7335.05,7329.09,7376.37,7337.47,7295.95,7281.69,7356.75,7377.05,7397.5,7295.95,7406.61,StemGNN,GRU,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,7405.22,RNN
-2024-04-07,7395.05,7397.64,7397.39,7342.6,7376.46,7378.8,7415.24,7420.88,7423.39,7458.38,7338.81,7392.05,7369.59,7351.61,7391.42,7340.48,7298.67,7316.19,7388.92,7383.83,7437.5,7316.19,7458.38,MLPMultivariate,TCN,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.02,7423.39,GRU
-2024-04-08,7457.2,7459.43,7452.04,7373.72,7409.47,7413.89,7471.32,7466.27,7468.78,7487.63,7346.9,7455.68,7418.25,7377.16,7435.57,7371.82,7303.04,7362.61,7431.57,7436.27,7490.0,7346.9,7487.63,BiTCN,TCN,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.01,0.01,0.0,0.02,0.02,0.0,0.02,0.02,0.02,7487.63,TCN
-2024-04-09,7519.76,7466.03,7513.14,7465.96,7452.79,7437.07,7511.38,7523.8,7526.8,7522.52,7356.4,7522.65,7460.0,7436.7,7491.92,7402.19,7307.59,7429.55,7472.09,7489.55,7507.5,7356.4,7523.8,BiTCN,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.0,0.01,0.03,0.01,7511.38,PatchTST
-2024-04-10,7522.72,7463.49,7523.09,7619.65,7474.95,7436.96,7506.05,7532.3,7535.75,7543.27,7373.85,7558.97,7474.58,7473.11,7510.37,7407.92,7313.04,7457.02,7487.43,7506.75,7497.5,7373.85,7558.97,BiTCN,DilatedRNN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.01,0.02,0.02,0.01,7506.05,PatchTST
-2024-04-11,7486.13,7461.81,7504.17,7638.36,7470.23,7444.81,7459.49,7516.54,7515.55,7545.26,7391.57,7538.35,7436.09,7497.81,7502.39,7390.59,7318.07,7419.44,7485.61,7477.5,7497.5,7390.59,7545.26,TFT,TCN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.01,7497.81,DLinear
-2024-04-12,7455.02,7414.61,7503.4,7439.75,7463.07,7450.28,7464.32,7516.13,7516.32,7544.56,7407.28,7538.73,7413.6,7522.54,7489.29,7385.64,7323.08,7299.63,7476.68,7401.85,7506.67,7323.08,7538.73,StemGNN,DilatedRNN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.03,7503.4,LSTM
-2024-04-15,7445.51,7392.64,7511.76,7424.19,7462.22,7422.69,7465.68,7522.57,7525.83,7544.69,7421.87,7546.01,7414.8,7504.96,7499.6,7392.31,7327.74,7279.39,7479.6,7380.73,7482.5,7327.74,7544.69,StemGNN,TCN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.03,7479.6,TiDE
-2024-04-16,7422.13,7346.69,7474.05,7454.52,7447.21,7406.6,7436.65,7491.61,7487.0,7522.05,7414.66,7488.76,7387.85,7474.19,7464.05,7382.99,7330.21,7268.92,7464.73,7346.68,7495.0,7330.21,7522.05,StemGNN,TCN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.02,0.01,0.01,0.02,0.01,0.01,0.0,0.01,0.02,0.03,7491.61,RNN
-2024-04-17,7423.32,7342.13,7498.15,7442.84,7450.64,7393.33,7454.0,7514.44,7515.52,7524.4,7415.55,7495.28,7379.1,7468.49,7481.07,7386.66,7332.47,7256.17,7469.06,7327.95,7497.5,7327.95,7515.52,DeepNPTS,GRU,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.02,0.01,0.02,0.02,0.01,0.01,0.0,0.01,0.02,0.03,7498.15,LSTM
-2024-04-18,7437.64,7362.22,7495.12,7341.89,7456.21,7401.25,7443.24,7516.43,7510.05,7516.29,7415.52,7480.5,7395.4,7452.59,7495.56,7388.36,7335.33,7270.5,7473.43,7436.56,7497.5,7335.33,7516.29,StemGNN,TCN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.02,0.02,0.03,7495.56,NLinear
-2024-04-19,7448.32,7342.73,7496.47,7330.58,7459.69,7409.65,7417.92,7510.99,7513.21,7504.11,7412.99,7470.96,7405.38,7462.12,7490.68,7396.26,7339.64,7259.02,7468.18,7420.45,7527.5,7330.58,7504.11,iTransformer,TCN,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.02,0.02,0.02,0.0,0.03,0.02,0.04,7513.21,GRU
-2024-04-22,7475.99,7399.09,7537.83,7387.92,7482.37,7420.59,7454.56,7554.3,7557.31,7519.74,7417.23,7501.87,7447.73,7465.64,7534.63,7400.04,7344.76,7307.5,7493.17,7494.48,7527.5,7344.76,7554.3,StemGNN,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.02,0.02,0.01,0.0,0.02,0.02,0.03,7534.63,NLinear
-2024-04-23,7478.27,7441.62,7528.19,7382.86,7496.11,7445.9,7457.28,7543.27,7543.9,7522.23,7419.52,7500.09,7480.74,7493.69,7519.95,7403.48,7349.28,7362.75,7506.19,7450.3,7510.0,7362.75,7543.27,MLPMultivariate,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.02,0.02,7506.19,TiDE
-2024-04-24,7491.13,7447.22,7505.79,7390.73,7490.0,7447.97,7475.94,7521.45,7521.14,7518.9,7420.58,7475.67,7490.66,7501.51,7493.67,7415.99,7354.44,7393.53,7500.19,7461.39,7487.5,7390.73,7521.14,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.02,0.01,7490.0,TSMixer
-2024-04-25,7491.99,7456.4,7478.44,7434.74,7474.39,7460.59,7491.48,7500.99,7493.22,7505.33,7426.96,7449.85,7490.23,7484.11,7479.31,7417.59,7358.98,7407.23,7479.8,7468.39,7487.5,7407.23,7500.99,MLPMultivariate,RNN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.01,7490.23,MLP
-2024-04-26,7491.69,7506.83,7483.69,7428.64,7467.38,7473.0,7522.45,7499.04,7500.22,7503.58,7435.63,7469.47,7495.53,7486.97,7477.98,7417.41,7361.96,7402.7,7476.98,7483.88,7502.5,7402.7,7506.83,MLPMultivariate,Informer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.01,7503.58,TCN
-2024-04-28,7491.34,7506.96,7503.51,7409.94,7474.21,7473.22,7538.98,7520.72,7520.24,7508.96,7454.36,7497.29,7488.14,7472.98,7497.27,7421.42,7366.19,7275.69,7485.23,7501.53,7527.5,7366.19,7538.98,StemGNN,PatchTST,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.02,0.02,0.03,7520.72,RNN
-2024-04-29,7498.57,7541.12,7535.29,7537.46,7488.27,7485.58,7545.02,7549.33,7554.07,7532.71,7470.03,7544.02,7465.03,7503.56,7513.54,7426.89,7370.1,7229.03,7502.17,7525.57,7537.5,7370.1,7549.33,StemGNN,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.02,0.04,7537.46,iTransformer
-2024-04-30,7496.97,7596.29,7543.0,7563.74,7496.4,7489.25,7536.29,7559.34,7560.51,7553.73,7474.91,7564.12,7445.2,7536.93,7530.09,7428.29,7374.73,7198.06,7509.67,7527.96,7532.5,7374.73,7564.12,StemGNN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.02,0.04,7530.09,NLinear
-2024-05-06,7493.48,7588.17,7533.69,7524.18,7493.84,7475.22,7513.93,7549.64,7550.24,7545.45,7467.96,7553.25,7428.65,7525.26,7532.53,7435.69,7380.27,7196.64,7511.04,7462.44,7502.5,7380.27,7553.25,StemGNN,DilatedRNN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.04,7511.04,TiDE
-2024-05-07,7460.01,7539.8,7492.61,7495.27,7473.01,7458.43,7473.9,7512.1,7505.91,7517.02,7455.3,7506.93,7398.15,7500.86,7494.68,7429.77,7386.17,7194.33,7481.99,7353.64,7475.0,7353.64,7517.02,DeepNPTS,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.04,7473.9,PatchTST
-2024-05-08,7453.28,7495.52,7462.76,7463.74,7452.26,7445.23,7456.44,7481.26,7478.33,7494.55,7444.52,7477.39,7392.71,7460.42,7476.81,7425.1,7392.14,7186.49,7456.57,7334.27,7512.5,7334.27,7494.55,DeepNPTS,TCN,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.02,0.0,0.01,0.01,0.0,0.01,0.02,0.04,7495.52,Informer
-2024-05-09,7497.76,7491.03,7520.22,7422.04,7473.39,7447.35,7492.19,7533.8,7540.04,7522.67,7449.37,7538.94,7423.09,7461.56,7500.62,7440.02,7398.65,7196.76,7478.71,7396.32,7505.0,7396.32,7538.94,DeepNPTS,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.04,7500.62,NLinear
-2024-05-10,7512.27,7502.4,7498.53,7422.95,7482.32,7450.54,7476.73,7518.23,7511.95,7522.07,7443.92,7510.46,7429.51,7468.82,7501.89,7443.73,7405.78,7202.12,7474.8,7324.01,7477.5,7324.01,7518.23,DeepNPTS,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.04,7476.73,PatchTST
-2024-05-11,7485.89,7469.75,7467.53,7440.87,7469.39,7473.16,7462.97,7487.53,7483.61,7507.0,7433.72,7466.26,7432.55,7469.03,7476.16,7438.88,7412.78,7225.57,7462.74,7455.49,7475.0,7412.78,7487.53,StemGNN,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.03,7476.16,NLinear
-2024-05-13,7494.97,7465.21,7470.39,7470.17,7468.7,7483.24,7469.36,7496.58,7486.92,7494.58,7435.49,7455.6,7448.28,7487.32,7477.87,7445.17,7419.96,7266.18,7468.94,7470.9,7485.0,7419.96,7494.97,StemGNN,NHITS,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.03,7483.24,TSMixerx
-2024-05-14,7484.89,7485.4,7483.72,7505.87,7474.98,7492.23,7468.54,7498.95,7499.86,7488.39,7457.52,7460.68,7482.4,7489.89,7496.69,7455.26,7428.16,7339.44,7473.35,7482.46,7507.5,7428.16,7488.39,StemGNN,TCN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.02,7505.87,iTransformer
-2024-05-15,7497.08,7541.73,7513.18,7429.63,7491.5,7515.18,7488.87,7527.2,7530.39,7506.11,7483.93,7493.47,7520.37,7501.34,7502.54,7464.79,7432.98,7378.67,7494.18,7497.46,7510.0,7429.63,7530.39,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.02,7513.18,LSTM
-2024-05-16,7494.02,7560.35,7511.0,7390.72,7501.96,7524.98,7508.75,7529.88,7526.15,7525.4,7498.57,7502.83,7527.03,7516.87,7498.24,7468.79,7436.45,7391.27,7509.5,7489.52,7525.0,7391.27,7529.88,MLPMultivariate,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.01,0.02,7524.98,TSMixerx
-2024-05-17,7498.98,7570.52,7532.65,7376.96,7510.31,7521.63,7529.36,7545.18,7550.61,7551.97,7509.82,7528.47,7509.91,7527.29,7520.28,7482.38,7438.45,7403.42,7520.19,7483.37,7587.5,7403.42,7551.97,MLPMultivariate,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.03,0.02,0.02,7570.52,Informer
-2024-05-20,7558.51,7654.39,7616.87,7395.11,7547.33,7531.96,7601.16,7628.86,7638.32,7597.99,7535.99,7608.63,7537.93,7539.85,7592.39,7513.08,7440.21,7436.86,7572.45,7564.36,7670.0,7436.86,7597.99,MLPMultivariate,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.01,0.02,0.01,0.02,0.02,0.0,0.02,0.02,0.01,0.04,0.03,0.03,7654.39,Informer
-2024-05-21,7655.61,7697.69,7720.66,7452.78,7609.77,7566.71,7678.27,7736.8,7738.4,7707.88,7554.47,7735.06,7611.03,7600.87,7673.12,7600.07,7442.99,7504.61,7645.44,7662.56,7677.5,7452.78,7736.8,iTransformer,RNN,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.0,0.03,0.03,0.02,7678.27,PatchTST
-2024-05-22,7658.81,7695.71,7702.6,7452.17,7633.63,7565.75,7638.77,7723.89,7715.03,7713.23,7544.74,7735.64,7602.5,7630.8,7680.52,7609.89,7447.03,7545.09,7659.92,7658.65,7677.5,7452.17,7723.89,iTransformer,RNN,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.0,0.03,0.03,0.02,7680.52,NLinear
-2024-05-23,7636.87,7682.09,7698.42,7431.73,7633.83,7569.4,7617.39,7716.6,7713.89,7706.99,7536.33,7728.16,7583.62,7652.22,7672.5,7549.2,7452.81,7552.34,7657.46,7649.35,7645.0,7452.81,7716.6,StemGNN,RNN,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.03,0.03,0.01,7649.35,DeepNPTS
-2024-05-24,7603.58,7692.81,7640.58,7435.13,7606.24,7566.44,7586.6,7661.66,7654.19,7664.5,7528.8,7673.81,7550.47,7650.27,7641.2,7521.57,7459.38,7554.47,7621.14,7597.89,7630.0,7459.38,7673.81,StemGNN,DilatedRNN,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.03,0.02,0.01,7621.14,TiDE
-2024-05-27,7600.43,7609.51,7628.16,7418.56,7588.97,7553.73,7587.71,7634.91,7647.53,7605.29,7526.93,7644.27,7536.76,7610.18,7622.52,7518.28,7467.18,7570.85,7606.47,7614.08,7650.0,7467.18,7614.08,StemGNN,DeepNPTS,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.01,0.03,0.02,0.01,7647.53,GRU
-2024-05-28,7615.76,7596.84,7661.06,7348.65,7599.83,7556.7,7606.15,7682.05,7682.31,7628.39,7528.31,7677.73,7541.52,7602.75,7629.15,7531.27,7475.41,7605.26,7622.0,7641.01,7690.0,7475.41,7641.01,StemGNN,DeepNPTS,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.01,0.04,0.03,0.01,7682.31,GRU
-2024-05-29,7655.75,7574.4,7715.11,7410.7,7633.21,7586.78,7640.9,7736.87,7736.3,7685.98,7545.73,7731.84,7573.8,7633.61,7662.9,7545.86,7484.06,7611.69,7654.28,7634.98,7690.0,7484.06,7736.3,StemGNN,GRU,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.02,0.02,0.0,0.04,0.03,0.01,7685.98,TCN
-2024-05-30,7647.71,7579.05,7702.37,7582.76,7645.77,7587.64,7626.9,7730.6,7718.96,7678.83,7564.85,7719.14,7581.54,7647.57,7675.69,7552.78,7492.38,7598.54,7665.96,7593.32,7716.67,7552.78,7719.14,TFT,DilatedRNN,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.02,0.02,0.02,0.02,0.02,0.02,0.0,0.02,0.03,0.02,7718.96,GRU
-2024-05-31,7658.24,7600.37,7739.8,7612.01,7663.31,7592.3,7638.04,7765.95,7763.83,7726.05,7584.26,7737.9,7612.86,7679.75,7715.92,7584.87,7500.05,7560.78,7693.72,7669.8,7740.0,7560.78,7763.83,MLPMultivariate,GRU,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.02,0.02,0.02,0.0,0.02,0.03,0.02,7739.8,LSTM
-2024-06-03,7679.14,7577.01,7760.34,7668.3,7685.17,7602.06,7637.79,7786.79,7780.86,7740.33,7593.97,7761.6,7655.41,7689.28,7746.15,7619.19,7507.23,7571.24,7711.39,7705.33,7720.0,7571.24,7780.86,MLPMultivariate,GRU,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.02,0.01,0.02,0.01,0.02,0.0,0.01,0.03,0.02,7711.39,TiDE
-2024-06-04,7659.22,7570.65,7723.66,7653.85,7682.17,7612.11,7638.12,7745.88,7741.09,7712.72,7592.73,7719.1,7640.84,7670.59,7705.54,7619.44,7513.1,7525.73,7700.69,7673.44,7650.0,7525.73,7741.09,MLPMultivariate,GRU,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.02,0.02,7653.85,iTransformer
-2024-06-05,7602.94,7556.44,7626.18,7542.49,7636.58,7607.06,7619.53,7650.34,7639.52,7617.75,7579.24,7624.1,7603.95,7656.46,7623.64,7589.67,7516.77,7459.68,7639.91,7576.35,7620.0,7516.77,7650.34,StemGNN,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.02,7619.53,PatchTST
-2024-06-06,7624.82,7552.02,7607.14,7501.41,7602.28,7614.32,7618.89,7621.69,7628.26,7575.99,7566.2,7609.08,7599.7,7629.08,7600.98,7572.46,7519.52,7443.99,7594.09,7562.63,7600.0,7501.41,7628.26,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.02,7599.7,MLP
-2024-06-07,7629.79,7552.89,7587.19,7446.73,7584.1,7602.78,7616.57,7603.13,7606.4,7549.1,7555.5,7589.05,7603.84,7577.57,7587.76,7556.46,7522.3,7438.02,7577.48,7522.4,7606.67,7446.73,7616.57,iTransformer,PatchTST,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.01,0.02,7606.4,GRU
-2024-06-11,7626.47,7542.97,7606.63,7453.38,7585.26,7598.4,7622.23,7618.99,7629.38,7566.49,7561.8,7602.3,7603.24,7576.29,7598.08,7561.76,7525.24,7439.25,7586.62,7529.37,7620.0,7453.38,7626.47,iTransformer,NHITS,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.01,0.02,7618.99,RNN
-2024-06-12,7614.82,7567.71,7626.2,7464.63,7597.89,7595.63,7623.63,7651.2,7647.42,7605.87,7579.18,7629.46,7576.38,7606.54,7609.76,7571.03,7528.16,7441.28,7598.37,7568.02,7673.33,7464.63,7605.87,iTransformer,TCN,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.03,0.02,0.03,7651.2,RNN
-2024-06-13,7651.15,7626.63,7705.35,7542.95,7633.96,7627.11,7673.87,7726.52,7727.84,7750.88,7613.39,7718.5,7610.77,7661.01,7674.38,7588.75,7532.75,7511.31,7644.25,7567.94,7690.0,7532.75,7727.84,StemGNN,GRU,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,7705.35,LSTM
-2024-06-14,7664.24,7649.4,7711.26,7540.83,7654.31,7648.04,7685.69,7737.48,7728.24,7786.17,7640.61,7733.18,7641.76,7681.09,7693.99,7598.88,7537.17,7566.34,7665.4,7568.47,7690.0,7540.83,7737.48,iTransformer,RNN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.02,7693.99,NLinear
-2024-06-17,7675.69,7659.84,7706.13,7528.05,7662.98,7662.19,7693.64,7725.2,7724.12,7786.28,7657.95,7730.06,7639.11,7669.91,7692.77,7609.02,7541.63,7616.4,7678.1,7616.05,7656.67,7541.63,7730.06,StemGNN,DilatedRNN,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.02,0.02,0.02,0.01,7657.95,BiTCN
-2024-06-18,7652.88,7646.41,7651.57,7572.15,7644.9,7647.82,7663.82,7676.09,7666.54,7706.54,7645.0,7684.36,7599.38,7643.32,7658.56,7598.28,7545.82,7590.65,7656.64,7654.09,7656.67,7572.15,7684.36,iTransformer,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,7656.64,TiDE
-2024-06-19,7735.18,7669.49,7662.96,7584.37,7636.15,7627.1,7663.1,7675.87,7683.81,7663.35,7631.5,7684.66,7601.88,7635.63,7655.8,7599.11,7549.0,7602.61,7635.84,7654.32,7670.0,7584.37,7684.66,iTransformer,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.01,7669.49,Informer
-2024-06-20,7760.53,7697.98,7681.51,7561.42,7642.38,7636.15,7655.27,7703.52,7700.36,7689.8,7626.18,7709.81,7642.92,7644.91,7667.69,7604.84,7552.44,7624.93,7630.9,7665.4,7680.0,7561.42,7709.81,iTransformer,DilatedRNN,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.02,0.01,7681.51,LSTM
-2024-06-21,7716.55,7695.7,7693.48,7565.26,7655.85,7653.16,7659.19,7714.16,7712.5,7718.94,7626.49,7720.11,7673.94,7669.45,7679.0,7614.17,7556.73,7635.3,7646.99,7667.96,7680.0,7565.26,7718.94,iTransformer,TCN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.01,7679.0,NLinear
-2024-06-24,7680.57,7681.94,7690.15,7599.4,7661.92,7653.91,7650.56,7717.62,7708.39,7715.6,7621.21,7710.58,7651.61,7680.62,7685.52,7614.98,7562.05,7623.3,7664.18,7670.7,7680.0,7599.4,7715.6,iTransformer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.01,7680.57,NHITS
-2024-06-25,7645.31,7700.68,7690.01,7560.35,7662.56,7663.08,7644.81,7713.9,7708.76,7721.31,7634.95,7692.13,7640.18,7695.81,7681.89,7616.76,7567.51,7611.02,7674.63,7671.87,7693.33,7567.51,7713.9,StemGNN,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.02,0.02,0.01,7692.13,DilatedRNN
-2024-06-26,7655.02,7721.05,7709.21,7638.84,7667.93,7671.17,7653.07,7730.73,7729.18,7729.66,7652.2,7709.86,7649.57,7715.77,7696.1,7627.08,7572.66,7633.89,7690.85,7681.47,7716.67,7627.08,7729.66,TFT,TCN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.01,7715.77,DLinear
-2024-06-27,7674.41,7725.1,7736.15,7688.47,7682.7,7677.15,7676.18,7759.58,7758.32,7753.52,7674.13,7742.46,7654.14,7705.15,7709.92,7638.66,7577.21,7662.91,7699.6,7626.13,7723.33,7626.13,7758.32,DeepNPTS,GRU,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.02,0.01,7725.1,Informer
-2024-06-28,7680.76,7779.09,7737.04,7694.6,7689.77,7669.72,7681.24,7762.52,7757.7,7757.94,7683.78,7748.46,7649.42,7686.12,7713.84,7639.45,7581.57,7684.52,7704.56,7615.42,7730.0,7615.42,7762.52,DeepNPTS,RNN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.02,0.01,7737.04,LSTM
-2024-07-01,7704.05,7813.09,7743.49,7735.27,7696.15,7675.42,7714.28,7769.44,7765.56,7750.17,7688.62,7757.71,7669.56,7690.08,7721.54,7639.43,7586.32,7705.94,7715.95,7626.94,7763.33,7626.94,7769.44,DeepNPTS,RNN,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.01,0.0,0.0,0.02,0.01,7765.56,GRU
-2024-07-02,7741.14,7838.82,7785.45,7736.75,7719.39,7680.46,7741.29,7810.53,7805.54,7785.24,7682.64,7796.99,7698.99,7722.79,7757.3,7640.25,7592.77,7751.96,7744.55,7684.1,7780.0,7640.25,7810.53,TFT,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.0,0.01,0.02,0.0,7785.24,TCN
-2024-07-03,7757.43,7817.91,7795.36,7712.91,7734.28,7678.06,7740.62,7820.55,7812.03,7802.54,7668.38,7809.25,7709.99,7736.53,7780.51,7656.48,7600.88,7769.71,7747.0,7770.75,7800.0,7656.48,7817.91,TFT,Informer,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.02,0.01,0.0,0.02,0.02,0.0,0.01,0.03,0.0,7802.54,TCN
-2024-07-04,7785.81,7798.99,7815.47,7752.14,7751.76,7705.49,7771.72,7841.83,7832.28,7831.16,7662.24,7829.71,7730.5,7755.09,7794.1,7666.16,7607.59,7785.98,7767.16,7790.27,7800.0,7662.24,7832.28,BiTCN,GRU,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.02,0.02,0.0,0.01,0.02,0.0,7798.99,Informer
-2024-07-05,7785.67,7824.24,7806.65,7795.04,7761.91,7730.0,7778.21,7837.01,7821.69,7824.27,7670.44,7831.93,7729.84,7770.18,7787.92,7669.35,7614.97,7765.02,7781.09,7757.27,7766.67,7669.35,7831.93,TFT,DilatedRNN,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.02,0.0,7765.02,MLPMultivariate
-2024-07-08,7753.11,7792.32,7760.66,7780.99,7741.83,7733.98,7734.43,7785.84,7779.36,7766.82,7674.75,7783.37,7687.02,7766.27,7756.88,7676.14,7623.89,7707.34,7761.31,7703.35,7746.67,7674.75,7785.84,BiTCN,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.02,0.01,7741.83,TSMixer
-2024-07-09,7736.81,7780.96,7744.73,7759.03,7718.95,7725.84,7717.31,7770.89,7766.37,7747.4,7677.48,7762.42,7663.1,7738.6,7735.39,7684.16,7633.15,7669.56,7736.57,7707.49,7720.0,7663.1,7770.89,MLP,RNN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,7718.95,TSMixer
-2024-07-10,7689.9,7712.99,7715.85,7614.24,7696.67,7705.29,7695.31,7741.21,7733.3,7732.0,7667.71,7732.54,7630.71,7709.66,7703.23,7674.21,7641.93,7645.93,7704.33,7580.64,7693.33,7614.24,7733.3,iTransformer,GRU,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,7695.31,PatchTST
-2024-07-11,7664.96,7686.91,7689.32,7622.07,7673.11,7700.07,7682.42,7708.99,7706.31,7708.09,7664.39,7699.85,7624.06,7682.52,7677.46,7667.5,7649.33,7628.49,7671.56,7593.16,7686.67,7622.07,7708.09,iTransformer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,7686.91,Informer
-2024-07-12,7677.98,7641.37,7690.72,7671.24,7663.61,7682.66,7676.26,7715.13,7709.26,7710.0,7666.6,7700.14,7625.35,7678.9,7671.9,7669.29,7656.86,7611.38,7658.49,7656.88,7680.0,7625.35,7710.0,MLP,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,7678.9,DLinear
-2024-07-15,7675.4,7634.53,7684.4,7683.48,7663.76,7669.22,7659.75,7706.6,7702.18,7708.51,7664.59,7694.51,7637.67,7675.95,7670.48,7663.47,7663.78,7618.18,7658.21,7672.99,7680.0,7634.53,7706.6,Informer,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,7683.48,iTransformer
-2024-07-16,7647.2,7671.0,7688.7,7642.94,7667.95,7673.28,7660.49,7710.14,7707.56,7711.53,7656.8,7694.12,7644.42,7667.42,7679.77,7681.17,7667.42,7626.44,7668.4,7685.12,7666.67,7642.94,7710.14,iTransformer,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,7667.42,DLinear
-2024-07-17,7639.33,7670.43,7668.69,7627.46,7664.3,7658.39,7661.5,7693.58,7686.1,7697.01,7652.42,7669.46,7645.14,7650.92,7662.82,7669.0,7667.31,7630.06,7663.78,7687.83,7660.0,7630.06,7693.58,MLPMultivariate,RNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7661.5,PatchTST
-2024-07-18,7660.67,7666.81,7664.1,7623.07,7659.25,7654.76,7659.26,7683.19,7683.55,7694.04,7645.22,7670.6,7654.65,7651.77,7661.77,7660.95,7666.77,7641.28,7656.35,7686.1,7656.67,7641.28,7686.1,MLPMultivariate,DeepNPTS,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,7656.35,TiDE
-2024-07-19,7668.46,7670.42,7661.02,7620.7,7659.47,7665.78,7657.18,7682.79,7680.16,7689.44,7643.6,7672.03,7665.7,7643.33,7664.04,7654.49,7666.13,7731.24,7656.89,7680.11,7656.67,7643.33,7689.44,DLinear,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,7656.89,TiDE
-2024-07-22,7657.8,7663.92,7662.8,7630.23,7661.07,7674.11,7655.51,7682.2,7682.44,7695.42,7644.79,7675.94,7673.8,7659.32,7659.04,7648.87,7666.54,7768.65,7656.17,7663.04,7640.0,7663.04,7695.42,DeepNPTS,TCN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,7644.79,BiTCN
-2024-07-23,7628.65,7655.45,7637.67,7632.18,7649.69,7662.99,7632.6,7658.83,7656.11,7668.54,7645.28,7654.98,7650.55,7659.74,7643.03,7627.73,7666.93,7751.54,7637.48,7667.03,7623.33,7632.18,7668.54,iTransformer,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.02,7627.73,TFT
-2024-07-24,7613.63,7640.96,7619.4,7623.15,7634.22,7625.88,7616.79,7637.19,7638.98,7632.3,7639.83,7630.93,7633.06,7656.71,7626.56,7605.04,7665.89,7711.81,7622.67,7659.12,7623.33,7613.63,7665.89,NHITS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,7623.15,iTransformer
-2024-07-25,7626.71,7642.12,7624.95,7700.96,7627.95,7616.14,7617.28,7642.59,7645.76,7626.8,7630.77,7635.13,7634.7,7667.68,7627.4,7601.24,7663.67,7703.18,7621.16,7659.14,7616.67,7616.14,7700.96,TSMixerx,iTransformer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7616.14,TSMixerx
-2024-07-26,7631.59,7617.53,7615.35,7704.2,7623.5,7614.56,7602.4,7631.73,7634.65,7616.31,7619.73,7626.52,7636.92,7654.35,7615.57,7593.97,7661.22,7696.68,7611.75,7657.48,7606.67,7602.4,7696.68,PatchTST,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7602.4,PatchTST
-2024-07-29,7638.23,7609.39,7604.19,7690.14,7614.47,7617.48,7596.39,7620.54,7624.16,7604.7,7609.34,7618.48,7636.14,7621.9,7607.18,7583.92,7657.84,7682.53,7608.25,7671.96,7593.33,7620.54,7682.53,RNN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7596.39,PatchTST
-2024-07-30,7620.67,7604.79,7588.4,7652.36,7602.53,7602.14,7589.58,7606.99,7607.84,7583.25,7595.94,7597.69,7627.72,7602.48,7598.16,7574.13,7653.63,7656.74,7596.67,7624.09,7593.33,7583.25,7653.63,TCN,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7595.94,BiTCN
-2024-07-31,7597.8,7610.27,7593.25,7596.11,7596.37,7594.86,7589.79,7608.27,7613.96,7577.57,7582.54,7597.89,7603.71,7587.64,7601.67,7572.6,7649.82,7641.98,7594.12,7599.65,7583.33,7577.57,7641.98,TCN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,7582.54,BiTCN
-2024-08-01,7585.14,7591.88,7579.07,7578.02,7586.81,7578.6,7574.93,7596.53,7597.69,7565.52,7568.54,7582.41,7581.51,7581.71,7587.01,7557.74,7647.26,7634.19,7580.84,7583.45,7620.0,7565.52,7634.19,TCN,MLPMultivariate,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.0,7634.19,MLPMultivariate
-2024-08-02,7619.48,7598.28,7637.69,7599.68,7609.65,7610.09,7608.47,7652.46,7662.54,7612.18,7576.43,7640.61,7594.23,7601.51,7624.61,7611.17,7647.26,7661.09,7606.58,7619.98,7623.33,7594.23,7661.09,MLP,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,7624.61,NLinear
-2024-08-05,7629.56,7591.09,7629.37,7619.78,7623.67,7622.24,7609.27,7652.07,7646.63,7628.39,7592.86,7643.36,7601.96,7606.82,7626.11,7614.83,7648.18,7683.84,7617.68,7624.2,7610.0,7592.86,7652.07,BiTCN,RNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,7609.27,PatchTST
-2024-08-06,7614.46,7592.7,7610.7,7639.23,7619.46,7611.09,7606.47,7623.94,7629.69,7610.14,7603.02,7617.69,7609.59,7622.4,7609.08,7601.87,7648.31,7695.84,7622.8,7611.36,7596.67,7611.36,7648.31,DeepNPTS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7592.7,Informer
-2024-08-07,7603.88,7591.14,7593.87,7634.69,7606.88,7602.29,7593.48,7614.3,7612.35,7587.5,7603.67,7601.05,7602.34,7619.82,7598.08,7594.55,7647.38,7687.4,7608.14,7604.1,7586.67,7587.5,7647.38,TCN,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,7587.5,TCN
-2024-08-08,7595.33,7583.47,7583.06,7611.49,7594.28,7588.16,7581.65,7595.64,7602.06,7567.0,7597.6,7585.05,7577.23,7598.98,7586.35,7587.08,7644.37,7663.36,7592.6,7613.8,7583.33,7577.23,7644.37,MLP,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,7583.47,Informer
-2024-08-09,7583.13,7581.98,7581.44,7598.97,7584.94,7590.1,7580.93,7596.14,7600.96,7565.66,7593.73,7588.1,7576.25,7583.7,7577.34,7582.25,7640.9,7645.74,7582.15,7611.64,7583.33,7576.25,7640.9,MLP,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,7583.13,NHITS
-2024-08-12,7575.26,7570.72,7582.9,7596.12,7583.81,7585.57,7579.36,7600.05,7602.67,7568.89,7590.55,7591.17,7575.82,7578.54,7573.19,7580.0,7637.52,7627.32,7581.43,7591.93,7586.67,7570.72,7627.32,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,7585.57,TSMixerx
-2024-08-13,7571.3,7575.92,7588.41,7598.14,7584.02,7586.83,7584.63,7604.63,7608.38,7581.87,7588.27,7599.96,7583.74,7585.89,7579.16,7584.27,7635.12,7613.71,7585.92,7590.59,7593.33,7575.92,7613.71,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,7590.59,DeepNPTS
-2024-08-14,7584.07,7583.34,7597.48,7601.78,7586.21,7587.8,7591.74,7614.59,7617.42,7576.21,7584.72,7601.25,7597.64,7583.3,7593.0,7591.86,7633.03,7609.58,7589.66,7598.52,7590.0,7583.3,7617.42,DLinear,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,7589.66,TiDE
-2024-08-15,7592.91,7578.6,7590.74,7589.57,7584.56,7590.53,7588.79,7607.42,7609.56,7569.76,7577.08,7591.95,7594.2,7572.36,7587.67,7590.64,7630.5,7606.82,7585.09,7603.86,7583.33,7572.36,7609.56,DLinear,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,7584.56,TSMixer
-2024-08-16,7590.97,7564.64,7582.63,7568.29,7580.29,7586.43,7579.76,7598.05,7601.65,7565.17,7570.59,7587.52,7583.12,7569.73,7583.25,7585.32,7627.53,7598.14,7578.75,7595.66,7583.33,7565.17,7601.65,TCN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,7583.25,NLinear
-2024-08-19,7595.09,7560.11,7584.36,7562.12,7580.77,7595.13,7582.1,7599.81,7603.87,7568.1,7566.86,7590.44,7582.58,7562.48,7579.55,7584.28,7624.61,7583.97,7579.15,7595.84,7570.0,7562.12,7603.87,iTransformer,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,7568.1,TCN
-2024-08-20,7576.67,7546.81,7565.04,7535.75,7571.48,7592.49,7567.53,7581.31,7582.67,7561.56,7561.34,7574.27,7576.35,7558.77,7563.15,7576.05,7621.22,7577.85,7565.88,7585.1,7570.0,7546.81,7592.49,Informer,TSMixerx,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,7571.48,TSMixer
-2024-08-21,7577.54,7545.23,7569.99,7707.64,7570.24,7590.21,7575.93,7584.85,7589.89,7563.07,7558.72,7573.67,7580.94,7555.52,7567.31,7572.96,7617.64,7584.96,7568.39,7572.94,7570.0,7555.52,7617.64,DLinear,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.0,7569.99,LSTM
-2024-08-22,7577.52,7560.15,7569.37,7724.0,7571.77,7589.58,7576.71,7587.07,7588.06,7561.03,7556.25,7573.23,7583.4,7557.26,7570.6,7563.98,7613.79,7595.53,7570.92,7572.92,7590.0,7557.26,7613.79,DLinear,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,7589.58,TSMixerx
-2024-08-23,7589.65,7579.2,7599.03,7763.4,7584.68,7589.83,7594.04,7612.0,7620.15,7581.67,7561.21,7600.64,7588.34,7579.99,7588.1,7579.24,7610.69,7626.95,7586.07,7577.25,7583.33,7577.25,7626.95,DeepNPTS,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.01,7584.68,TSMixer
-2024-08-26,7583.75,7578.04,7582.66,7845.48,7585.74,7599.11,7583.74,7601.79,7599.98,7571.88,7567.68,7591.44,7580.97,7588.14,7584.36,7574.6,7607.38,7640.84,7582.8,7593.73,7583.33,7571.88,7640.84,TCN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.03,0.0,0.01,7583.74,PatchTST
-2024-08-27,7580.2,7565.3,7586.32,7867.78,7584.24,7606.02,7582.29,7599.76,7606.4,7574.89,7570.62,7593.91,7580.09,7596.29,7580.98,7570.85,7604.02,7642.02,7586.17,7590.18,7610.0,7570.62,7642.02,BiTCN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.03,0.0,0.0,7606.4,GRU
-2024-08-28,7603.95,7574.17,7624.09,7802.45,7600.76,7617.11,7604.61,7640.53,7645.29,7605.69,7591.36,7633.5,7596.58,7602.44,7610.51,7615.86,7601.77,7650.54,7604.34,7595.15,7610.0,7591.36,7650.54,BiTCN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.03,0.0,0.01,7610.51,NLinear
-2024-08-29,7603.07,7580.75,7614.54,7736.14,7606.98,7616.58,7599.22,7628.75,7631.96,7603.38,7609.56,7624.72,7599.66,7592.63,7610.01,7614.2,7600.02,7637.6,7610.49,7598.85,7613.33,7592.63,7637.6,DLinear,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,7614.2,TFT
-2024-08-30,7608.59,7601.94,7620.71,7711.05,7610.02,7625.29,7607.55,7634.91,7640.65,7614.08,7627.25,7629.19,7604.15,7605.19,7607.35,7615.75,7598.96,7625.44,7616.64,7594.32,7606.67,7598.96,7640.65,StemGNN,GRU,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,7607.35,NLinear
-2024-09-02,7604.47,7609.89,7607.56,7648.91,7606.9,7618.75,7599.8,7627.13,7625.4,7600.8,7633.65,7619.57,7605.91,7602.77,7610.27,7605.17,7597.8,7611.7,7604.27,7589.41,7583.33,7589.41,7633.65,DeepNPTS,BiTCN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,7589.41,DeepNPTS
-2024-09-03,7585.1,7601.31,7575.84,7627.99,7587.06,7595.34,7574.56,7589.93,7593.24,7572.49,7621.09,7583.62,7592.82,7583.71,7584.54,7572.23,7596.11,7600.64,7579.42,7587.25,7562.5,7572.49,7621.09,TCN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,7572.23,TFT
-2024-09-04,7566.82,7576.67,7553.43,7607.94,7566.61,7573.59,7561.32,7572.1,7571.59,7543.3,7603.76,7554.6,7576.96,7572.51,7565.05,7556.06,7593.67,7587.4,7560.62,7581.74,7535.0,7543.3,7603.76,TCN,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,7543.3,TCN
-2024-09-05,7544.26,7551.97,7520.58,7592.94,7543.39,7553.31,7542.1,7540.28,7536.89,7519.8,7579.86,7517.54,7553.85,7552.08,7529.05,7540.08,7589.98,7576.71,7535.54,7562.83,7475.0,7519.8,7589.98,TCN,StemGNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.01,7517.54,DilatedRNN
-2024-09-06,7489.19,7529.2,7447.05,7582.79,7489.81,7524.29,7483.09,7472.68,7463.2,7480.74,7541.04,7441.42,7514.95,7517.41,7468.85,7503.3,7582.96,7542.97,7483.59,7535.0,7442.5,7483.59,7582.79,TiDE,iTransformer,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.01,7441.42,DilatedRNN
-2024-09-09,7475.16,7517.74,7418.98,7576.49,7447.25,7499.2,7454.91,7447.43,7443.46,7454.56,7499.8,7404.99,7493.19,7477.41,7432.19,7493.46,7574.28,7506.28,7447.11,7475.0,7422.5,7418.98,7574.28,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.01,7418.98,LSTM
-2024-09-10,7453.53,7500.54,7398.09,7577.31,7422.11,7478.25,7431.16,7430.35,7425.59,7440.96,7467.48,7386.94,7465.71,7444.71,7419.91,7474.09,7564.97,7476.36,7425.14,7442.5,7412.5,7398.09,7564.97,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.01,7419.91,NLinear
-2024-09-11,7423.91,7489.26,7392.15,7573.62,7406.42,7466.27,7416.39,7421.73,7422.03,7433.77,7436.67,7377.57,7440.64,7418.84,7414.0,7460.66,7555.77,7440.55,7417.21,7422.5,7387.5,7422.03,7555.77,GRU,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.03,0.02,0.01,7392.15,LSTM
-2024-09-12,7392.69,7473.65,7362.79,7546.34,7384.43,7449.62,7386.33,7402.13,7396.98,7426.9,7404.16,7351.52,7410.71,7400.61,7385.55,7439.29,7545.68,7415.49,7395.24,7412.51,7380.0,7362.79,7545.68,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.02,0.0,7384.43,TSMixer
-2024-09-13,7383.17,7454.49,7361.74,7544.36,7372.63,7441.11,7374.69,7396.4,7397.38,7426.76,7382.08,7351.13,7394.21,7401.25,7383.71,7422.45,7535.84,7385.42,7384.9,7387.73,7395.0,7361.74,7535.84,LSTM,StemGNN,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.02,0.02,0.0,7394.21,MLP
-2024-09-14,7398.27,7449.03,7384.68,7524.96,7384.81,7432.5,7388.4,7415.86,7415.2,7434.71,7378.83,7374.22,7386.15,7403.82,7402.97,7417.35,7527.39,7376.48,7393.97,7388.06,7375.0,7388.06,7524.96,DeepNPTS,iTransformer,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.02,0.0,7374.22,DilatedRNN
-2024-09-18,7371.16,7433.92,7356.04,7523.62,7378.43,7410.51,7364.11,7390.1,7389.52,7432.9,7374.46,7354.02,7359.84,7382.19,7383.68,7395.57,7518.42,7354.32,7383.19,7405.41,7342.5,7378.43,7518.42,TSMixer,StemGNN,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.02,0.0,7354.02,DilatedRNN
-2024-09-19,7340.86,7421.0,7324.24,7520.05,7355.33,7387.62,7346.42,7360.68,7363.16,7429.35,7369.82,7332.88,7346.79,7371.11,7344.89,7368.76,7508.3,7321.57,7357.86,7382.28,7325.0,7324.24,7508.3,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.03,0.03,0.0,7324.24,LSTM
-2024-09-20,7337.43,7401.35,7311.87,7504.13,7338.29,7371.1,7337.68,7348.89,7351.25,7423.77,7368.9,7322.7,7345.39,7356.99,7334.89,7353.54,7497.72,7297.84,7339.01,7353.22,7340.0,7311.87,7497.72,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.02,0.01,7339.01,TiDE
-2024-09-23,7360.74,7393.45,7329.17,7410.15,7343.75,7370.84,7353.69,7362.41,7368.48,7428.7,7373.94,7337.91,7353.03,7358.78,7344.97,7364.04,7488.51,7292.4,7337.77,7343.88,7310.0,7343.88,7428.7,DeepNPTS,TCN,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.02,0.0,7292.4,MLPMultivariate
-2024-09-24,7341.8,7369.01,7298.93,7308.27,7327.11,7349.61,7319.62,7335.77,7336.4,7419.58,7368.35,7308.61,7331.84,7339.44,7317.88,7355.11,7478.28,7402.36,7310.56,7313.88,7280.0,7313.88,7419.58,DeepNPTS,TCN,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.03,0.02,7298.93,LSTM
-2024-09-25,7339.68,7351.22,7281.54,7301.75,7302.35,7325.59,7312.0,7313.75,7317.75,7408.3,7355.6,7289.82,7333.35,7317.98,7282.21,7330.79,7467.11,7435.8,7293.6,7282.76,7315.0,7282.21,7435.8,NLinear,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.02,7313.75,RNN
-2024-09-26,7393.63,7339.31,7313.14,7354.38,7319.71,7330.87,7344.47,7350.12,7353.49,7416.82,7356.89,7316.92,7353.95,7337.86,7319.84,7343.39,7458.14,7490.21,7317.28,7315.46,7310.0,7315.46,7458.14,DeepNPTS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.02,7313.14,LSTM
-2024-09-27,7390.73,7325.68,7303.56,7397.96,7319.91,7334.12,7326.88,7338.54,7341.3,7414.73,7352.38,7303.47,7336.24,7314.49,7316.07,7339.44,7449.38,7502.86,7309.16,7316.05,7310.0,7303.56,7449.38,LSTM,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.03,7309.16,TiDE
-2024-09-29,7397.92,7323.78,7308.09,7389.53,7319.12,7339.4,7333.74,7339.98,7346.81,7420.71,7345.63,7307.62,7332.31,7307.59,7312.72,7335.83,7440.38,7495.43,7316.62,7330.7,7365.0,7307.62,7440.38,DilatedRNN,StemGNN,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.02,7346.81,GRU
-2024-09-30,7436.24,7345.67,7370.6,7444.5,7358.73,7369.32,7368.22,7402.33,7401.18,7454.76,7351.89,7366.07,7355.25,7336.35,7371.05,7366.52,7433.89,7551.9,7364.44,7365.6,7420.0,7345.67,7454.76,Informer,TCN,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.02,7433.89,StemGNN
-2024-10-08,7432.3,7408.43,7436.55,7508.12,7407.0,7409.62,7405.73,7449.61,7452.73,7493.25,7380.74,7431.98,7381.29,7365.24,7425.01,7409.34,7429.67,7632.63,7413.99,7419.74,7602.5,7380.74,7632.63,BiTCN,MLPMultivariate,0.02,0.02,0.02,0.02,0.03,0.02,0.03,0.02,0.02,0.03,0.02,0.03,0.03,0.03,0.03,0.03,0.01,0.01,0.02,0.0,7632.63,MLPMultivariate
-2024-10-09,7604.54,7551.11,7689.41,7565.62,7554.63,7566.65,7634.54,7695.36,7702.27,7656.34,7573.27,7706.2,7594.74,7483.85,7607.45,7608.02,7429.75,7800.04,7575.31,7602.46,7602.5,7483.85,7706.2,DLinear,DilatedRNN,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.02,0.03,7602.46,DeepNPTS
-2024-10-10,7594.44,7587.8,7626.95,7585.37,7625.22,7622.19,7628.91,7651.03,7631.74,7677.37,7662.8,7676.84,7650.3,7542.17,7609.23,7609.59,7429.96,7812.19,7606.52,7602.44,7585.0,7542.17,7677.37,DLinear,TCN,0.0,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.03,7585.37,iTransformer
-2024-10-11,7645.26,7593.21,7611.18,7576.41,7630.4,7665.67,7624.99,7599.45,7618.95,7678.59,7695.56,7632.2,7667.54,7571.35,7587.79,7599.68,7429.98,7758.45,7602.68,7584.98,7575.0,7571.35,7695.56,DLinear,BiTCN,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.02,0.01,0.0,0.02,0.02,7576.41,iTransformer
-2024-10-12,7649.67,7604.66,7584.08,7736.75,7611.83,7671.34,7607.85,7603.99,7594.77,7622.81,7709.59,7604.14,7665.91,7570.84,7574.45,7597.78,7429.86,7713.03,7569.87,7574.99,7576.67,7569.87,7713.03,TiDE,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.02,0.01,0.02,0.02,0.02,7574.99,DeepNPTS
-2024-10-14,7659.85,7626.39,7584.06,7781.75,7567.59,7668.84,7579.9,7574.76,7598.67,7590.67,7699.53,7598.8,7680.74,7556.29,7561.67,7613.88,7429.71,7681.23,7548.5,7576.32,7565.0,7548.5,7699.53,TiDE,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.02,0.01,0.01,0.02,0.0,0.03,0.02,0.02,7567.59,TSMixer
-2024-10-15,7629.03,7614.69,7562.3,7733.1,7536.58,7643.01,7551.23,7576.49,7577.32,7582.19,7678.61,7580.26,7653.13,7524.95,7535.34,7603.14,7429.28,7617.02,7536.76,7564.53,7527.5,7524.95,7678.61,DLinear,BiTCN,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.02,0.02,0.01,0.01,0.02,0.01,0.03,0.01,0.01,7524.95,DLinear
-2024-10-16,7572.72,7608.89,7512.09,7549.93,7510.45,7568.88,7501.22,7534.71,7526.17,7547.29,7623.75,7508.2,7590.94,7508.97,7481.88,7545.31,7428.22,7569.06,7511.77,7506.7,7477.5,7506.7,7608.89,DeepNPTS,Informer,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.02,0.02,0.01,0.02,0.01,0.01,0.01,0.01,7481.88,NLinear
-2024-10-17,7507.95,7597.25,7453.96,7493.95,7460.84,7491.93,7435.35,7479.95,7470.4,7511.77,7554.33,7439.13,7523.96,7485.3,7449.32,7477.34,7426.13,7505.22,7464.6,7467.0,7467.5,7435.35,7554.33,PatchTST,BiTCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.0,0.01,0.01,0.0,0.01,0.01,7467.0,DeepNPTS
-2024-10-18,7490.08,7620.53,7453.77,7447.0,7439.99,7471.06,7417.37,7478.31,7473.62,7464.0,7504.79,7400.48,7484.72,7434.76,7463.87,7441.44,7423.81,7470.49,7446.94,7476.26,7370.0,7439.99,7504.79,TSMixer,BiTCN,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.03,0.01,0.02,0.01,0.01,0.01,0.01,7400.48,DilatedRNN
-2024-10-21,7358.56,7466.3,7324.11,7391.44,7368.29,7406.86,7318.22,7368.46,7361.14,7423.29,7408.32,7301.96,7391.15,7357.83,7359.21,7336.17,7418.65,7396.91,7358.43,7467.29,7362.5,7318.22,7466.3,PatchTST,Informer,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,7361.14,GRU
-2024-10-22,7334.75,7419.64,7340.1,7393.05,7340.1,7345.82,7320.62,7373.35,7383.75,7414.92,7346.78,7311.31,7371.46,7330.57,7343.13,7341.57,7413.34,7371.66,7337.9,7370.04,7346.67,7320.62,7414.92,PatchTST,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,7346.78,BiTCN
-2024-10-23,7303.72,7343.6,7320.36,7369.73,7329.37,7314.79,7313.82,7367.08,7360.9,7408.56,7298.57,7304.04,7352.57,7305.71,7315.03,7322.6,7407.55,7362.01,7327.81,7362.57,7357.5,7303.72,7407.55,NHITS,StemGNN,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,7360.9,GRU
-2024-10-24,7312.98,7326.91,7341.43,7363.66,7332.25,7355.0,7342.62,7371.43,7382.81,7420.17,7280.58,7320.34,7341.45,7331.71,7342.86,7335.87,7402.08,7374.57,7340.17,7346.7,7352.5,7312.98,7402.08,NHITS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,7355.0,TSMixerx
-2024-10-25,7318.84,7288.63,7334.62,7336.29,7341.11,7375.18,7367.34,7381.51,7373.52,7422.32,7262.24,7319.62,7332.57,7319.55,7359.77,7322.5,7396.65,7397.12,7353.93,7357.59,7372.5,7288.63,7397.12,Informer,MLPMultivariate,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,7373.52,GRU
-2024-10-28,7318.2,7320.98,7365.8,7319.89,7365.97,7359.12,7397.66,7395.39,7400.51,7432.06,7270.02,7357.21,7354.95,7345.82,7381.73,7346.59,7392.06,7409.39,7383.4,7352.55,7373.33,7318.2,7409.39,NHITS,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,7365.97,TSMixer
-2024-10-29,7331.32,7308.08,7362.75,7329.28,7376.07,7373.14,7392.3,7396.44,7394.51,7439.98,7303.84,7373.55,7351.24,7395.13,7389.69,7352.48,7387.45,7434.25,7372.36,7373.32,7380.0,7308.08,7434.25,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,7376.07,TSMixer
-2024-10-30,7334.26,7343.0,7374.89,7337.18,7385.29,7419.69,7376.95,7400.04,7404.75,7456.69,7353.79,7402.5,7357.12,7411.49,7388.58,7379.84,7383.26,7469.98,7359.15,7387.92,7330.0,7337.18,7456.69,iTransformer,TCN,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.0,0.02,0.0,0.01,0.02,7334.26,NHITS
-2024-10-31,7295.48,7308.21,7312.92,7354.94,7353.69,7409.93,7295.58,7350.36,7348.94,7455.59,7352.95,7360.79,7344.36,7402.3,7340.51,7315.0,7377.57,7463.62,7332.62,7367.35,7340.0,7295.58,7455.59,PatchTST,TCN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.02,7340.51,NLinear
-2024-11-01,7330.41,7326.29,7332.99,7372.26,7349.79,7385.24,7325.19,7362.57,7371.38,7457.68,7367.14,7367.61,7362.95,7388.36,7341.0,7330.11,7372.54,7459.64,7336.91,7373.29,7363.33,7326.29,7457.68,Informer,TCN,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,7362.95,MLP
-2024-11-04,7376.12,7356.61,7355.43,7380.72,7362.12,7382.13,7341.74,7389.94,7388.0,7462.07,7375.54,7388.13,7387.7,7361.25,7360.83,7372.44,7368.6,7477.72,7357.69,7379.39,7360.0,7355.43,7462.07,LSTM,TCN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,7360.83,NLinear
-2024-11-05,7378.87,7344.81,7349.14,7365.09,7361.96,7391.2,7346.23,7378.05,7382.83,7460.64,7375.96,7374.5,7395.43,7376.42,7372.45,7364.47,7364.84,7445.3,7351.11,7336.34,7357.5,7344.81,7445.3,Informer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,7361.96,TSMixer
-2024-11-06,7373.74,7349.05,7348.49,7354.68,7358.89,7391.8,7348.89,7384.15,7382.33,7460.2,7358.78,7370.01,7378.77,7362.38,7378.99,7357.58,7361.33,7419.25,7344.17,7362.65,7383.33,7348.49,7419.25,LSTM,MLPMultivariate,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,7384.15,RNN
-2024-11-07,7385.69,7373.4,7382.74,7349.67,7374.44,7407.94,7373.35,7409.59,7410.85,7463.46,7362.14,7383.32,7405.82,7367.01,7401.34,7400.57,7359.34,7420.4,7365.49,7389.51,7366.67,7359.34,7420.4,StemGNN,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,7367.01,DLinear
-2024-11-08,7353.19,7355.67,7353.37,7352.09,7369.0,7397.48,7354.58,7383.57,7384.73,7452.38,7359.42,7348.08,7394.99,7383.53,7376.07,7376.84,7357.46,7413.29,7357.35,7375.13,7383.33,7352.09,7413.29,iTransformer,MLPMultivariate,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,7383.53,DLinear
-2024-11-11,7389.3,7365.77,7382.36,7358.52,7378.11,7411.84,7376.58,7405.65,7410.65,7465.11,7373.16,7354.07,7416.89,7361.67,7385.12,7387.61,7356.49,7424.42,7377.52,7383.28,7340.0,7365.77,7424.42,Informer,MLPMultivariate,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.0,0.01,7354.07,DilatedRNN
-2024-11-12,7420.4,7350.71,7395.34,7352.49,7382.76,7436.0,7372.09,7395.57,7429.64,7462.12,7363.84,7358.94,7449.13,7399.07,7397.56,7379.96,7357.88,7405.19,7382.49,7380.28,7306.67,7352.49,7449.13,iTransformer,MLP,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.01,0.01,0.02,0.02,0.01,0.01,0.01,0.02,0.01,0.01,0.01,7350.71,Informer
-2024-11-13,7419.33,7322.01,7403.07,7358.58,7393.14,7440.05,7424.37,7378.55,7434.34,7453.38,7375.55,7372.54,7481.97,7364.33,7414.46,7376.41,7359.33,7416.48,7400.46,7389.34,7323.33,7389.34,7453.38,DeepNPTS,TCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.02,0.0,0.01,0.01,0.02,0.0,0.0,0.01,7322.01,Informer
-2024-11-14,7415.96,7350.9,7409.8,7359.59,7405.66,7420.71,7435.37,7377.36,7445.5,7476.55,7380.46,7380.69,7478.2,7389.8,7370.55,7371.53,7343.41,7409.9,7411.79,7388.75,7353.33,7350.9,7476.55,Informer,TCN,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.02,0.0,0.0,0.0,0.02,0.0,0.0,0.01,7350.9,Informer
-2024-11-15,7390.42,7386.23,7443.71,7372.78,7396.66,7405.1,7441.14,7420.71,7433.67,7476.99,7386.31,7399.96,7475.91,7365.52,7399.48,7363.01,7353.88,7419.08,7401.04,7388.12,7393.33,7363.01,7475.91,TFT,MLP,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.0,7390.42,NHITS
-2024-11-18,7387.81,7332.46,7400.95,7383.66,7367.36,7362.67,7384.26,7419.41,7419.32,7450.92,7329.2,7379.7,7360.2,7361.0,7390.48,7411.36,7349.4,7371.42,7384.93,7391.28,,7332.46,7371.42,Informer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
-2024-11-19,7368.69,7315.59,7411.3,7360.3,7357.62,7375.07,7360.7,7412.52,7435.18,7447.27,7318.22,7385.1,7339.28,7347.02,7379.62,7402.86,7350.83,7359.84,7359.52,7378.2,,7315.59,7359.84,Informer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
-2024-11-20,7329.15,7317.1,7422.14,7339.05,7341.47,7390.89,7350.84,7399.35,7442.42,7436.66,7317.79,7401.35,7325.84,7368.83,7379.37,7391.24,7352.32,7356.67,7323.37,7376.11,,7317.1,7356.67,Informer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
-2024-11-21,7311.61,7347.53,7427.91,7323.68,7321.51,7381.47,7335.1,7398.95,7453.86,7455.33,7303.7,7407.96,7304.11,7350.45,7404.34,7378.3,7335.96,7332.54,7303.77,7357.24,,7347.53,7332.54,Informer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
-2024-11-22,7299.05,7353.41,7449.04,7336.48,7303.41,7335.67,7268.5,7425.92,7445.86,7455.51,7293.92,7422.08,7290.68,7341.73,7395.26,7364.43,7346.72,7320.66,7301.09,7348.58,,7353.41,7320.66,Informer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
+ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y,min_within_quantile,max_within_quantile,min_model,max_model,NLinear_abs_error_rate,TiDE_abs_error_rate,GRU_abs_error_rate,TSMixer_abs_error_rate,PatchTST_abs_error_rate,TSMixerx_abs_error_rate,BiTCN_abs_error_rate,DLinear_abs_error_rate,TFT_abs_error_rate,LSTM_abs_error_rate,NHITS_abs_error_rate,MLP_abs_error_rate,DeepNPTS_abs_error_rate,Informer_abs_error_rate,TCN_abs_error_rate,MLPMultivariate_abs_error_rate,iTransformer_abs_error_rate,StemGNN_abs_error_rate,DilatedRNN_abs_error_rate,RNN_abs_error_rate,min_abs_error_rate_prediction,min_abs_error_rate_column_name
+2024-02-12,81.1,80.12,82.53,78.83,81.21,81.32,81.88,58.13,81.47,78.99,81.16,85.07,80.63,80.9,81.98,79.33,79.14,80.38,81.65,81.61,81.51,78.83,82.53,iTransformer,LSTM,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.03,0.01,0.01,0.01,0.0,0.02,0.03,0.01,0.03,0.03,0.04,0.29,81.47,GRU
+2024-02-13,80.91,79.76,82.42,78.88,81.48,81.32,81.4,58.13,81.43,79.35,81.28,85.01,81.26,81.28,81.32,79.36,79.26,80.45,81.54,81.49,82.07,78.88,82.42,iTransformer,LSTM,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.03,0.0,0.01,0.01,0.01,0.03,0.03,0.02,0.04,0.03,0.04,0.29,82.42,LSTM
+2024-02-14,81.96,80.9,82.9,80.89,81.9,82.09,82.64,58.13,81.99,79.73,82.05,85.61,82.81,82.01,82.36,79.56,79.41,81.04,82.25,82.07,80.99,79.41,82.9,StemGNN,LSTM,0.02,0.02,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.02,0.01,0.02,0.01,0.0,0.02,0.0,0.0,0.02,0.06,0.28,81.04,MLPMultivariate
+2024-02-15,81.39,80.91,81.97,80.61,81.33,81.47,82.44,58.13,81.11,79.48,81.42,84.74,81.42,81.22,80.77,80.72,79.49,80.33,81.34,80.99,82.16,79.48,82.44,TCN,PatchTST,0.02,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.0,0.01,0.01,0.01,0.02,0.03,0.02,0.02,0.03,0.03,0.29,81.97,LSTM
+2024-02-16,82.35,82.19,83.01,78.93,81.96,82.45,83.91,58.13,82.19,79.9,82.24,85.8,82.83,82.23,81.88,80.74,79.58,81.21,82.18,82.16,82.74,78.93,83.91,iTransformer,PatchTST,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.0,0.0,0.0,0.01,0.01,0.03,0.02,0.05,0.04,0.04,0.3,82.83,MLP
+2024-02-19,83.22,81.94,83.45,77.15,82.38,83.27,83.99,58.13,82.65,80.12,82.58,86.5,84.24,82.4,82.7,81.48,79.69,81.62,82.59,82.74,82.73,77.15,84.24,iTransformer,MLP,0.0,0.0,0.0,0.0,0.02,0.01,0.0,0.0,0.02,0.01,0.01,0.02,0.0,0.01,0.03,0.01,0.07,0.04,0.05,0.3,82.74,DeepNPTS
+2024-02-20,83.85,81.78,83.42,77.51,82.59,83.28,83.26,58.13,82.63,80.19,82.33,86.6,84.06,82.95,82.42,81.81,79.81,81.76,82.46,82.73,81.5,77.51,84.06,iTransformer,MLP,0.01,0.01,0.01,0.01,0.02,0.02,0.01,0.02,0.0,0.02,0.03,0.03,0.02,0.0,0.02,0.0,0.05,0.02,0.06,0.29,81.76,MLPMultivariate
+2024-02-21,82.01,79.61,82.39,77.43,81.74,82.44,81.76,58.13,81.66,79.83,81.78,85.44,82.27,81.92,81.98,80.81,79.89,81.3,81.46,81.49,82.11,77.43,82.44,iTransformer,TSMixerx,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.01,0.03,0.03,0.01,0.06,0.03,0.04,0.29,82.01,NHITS
+2024-02-22,82.38,80.45,82.95,76.8,81.97,82.13,82.57,58.13,82.26,79.9,82.06,85.98,83.04,82.42,81.81,80.86,79.95,82.01,81.73,82.09,82.7,76.8,83.04,iTransformer,MLP,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.02,0.0,0.0,0.0,0.01,0.03,0.03,0.01,0.07,0.03,0.04,0.3,82.57,PatchTST
+2024-02-23,83.13,81.32,83.42,77.52,82.62,82.53,83.48,58.13,82.71,80.02,82.33,86.55,83.82,82.74,83.28,81.94,80.06,83.32,82.91,82.68,80.8,77.52,83.82,iTransformer,MLP,0.03,0.03,0.02,0.02,0.03,0.02,0.02,0.02,0.01,0.03,0.03,0.04,0.02,0.01,0.01,0.03,0.04,0.01,0.07,0.28,81.32,Informer
+2024-02-26,81.0,79.9,81.79,77.18,81.69,81.15,81.73,58.13,81.08,79.54,81.27,84.79,81.57,81.18,80.77,81.0,80.15,81.64,81.58,80.82,81.67,77.18,81.79,iTransformer,LSTM,0.01,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.02,0.03,0.0,0.05,0.02,0.04,0.29,81.69,TSMixer
+2024-02-27,81.58,79.91,82.61,77.58,81.86,81.56,82.49,58.13,81.92,79.81,81.7,85.44,82.1,81.84,81.93,82.11,80.26,81.63,82.28,81.57,82.66,77.58,85.44,iTransformer,DilatedRNN,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.03,0.03,0.01,0.06,0.03,0.03,0.3,82.61,LSTM
+2024-02-28,81.6,81.16,83.41,77.27,82.34,81.98,82.8,58.13,82.69,80.13,82.03,86.44,81.66,82.2,82.9,82.98,80.42,81.75,82.73,82.13,82.15,77.27,83.41,iTransformer,LSTM,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.02,0.01,0.01,0.0,0.01,0.02,0.0,0.06,0.02,0.05,0.29,82.13,DeepNPTS
+2024-02-29,80.99,81.28,82.94,77.14,82.18,81.24,82.21,58.13,82.19,80.06,82.11,86.03,81.24,81.87,82.65,83.02,80.53,81.6,82.53,82.13,81.91,77.14,83.02,iTransformer,TFT,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.0,0.06,0.02,0.05,0.29,81.87,DLinear
+2024-03-01,78.63,81.9,82.76,77.04,81.84,81.66,81.73,58.13,82.04,80.15,81.92,85.75,78.86,82.0,82.13,83.0,80.64,80.53,81.93,81.8,83.55,77.04,85.75,iTransformer,DilatedRNN,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.01,0.01,0.06,0.06,0.02,0.02,0.04,0.04,0.08,0.03,0.03,0.3,83.0,TFT
+2024-03-04,81.17,84.04,84.13,78.47,83.01,83.04,83.33,58.13,83.42,80.68,82.96,87.32,82.43,83.61,83.08,83.97,80.79,82.99,83.14,83.54,82.8,78.47,84.13,iTransformer,LSTM,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.02,0.02,0.0,0.01,0.02,0.03,0.0,0.05,0.02,0.05,0.3,82.96,BiTCN
+2024-03-05,82.08,83.91,83.45,78.96,83.01,82.99,82.95,58.13,82.74,80.53,83.18,86.76,82.71,82.88,82.9,83.73,80.95,82.49,83.06,82.8,82.04,78.96,83.91,iTransformer,Informer,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.0,0.01,0.01,0.02,0.02,0.01,0.04,0.01,0.06,0.29,82.08,NHITS
+2024-03-06,81.61,83.59,82.84,78.85,82.65,82.54,82.35,58.13,82.18,80.39,82.92,86.01,82.59,82.93,81.98,82.92,81.06,82.79,82.72,82.04,82.96,78.85,83.59,iTransformer,Informer,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.02,0.0,0.01,0.01,0.03,0.0,0.05,0.02,0.04,0.3,82.93,DLinear
+2024-03-07,82.67,84.41,83.64,79.11,83.19,83.53,83.41,58.13,83.0,80.6,83.45,86.85,83.52,83.11,83.3,83.46,81.2,82.96,83.4,82.96,82.96,79.11,84.41,iTransformer,Informer,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.02,0.03,0.0,0.05,0.02,0.05,0.3,82.96,MLPMultivariate
+2024-03-08,83.24,84.21,83.61,79.74,83.42,83.59,83.98,58.13,82.95,80.5,83.66,86.94,83.89,83.28,83.38,83.34,81.34,83.47,83.64,82.96,82.08,79.74,84.21,iTransformer,Informer,0.02,0.02,0.01,0.02,0.02,0.02,0.02,0.01,0.02,0.02,0.01,0.02,0.01,0.03,0.02,0.02,0.03,0.01,0.06,0.29,81.34,StemGNN
+2024-03-11,83.38,83.31,82.88,79.74,82.62,82.38,83.17,58.13,82.22,80.29,83.0,86.1,83.6,83.04,82.51,82.07,81.43,83.29,82.92,82.08,82.21,79.74,83.6,iTransformer,MLP,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.02,0.0,0.01,0.02,0.01,0.03,0.01,0.05,0.29,82.22,GRU
+2024-03-12,82.28,83.23,83.02,79.72,82.36,82.31,82.3,58.13,82.38,80.3,82.64,86.19,82.5,83.23,82.62,81.53,81.53,82.46,82.35,82.09,81.92,79.72,83.23,iTransformer,Informer,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.02,0.0,0.01,0.0,0.01,0.0,0.02,0.02,0.01,0.03,0.0,0.05,0.29,82.09,DeepNPTS
+2024-03-13,81.22,82.49,82.77,79.65,82.02,81.99,81.88,58.13,82.12,80.11,82.4,85.95,82.36,82.64,82.4,80.52,81.61,82.19,82.31,81.82,84.03,79.65,85.95,iTransformer,DilatedRNN,0.02,0.02,0.02,0.02,0.03,0.02,0.02,0.02,0.04,0.01,0.03,0.02,0.03,0.02,0.05,0.02,0.05,0.03,0.02,0.31,82.77,LSTM
+2024-03-14,83.5,83.92,84.53,80.61,83.32,83.89,83.59,58.13,83.84,80.85,83.51,87.81,84.25,83.06,83.79,82.13,81.77,83.33,83.49,84.02,85.42,80.61,87.81,iTransformer,DilatedRNN,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.03,0.04,0.01,0.02,0.01,0.02,0.02,0.05,0.02,0.06,0.04,0.03,0.32,84.53,LSTM
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+2024-03-18,84.85,85.12,85.5,81.51,85.12,85.69,85.27,58.13,84.76,81.89,84.82,89.22,85.48,85.09,85.27,84.53,82.15,85.24,85.34,85.34,86.89,81.51,89.22,iTransformer,DilatedRNN,0.02,0.02,0.02,0.02,0.02,0.01,0.02,0.02,0.03,0.02,0.02,0.02,0.02,0.02,0.06,0.02,0.06,0.05,0.03,0.33,85.69,TSMixerx
+2024-03-19,86.85,86.77,86.76,82.2,86.3,87.03,86.51,58.13,86.06,82.74,85.81,90.53,86.88,85.92,86.85,85.79,82.39,86.84,86.7,86.87,87.38,82.2,90.53,iTransformer,DilatedRNN,0.01,0.01,0.02,0.01,0.01,0.0,0.02,0.02,0.02,0.01,0.01,0.01,0.01,0.01,0.05,0.01,0.06,0.06,0.04,0.33,87.03,TSMixerx
+2024-03-20,88.26,87.74,87.13,83.04,86.97,87.27,87.5,58.13,86.44,83.12,86.51,91.16,88.48,87.16,87.06,87.56,82.65,83.77,87.26,87.32,85.38,82.65,88.48,StemGNN,MLP,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.02,0.03,0.02,0.03,0.04,0.02,0.03,0.03,0.02,0.03,0.03,0.07,0.32,86.44,GRU
+2024-03-21,86.72,86.07,85.51,82.01,85.84,85.58,86.11,58.13,84.97,82.65,85.4,89.67,85.55,85.78,85.62,85.77,82.81,82.62,85.82,85.38,85.24,82.01,86.72,iTransformer,NHITS,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.02,0.0,0.0,0.01,0.03,0.03,0.04,0.03,0.05,0.32,85.38,DeepNPTS
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+2024-03-25,84.68,86.68,85.14,81.52,85.2,84.7,84.71,58.13,84.74,82.21,85.16,89.21,85.83,85.42,84.76,85.64,82.99,81.76,85.11,84.83,86.08,81.52,86.68,iTransformer,Informer,0.02,0.01,0.02,0.01,0.02,0.02,0.01,0.01,0.01,0.01,0.02,0.0,0.01,0.01,0.04,0.05,0.05,0.04,0.04,0.32,85.83,MLP
+2024-03-26,86.61,87.29,86.17,81.65,85.83,85.92,85.89,58.13,85.7,82.53,85.65,90.28,86.64,85.64,86.08,85.87,83.13,82.18,86.02,86.08,85.63,81.65,87.29,iTransformer,Informer,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.04,0.04,0.05,0.03,0.05,0.32,85.64,DLinear
+2024-03-27,84.81,87.07,85.77,81.88,85.93,86.14,85.52,58.13,85.27,82.41,85.52,89.93,86.04,85.63,85.92,85.59,83.23,82.31,85.86,85.63,85.41,81.88,87.07,iTransformer,Informer,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.02,0.04,0.04,0.04,0.03,0.05,0.32,85.52,BiTCN
+2024-03-28,85.28,86.1,85.59,82.75,85.81,86.18,85.41,58.13,85.14,82.47,85.5,89.74,84.97,85.88,86.09,85.61,83.37,82.39,85.98,85.4,87.0,82.39,89.74,MLPMultivariate,DilatedRNN,0.01,0.01,0.02,0.01,0.02,0.01,0.02,0.01,0.02,0.02,0.02,0.02,0.02,0.01,0.05,0.05,0.05,0.04,0.03,0.33,86.18,TSMixerx
+2024-04-01,86.27,87.66,86.88,83.41,86.7,86.77,86.92,58.13,86.38,83.0,86.17,91.05,86.34,86.84,87.23,87.26,83.58,83.35,87.11,86.94,87.42,83.0,87.66,TCN,Informer,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.0,0.05,0.05,0.05,0.04,0.04,0.34,87.26,TFT
+2024-04-02,87.51,87.3,87.18,84.06,87.35,86.75,87.33,58.13,86.62,83.27,86.63,91.52,87.98,87.62,87.46,87.75,83.82,82.79,87.51,87.42,88.92,82.79,91.52,MLPMultivariate,DilatedRNN,0.02,0.02,0.03,0.02,0.02,0.02,0.03,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.06,0.07,0.05,0.06,0.03,0.35,87.98,MLP
+2024-04-03,88.04,88.63,88.36,85.25,88.53,88.7,89.0,58.13,87.77,84.15,87.92,92.78,89.02,88.37,89.14,88.47,84.1,84.2,89.13,88.92,89.35,84.1,92.78,StemGNN,DilatedRNN,0.0,0.0,0.02,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.06,0.06,0.05,0.06,0.04,0.35,89.14,NLinear
+2024-04-04,88.43,89.85,88.69,86.1,89.19,88.65,89.48,58.13,88.08,84.58,88.55,93.31,89.55,88.56,89.05,88.78,84.39,84.13,89.63,89.35,90.65,84.13,93.31,MLPMultivariate,DilatedRNN,0.02,0.01,0.03,0.02,0.01,0.02,0.02,0.02,0.02,0.02,0.02,0.01,0.01,0.01,0.07,0.07,0.05,0.07,0.03,0.36,89.85,Informer
+2024-04-05,89.65,90.78,89.72,87.15,90.13,89.63,90.8,58.13,89.1,85.45,89.68,94.51,90.14,90.23,90.51,89.48,84.73,84.72,90.72,90.65,91.17,84.72,94.51,MLPMultivariate,DilatedRNN,0.01,0.0,0.02,0.01,0.0,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.01,0.0,0.06,0.07,0.04,0.07,0.04,0.36,90.8,PatchTST
+2024-04-08,90.48,91.81,90.13,87.42,90.71,91.01,91.58,58.13,89.51,85.93,90.49,95.12,91.58,90.71,91.39,90.01,85.05,85.33,91.23,91.17,90.38,85.05,91.81,StemGNN,Informer,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.05,0.06,0.03,0.06,0.05,0.36,90.48,NHITS
+2024-04-09,89.88,91.77,89.52,86.18,90.4,90.43,91.0,58.13,89.01,85.83,90.02,94.78,90.44,90.52,90.59,89.95,85.31,85.72,90.62,90.38,89.42,85.31,91.77,StemGNN,Informer,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.03,0.04,0.04,0.04,0.05,0.06,0.35,89.52,LSTM
+2024-04-10,89.24,91.12,88.79,85.75,89.78,90.17,90.09,58.13,88.45,85.55,89.43,94.08,89.87,90.26,89.58,88.96,85.53,86.11,89.58,89.42,90.48,85.53,91.12,StemGNN,Informer,0.01,0.01,0.02,0.01,0.0,0.0,0.01,0.0,0.02,0.02,0.01,0.01,0.01,0.01,0.05,0.05,0.05,0.05,0.04,0.36,90.26,DLinear
+2024-04-11,90.78,91.53,89.64,87.76,90.36,90.24,91.03,58.13,89.31,85.78,90.19,94.99,92.17,90.64,90.21,89.67,85.78,88.6,90.42,90.47,89.74,85.78,92.17,TCN,MLP,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.03,0.01,0.02,0.04,0.01,0.02,0.04,0.06,0.35,89.67,TFT
+2024-04-12,90.95,91.36,89.05,88.76,90.09,89.99,90.38,58.13,88.71,85.48,89.82,94.48,90.81,90.45,89.87,89.27,86.01,86.93,90.27,89.73,90.45,85.48,91.36,TCN,Informer,0.01,0.0,0.02,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.01,0.0,0.01,0.01,0.05,0.04,0.02,0.05,0.04,0.36,90.45,DLinear
+2024-04-15,90.51,91.4,89.62,89.53,90.64,90.71,90.97,58.13,89.28,85.77,90.02,95.05,90.52,90.6,90.61,89.72,86.25,86.07,90.79,90.44,90.1,85.77,91.4,TCN,Informer,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.05,0.04,0.01,0.04,0.05,0.35,90.02,BiTCN
+2024-04-16,90.78,90.74,89.33,89.31,90.56,90.57,90.4,58.13,89.0,85.68,90.02,94.78,90.41,90.05,90.64,89.7,86.45,86.41,90.83,90.09,90.02,85.68,90.83,TCN,TiDE,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.05,0.04,0.01,0.04,0.05,0.35,90.02,BiTCN
+2024-04-17,91.21,90.45,89.27,89.48,90.23,89.8,89.93,58.13,88.97,85.73,89.6,94.77,89.92,90.82,90.51,89.75,86.65,86.3,90.57,89.91,87.29,85.73,91.21,TCN,NHITS,0.04,0.04,0.02,0.03,0.03,0.03,0.03,0.04,0.03,0.02,0.04,0.03,0.03,0.04,0.02,0.01,0.03,0.01,0.09,0.33,86.65,StemGNN
+2024-04-18,88.46,87.26,87.1,87.73,88.19,87.74,87.55,58.13,86.94,84.79,87.92,92.49,86.8,88.69,88.24,87.54,86.78,83.85,88.29,87.35,87.11,83.85,88.69,MLPMultivariate,DLinear,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.0,0.0,0.02,0.0,0.0,0.0,0.03,0.04,0.01,0.0,0.06,0.33,87.1,LSTM
+2024-04-19,86.49,87.36,87.01,86.13,87.53,87.47,87.12,58.13,86.94,84.55,87.29,92.18,86.42,88.01,87.78,87.67,86.89,84.42,87.61,87.22,87.29,84.42,88.01,MLPMultivariate,DLinear,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.03,0.03,0.01,0.0,0.06,0.33,87.29,BiTCN
+2024-04-22,87.39,87.26,87.14,86.79,87.51,87.31,87.67,58.13,86.98,84.3,87.5,92.15,87.98,87.96,87.45,87.83,86.99,85.02,87.91,87.96,87.0,84.3,87.98,TCN,MLP,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.03,0.02,0.0,0.0,0.06,0.33,86.99,StemGNN
+2024-04-23,88.01,87.83,86.89,88.97,87.29,87.29,87.38,58.13,86.65,84.17,87.18,91.89,87.33,87.18,86.78,87.93,87.11,86.22,87.44,87.54,87.39,84.17,88.97,TCN,iTransformer,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.0,0.0,0.01,0.04,0.01,0.02,0.0,0.05,0.33,87.38,PatchTST
+2024-04-24,87.67,87.97,87.2,89.83,87.6,87.35,88.01,58.13,86.91,84.34,87.68,92.03,87.03,87.89,87.58,87.76,87.23,86.79,88.03,87.47,87.04,84.34,89.83,TCN,iTransformer,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.03,0.0,0.03,0.0,0.06,0.33,87.03,MLP
+2024-04-25,87.2,88.9,86.9,90.1,87.48,87.02,87.61,58.13,86.58,84.22,87.4,91.74,87.58,87.97,87.78,87.54,87.32,87.41,87.72,87.3,87.77,84.22,90.1,TCN,iTransformer,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.04,0.0,0.03,0.01,0.05,0.34,87.78,NLinear
+2024-04-26,88.56,89.34,87.49,91.22,87.87,88.02,88.14,58.13,87.13,84.44,88.0,92.26,88.38,88.02,87.88,87.51,87.43,87.84,88.0,88.08,88.21,84.44,91.22,TCN,iTransformer,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.04,0.0,0.03,0.01,0.05,0.34,88.14,PatchTST
+2024-04-29,87.03,89.38,87.82,92.89,88.25,88.14,88.27,58.13,87.41,84.62,88.47,92.64,88.59,88.99,88.38,87.92,87.56,88.56,88.36,88.15,87.2,84.62,92.64,TCN,DilatedRNN,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.02,0.01,0.02,0.03,0.02,0.07,0.0,0.06,0.33,87.03,NHITS
+2024-04-30,86.2,88.56,87.01,91.06,87.75,87.59,87.41,58.13,86.63,84.36,87.77,91.85,87.41,88.26,87.45,87.62,87.64,88.11,87.8,87.82,86.33,84.36,91.06,TCN,iTransformer,0.01,0.02,0.0,0.02,0.01,0.01,0.02,0.02,0.01,0.01,0.0,0.01,0.02,0.03,0.02,0.02,0.05,0.02,0.06,0.33,86.2,NHITS
+2024-05-01,87.31,87.44,86.33,89.64,87.04,86.94,87.09,58.13,86.05,84.07,86.95,91.04,87.98,87.65,86.6,87.42,87.7,87.46,87.14,88.02,83.44,87.14,89.64,TiDE,iTransformer,0.04,0.04,0.03,0.04,0.04,0.04,0.04,0.05,0.05,0.03,0.05,0.05,0.05,0.05,0.01,0.05,0.07,0.05,0.09,0.3,84.07,TCN
+2024-05-02,84.76,83.09,83.96,88.04,84.7,83.07,84.41,58.13,83.82,82.95,85.08,88.42,85.84,85.68,84.02,84.68,87.72,85.3,84.69,83.76,83.67,82.95,88.04,TCN,iTransformer,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.01,0.0,0.01,0.03,0.0,0.01,0.01,0.02,0.05,0.05,0.06,0.31,83.76,DeepNPTS
+2024-05-03,85.36,84.07,84.24,87.68,83.96,82.63,84.09,58.13,84.07,82.57,84.68,88.39,84.45,84.58,84.37,84.59,87.73,84.99,84.17,83.49,82.96,82.57,87.73,TCN,StemGNN,0.02,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,0.02,0.03,0.02,0.01,0.01,0.0,0.02,0.06,0.06,0.07,0.3,82.63,TSMixerx
+2024-05-06,83.99,85.58,83.63,86.53,83.46,81.95,82.83,58.13,83.36,81.91,84.2,87.64,83.23,83.77,83.59,84.28,87.73,84.21,83.49,84.91,83.33,81.91,87.64,TCN,DilatedRNN,0.0,0.0,0.0,0.0,0.01,0.02,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.03,0.02,0.01,0.04,0.05,0.05,0.3,83.36,GRU
+2024-05-07,83.62,87.02,83.95,86.87,83.51,81.22,83.2,58.13,83.57,81.83,84.04,87.83,83.49,84.13,83.26,84.38,87.74,84.73,83.5,84.58,83.16,81.22,87.74,TSMixerx,StemGNN,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.01,0.01,0.01,0.01,0.0,0.02,0.05,0.02,0.02,0.04,0.06,0.06,0.3,83.2,PatchTST
+2024-05-08,83.12,86.07,83.78,87.66,83.36,82.83,83.48,58.13,83.34,81.69,83.69,87.53,83.83,84.2,83.1,84.3,87.75,85.3,83.27,83.76,83.58,81.69,87.66,TCN,iTransformer,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.03,0.02,0.02,0.05,0.05,0.05,0.3,83.48,PatchTST
+2024-05-09,82.63,86.94,84.13,88.15,83.54,83.04,83.67,58.13,83.63,81.81,84.11,87.84,83.79,84.21,83.39,84.45,87.77,86.07,83.64,83.56,83.88,81.81,87.84,TCN,DilatedRNN,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.04,0.02,0.03,0.05,0.05,0.05,0.31,83.79,MLP
+2024-05-10,82.95,86.54,84.36,88.32,84.01,84.34,83.88,58.13,83.82,81.91,84.27,88.0,83.31,83.57,84.47,84.5,87.77,86.41,84.11,83.74,82.79,81.91,88.0,TCN,DilatedRNN,0.02,0.02,0.01,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.0,0.01,0.01,0.05,0.01,0.04,0.07,0.06,0.06,0.3,82.95,NHITS
+2024-05-13,83.21,86.33,83.44,87.41,83.44,83.19,82.86,58.13,82.9,81.56,83.92,87.02,82.86,82.95,82.68,83.7,87.73,84.92,83.32,83.83,83.36,81.56,87.41,TCN,iTransformer,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.04,0.02,0.02,0.05,0.05,0.04,0.3,83.32,TiDE
+2024-05-14,84.45,85.9,83.96,87.3,83.62,83.54,83.31,58.13,83.42,81.68,83.94,87.43,84.51,83.78,83.36,83.92,87.69,85.34,83.51,84.17,82.38,81.68,87.43,TCN,DilatedRNN,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.02,0.02,0.02,0.03,0.03,0.02,0.04,0.01,0.04,0.06,0.06,0.06,0.29,81.68,TCN
+2024-05-15,83.11,83.6,83.12,86.26,83.11,83.31,82.79,58.13,82.57,81.28,83.69,86.57,83.92,82.88,82.82,83.66,87.61,84.72,82.82,83.88,82.75,81.28,86.57,TCN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.02,0.02,0.04,0.06,0.05,0.3,82.79,PatchTST
+2024-05-16,83.37,83.98,83.46,86.75,83.18,83.27,83.07,58.13,82.89,81.27,83.61,86.83,84.58,83.24,82.91,83.72,87.52,85.06,83.17,83.34,83.27,81.27,86.83,TCN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.02,0.0,0.01,0.02,0.02,0.04,0.05,0.04,0.3,83.27,TSMixerx
+2024-05-17,82.36,84.32,83.88,87.33,83.49,83.77,83.16,58.13,83.28,81.38,83.38,87.29,83.06,83.2,83.5,83.74,87.48,85.17,83.26,83.3,83.98,81.38,87.33,TCN,iTransformer,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.02,0.01,0.01,0.0,0.03,0.01,0.04,0.04,0.04,0.31,83.88,LSTM
+2024-05-20,83.4,84.43,84.45,88.62,83.98,84.17,83.62,58.13,83.81,81.57,83.63,87.98,82.84,84.1,83.72,84.04,87.46,85.34,83.92,82.9,83.71,81.57,87.98,TCN,DilatedRNN,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.03,0.02,0.06,0.04,0.05,0.31,83.72,NLinear
+2024-05-21,83.85,84.63,84.2,88.47,83.97,84.32,83.43,58.13,83.58,81.58,83.78,87.76,83.05,83.92,83.9,83.56,87.44,84.64,83.72,83.66,82.88,81.58,87.76,TCN,DilatedRNN,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.01,0.0,0.01,0.02,0.02,0.02,0.07,0.06,0.06,0.3,83.05,MLP
+2024-05-22,83.07,84.08,83.52,88.1,83.49,83.91,82.79,58.13,82.94,81.27,83.72,87.03,81.73,83.78,83.09,82.69,87.38,84.16,83.1,83.61,81.9,81.27,87.38,TCN,StemGNN,0.01,0.01,0.01,0.02,0.01,0.02,0.02,0.02,0.01,0.02,0.01,0.0,0.02,0.03,0.01,0.03,0.08,0.07,0.06,0.29,81.73,MLP
+2024-05-23,82.26,83.03,82.74,86.95,82.78,83.19,82.42,58.13,82.18,80.84,83.48,86.05,82.7,82.66,82.39,81.88,87.32,83.33,82.52,83.74,81.36,80.84,86.95,TCN,iTransformer,0.01,0.01,0.01,0.02,0.01,0.02,0.03,0.02,0.01,0.02,0.01,0.02,0.03,0.02,0.01,0.02,0.07,0.07,0.06,0.29,80.84,TCN
+2024-05-24,81.53,81.43,82.32,85.48,82.18,82.26,81.84,58.13,81.75,80.39,83.12,85.45,81.68,81.71,81.83,81.32,87.25,82.06,82.04,82.91,81.84,80.39,85.48,TCN,iTransformer,0.0,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.02,0.0,0.04,0.07,0.04,0.29,81.84,PatchTST
+2024-05-27,81.62,81.45,82.74,84.86,82.24,82.47,82.37,58.13,82.12,80.34,83.12,85.83,82.23,81.99,81.92,81.25,87.14,81.82,82.41,82.01,82.88,80.34,85.83,TCN,DilatedRNN,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.02,0.0,0.02,0.01,0.01,0.02,0.03,0.01,0.02,0.05,0.04,0.3,82.74,LSTM
+2024-05-28,82.55,82.14,83.59,85.34,83.02,83.57,82.61,58.13,82.91,80.66,83.27,86.79,81.82,82.52,83.02,82.17,87.04,82.42,82.92,81.83,83.94,80.66,86.79,TCN,DilatedRNN,0.01,0.01,0.01,0.01,0.02,0.0,0.01,0.02,0.02,0.0,0.02,0.03,0.03,0.02,0.04,0.02,0.02,0.04,0.03,0.31,83.59,LSTM
+2024-05-29,83.92,83.23,84.42,86.91,83.67,84.16,83.84,58.13,83.71,81.11,83.58,87.77,83.92,83.25,83.94,84.22,86.91,84.52,83.86,82.95,83.43,81.11,86.91,TCN,iTransformer,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.03,0.01,0.04,0.04,0.05,0.3,83.58,BiTCN
+2024-05-30,83.22,82.0,83.96,86.48,83.51,83.7,82.98,58.13,83.27,81.16,82.99,87.38,83.43,83.1,83.46,83.39,86.75,83.93,83.09,83.33,81.88,81.16,86.75,TCN,StemGNN,0.02,0.01,0.02,0.02,0.01,0.02,0.01,0.01,0.02,0.03,0.02,0.02,0.02,0.0,0.01,0.03,0.06,0.06,0.07,0.29,82.0,Informer
+2024-05-31,81.91,80.53,82.69,85.59,82.39,82.72,82.06,58.13,82.06,80.79,81.95,85.94,82.98,82.1,82.33,81.79,86.52,82.62,82.09,83.0,81.11,80.53,85.94,Informer,DilatedRNN,0.01,0.01,0.01,0.02,0.01,0.02,0.01,0.01,0.01,0.02,0.01,0.02,0.02,0.01,0.0,0.02,0.06,0.07,0.06,0.28,80.79,TCN
+2024-06-03,80.43,79.81,82.1,85.05,81.67,82.19,81.09,58.13,81.51,80.32,81.28,85.14,80.66,81.76,81.28,81.38,86.25,80.82,81.22,82.63,78.36,81.22,85.14,TiDE,DilatedRNN,0.04,0.04,0.04,0.04,0.03,0.05,0.04,0.04,0.04,0.05,0.03,0.03,0.05,0.02,0.02,0.03,0.09,0.1,0.09,0.26,79.81,Informer
+2024-06-04,77.88,78.1,79.68,83.1,79.8,79.68,79.1,58.13,79.15,79.29,80.25,82.4,77.71,79.55,78.67,80.05,85.97,77.85,79.3,81.88,77.52,79.3,83.1,TiDE,iTransformer,0.01,0.02,0.02,0.03,0.02,0.03,0.04,0.03,0.03,0.03,0.0,0.0,0.06,0.01,0.02,0.0,0.07,0.11,0.06,0.25,77.71,MLP
+2024-06-05,77.17,77.94,79.01,80.04,78.76,77.76,79.17,58.13,78.45,78.54,80.01,81.34,77.46,78.64,77.67,79.5,85.72,76.39,78.38,81.16,78.41,76.39,81.34,MLPMultivariate,DilatedRNN,0.01,0.0,0.0,0.0,0.01,0.01,0.02,0.0,0.01,0.01,0.02,0.01,0.04,0.01,0.0,0.03,0.02,0.09,0.04,0.26,78.38,TiDE
+2024-06-06,78.01,78.77,79.91,78.65,79.18,78.95,79.37,58.13,79.13,78.41,80.35,82.13,77.59,78.45,78.81,79.68,85.42,77.43,78.92,78.7,79.87,77.43,82.13,MLPMultivariate,DilatedRNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.0,0.02,0.03,0.01,0.01,0.02,0.03,0.02,0.07,0.03,0.27,79.91,LSTM
+2024-06-07,79.57,79.6,81.17,80.03,80.05,80.31,80.13,58.13,80.23,78.63,80.5,83.53,79.6,79.47,80.29,80.15,85.16,80.04,80.17,78.79,79.62,78.63,83.53,TCN,DilatedRNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.07,0.05,0.27,79.6,Informer
+2024-06-10,79.92,79.44,80.87,80.05,79.97,80.4,79.52,58.13,79.9,78.66,80.33,83.26,80.28,79.69,79.86,79.84,84.85,80.17,79.71,79.2,81.63,78.66,83.26,TCN,DilatedRNN,0.02,0.02,0.02,0.02,0.03,0.02,0.02,0.02,0.02,0.01,0.02,0.02,0.03,0.03,0.04,0.02,0.02,0.04,0.02,0.29,80.87,LSTM
+2024-06-11,81.34,80.4,82.61,80.85,80.95,81.85,81.43,58.13,81.61,79.44,80.74,85.1,81.19,81.26,81.76,81.16,84.59,81.38,80.89,80.25,81.92,79.44,84.59,TCN,StemGNN,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.03,0.01,0.01,0.03,0.04,0.29,81.85,TSMixerx
+2024-06-12,81.46,80.77,82.77,81.71,81.58,82.16,81.79,58.13,81.81,79.71,80.95,85.49,81.75,81.53,82.01,81.69,84.33,82.0,81.48,81.3,82.6,79.71,84.33,TCN,StemGNN,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.01,0.01,0.02,0.02,0.04,0.01,0.01,0.02,0.04,0.3,82.77,LSTM
+2024-06-13,81.58,81.71,83.32,82.27,82.25,82.18,82.33,58.13,82.41,80.17,81.64,86.17,82.05,81.6,82.26,82.21,84.19,82.13,82.28,82.48,82.75,80.17,84.19,TCN,StemGNN,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.03,0.01,0.01,0.02,0.04,0.3,82.48,DeepNPTS
+2024-06-14,81.18,81.26,83.43,82.23,82.64,82.4,82.53,58.13,82.59,80.42,82.06,86.39,82.59,82.19,82.42,82.59,84.06,82.68,82.72,82.82,82.62,80.42,84.06,TCN,StemGNN,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.0,0.0,0.02,0.03,0.0,0.0,0.02,0.05,0.3,82.64,TSMixer
+2024-06-17,82.19,81.0,83.32,82.57,82.75,82.4,82.63,58.13,82.54,80.52,82.31,86.39,82.69,82.33,82.44,82.03,83.91,82.87,82.88,82.69,84.25,80.52,86.39,TCN,DilatedRNN,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.03,0.01,0.02,0.02,0.02,0.04,0.04,0.02,0.02,0.0,0.03,0.31,83.91,StemGNN
+2024-06-18,84.11,82.19,84.68,83.25,83.66,83.39,84.2,58.13,83.93,81.16,83.46,87.9,83.94,83.27,84.25,85.64,83.82,84.33,84.12,82.48,85.33,81.16,85.64,TCN,TFT,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.02,0.0,0.01,0.01,0.02,0.03,0.04,0.05,0.01,0.02,0.02,0.03,0.32,85.64,TFT
+2024-06-19,85.2,83.46,85.53,83.37,84.71,84.81,85.01,58.13,84.75,81.66,84.38,89.03,85.11,84.58,84.9,85.93,83.74,84.98,84.56,84.2,85.07,81.66,85.93,TCN,TFT,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.02,0.04,0.0,0.02,0.02,0.05,0.32,85.11,MLP
+2024-06-20,85.44,83.94,85.29,82.8,84.74,85.84,84.71,58.13,84.56,81.8,84.64,88.99,85.77,84.74,85.07,85.88,83.67,85.31,84.6,84.99,85.71,81.8,85.88,TCN,TFT,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.02,0.05,0.0,0.03,0.02,0.04,0.32,85.77,MLP
+2024-06-21,85.45,84.18,85.83,82.55,85.13,86.74,84.7,58.13,85.17,82.14,85.05,89.6,85.84,85.1,85.18,85.72,83.59,85.06,84.73,85.69,84.33,82.14,86.74,TCN,TSMixerx,0.01,0.0,0.01,0.01,0.0,0.03,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.0,0.03,0.01,0.02,0.01,0.06,0.31,84.18,Informer
+2024-06-24,84.13,82.58,84.67,82.46,84.55,85.88,83.9,58.13,84.12,81.65,84.65,88.52,84.35,84.63,84.25,83.53,83.44,84.05,84.23,84.32,85.15,81.65,85.88,TCN,TSMixerx,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.03,0.04,0.01,0.03,0.02,0.04,0.32,84.67,LSTM
+2024-06-25,85.6,84.48,85.41,82.66,85.0,86.42,85.02,58.13,84.88,81.93,85.32,89.21,85.74,84.41,85.29,84.47,83.36,84.43,85.06,85.13,84.22,81.93,86.42,TCN,TSMixerx,0.01,0.01,0.01,0.01,0.01,0.03,0.01,0.0,0.0,0.01,0.02,0.02,0.01,0.0,0.03,0.0,0.02,0.01,0.06,0.31,84.41,DLinear
+2024-06-26,85.15,83.71,84.61,82.99,84.94,85.48,84.36,58.13,84.13,81.5,84.88,88.43,85.08,83.77,84.51,83.53,83.28,84.35,84.83,84.87,84.47,81.5,85.48,TCN,TSMixerx,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.04,0.0,0.02,0.01,0.05,0.31,84.51,NLinear
+2024-06-27,84.27,83.84,84.85,83.07,84.8,85.17,84.47,58.13,84.37,81.66,84.83,88.63,84.02,84.16,84.83,84.09,83.31,84.18,85.03,84.16,85.26,81.66,88.63,TCN,DilatedRNN,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.02,0.04,0.01,0.03,0.02,0.04,0.32,85.17,TSMixerx
+2024-06-28,84.2,83.18,85.5,83.46,85.24,85.21,85.73,58.13,84.97,81.92,85.07,89.3,83.77,84.82,85.54,84.63,83.37,84.47,85.49,84.06,85.0,81.92,85.73,TCN,PatchTST,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.04,0.01,0.02,0.02,0.05,0.32,84.97,GRU
+2024-07-01,84.39,83.04,85.26,82.84,85.0,85.08,84.92,58.13,84.72,81.95,84.83,89.2,84.09,85.13,85.48,84.6,83.43,84.23,85.22,84.71,86.6,81.95,89.2,TCN,DilatedRNN,0.01,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.03,0.03,0.02,0.04,0.05,0.03,0.04,0.04,0.03,0.33,85.48,NLinear
+2024-07-02,85.26,83.73,86.56,83.53,85.97,86.18,85.81,58.13,85.99,82.68,85.7,90.51,84.99,85.95,86.54,85.87,83.54,84.84,86.16,86.5,86.24,82.68,86.56,TCN,LSTM,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.0,0.03,0.04,0.02,0.03,0.03,0.05,0.33,86.18,TSMixerx
+2024-07-03,85.09,84.31,86.24,83.92,86.13,85.79,85.87,58.13,85.66,82.69,85.92,90.38,85.12,85.59,86.06,85.35,83.64,85.11,86.17,86.24,87.34,82.69,90.38,TCN,DilatedRNN,0.01,0.01,0.02,0.01,0.02,0.02,0.02,0.02,0.02,0.01,0.03,0.03,0.01,0.03,0.05,0.03,0.04,0.04,0.03,0.33,86.24,DeepNPTS
+2024-07-04,84.98,86.64,87.13,84.96,86.97,87.45,86.78,58.13,86.56,83.32,86.91,91.34,85.8,87.07,86.95,85.42,83.77,85.92,87.13,87.34,87.43,83.32,87.45,TCN,TSMixerx,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.03,0.02,0.0,0.01,0.05,0.02,0.03,0.04,0.04,0.34,87.45,TSMixerx
+2024-07-05,86.97,88.32,87.18,86.41,87.58,88.06,87.78,58.13,86.63,83.5,87.82,91.51,87.7,87.08,87.68,85.5,83.89,87.1,87.8,87.43,86.54,83.5,88.32,TCN,Informer,0.01,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.04,0.01,0.0,0.03,0.06,0.33,86.63,GRU
+2024-07-08,87.46,86.67,86.47,86.73,87.18,87.64,87.42,58.13,86.0,83.3,87.73,90.91,88.4,86.94,86.89,85.03,84.0,87.07,87.41,86.54,85.75,83.3,88.4,TCN,MLP,0.01,0.02,0.0,0.02,0.02,0.02,0.02,0.01,0.01,0.01,0.02,0.03,0.01,0.01,0.03,0.02,0.01,0.02,0.06,0.32,86.0,GRU
+2024-07-09,86.75,86.36,85.87,86.21,86.46,86.27,86.89,58.13,85.5,83.02,87.2,90.2,86.89,86.81,86.33,86.43,84.08,86.4,86.62,85.75,84.66,83.02,87.2,TCN,BiTCN,0.02,0.02,0.01,0.02,0.03,0.02,0.03,0.03,0.02,0.01,0.02,0.03,0.01,0.02,0.02,0.02,0.02,0.01,0.07,0.31,84.08,StemGNN
+2024-07-10,85.94,84.36,84.99,85.08,85.3,85.35,85.84,58.13,84.69,82.42,86.09,89.28,85.4,85.83,85.21,86.02,84.13,86.0,85.41,84.66,85.08,82.42,86.09,TCN,BiTCN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.03,0.01,0.0,0.01,0.05,0.32,85.08,iTransformer
+2024-07-11,85.32,84.95,85.37,84.21,85.1,85.41,85.31,58.13,85.03,82.4,85.77,89.56,85.34,85.91,85.36,86.12,84.2,85.35,85.34,85.08,85.4,82.4,86.12,TCN,TFT,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.04,0.0,0.01,0.01,0.05,0.32,85.41,TSMixerx
+2024-07-12,86.59,85.58,85.61,83.86,85.26,85.44,85.28,58.13,85.2,82.35,85.7,89.82,86.41,85.66,85.54,85.93,84.26,85.56,85.29,85.4,85.03,82.35,86.59,TCN,NHITS,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.02,0.0,0.01,0.03,0.01,0.01,0.01,0.06,0.32,85.2,GRU
+2024-07-15,85.25,84.56,85.29,83.29,85.01,85.16,84.64,58.13,84.86,82.33,85.4,89.47,85.43,85.05,84.84,85.06,84.29,84.1,85.04,85.02,84.85,82.33,85.43,TCN,MLP,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.01,0.0,0.0,0.03,0.01,0.02,0.01,0.05,0.31,84.86,GRU
+2024-07-16,85.58,84.68,85.15,83.57,84.84,85.28,85.02,58.13,84.72,82.32,85.05,89.22,85.41,85.3,85.21,83.96,84.32,84.56,85.04,84.74,83.73,82.32,85.58,TCN,NHITS,0.02,0.02,0.01,0.01,0.02,0.02,0.02,0.02,0.0,0.02,0.02,0.02,0.01,0.01,0.02,0.01,0.0,0.01,0.07,0.31,83.57,iTransformer
+2024-07-17,83.26,83.84,84.22,83.49,84.05,84.68,84.03,58.13,83.83,81.88,84.13,88.19,83.66,84.27,84.14,83.31,84.34,83.88,84.28,83.97,85.08,81.88,88.19,TCN,DilatedRNN,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.01,0.02,0.02,0.01,0.01,0.04,0.01,0.02,0.01,0.04,0.32,84.68,TSMixerx
+2024-07-18,85.03,85.38,85.37,84.05,84.99,85.0,85.86,58.13,84.92,82.27,85.18,89.26,84.73,85.06,85.27,83.88,84.42,85.13,85.15,84.95,85.11,82.27,85.86,TCN,PatchTST,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.03,0.0,0.01,0.01,0.05,0.32,85.13,MLPMultivariate
+2024-07-19,86.07,85.0,85.36,84.75,85.17,85.07,85.91,58.13,84.84,82.22,85.32,89.32,85.84,85.2,85.03,83.21,84.51,85.87,85.46,85.14,82.63,82.22,86.07,TCN,NHITS,0.03,0.03,0.03,0.03,0.04,0.03,0.03,0.03,0.01,0.03,0.04,0.04,0.03,0.03,0.01,0.04,0.03,0.02,0.08,0.3,82.22,TCN
+2024-07-22,84.24,80.23,83.28,83.25,83.51,82.33,82.96,58.13,82.84,81.67,83.16,87.11,83.73,83.82,82.6,82.31,84.52,83.91,83.33,82.29,82.4,80.23,84.52,Informer,StemGNN,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.0,0.01,0.02,0.02,0.0,0.03,0.01,0.02,0.01,0.03,0.06,0.29,82.33,TSMixerx
+2024-07-23,83.86,81.43,83.18,80.19,82.75,81.02,82.7,58.13,82.79,81.38,82.48,86.67,82.59,83.43,82.8,82.25,84.51,82.74,82.9,80.62,81.01,80.19,84.51,iTransformer,StemGNN,0.02,0.02,0.02,0.02,0.02,0.0,0.02,0.03,0.02,0.03,0.04,0.02,0.0,0.01,0.0,0.02,0.01,0.04,0.07,0.28,81.02,TSMixerx
+2024-07-24,81.16,79.47,82.01,79.36,81.62,79.68,81.67,58.13,81.56,80.69,81.45,85.36,80.8,82.26,81.65,81.72,84.45,81.54,81.56,80.03,80.82,79.36,84.45,iTransformer,StemGNN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.0,0.01,0.02,0.0,0.01,0.02,0.04,0.06,0.28,80.8,MLP
+2024-07-25,79.09,80.98,81.9,79.27,81.23,79.42,81.12,58.13,81.36,80.26,81.04,85.01,80.61,81.25,81.13,81.8,84.4,81.09,81.07,81.12,81.39,79.09,84.4,NHITS,StemGNN,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.01,0.03,0.01,0.0,0.0,0.01,0.0,0.03,0.04,0.04,0.29,81.36,GRU
+2024-07-26,80.56,80.76,82.39,84.27,81.64,80.63,81.96,58.13,81.76,80.2,81.73,85.45,81.57,81.96,81.34,82.23,84.39,81.76,81.46,82.27,80.28,80.2,84.39,TCN,StemGNN,0.01,0.01,0.02,0.02,0.02,0.0,0.02,0.02,0.02,0.03,0.0,0.02,0.02,0.01,0.0,0.02,0.05,0.05,0.06,0.28,80.2,TCN
+2024-07-29,80.89,82.37,81.4,84.28,81.19,81.06,81.21,58.13,80.71,79.82,81.54,84.37,80.93,81.56,80.67,81.51,84.38,81.27,80.97,81.38,79.05,80.97,84.37,TiDE,DilatedRNN,0.02,0.02,0.02,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.02,0.02,0.03,0.04,0.01,0.03,0.07,0.07,0.07,0.26,79.82,TCN
+2024-07-30,80.54,82.78,80.35,84.17,80.12,80.81,80.69,58.13,79.66,79.32,81.27,82.96,80.95,80.93,79.71,80.94,84.38,81.21,80.17,81.39,78.07,80.17,84.17,TiDE,iTransformer,0.02,0.03,0.02,0.03,0.03,0.04,0.04,0.04,0.04,0.03,0.03,0.04,0.04,0.06,0.02,0.04,0.08,0.08,0.06,0.26,79.32,TCN
+2024-07-31,78.89,82.6,79.5,84.33,78.99,79.63,79.16,58.13,78.81,78.76,80.65,81.86,79.21,79.61,78.74,80.71,84.39,79.85,78.97,80.57,80.84,78.74,84.33,NLinear,iTransformer,0.03,0.02,0.03,0.02,0.02,0.02,0.0,0.02,0.0,0.02,0.02,0.02,0.0,0.02,0.03,0.01,0.04,0.04,0.01,0.28,80.71,TFT
+2024-08-01,80.06,82.36,82.02,85.04,80.5,81.2,81.09,58.13,81.13,79.36,81.16,84.43,79.79,80.4,81.17,81.86,84.41,80.53,80.83,79.97,79.52,79.36,84.43,TCN,DilatedRNN,0.02,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.03,0.03,0.01,0.0,0.01,0.04,0.0,0.01,0.07,0.06,0.06,0.27,79.36,TCN
+2024-08-02,79.34,82.13,80.74,85.23,80.15,80.16,80.01,58.13,79.84,78.94,80.9,83.32,79.98,79.86,79.59,81.15,84.41,80.37,80.14,79.0,76.81,79.0,84.41,DeepNPTS,StemGNN,0.04,0.04,0.04,0.04,0.04,0.04,0.05,0.04,0.06,0.05,0.03,0.04,0.03,0.07,0.03,0.05,0.11,0.1,0.08,0.24,78.94,TCN
+2024-08-05,77.19,79.33,78.19,84.71,77.98,78.11,77.43,58.13,77.55,78.33,78.84,80.44,77.72,78.73,76.87,79.72,84.39,77.08,77.57,80.14,76.3,77.57,84.39,TiDE,StemGNN,0.01,0.02,0.02,0.02,0.01,0.02,0.03,0.03,0.04,0.02,0.01,0.02,0.05,0.04,0.03,0.01,0.11,0.11,0.05,0.24,76.87,NLinear
+2024-08-06,75.82,78.36,77.83,84.63,76.91,77.74,76.74,58.13,77.2,77.78,77.83,79.72,77.27,78.06,77.08,79.07,84.33,76.22,76.8,79.75,76.48,75.82,84.33,NHITS,StemGNN,0.01,0.0,0.01,0.01,0.0,0.02,0.02,0.02,0.03,0.02,0.01,0.01,0.04,0.02,0.02,0.0,0.11,0.1,0.04,0.24,76.74,PatchTST
+2024-08-07,76.29,79.29,78.06,84.37,76.82,76.97,76.5,58.13,77.29,77.37,77.21,79.94,77.02,76.65,76.85,78.73,84.26,75.45,76.72,77.61,78.33,75.45,84.26,MLPMultivariate,StemGNN,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.02,0.01,0.0,0.03,0.02,0.01,0.01,0.01,0.04,0.08,0.08,0.02,0.26,78.06,LSTM
+2024-08-08,77.7,79.11,79.88,84.73,78.18,78.15,77.95,58.13,78.78,77.64,77.77,81.68,77.64,77.44,78.21,79.2,84.19,75.79,78.15,77.5,79.16,75.79,84.19,MLPMultivariate,StemGNN,0.01,0.01,0.0,0.01,0.02,0.01,0.02,0.02,0.0,0.01,0.02,0.02,0.02,0.0,0.02,0.04,0.07,0.06,0.03,0.27,79.2,TFT
+2024-08-09,77.74,78.62,80.54,84.54,79.23,79.31,78.5,58.13,79.39,77.99,78.75,82.57,77.15,79.07,78.28,79.14,84.12,75.97,78.95,77.96,79.66,75.97,84.12,MLPMultivariate,StemGNN,0.02,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.03,0.02,0.01,0.02,0.05,0.06,0.06,0.04,0.27,79.39,GRU
+2024-08-12,78.47,78.5,80.93,85.06,79.79,80.1,79.42,58.13,79.78,78.39,79.57,83.06,78.18,80.0,79.61,79.25,84.06,77.95,79.73,79.03,82.3,77.95,84.06,MLPMultivariate,StemGNN,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.04,0.02,0.05,0.05,0.04,0.05,0.05,0.05,0.03,0.02,0.01,0.29,83.06,DilatedRNN
+2024-08-13,81.87,80.26,83.15,85.94,81.59,82.07,82.25,58.13,82.05,79.53,81.19,85.49,80.48,81.39,82.39,82.33,84.01,83.4,81.75,83.1,80.69,79.53,85.49,TCN,DilatedRNN,0.02,0.01,0.02,0.01,0.02,0.02,0.01,0.01,0.02,0.03,0.01,0.0,0.03,0.01,0.01,0.03,0.07,0.04,0.06,0.28,80.48,MLP
+2024-08-14,80.76,80.05,81.68,85.9,81.08,80.88,80.66,58.13,80.64,79.24,80.59,84.26,80.33,80.39,81.11,80.44,83.89,83.77,81.02,81.24,79.76,79.24,84.26,TCN,DilatedRNN,0.02,0.02,0.01,0.02,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.0,0.01,0.05,0.08,0.05,0.06,0.27,80.05,Informer
+2024-08-15,79.71,80.45,80.95,85.15,80.22,80.23,79.82,58.13,80.02,79.05,79.94,83.32,79.93,79.81,80.15,79.37,83.77,82.45,79.99,78.06,81.04,78.06,83.77,DeepNPTS,StemGNN,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.02,0.0,0.02,0.01,0.04,0.01,0.02,0.02,0.05,0.03,0.03,0.28,80.95,LSTM
+2024-08-16,81.2,81.34,82.11,86.08,80.92,80.91,81.18,58.13,81.21,79.3,80.64,84.58,80.32,80.92,80.54,80.93,83.64,82.75,80.74,81.48,79.68,79.3,84.58,TCN,DilatedRNN,0.01,0.01,0.02,0.02,0.02,0.02,0.01,0.02,0.02,0.03,0.02,0.01,0.02,0.02,0.0,0.04,0.08,0.05,0.06,0.27,79.3,TCN
+2024-08-19,80.0,80.32,80.87,86.02,80.26,80.54,80.15,58.13,79.99,78.89,80.02,83.47,80.32,80.12,79.86,79.34,83.53,83.52,80.0,81.03,77.66,80.0,83.53,NHITS,StemGNN,0.03,0.03,0.03,0.03,0.03,0.04,0.03,0.03,0.02,0.04,0.03,0.03,0.04,0.03,0.02,0.08,0.11,0.08,0.07,0.25,78.89,TCN
+2024-08-20,78.83,80.34,79.05,83.58,78.69,78.99,78.88,58.13,78.32,78.18,78.96,81.31,79.79,78.59,78.04,77.87,83.36,84.53,78.37,79.06,77.2,78.37,83.58,TiDE,iTransformer,0.01,0.02,0.01,0.02,0.02,0.02,0.02,0.02,0.01,0.02,0.02,0.03,0.02,0.04,0.01,0.09,0.08,0.08,0.05,0.25,77.87,TFT
+2024-08-21,78.27,79.63,78.71,82.97,77.94,78.44,77.95,58.13,77.98,77.7,78.18,80.74,79.85,77.29,77.77,77.48,83.21,85.37,77.53,79.55,76.05,77.7,83.21,TCN,StemGNN,0.02,0.02,0.03,0.02,0.02,0.03,0.03,0.02,0.02,0.04,0.03,0.05,0.05,0.05,0.02,0.12,0.09,0.09,0.06,0.24,77.29,DLinear
+2024-08-22,77.62,77.05,77.55,82.69,77.0,77.45,76.26,58.13,76.93,77.04,77.34,79.57,77.29,76.68,76.69,76.72,83.04,85.04,76.71,77.91,77.22,76.26,83.04,PatchTST,StemGNN,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.1,0.07,0.08,0.03,0.25,77.29,MLP
+2024-08-23,77.5,79.24,78.83,83.21,77.41,78.55,76.94,58.13,77.89,76.98,77.72,80.62,77.23,77.52,77.08,77.35,82.85,84.23,77.2,77.33,78.15,76.94,83.21,PatchTST,iTransformer,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.08,0.06,0.06,0.03,0.26,77.89,GRU
+2024-08-26,78.33,78.59,79.67,82.94,78.39,78.92,77.49,58.13,78.59,77.25,78.23,81.55,77.74,77.88,78.15,77.95,82.68,84.78,77.83,76.48,80.36,76.48,82.94,DeepNPTS,iTransformer,0.03,0.03,0.02,0.02,0.04,0.02,0.03,0.03,0.03,0.01,0.03,0.03,0.05,0.02,0.04,0.06,0.03,0.03,0.01,0.28,79.67,LSTM
+2024-08-27,79.67,81.12,81.59,82.97,80.18,80.69,80.21,58.13,80.4,78.09,79.7,83.61,79.66,79.11,80.4,80.59,82.49,86.04,80.46,79.97,78.66,78.09,83.61,TCN,DilatedRNN,0.02,0.02,0.02,0.02,0.02,0.03,0.01,0.01,0.02,0.04,0.01,0.01,0.02,0.03,0.01,0.09,0.05,0.05,0.06,0.26,79.11,DLinear
+2024-08-28,78.41,79.51,79.96,82.45,79.41,80.19,79.05,58.13,78.89,77.92,79.36,82.07,78.44,77.94,78.93,78.36,82.28,83.7,79.44,79.08,77.58,79.08,82.45,DeepNPTS,iTransformer,0.02,0.02,0.02,0.02,0.02,0.03,0.02,0.0,0.01,0.03,0.01,0.01,0.02,0.02,0.0,0.08,0.06,0.06,0.06,0.25,77.92,TCN
+2024-08-29,78.4,78.41,79.02,80.86,78.24,78.61,77.96,58.13,78.09,77.77,78.28,80.88,77.73,78.45,78.19,77.39,82.0,82.81,78.25,79.23,78.82,77.39,82.0,TFT,StemGNN,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.01,0.01,0.01,0.01,0.01,0.05,0.03,0.04,0.03,0.26,79.02,LSTM
+2024-08-30,78.95,78.73,80.26,81.3,78.7,79.23,79.17,58.13,79.22,77.91,78.39,82.13,79.42,78.8,79.6,78.59,81.73,84.97,78.95,79.65,76.93,78.95,82.13,NHITS,DilatedRNN,0.03,0.03,0.03,0.02,0.03,0.03,0.02,0.02,0.02,0.04,0.03,0.03,0.04,0.02,0.01,0.1,0.06,0.06,0.07,0.24,77.91,TCN
+2024-09-02,76.82,77.15,78.36,79.08,77.64,77.55,77.22,58.13,77.53,77.27,77.07,80.48,77.9,76.77,77.1,76.99,81.46,80.98,77.16,77.78,77.52,76.77,80.98,DLinear,MLPMultivariate,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.0,0.04,0.02,0.05,0.04,0.25,77.53,GRU
+2024-09-03,78.45,77.62,79.07,81.54,77.68,77.93,78.02,58.13,78.09,77.29,76.97,80.87,78.95,78.09,76.8,77.37,81.23,81.66,77.29,77.73,73.75,77.29,81.54,TCN,iTransformer,0.04,0.05,0.06,0.05,0.06,0.06,0.04,0.06,0.05,0.07,0.06,0.07,0.05,0.05,0.05,0.11,0.11,0.1,0.1,0.21,76.8,NLinear
+2024-09-04,75.29,73.73,74.9,79.38,75.22,75.62,74.12,58.13,74.64,76.25,75.2,77.13,74.98,75.5,74.33,75.36,80.98,80.37,74.68,77.49,72.7,74.68,80.37,TiDE,MLPMultivariate,0.02,0.03,0.03,0.03,0.02,0.04,0.03,0.04,0.04,0.03,0.04,0.03,0.07,0.01,0.05,0.11,0.09,0.11,0.06,0.2,73.73,Informer
+2024-09-05,72.83,73.33,73.98,78.79,73.53,74.44,72.7,58.13,73.7,75.33,74.35,75.51,74.15,74.4,73.39,74.78,80.71,79.04,73.57,77.77,72.69,73.7,79.04,GRU,MLPMultivariate,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,0.03,0.02,0.0,0.02,0.07,0.01,0.04,0.09,0.08,0.11,0.04,0.2,72.7,PatchTST
+2024-09-06,72.39,73.59,74.06,77.27,73.28,72.31,72.97,58.13,73.63,74.73,74.2,75.51,72.8,73.56,73.14,75.05,80.41,78.94,72.95,74.5,71.06,73.63,78.94,GRU,MLPMultivariate,0.03,0.03,0.04,0.03,0.03,0.02,0.04,0.04,0.06,0.04,0.02,0.02,0.05,0.04,0.05,0.11,0.09,0.13,0.06,0.18,72.31,TSMixerx
+2024-09-09,71.08,72.12,72.17,74.71,72.07,70.85,71.73,58.13,71.94,73.85,73.4,73.57,71.88,71.82,71.46,74.35,80.1,77.38,71.61,72.87,71.84,70.85,77.38,TSMixerx,MLPMultivariate,0.01,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.03,0.0,0.01,0.0,0.01,0.0,0.03,0.08,0.04,0.11,0.02,0.19,71.82,DLinear
+2024-09-10,73.01,72.68,73.2,75.11,72.29,71.72,72.13,58.13,72.62,73.66,74.28,74.19,73.3,72.54,72.04,73.9,79.79,78.54,72.08,73.11,69.19,72.68,78.54,Informer,MLPMultivariate,0.04,0.04,0.05,0.04,0.04,0.04,0.07,0.05,0.07,0.06,0.06,0.06,0.06,0.05,0.06,0.14,0.09,0.15,0.07,0.16,71.72,TSMixerx
+2024-09-11,68.98,69.03,69.99,73.17,70.55,70.97,70.36,58.13,69.71,72.95,73.37,70.96,69.36,70.5,69.9,71.45,79.5,75.13,70.1,71.53,70.61,68.98,75.13,NHITS,MLPMultivariate,0.01,0.01,0.01,0.0,0.0,0.01,0.04,0.0,0.01,0.01,0.02,0.02,0.01,0.02,0.03,0.06,0.04,0.13,0.0,0.18,70.55,TSMixer
+2024-09-12,68.93,66.91,71.93,73.61,70.61,72.13,70.79,58.13,71.21,72.99,72.75,72.38,70.52,70.89,71.06,72.05,79.15,75.36,70.99,72.19,71.97,66.91,75.36,Informer,MLPMultivariate,0.01,0.01,0.01,0.02,0.02,0.0,0.01,0.02,0.0,0.0,0.04,0.02,0.0,0.07,0.01,0.05,0.02,0.1,0.01,0.19,71.93,LSTM
+2024-09-13,71.77,69.1,73.41,73.95,71.59,72.9,72.03,58.13,72.58,73.25,72.3,74.19,72.18,71.27,72.18,73.05,78.8,75.84,71.72,70.77,71.61,69.1,75.84,Informer,MLPMultivariate,0.01,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.02,0.03,0.0,0.01,0.01,0.04,0.02,0.06,0.03,0.1,0.04,0.19,71.59,TSMixer
+2024-09-16,71.81,66.98,72.88,74.15,71.64,73.05,71.09,58.13,72.15,73.2,71.7,73.83,73.8,70.68,71.47,73.17,78.54,73.95,71.53,70.88,72.75,66.98,74.15,Informer,iTransformer,0.02,0.02,0.01,0.02,0.02,0.0,0.01,0.03,0.01,0.0,0.01,0.01,0.03,0.08,0.01,0.02,0.02,0.08,0.01,0.2,72.88,LSTM
+2024-09-17,72.31,69.3,74.23,74.26,72.63,73.56,72.37,58.13,73.24,73.63,71.61,75.07,72.9,72.57,72.46,74.09,78.29,73.82,72.29,73.63,73.7,69.3,75.07,Informer,DilatedRNN,0.02,0.02,0.01,0.01,0.02,0.0,0.03,0.02,0.01,0.01,0.02,0.01,0.0,0.06,0.0,0.0,0.01,0.06,0.02,0.21,73.63,TCN
+2024-09-18,72.37,70.85,75.23,73.76,73.34,73.9,74.02,58.13,74.13,73.97,72.07,76.38,73.22,73.58,73.21,74.43,78.1,75.57,73.08,71.82,73.65,70.85,76.38,Informer,DilatedRNN,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.01,0.02,0.02,0.01,0.02,0.04,0.0,0.03,0.0,0.06,0.04,0.21,73.58,DLinear
+2024-09-19,73.86,72.69,75.09,74.79,73.71,74.36,73.76,58.13,74.08,74.1,72.14,76.35,75.52,73.5,73.67,73.65,77.91,77.16,73.42,74.3,74.88,72.14,77.16,BiTCN,MLPMultivariate,0.02,0.02,0.01,0.02,0.01,0.01,0.04,0.02,0.02,0.0,0.01,0.01,0.01,0.03,0.01,0.03,0.0,0.04,0.02,0.22,74.79,iTransformer
+2024-09-20,74.29,73.76,76.5,75.13,74.69,74.9,74.59,58.13,75.29,74.62,73.77,77.65,74.4,74.07,74.56,74.78,77.73,77.99,74.79,75.24,74.49,73.76,77.73,Informer,StemGNN,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.03,0.0,0.0,0.01,0.01,0.0,0.05,0.01,0.04,0.04,0.22,74.56,NLinear
+2024-09-23,72.93,71.4,75.98,74.74,74.78,75.37,74.34,58.13,74.93,74.59,73.97,77.48,73.8,74.66,74.3,74.69,77.57,77.05,74.54,73.45,73.21,71.4,77.48,Informer,DilatedRNN,0.01,0.02,0.02,0.02,0.02,0.03,0.01,0.02,0.02,0.04,0.0,0.01,0.0,0.02,0.02,0.05,0.02,0.06,0.06,0.21,73.45,DeepNPTS
+2024-09-24,72.28,72.6,74.52,74.1,74.01,75.31,73.19,58.13,73.78,74.18,73.6,75.98,72.49,74.37,73.43,73.86,77.43,75.5,73.61,73.29,74.47,72.28,75.98,NHITS,DilatedRNN,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.01,0.0,0.03,0.03,0.02,0.03,0.0,0.01,0.01,0.04,0.02,0.22,74.52,LSTM
+2024-09-25,74.28,73.13,76.07,74.43,74.29,75.67,74.63,58.13,75.03,74.37,74.49,77.34,74.33,74.26,74.7,75.34,77.34,75.54,74.24,74.86,72.9,74.37,77.34,TCN,DilatedRNN,0.02,0.02,0.03,0.02,0.02,0.04,0.02,0.02,0.03,0.04,0.02,0.02,0.03,0.0,0.02,0.04,0.02,0.06,0.06,0.2,73.13,Informer
+2024-09-26,73.59,72.58,74.17,73.36,73.57,74.34,72.66,58.13,73.54,73.85,73.61,75.72,73.21,72.89,73.67,73.07,77.13,74.96,73.01,73.97,71.09,73.54,75.72,GRU,DilatedRNN,0.04,0.03,0.03,0.03,0.02,0.05,0.04,0.03,0.03,0.04,0.04,0.03,0.04,0.02,0.04,0.05,0.03,0.08,0.07,0.18,72.58,Informer
+2024-09-27,73.06,73.39,72.17,72.25,72.04,72.59,71.93,58.13,71.78,73.02,72.83,73.28,73.05,71.92,71.5,71.15,76.93,76.19,71.98,74.46,71.54,71.15,76.19,TFT,MLPMultivariate,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.02,0.04,0.03,0.02,0.06,0.01,0.08,0.02,0.19,71.5,NLinear
+2024-09-30,73.48,72.99,72.85,72.62,71.94,72.61,71.38,58.13,72.26,72.85,72.48,73.73,72.94,71.62,71.73,71.46,76.82,77.63,71.56,74.2,71.7,71.38,76.82,PatchTST,StemGNN,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.02,0.02,0.02,0.03,0.02,0.02,0.08,0.01,0.07,0.03,0.19,71.73,NLinear
+2024-10-01,72.31,72.77,73.01,73.16,72.0,72.18,71.53,58.13,72.39,72.78,72.44,74.02,72.23,72.11,71.88,71.53,76.72,76.0,71.93,72.8,73.56,71.53,76.0,PatchTST,MLPMultivariate,0.02,0.02,0.02,0.02,0.03,0.02,0.02,0.02,0.03,0.01,0.02,0.02,0.01,0.01,0.01,0.03,0.01,0.04,0.01,0.21,73.16,iTransformer
+2024-10-02,74.69,72.38,75.15,73.88,73.4,73.89,73.44,58.13,74.1,73.36,73.24,76.17,74.19,71.95,73.61,73.56,76.65,77.14,73.38,72.67,73.9,71.95,76.65,DLinear,StemGNN,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.03,0.0,0.02,0.01,0.0,0.02,0.02,0.01,0.04,0.0,0.04,0.03,0.21,73.89,TSMixerx
+2024-10-03,73.42,73.6,75.4,73.74,74.09,73.94,73.69,58.13,74.36,73.74,73.63,76.59,73.35,72.47,73.73,74.09,76.53,75.64,73.8,73.04,77.62,72.47,74.09,DLinear,TSMixer,0.05,0.05,0.04,0.05,0.05,0.05,0.05,0.07,0.05,0.03,0.05,0.06,0.06,0.05,0.05,0.03,0.05,0.01,0.01,0.25,76.59,DilatedRNN
+2024-10-04,76.2,76.15,79.33,76.2,76.58,77.09,77.59,58.13,77.73,75.52,76.16,80.28,75.87,76.36,77.14,74.93,76.48,78.66,77.23,76.0,78.05,74.93,79.33,TFT,LSTM,0.01,0.01,0.0,0.02,0.01,0.01,0.02,0.02,0.04,0.02,0.02,0.03,0.03,0.02,0.03,0.01,0.02,0.02,0.03,0.26,77.73,GRU
+2024-10-07,76.87,76.4,79.55,76.32,77.73,78.31,77.78,58.13,78.06,76.12,77.31,80.98,77.41,76.35,78.13,76.24,76.43,77.92,77.83,76.72,80.93,76.12,80.98,TCN,DilatedRNN,0.03,0.04,0.04,0.04,0.04,0.03,0.04,0.06,0.06,0.02,0.05,0.04,0.05,0.06,0.06,0.04,0.06,0.06,0.0,0.28,80.98,DilatedRNN
+2024-10-08,78.97,77.61,82.07,78.25,79.8,81.06,79.67,58.13,80.59,77.82,78.95,83.76,79.91,79.72,80.54,76.91,76.37,79.75,80.4,78.5,77.18,76.37,82.07,StemGNN,LSTM,0.04,0.04,0.04,0.03,0.03,0.05,0.02,0.03,0.0,0.06,0.02,0.04,0.02,0.01,0.01,0.03,0.01,0.01,0.09,0.25,76.91,TFT
+2024-10-09,76.71,76.67,78.46,76.33,78.15,78.31,76.89,58.13,77.39,77.15,77.42,80.54,76.75,77.71,77.49,76.47,76.25,77.65,77.74,77.09,76.58,76.25,78.46,StemGNN,LSTM,0.01,0.02,0.01,0.02,0.0,0.02,0.01,0.01,0.0,0.02,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.05,0.24,76.67,Informer
+2024-10-10,74.71,75.87,78.09,75.63,76.95,77.54,76.65,58.13,77.17,76.72,76.6,79.78,76.4,76.52,76.86,76.52,76.15,77.29,76.88,76.3,79.4,74.71,79.78,NHITS,DilatedRNN,0.03,0.03,0.03,0.03,0.03,0.02,0.04,0.04,0.04,0.02,0.06,0.04,0.04,0.04,0.03,0.03,0.05,0.04,0.0,0.27,79.78,DilatedRNN
+2024-10-11,78.1,78.02,80.83,76.64,78.73,80.42,79.59,58.13,79.65,77.49,79.02,82.63,78.76,79.2,79.45,78.02,76.08,79.11,79.0,79.38,79.04,76.08,80.83,StemGNN,LSTM,0.01,0.0,0.01,0.0,0.01,0.02,0.0,0.0,0.01,0.02,0.01,0.0,0.0,0.01,0.02,0.0,0.03,0.04,0.05,0.26,79.02,BiTCN
+2024-10-14,79.31,78.45,80.38,77.33,79.12,80.61,79.91,58.13,79.25,77.22,79.24,82.59,80.09,78.34,79.16,78.15,76.06,79.25,79.23,79.04,77.46,76.06,80.61,StemGNN,TSMixerx,0.02,0.02,0.02,0.02,0.03,0.04,0.02,0.01,0.01,0.04,0.02,0.03,0.02,0.01,0.0,0.02,0.0,0.02,0.07,0.25,77.33,iTransformer
+2024-10-15,79.06,78.45,78.88,76.58,77.99,79.68,77.9,58.13,77.91,76.95,78.16,80.93,78.44,78.17,77.41,77.17,76.05,78.77,78.08,77.44,74.25,77.44,79.68,DeepNPTS,TSMixerx,0.04,0.05,0.05,0.05,0.05,0.07,0.05,0.05,0.04,0.06,0.06,0.06,0.04,0.06,0.04,0.06,0.03,0.02,0.09,0.22,76.05,StemGNN
+2024-10-16,76.9,76.2,75.49,74.08,75.5,75.63,74.25,58.13,75.15,75.86,74.33,77.56,74.45,76.55,74.97,74.94,75.97,76.42,74.96,74.4,74.22,74.08,76.9,iTransformer,NHITS,0.01,0.01,0.01,0.02,0.0,0.02,0.0,0.03,0.01,0.02,0.04,0.0,0.0,0.03,0.02,0.03,0.0,0.02,0.04,0.22,74.25,PatchTST
+2024-10-17,75.88,75.2,75.71,74.01,74.41,75.85,74.99,58.13,75.18,75.22,73.83,77.35,75.29,74.89,75.46,75.62,75.93,76.84,74.82,75.08,74.45,73.83,76.84,BiTCN,MLPMultivariate,0.01,0.0,0.01,0.0,0.01,0.02,0.01,0.01,0.02,0.02,0.02,0.01,0.01,0.01,0.01,0.03,0.01,0.02,0.04,0.22,74.41,TSMixer
+2024-10-18,74.78,74.61,75.99,73.8,74.54,74.62,73.98,58.13,75.33,74.89,73.79,77.62,74.02,74.37,74.7,75.79,75.85,75.82,74.45,75.27,73.06,74.61,75.99,Informer,LSTM,0.02,0.02,0.03,0.02,0.01,0.02,0.01,0.02,0.04,0.04,0.02,0.01,0.03,0.02,0.03,0.04,0.01,0.04,0.06,0.2,73.79,BiTCN
+2024-10-21,72.49,73.03,74.36,73.46,73.74,72.77,72.76,58.13,73.89,74.32,73.25,75.99,71.82,73.15,72.94,73.13,75.71,74.18,73.58,74.09,74.29,71.82,75.71,MLP,StemGNN,0.02,0.01,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.0,0.02,0.03,0.0,0.02,0.0,0.0,0.01,0.02,0.02,0.22,74.32,TCN
+2024-10-22,74.15,73.57,75.89,73.65,74.34,74.25,74.57,58.13,75.01,74.71,74.22,77.13,74.49,73.9,74.01,74.77,75.51,74.88,74.53,72.37,76.04,72.37,77.13,DeepNPTS,DilatedRNN,0.03,0.02,0.01,0.02,0.02,0.02,0.02,0.03,0.02,0.0,0.02,0.02,0.05,0.03,0.02,0.02,0.03,0.01,0.01,0.24,75.89,LSTM
+2024-10-23,75.88,75.88,77.72,74.66,75.59,75.3,77.22,58.13,76.56,75.32,75.88,79.01,76.48,75.48,76.09,74.52,75.43,76.53,76.3,73.64,74.96,73.64,77.72,DeepNPTS,LSTM,0.02,0.02,0.02,0.01,0.03,0.0,0.01,0.01,0.01,0.04,0.01,0.02,0.02,0.01,0.0,0.02,0.0,0.01,0.05,0.22,74.66,iTransformer
+2024-10-24,74.96,75.25,76.42,74.62,74.98,74.94,76.09,58.13,75.5,75.34,75.14,77.97,75.6,74.74,76.03,73.72,75.35,76.01,75.39,74.67,74.03,73.72,76.42,TFT,LSTM,0.03,0.02,0.02,0.01,0.03,0.01,0.02,0.01,0.0,0.03,0.01,0.02,0.01,0.02,0.02,0.03,0.01,0.02,0.05,0.21,73.72,TFT
+2024-10-25,75.13,75.94,75.42,74.55,74.32,73.34,74.03,58.13,74.65,75.04,73.83,76.84,73.35,74.23,74.21,75.43,75.2,75.26,74.22,73.04,75.63,73.04,75.94,DeepNPTS,Informer,0.02,0.02,0.01,0.02,0.02,0.03,0.02,0.02,0.0,0.0,0.01,0.03,0.03,0.0,0.01,0.0,0.01,0.01,0.02,0.23,75.43,TFT
+2024-10-28,71.62,77.71,77.28,75.05,75.06,74.77,75.24,58.13,76.2,75.4,75.54,78.61,74.3,75.61,75.36,75.33,75.16,75.54,75.05,75.58,71.0,75.06,77.71,TSMixer,Informer,0.06,0.06,0.07,0.06,0.06,0.05,0.06,0.06,0.06,0.09,0.01,0.05,0.06,0.09,0.06,0.06,0.06,0.06,0.11,0.18,71.62,NHITS
+2024-10-29,71.5,72.21,71.82,72.52,72.63,71.87,72.27,58.13,71.71,74.06,72.45,73.54,73.04,73.55,71.15,72.22,74.99,74.05,71.91,74.4,70.73,71.91,74.4,TiDE,DeepNPTS,0.01,0.02,0.01,0.03,0.02,0.02,0.02,0.04,0.02,0.02,0.01,0.03,0.05,0.02,0.05,0.05,0.03,0.06,0.04,0.18,71.15,NLinear
+2024-10-30,72.69,70.99,71.9,70.13,71.65,71.63,72.57,58.13,71.52,73.37,72.16,72.72,73.33,72.76,70.98,72.35,74.93,74.03,71.81,73.31,72.16,70.13,74.03,iTransformer,MLPMultivariate,0.02,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.01,0.02,0.02,0.02,0.02,0.03,0.03,0.04,0.01,0.19,72.16,BiTCN
+2024-10-31,71.18,73.44,73.6,70.27,72.54,72.95,72.82,58.13,72.92,73.34,72.46,74.67,72.59,72.52,72.75,73.49,74.92,73.85,72.35,73.46,72.81,70.27,74.67,iTransformer,DilatedRNN,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.0,0.01,0.01,0.01,0.01,0.03,0.03,0.03,0.2,72.82,PatchTST
+2024-11-01,73.54,72.87,74.27,71.74,73.1,73.62,72.87,58.13,73.46,73.38,73.03,75.53,74.44,72.57,72.94,73.78,74.93,73.84,73.61,74.47,73.1,71.74,74.93,iTransformer,StemGNN,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.02,0.01,0.02,0.02,0.0,0.0,0.01,0.02,0.02,0.03,0.2,73.1,TSMixer
+2024-11-04,74.22,74.52,74.55,71.74,73.14,72.77,72.7,58.13,73.66,73.51,73.18,75.77,74.52,73.67,73.4,73.67,74.96,74.09,73.28,75.28,75.08,71.74,75.28,iTransformer,DeepNPTS,0.02,0.02,0.02,0.03,0.03,0.03,0.03,0.02,0.02,0.01,0.01,0.01,0.0,0.01,0.02,0.01,0.04,0.0,0.01,0.23,74.96,StemGNN
+2024-11-05,75.55,74.99,76.76,72.82,74.3,74.47,74.39,58.13,75.52,74.38,74.15,77.92,74.81,76.0,75.23,75.57,75.04,74.85,74.43,74.61,75.53,72.82,76.76,iTransformer,LSTM,0.0,0.01,0.0,0.02,0.02,0.01,0.02,0.01,0.0,0.02,0.0,0.01,0.01,0.01,0.02,0.01,0.04,0.01,0.03,0.23,75.52,GRU
+2024-11-06,76.13,77.01,77.11,73.78,74.96,75.09,76.2,58.13,75.91,74.79,75.04,78.5,76.54,75.46,76.07,74.5,75.16,76.3,75.39,75.78,74.92,73.78,77.11,iTransformer,LSTM,0.02,0.01,0.01,0.0,0.02,0.0,0.0,0.01,0.01,0.03,0.02,0.02,0.01,0.03,0.0,0.02,0.02,0.0,0.05,0.22,74.96,TSMixer
+2024-11-07,75.9,75.76,76.41,73.97,74.71,73.49,75.56,58.13,75.36,74.92,74.68,77.79,76.37,73.87,74.29,74.53,75.24,76.68,74.6,74.44,75.63,73.49,76.68,TSMixerx,MLPMultivariate,0.02,0.01,0.0,0.01,0.0,0.03,0.01,0.02,0.01,0.01,0.0,0.01,0.02,0.0,0.01,0.01,0.02,0.01,0.03,0.23,75.56,PatchTST
+2024-11-08,75.25,76.7,77.22,74.68,75.08,75.73,75.4,58.13,76.1,75.33,75.19,78.53,76.97,75.76,75.07,73.75,75.32,77.58,75.48,74.92,73.87,73.75,77.58,TFT,MLPMultivariate,0.02,0.02,0.03,0.02,0.02,0.03,0.02,0.03,0.0,0.05,0.02,0.04,0.01,0.04,0.02,0.05,0.01,0.02,0.06,0.21,73.75,TFT
+2024-11-11,74.35,73.32,75.19,74.84,74.69,73.74,73.29,58.13,74.45,74.87,73.94,76.84,74.36,73.69,74.2,74.22,75.36,76.12,74.47,74.22,71.83,74.22,76.12,TFT,MLPMultivariate,0.03,0.04,0.04,0.04,0.02,0.03,0.03,0.03,0.03,0.05,0.04,0.04,0.03,0.02,0.04,0.06,0.04,0.05,0.07,0.19,73.29,PatchTST
+2024-11-12,73.28,72.56,72.95,72.89,72.78,71.76,72.51,58.13,72.59,73.97,72.26,74.21,74.06,72.82,72.05,72.79,75.35,74.5,72.75,73.62,71.89,71.76,74.5,TSMixerx,MLPMultivariate,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.03,0.02,0.01,0.03,0.04,0.01,0.05,0.03,0.19,71.76,TSMixerx
+2024-11-13,73.52,73.04,73.09,72.87,72.61,70.67,72.08,58.71,73.06,73.84,72.25,74.62,73.97,72.76,72.38,73.73,75.25,74.6,72.11,73.56,72.28,70.67,74.62,TSMixerx,DilatedRNN,0.0,0.0,0.01,0.0,0.0,0.02,0.0,0.01,0.02,0.01,0.02,0.02,0.02,0.01,0.02,0.03,0.01,0.04,0.03,0.19,72.25,BiTCN
+2024-11-14,74.27,71.94,73.03,73.15,72.56,71.53,74.24,57.48,72.96,74.12,72.0,74.74,74.53,72.1,71.07,74.33,75.95,75.16,71.87,74.05,72.56,71.07,75.16,NLinear,MLPMultivariate,0.02,0.01,0.01,0.0,0.02,0.01,0.01,0.01,0.02,0.01,0.02,0.03,0.02,0.01,0.02,0.04,0.01,0.05,0.03,0.21,72.56,TSMixer
+2024-11-15,74.09,71.95,73.23,72.99,72.74,71.25,74.29,60.04,73.06,73.95,71.82,74.91,74.62,73.0,71.94,74.64,75.57,74.29,71.75,74.21,71.04,72.99,74.91,iTransformer,DilatedRNN,0.01,0.01,0.03,0.02,0.05,0.0,0.01,0.03,0.05,0.03,0.04,0.05,0.04,0.01,0.04,0.05,0.03,0.06,0.05,0.15,71.25,TSMixerx
+2024-11-18,71.69,71.97,73.24,73.3,72.74,71.29,72.43,58.08,73.39,73.92,71.68,74.8,71.75,72.77,73.58,74.81,75.58,73.32,71.79,75.22,73.3,71.29,75.22,TSMixerx,DeepNPTS,0.0,0.02,0.0,0.01,0.01,0.03,0.02,0.01,0.02,0.0,0.02,0.02,0.03,0.02,0.01,0.0,0.0,0.03,0.02,0.21,73.3,iTransformer
+2024-11-19,72.14,74.52,74.75,74.21,73.09,75.37,73.71,60.01,73.79,73.81,73.21,75.26,72.49,73.12,73.77,74.19,75.17,72.98,73.39,72.6,,74.21,72.98,iTransformer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
+2024-11-20,73.06,74.6,74.77,74.35,73.34,75.78,74.26,60.59,74.08,74.0,73.37,75.57,72.19,72.98,74.2,74.92,75.06,73.34,73.8,73.2,,74.35,73.34,iTransformer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
+2024-11-21,73.53,74.56,74.66,74.69,73.75,75.53,75.42,59.35,73.96,74.02,73.7,75.68,73.03,73.77,75.2,75.36,75.81,74.11,74.5,72.86,,74.69,74.11,iTransformer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
+2024-11-22,74.3,74.59,74.84,74.49,73.87,76.1,75.41,61.94,74.07,73.84,73.99,75.85,73.61,74.12,74.65,75.63,75.41,74.62,74.92,73.25,,74.49,74.62,iTransformer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
+2024-11-25,74.76,74.36,74.82,74.88,73.61,75.95,75.61,59.96,74.3,73.93,73.81,75.76,73.68,74.55,73.03,75.77,75.41,75.13,74.15,72.72,,74.88,75.13,iTransformer,MLPMultivariate,,,,,,,,,,,,,,,,,,,,,,
--- a/yuanyoudataset/jbsh_yuanyou.db
+++ b/yuanyoudataset/jbsh_yuanyou.db
--- a/yuanyoudataset/last_update_times.csv
+++ b/yuanyoudataset/last_update_times.csv
--- a/yuanyoudataset/model_evaluation.csv
+++ b/yuanyoudataset/model_evaluation.csv
@ -1,21 +1,21 @@
 模型(Model),平均平方误差(MSE),均方根误差(RMSE),平均绝对误差(MAE)
-NLinear,865.829,29.425,20.093
-LSTM,867.012,29.445,21.187
-TiDE,1069.957,32.71,23.829
-DilatedRNN,1240.3,35.218,27.179
-PatchTST,1309.908,36.193,25.74
-RNN,1397.2,37.379,30.673
-TSMixer,1437.987,37.921,27.629
-GRU,1529.728,39.112,31.645
-NHITS,1736.44,41.671,31.296
-DLinear,1874.97,43.301,30.929
-DeepNPTS,2822.283,53.125,37.561
-TSMixerx,3270.083,57.185,43.198
-MLP,3536.582,59.469,45.39
-Informer,3557.189,59.642,43.77
-TFT,3973.175,63.033,47.728
-BiTCN,4829.937,69.498,54.18
-TCN,5642.149,75.114,58.936
-iTransformer,10144.759,100.721,74.422
-StemGNN,12403.55,111.371,90.957
-MLPMultivariate,13289.116,115.278,88.697
+NLinear,1.791,1.338,1.067
+TiDE,1.839,1.356,1.07
+GRU,1.874,1.369,1.046
+TSMixer,1.88,1.371,1.071
+PatchTST,2.091,1.446,1.13
+TSMixerx,2.31,1.52,1.174
+BiTCN,2.328,1.526,1.202
+DLinear,2.359,1.536,1.188
+TFT,2.61,1.615,1.261
+LSTM,2.665,1.632,1.221
+NHITS,2.781,1.668,1.331
+MLP,2.868,1.693,1.322
+DeepNPTS,3.198,1.788,1.362
+Informer,3.963,1.991,1.577
+TCN,6.503,2.55,2.153
+MLPMultivariate,9.38,3.063,2.334
+iTransformer,13.345,3.653,3.049
+StemGNN,15.866,3.983,3.346
+DilatedRNN,16.146,4.018,3.728
+RNN,537.684,23.188,22.573
--- a/yuanyoudataset/predict.csv
+++ b/yuanyoudataset/predict.csv
@ -1,6 +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
-1,2024-11-18,7387.811,7332.458,7400.954,7383.657,7367.357,7362.6724,7384.261,7419.4146,7419.3203,7450.924,7329.2036,7379.7017,7360.195,7360.9995,7390.485,7411.355,,7349.3984,7371.417,7384.931,7391.285
-1,2024-11-19,7368.686,7315.592,7411.303,7360.301,7357.625,7375.0747,7360.6963,7412.5225,7435.176,7447.271,7318.2236,7385.1035,7339.2827,7347.0234,7379.615,7402.864,,7350.8276,7359.8384,7359.522,7378.1997
-1,2024-11-20,7329.147,7317.101,7422.14,7339.0547,7341.47,7390.886,7350.8403,7399.35,7442.415,7436.656,7317.789,7401.3506,7325.8403,7368.8306,7379.3716,7391.2354,,7352.3184,7356.674,7323.37,7376.1113
-1,2024-11-21,7311.6113,7347.5317,7427.911,7323.6816,7321.508,7381.4683,7335.105,7398.9487,7453.858,7455.3257,7303.698,7407.962,7304.11,7350.4478,7404.3354,7378.3003,,7335.955,7332.543,7303.7715,7357.235
-1,2024-11-22,7299.049,7353.408,7449.0376,7336.4795,7303.4116,7335.669,7268.5005,7425.922,7445.8555,7455.5093,7293.919,7422.0845,7290.6836,7341.733,7395.2563,7364.43,,7346.7153,7320.658,7301.087,7348.58
+1,2024-11-19,72.14228,74.52396,74.753944,74.21086,73.09096,75.36713,73.71281,60.009727,73.79061,73.80944,73.206085,75.25644,72.4851,73.117485,73.768105,74.18888,,75.17077,72.980576,73.38782,72.59514
+1,2024-11-20,73.05649,74.595,74.76793,74.35456,73.33638,75.778564,74.25853,60.59474,74.08418,74.00221,73.36775,75.56822,72.19051,72.97561,74.199844,74.918785,,75.0649,73.33558,73.803085,73.200226
+1,2024-11-21,73.525795,74.56366,74.6623,74.69304,73.75366,75.530464,75.41955,59.353634,73.9639,74.01574,73.702545,75.67731,73.029785,73.766014,75.19511,75.36031,,75.8062,74.11372,74.49917,72.861374
+1,2024-11-22,74.29775,74.586334,74.836266,74.4919,73.87243,76.101395,75.411835,61.936245,74.074875,73.84096,73.99016,75.84977,73.60627,74.1218,74.64725,75.63339,,75.40515,74.61668,74.91793,73.2477
+1,2024-11-25,74.762146,74.357864,74.81851,74.87973,73.605415,75.94624,75.61333,59.962517,74.2994,73.92792,73.80878,75.763374,73.67849,74.55286,73.03242,75.76948,,75.409996,75.12706,74.14631,72.72486
--- a/yuanyoudataset/testandpredict_groupby.csv
+++ b/yuanyoudataset/testandpredict_groupby.csv
@ -1,201 +1,201 @@
 ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y,min_within_quantile,max_within_quantile,min_model,max_model
-2024-01-26,7363.0205,7369.017,7312.46,7366.5503,7315.988,7301.9697,7316.996,7344.8154,7347.855,7446.8027,7324.644,7320.5107,7353.075,7309.636,7317.2227,7292.1455,7312.0283,7381.1924,7316.936,7309.5264,7296.6665,7309.53,7381.19,DeepNPTS,MLPMultivariate
-2024-01-29,7336.526,7363.738,7299.3687,7351.627,7299.531,7290.755,7291.0396,7327.341,7334.503,7436.1313,7328.8433,7296.9062,7330.6284,7296.295,7309.7695,7275.8896,7308.687,7361.576,7298.433,7296.6787,7305.0,7290.75,7363.74,TSMixerx,Informer
-2024-01-30,7333.512,7344.8423,7307.202,7356.668,7298.334,7310.656,7291.078,7335.441,7343.9326,7436.838,7334.143,7301.7515,7333.836,7281.372,7304.0913,7293.175,7306.2896,7391.393,7297.878,7304.874,7315.0,7291.08,7391.39,PatchTST,MLPMultivariate
-2024-01-31,7330.693,7346.316,7313.298,7387.871,7307.607,7311.732,7292.597,7345.876,7350.456,7445.356,7343.8853,7312.089,7329.3745,7293.033,7297.364,7315.4087,7304.719,7419.049,7303.8223,7314.6636,7302.5,7293.03,7419.05,DLinear,MLPMultivariate
-2024-02-01,7311.537,7350.3916,7301.081,7370.823,7301.6133,7311.233,7283.9985,7333.4536,7337.8755,7443.3525,7336.332,7298.857,7328.2153,7289.804,7286.5493,7299.139,7303.5933,7402.1484,7303.4014,7302.1016,7275.0,7301.61,7402.15,TSMixer,MLPMultivariate
-2024-02-02,7291.7583,7327.1235,7281.1377,7347.043,7276.506,7287.9756,7263.418,7313.22,7315.598,7428.537,7308.0283,7270.8403,7299.8037,7277.551,7261.0415,7270.6426,7301.1,7316.8784,7281.62,7285.1216,7242.5,7276.51,7347.04,TSMixer,iTransformer
-2024-02-04,7254.4365,7281.854,7262.5713,7296.4043,7241.5767,7248.645,7229.0405,7287.0063,7290.627,7408.965,7272.886,7242.615,7255.667,7248.5396,7243.3096,7236.686,7297.2183,7221.4443,7250.1216,7275.025,7240.0,7229.04,7297.22,PatchTST,StemGNN
-2024-02-05,7250.2026,7257.3745,7263.458,7250.6,7227.367,7216.473,7226.282,7286.613,7292.7896,7399.575,7242.1016,7244.9575,7246.3237,7227.636,7230.1685,7222.4907,7293.0186,7191.52,7231.088,7242.618,7227.5,7216.47,7293.02,TSMixerx,StemGNN
-2024-02-06,7236.859,7242.6074,7256.0874,7231.5576,7217.225,7195.4917,7206.874,7278.769,7281.5366,7391.587,7213.82,7242.2573,7226.8047,7210.5234,7212.4966,7201.4443,7288.2393,7163.7603,7216.9077,7240.0415,7246.6665,7195.49,7288.24,TSMixerx,StemGNN
-2024-02-07,7244.5938,7247.2114,7270.1475,7248.8433,7229.3896,7242.2075,7232.9165,7296.47,7301.3223,7399.9517,7197.632,7265.2954,7239.1743,7226.202,7228.403,7219.98,7284.328,7187.3374,7231.986,7227.581,7255.0,7197.63,7301.32,BiTCN,GRU
-2024-02-08,7253.2095,7235.2744,7274.086,7233.0913,7243.126,7257.6763,7249.133,7305.4897,7305.5835,7403.707,7188.3535,7271.5034,7245.9077,7230.8115,7250.6323,7232.709,7280.8154,7198.1294,7253.2373,7246.68,7270.0,7198.13,7305.58,MLPMultivariate,GRU
-2024-02-18,7253.8657,7232.856,7284.8613,7210.788,7258.649,7266.639,7265.6934,7314.057,7319.825,7409.8413,7191.315,7281.3335,7255.6064,7229.865,7267.653,7259.4106,7278.2627,7212.9287,7272.695,7254.972,7336.6665,7210.79,7409.84,iTransformer,TCN
-2024-02-19,7324.4316,7284.4214,7346.1953,7280.2803,7310.4663,7318.3184,7329.3223,7377.3833,7380.554,7437.2285,7281.7466,7348.968,7291.7456,7280.9136,7344.1245,7349.171,7277.337,7302.496,7322.7725,7270.507,7350.0,7277.34,7380.55,StemGNN,GRU
-2024-02-20,7333.807,7313.516,7350.314,7309.3574,7341.8003,7364.7466,7343.9814,7379.2197,7381.5767,7449.8184,7353.1616,7375.8643,7308.046,7304.9355,7355.2437,7361.0996,7276.8804,7369.5117,7334.8506,7323.231,7335.0,7304.94,7381.58,DLinear,GRU
-2024-02-21,7318.048,7289.7725,7333.609,7354.7554,7333.952,7404.636,7332.7812,7359.955,7366.8506,7454.038,7384.348,7375.8843,7311.426,7333.2114,7337.9,7336.572,7276.0405,7362.4707,7326.4995,7326.7036,7297.5,7289.77,7404.64,Informer,TSMixerx
-2024-02-22,7279.971,7266.6655,7297.5176,7321.755,7305.738,7391.8506,7303.7065,7330.1953,7331.717,7440.1245,7379.9805,7328.5513,7296.9453,7318.329,7298.8115,7275.414,7274.0996,7312.538,7292.2017,7271.4805,7285.0,7271.48,7391.85,DeepNPTS,TSMixerx
-2024-02-23,7267.595,7262.4087,7290.0938,7287.546,7288.01,7374.0347,7296.708,7315.0474,7325.5327,7430.1074,7363.491,7311.0864,7295.2427,7303.689,7282.384,7263.245,7271.6533,7299.587,7279.9355,7280.738,7306.6665,7263.25,7374.03,TFT,TSMixerx
-2024-02-26,7305.7373,7265.815,7306.951,7359.831,7296.54,7364.78,7324.094,7338.399,7345.003,7431.8486,7359.885,7315.6147,7321.244,7296.117,7302.0903,7295.5986,7269.958,7334.0474,7293.201,7342.4746,7292.5,7269.96,7364.78,StemGNN,TSMixerx
-2024-02-27,7321.1255,7265.5376,7291.9385,7331.757,7294.6978,7311.8633,7297.6104,7325.761,7328.653,7427.876,7343.307,7298.779,7321.8745,7293.0464,7282.8354,7272.098,7268.1997,7312.753,7285.2734,7337.08,7306.6665,7268.2,7343.31,StemGNN,BiTCN
-2024-02-28,7354.011,7289.21,7307.636,7336.195,7299.7456,7340.762,7322.3286,7341.387,7346.786,7432.2363,7331.8994,7312.6797,7337.1567,7311.5757,7306.1665,7303.7417,7267.0894,7312.361,7303.3433,7352.55,7353.3335,7289.21,7354.01,Informer,NHITS
-2024-02-29,7367.4507,7308.654,7355.1157,7358.1934,7331.511,7386.472,7367.6704,7389.1553,7388.6055,7441.0806,7341.528,7338.457,7368.6494,7334.294,7361.635,7316.941,7266.906,7338.5977,7342.31,7350.5933,7325.0,7308.65,7389.16,Informer,RNN
-2024-03-01,7321.5435,7310.3413,7315.058,7321.477,7320.1777,7357.1616,7334.173,7348.712,7352.019,7431.405,7323.3364,7299.3657,7332.38,7315.9844,7336.0063,7302.375,7266.5283,7313.14,7325.4424,7319.482,7343.3335,7299.37,7357.16,DilatedRNN,TSMixerx
-2024-03-04,7338.4365,7318.7856,7344.0386,7314.0864,7327.402,7355.0947,7342.9155,7371.581,7379.0596,7439.8633,7315.369,7315.133,7328.641,7333.6934,7340.029,7308.834,7266.4985,7311.575,7340.7173,7339.1514,7330.0,7308.83,7379.06,TFT,GRU
-2024-03-05,7314.5054,7320.6187,7320.453,7304.1343,7325.69,7345.806,7322.2144,7357.3823,7357.0576,7441.5522,7303.3486,7310.2734,7318.3823,7326.205,7322.0493,7300.7407,7266.252,7309.7656,7328.043,7327.2285,7310.0,7300.74,7357.38,TFT,RNN
-2024-03-06,7309.85,7324.474,7305.6885,7285.2925,7305.755,7325.292,7313.869,7331.89,7343.485,7437.7163,7297.207,7300.512,7314.933,7309.585,7297.611,7287.8833,7265.731,7307.8706,7301.8193,7304.838,7297.5,7285.29,7343.48,iTransformer,GRU
-2024-03-07,7302.9824,7316.868,7295.8784,7301.7334,7294.7817,7305.4087,7312.97,7332.0625,7333.5825,7429.956,7288.487,7295.887,7321.578,7285.3486,7297.188,7279.2886,7265.059,7312.454,7293.0015,7292.465,7290.0,7279.29,7333.58,TFT,GRU
-2024-03-08,7289.7437,7306.514,7290.846,7296.009,7286.3267,7289.4907,7302.2383,7322.045,7328.6245,7425.4106,7273.708,7293.583,7288.7944,7284.1953,7288.259,7277.262,7264.657,7292.878,7289.676,7294.5894,7295.0,7273.71,7328.62,BiTCN,GRU
-2024-03-11,7276.6543,7289.1206,7295.7905,7256.4185,7283.7793,7273.866,7304.7354,7329.035,7334.57,7423.7905,7270.9316,7295.5034,7268.623,7297.5054,7293.2773,7278.2427,7264.7124,7277.378,7288.1055,7285.048,7285.0,7264.71,7334.57,StemGNN,GRU
-2024-03-12,7259.203,7289.8345,7287.5747,7236.1655,7274.858,7278.544,7283.782,7321.931,7324.965,7411.2715,7274.308,7289.034,7245.6836,7296.659,7275.042,7275.2554,7265.9663,7260.6035,7270.3135,7234.842,7283.3335,7236.17,7324.96,iTransformer,GRU
-2024-03-13,7255.708,7288.5225,7288.5693,7225.7065,7270.6826,7283.4116,7281.6675,7320.0376,7326.3276,7413.268,7269.7896,7301.0845,7236.504,7303.8945,7278.0547,7272.622,7267.492,7254.8384,7273.1577,7232.9253,7285.0,7232.93,7326.33,DeepNPTS,GRU
-2024-03-14,7272.3813,7271.8667,7289.8765,7265.468,7276.1074,7277.791,7285.621,7323.0854,7327.48,7411.2188,7280.386,7301.726,7247.7446,7274.6743,7288.4546,7284.068,7270.92,7258.4365,7281.4272,7247.301,7277.5,7247.74,7327.48,MLP,GRU
-2024-03-15,7270.591,7272.254,7284.5957,7268.727,7271.898,7267.036,7275.256,7314.8237,7321.044,7410.1714,7277.3394,7293.298,7251.067,7253.3574,7268.9414,7282.8975,7273.372,7257.256,7279.39,7276.893,7353.3335,7253.36,7410.17,DLinear,TCN
-2024-03-18,7349.122,7328.6636,7363.251,7286.767,7319.0806,7302.6055,7365.871,7390.486,7395.947,7443.3506,7304.483,7371.751,7305.8174,7305.344,7353.6147,7370.368,7276.2197,7316.41,7330.394,7353.1777,7387.5,7286.77,7395.95,iTransformer,GRU
-2024-03-19,7387.9053,7375.531,7392.5347,7301.092,7362.013,7354.568,7392.8335,7419.3423,7416.819,7466.0474,7313.7246,7405.7153,7354.27,7326.566,7393.634,7406.2163,7277.9966,7365.077,7363.648,7387.291,7435.0,7301.09,7466.05,iTransformer,TCN
-2024-03-20,7431.0835,7402.0728,7459.8145,7376.063,7402.1973,7404.7017,7462.0576,7465.067,7473.6895,7496.281,7329.479,7468.2075,7411.272,7384.992,7441.8315,7431.1055,7279.8257,7424.4136,7415.3906,7432.2153,7460.0,7329.48,7473.69,BiTCN,GRU
-2024-03-21,7458.0713,7399.1885,7478.8604,7423.8633,7434.991,7430.804,7479.642,7496.291,7489.495,7513.341,7349.622,7496.316,7433.2974,7433.539,7468.4805,7436.177,7282.9033,7456.311,7448.908,7423.71,7422.5,7349.62,7496.32,BiTCN,DilatedRNN
-2024-03-22,7413.29,7382.7476,7418.4985,7431.582,7417.9297,7426.1064,7399.6787,7432.4404,7433.6963,7498.458,7351.916,7434.2183,7405.5347,7426.5054,7428.6187,7375.803,7286.511,7427.0967,7430.6387,7392.6387,7402.5,7351.92,7434.22,BiTCN,DilatedRNN
-2024-03-25,7403.5356,7339.233,7396.9106,7388.828,7389.038,7413.806,7397.5786,7417.31,7418.875,7486.791,7343.63,7396.1304,7376.7437,7426.0474,7403.1216,7351.9067,7288.3784,7389.146,7400.559,7386.032,7372.5,7339.23,7426.05,Informer,DLinear
-2024-03-26,7366.204,7321.6846,7353.3867,7339.943,7360.7896,7396.772,7351.918,7383.9995,7385.27,7468.5522,7344.787,7357.2817,7348.2354,7392.089,7355.994,7339.1763,7289.473,7351.0103,7355.23,7352.323,7365.0,7321.68,7396.77,Informer,TSMixerx
-2024-03-27,7348.1196,7316.709,7349.704,7351.496,7343.8384,7365.661,7348.513,7376.7124,7385.1606,7461.8594,7347.7954,7355.54,7332.978,7370.202,7346.1836,7333.4873,7290.501,7303.548,7351.6963,7346.312,7345.0,7303.55,7385.16,MLPMultivariate,GRU
-2024-03-28,7322.2593,7312.2617,7325.4004,7349.2856,7328.455,7327.373,7331.4575,7366.594,7364.841,7444.851,7347.5527,7318.195,7306.363,7352.751,7328.689,7321.8286,7291.2905,7264.696,7332.734,7334.718,7345.0,7291.29,7366.59,StemGNN,RNN
-2024-03-29,7332.023,7329.084,7330.5967,7355.99,7321.239,7309.9805,7329.705,7366.431,7371.1997,7436.5444,7335.2603,7315.602,7293.5024,7336.005,7336.764,7321.347,7292.4683,7247.901,7331.4014,7344.0923,7345.0,7292.47,7371.2,StemGNN,GRU
-2024-04-01,7342.655,7328.5283,7330.3994,7336.163,7324.039,7309.4565,7331.7114,7369.8984,7370.2754,7426.982,7324.569,7309.6523,7302.6094,7335.2114,7344.33,7320.6904,7293.4146,7253.228,7334.117,7339.265,7360.0,7293.41,7370.28,StemGNN,GRU
-2024-04-02,7352.1626,7320.0996,7351.3076,7329.2256,7336.3447,7315.489,7346.5425,7382.8438,7387.9033,7426.219,7319.907,7320.9556,7313.8486,7330.4565,7355.1104,7328.097,7294.358,7256.528,7341.9966,7356.984,7380.0,7294.36,7387.9,StemGNN,GRU
-2024-04-03,7367.405,7359.903,7375.525,7333.197,7353.4873,7338.315,7376.0054,7405.224,7406.61,7443.5483,7328.0083,7356.69,7335.047,7329.087,7376.374,7337.4653,7295.946,7281.6914,7356.7476,7377.052,7397.5,7295.95,7406.61,StemGNN,GRU
-2024-04-07,7395.05,7397.6416,7397.391,7342.595,7376.4565,7378.797,7415.239,7420.8804,7423.3945,7458.376,7338.8066,7392.0464,7369.5913,7351.6064,7391.4214,7340.4766,7298.674,7316.189,7388.92,7383.833,7437.5,7316.19,7458.38,MLPMultivariate,TCN
-2024-04-08,7457.199,7459.427,7452.043,7373.72,7409.4707,7413.8896,7471.32,7466.271,7468.781,7487.6304,7346.9043,7455.684,7418.253,7377.1646,7435.5713,7371.8228,7303.035,7362.6064,7431.5737,7436.2695,7490.0,7346.9,7487.63,BiTCN,TCN
-2024-04-09,7519.7607,7466.0254,7513.1357,7465.9556,7452.7896,7437.0703,7511.381,7523.8,7526.7964,7522.52,7356.3975,7522.6523,7460.005,7436.697,7491.9204,7402.1904,7307.5913,7429.546,7472.0864,7489.547,7507.5,7356.4,7523.8,BiTCN,RNN
-2024-04-10,7522.722,7463.494,7523.091,7619.652,7474.9497,7436.964,7506.0474,7532.3,7535.7544,7543.2715,7373.85,7558.968,7474.585,7473.1133,7510.371,7407.917,7313.035,7457.023,7487.43,7506.754,7497.5,7373.85,7558.97,BiTCN,DilatedRNN
-2024-04-11,7486.1274,7461.812,7504.172,7638.3555,7470.233,7444.809,7459.489,7516.537,7515.5537,7545.2593,7391.5713,7538.35,7436.089,7497.8105,7502.3877,7390.589,7318.074,7419.4404,7485.607,7477.497,7497.5,7390.59,7545.26,TFT,TCN
-2024-04-12,7455.025,7414.614,7503.401,7439.749,7463.0723,7450.2812,7464.3174,7516.1294,7516.3184,7544.565,7407.2812,7538.7295,7413.5967,7522.539,7489.29,7385.6396,7323.08,7299.6255,7476.6787,7401.8525,7506.6665,7323.08,7538.73,StemGNN,DilatedRNN
-2024-04-15,7445.511,7392.64,7511.761,7424.1943,7462.2217,7422.6904,7465.6807,7522.5703,7525.8325,7544.6875,7421.8716,7546.008,7414.8037,7504.9595,7499.596,7392.3145,7327.7363,7279.392,7479.601,7380.727,7482.5,7327.74,7544.69,StemGNN,TCN
-2024-04-16,7422.1284,7346.6914,7474.0493,7454.5244,7447.206,7406.605,7436.6533,7491.609,7486.9976,7522.0527,7414.661,7488.7637,7387.855,7474.1875,7464.0464,7382.9893,7330.2056,7268.917,7464.732,7346.6797,7495.0,7330.21,7522.05,StemGNN,TCN
-2024-04-17,7423.3228,7342.1265,7498.15,7442.837,7450.6445,7393.3335,7453.9956,7514.4385,7515.515,7524.4014,7415.5454,7495.2773,7379.0977,7468.486,7481.068,7386.664,7332.471,7256.1714,7469.062,7327.9478,7497.5,7327.95,7515.52,DeepNPTS,GRU
-2024-04-18,7437.6396,7362.221,7495.1157,7341.8926,7456.2134,7401.252,7443.2397,7516.4277,7510.0464,7516.294,7415.5166,7480.4966,7395.4014,7452.587,7495.5586,7388.356,7335.333,7270.496,7473.432,7436.559,7497.5,7335.33,7516.29,StemGNN,TCN
-2024-04-19,7448.316,7342.729,7496.474,7330.5776,7459.691,7409.655,7417.9155,7510.986,7513.205,7504.106,7412.987,7470.9644,7405.377,7462.122,7490.676,7396.262,7339.6436,7259.022,7468.18,7420.449,7527.5,7330.58,7504.11,iTransformer,TCN
-2024-04-22,7475.989,7399.0864,7537.825,7387.9175,7482.3706,7420.594,7454.562,7554.3003,7557.314,7519.74,7417.233,7501.871,7447.729,7465.642,7534.6294,7400.0366,7344.7637,7307.5024,7493.17,7494.4834,7527.5,7344.76,7554.3,StemGNN,RNN
-2024-04-23,7478.2676,7441.6177,7528.185,7382.8613,7496.108,7445.896,7457.2764,7543.2666,7543.8975,7522.226,7419.518,7500.094,7480.7354,7493.6914,7519.953,7403.476,7349.2754,7362.755,7506.1934,7450.3047,7510.0,7362.75,7543.27,MLPMultivariate,RNN
-2024-04-24,7491.1274,7447.2197,7505.792,7390.7275,7490.005,7447.9673,7475.9355,7521.451,7521.137,7518.9033,7420.5767,7475.6685,7490.6553,7501.5107,7493.672,7415.9883,7354.4385,7393.5293,7500.1904,7461.3887,7487.5,7390.73,7521.14,iTransformer,GRU
-2024-04-25,7491.9937,7456.3955,7478.4443,7434.739,7474.3916,7460.5894,7491.4775,7500.989,7493.2163,7505.335,7426.9556,7449.854,7490.2285,7484.109,7479.306,7417.5913,7358.9824,7407.233,7479.797,7468.391,7487.5,7407.23,7500.99,MLPMultivariate,RNN
-2024-04-26,7491.6904,7506.834,7483.6885,7428.6377,7467.384,7473.002,7522.4536,7499.044,7500.2207,7503.582,7435.634,7469.4746,7495.532,7486.9707,7477.984,7417.408,7361.961,7402.7036,7476.983,7483.884,7502.5,7402.7,7506.83,MLPMultivariate,Informer
-2024-04-28,7491.339,7506.9595,7503.509,7409.938,7474.211,7473.221,7538.984,7520.7188,7520.2393,7508.96,7454.3647,7497.2944,7488.1353,7472.9756,7497.2734,7421.4194,7366.186,7275.6895,7485.226,7501.534,7527.5,7366.19,7538.98,StemGNN,PatchTST
-2024-04-29,7498.574,7541.1245,7535.285,7537.455,7488.268,7485.576,7545.017,7549.335,7554.0728,7532.7065,7470.0273,7544.017,7465.031,7503.565,7513.536,7426.892,7370.105,7229.029,7502.169,7525.571,7537.5,7370.1,7549.33,StemGNN,RNN
-2024-04-30,7496.9653,7596.285,7543.0,7563.7446,7496.405,7489.2476,7536.2856,7559.338,7560.513,7553.729,7474.9067,7564.1235,7445.203,7536.927,7530.092,7428.292,7374.73,7198.0615,7509.673,7527.961,7532.5,7374.73,7564.12,StemGNN,DilatedRNN
-2024-05-06,7493.478,7588.168,7533.6885,7524.1797,7493.841,7475.22,7513.931,7549.644,7550.2393,7545.4453,7467.96,7553.251,7428.6475,7525.264,7532.5317,7435.6943,7380.2695,7196.639,7511.0386,7462.4434,7502.5,7380.27,7553.25,StemGNN,DilatedRNN
-2024-05-07,7460.0063,7539.8047,7492.6113,7495.2676,7473.0117,7458.433,7473.895,7512.1,7505.9136,7517.015,7455.3037,7506.934,7398.1484,7500.858,7494.679,7429.772,7386.1714,7194.325,7481.9897,7353.6387,7475.0,7353.64,7517.02,DeepNPTS,TCN
-2024-05-08,7453.2847,7495.5176,7462.7563,7463.7407,7452.2563,7445.2305,7456.4414,7481.2573,7478.333,7494.553,7444.522,7477.3877,7392.713,7460.423,7476.811,7425.096,7392.1357,7186.4893,7456.5674,7334.27,7512.5,7334.27,7494.55,DeepNPTS,TCN
-2024-05-09,7497.762,7491.033,7520.2217,7422.0415,7473.3906,7447.354,7492.185,7533.798,7540.043,7522.6655,7449.367,7538.9404,7423.0874,7461.5635,7500.6157,7440.0156,7398.65,7196.757,7478.7085,7396.3247,7505.0,7396.32,7538.94,DeepNPTS,DilatedRNN
-2024-05-10,7512.2715,7502.3975,7498.534,7422.9463,7482.3193,7450.535,7476.7266,7518.228,7511.948,7522.0703,7443.916,7510.457,7429.512,7468.818,7501.8926,7443.725,7405.777,7202.1187,7474.7964,7324.0073,7477.5,7324.01,7518.23,DeepNPTS,RNN
-2024-05-11,7485.8906,7469.749,7467.528,7440.8667,7469.386,7473.1626,7462.971,7487.533,7483.6143,7506.997,7433.717,7466.258,7432.5464,7469.029,7476.1626,7438.878,7412.7837,7225.571,7462.7437,7455.4893,7475.0,7412.78,7487.53,StemGNN,RNN
-2024-05-13,7494.969,7465.2095,7470.3887,7470.1704,7468.7,7483.2393,7469.358,7496.585,7486.9224,7494.576,7435.488,7455.6016,7448.279,7487.323,7477.869,7445.1694,7419.9565,7266.1816,7468.9365,7470.8975,7485.0,7419.96,7494.97,StemGNN,NHITS
-2024-05-14,7484.893,7485.4023,7483.7188,7505.868,7474.984,7492.2275,7468.5366,7498.947,7499.8623,7488.3906,7457.515,7460.6777,7482.3955,7489.8926,7496.6934,7455.2627,7428.1636,7339.435,7473.3486,7482.461,7507.5,7428.16,7488.39,StemGNN,TCN
-2024-05-15,7497.082,7541.7285,7513.1772,7429.6284,7491.497,7515.183,7488.8687,7527.2036,7530.386,7506.11,7483.934,7493.4653,7520.3667,7501.3403,7502.54,7464.7856,7432.985,7378.666,7494.176,7497.462,7510.0,7429.63,7530.39,iTransformer,GRU
-2024-05-16,7494.0195,7560.353,7510.996,7390.72,7501.956,7524.984,7508.7515,7529.878,7526.152,7525.396,7498.5654,7502.835,7527.0283,7516.8706,7498.236,7468.792,7436.4478,7391.2666,7509.5044,7489.522,7525.0,7391.27,7529.88,MLPMultivariate,RNN
-2024-05-17,7498.982,7570.517,7532.6514,7376.956,7510.3115,7521.6304,7529.363,7545.1836,7550.6147,7551.9746,7509.822,7528.4746,7509.9087,7527.293,7520.283,7482.377,7438.447,7403.417,7520.195,7483.368,7587.5,7403.42,7551.97,MLPMultivariate,TCN
-2024-05-20,7558.513,7654.3853,7616.869,7395.112,7547.325,7531.9565,7601.1646,7628.8643,7638.3247,7597.989,7535.9854,7608.6274,7537.934,7539.854,7592.3867,7513.081,7440.2085,7436.857,7572.4546,7564.357,7670.0,7436.86,7597.99,MLPMultivariate,TCN
-2024-05-21,7655.6055,7697.6934,7720.663,7452.7754,7609.7656,7566.7134,7678.27,7736.7954,7738.404,7707.878,7554.47,7735.0596,7611.0317,7600.868,7673.122,7600.0737,7442.991,7504.609,7645.4443,7662.558,7677.5,7452.78,7736.8,iTransformer,RNN
-2024-05-22,7658.8076,7695.711,7702.6045,7452.1655,7633.632,7565.7476,7638.7734,7723.8877,7715.0283,7713.2266,7544.739,7735.6387,7602.505,7630.796,7680.5205,7609.8853,7447.026,7545.094,7659.916,7658.6523,7677.5,7452.17,7723.89,iTransformer,RNN
-2024-05-23,7636.873,7682.0864,7698.425,7431.733,7633.8276,7569.3965,7617.3916,7716.599,7713.8945,7706.9897,7536.331,7728.1626,7583.622,7652.224,7672.4956,7549.1987,7452.805,7552.3423,7657.458,7649.351,7645.0,7452.81,7716.6,StemGNN,RNN
-2024-05-24,7603.575,7692.8096,7640.5757,7435.135,7606.236,7566.4404,7586.6016,7661.664,7654.191,7664.5015,7528.797,7673.812,7550.466,7650.269,7641.199,7521.5728,7459.376,7554.4683,7621.1416,7597.8896,7630.0,7459.38,7673.81,StemGNN,DilatedRNN
-2024-05-27,7600.4307,7609.5103,7628.161,7418.564,7588.974,7553.7334,7587.706,7634.9146,7647.533,7605.2935,7526.9253,7644.272,7536.7593,7610.1753,7622.5205,7518.277,7467.1787,7570.852,7606.467,7614.084,7650.0,7467.18,7614.08,StemGNN,DeepNPTS
-2024-05-28,7615.7603,7596.8374,7661.0615,7348.651,7599.8315,7556.7017,7606.155,7682.049,7682.3066,7628.392,7528.3105,7677.7295,7541.517,7602.749,7629.1475,7531.275,7475.4116,7605.2563,7621.9966,7641.0117,7690.0,7475.41,7641.01,StemGNN,DeepNPTS
-2024-05-29,7655.751,7574.401,7715.1147,7410.6987,7633.2056,7586.783,7640.9023,7736.8657,7736.3013,7685.9834,7545.732,7731.843,7573.801,7633.6104,7662.902,7545.857,7484.06,7611.686,7654.281,7634.9824,7690.0,7484.06,7736.3,StemGNN,GRU
-2024-05-30,7647.7075,7579.0547,7702.367,7582.7573,7645.7715,7587.6406,7626.897,7730.601,7718.9585,7678.831,7564.8496,7719.1377,7581.538,7647.5674,7675.6895,7552.7764,7492.3833,7598.5415,7665.9634,7593.3228,7716.6665,7552.78,7719.14,TFT,DilatedRNN
-2024-05-31,7658.2393,7600.374,7739.7954,7612.013,7663.3086,7592.2993,7638.0405,7765.9546,7763.831,7726.0454,7584.263,7737.905,7612.8613,7679.7495,7715.92,7584.8657,7500.0547,7560.7817,7693.7217,7669.803,7740.0,7560.78,7763.83,MLPMultivariate,GRU
-2024-06-03,7679.1353,7577.0107,7760.3423,7668.3,7685.174,7602.0635,7637.7905,7786.795,7780.8584,7740.335,7593.9717,7761.595,7655.4116,7689.2803,7746.1475,7619.194,7507.234,7571.244,7711.3916,7705.326,7720.0,7571.24,7780.86,MLPMultivariate,GRU
-2024-06-04,7659.22,7570.6455,7723.6587,7653.846,7682.165,7612.107,7638.1226,7745.8813,7741.0947,7712.717,7592.734,7719.0957,7640.84,7670.587,7705.5366,7619.438,7513.0977,7525.727,7700.6855,7673.445,7650.0,7525.73,7741.09,MLPMultivariate,GRU
-2024-06-05,7602.942,7556.439,7626.182,7542.492,7636.585,7607.055,7619.534,7650.3433,7639.522,7617.7524,7579.2437,7624.0977,7603.951,7656.458,7623.64,7589.673,7516.774,7459.6826,7639.9087,7576.353,7620.0,7516.77,7650.34,StemGNN,RNN
-2024-06-06,7624.8203,7552.0156,7607.138,7501.4106,7602.279,7614.324,7618.8906,7621.6924,7628.2617,7575.986,7566.2017,7609.0767,7599.7026,7629.0815,7600.9775,7572.46,7519.522,7443.9946,7594.0947,7562.6274,7600.0,7501.41,7628.26,iTransformer,GRU
-2024-06-07,7629.791,7552.8916,7587.1934,7446.7285,7584.096,7602.7773,7616.57,7603.127,7606.398,7549.097,7555.501,7589.047,7603.8438,7577.5674,7587.7603,7556.4585,7522.2974,7438.017,7577.4844,7522.4014,7606.6665,7446.73,7616.57,iTransformer,PatchTST
-2024-06-11,7626.4746,7542.9717,7606.629,7453.3794,7585.263,7598.3994,7622.2266,7618.991,7629.3804,7566.4854,7561.797,7602.2983,7603.2446,7576.2866,7598.075,7561.7573,7525.243,7439.248,7586.6206,7529.368,7620.0,7453.38,7626.47,iTransformer,NHITS
-2024-06-12,7614.8228,7567.7134,7626.1953,7464.6343,7597.8887,7595.629,7623.6274,7651.196,7647.4243,7605.866,7579.179,7629.4634,7576.379,7606.5405,7609.7573,7571.0283,7528.1567,7441.281,7598.37,7568.0234,7673.3335,7464.63,7605.87,iTransformer,TCN
-2024-06-13,7651.151,7626.626,7705.345,7542.9453,7633.955,7627.1147,7673.866,7726.5225,7727.8438,7750.885,7613.394,7718.4995,7610.773,7661.0054,7674.3804,7588.7495,7532.753,7511.305,7644.2515,7567.9375,7690.0,7532.75,7727.84,StemGNN,GRU
-2024-06-14,7664.2437,7649.4004,7711.2607,7540.8306,7654.3115,7648.04,7685.6865,7737.477,7728.243,7786.1675,7640.6123,7733.1826,7641.7637,7681.0923,7693.994,7598.8813,7537.166,7566.338,7665.402,7568.4697,7690.0,7540.83,7737.48,iTransformer,RNN
-2024-06-17,7675.687,7659.841,7706.1284,7528.0513,7662.982,7662.1885,7693.642,7725.2036,7724.117,7786.283,7657.951,7730.062,7639.1104,7669.9097,7692.772,7609.019,7541.629,7616.4004,7678.0986,7616.046,7656.6665,7541.63,7730.06,StemGNN,DilatedRNN
-2024-06-18,7652.8765,7646.4067,7651.5664,7572.1533,7644.897,7647.8193,7663.824,7676.0903,7666.541,7706.5356,7645.0044,7684.3555,7599.384,7643.322,7658.56,7598.282,7545.816,7590.65,7656.6445,7654.0947,7656.6665,7572.15,7684.36,iTransformer,DilatedRNN
-2024-06-19,7735.1807,7669.492,7662.961,7584.366,7636.1543,7627.1016,7663.0996,7675.867,7683.8105,7663.3545,7631.505,7684.657,7601.8833,7635.633,7655.7993,7599.106,7548.996,7602.609,7635.844,7654.318,7670.0,7584.37,7684.66,iTransformer,DilatedRNN
-2024-06-20,7760.5327,7697.9766,7681.508,7561.4165,7642.3794,7636.153,7655.269,7703.5215,7700.3574,7689.8022,7626.183,7709.814,7642.918,7644.9062,7667.689,7604.841,7552.4355,7624.929,7630.9014,7665.3955,7680.0,7561.42,7709.81,iTransformer,DilatedRNN
-2024-06-21,7716.548,7695.701,7693.4756,7565.256,7655.846,7653.1562,7659.1914,7714.163,7712.4966,7718.936,7626.489,7720.1133,7673.9375,7669.4546,7678.9985,7614.1704,7556.731,7635.2983,7646.9893,7667.965,7680.0,7565.26,7718.94,iTransformer,TCN
-2024-06-24,7680.566,7681.9443,7690.15,7599.3965,7661.9155,7653.9116,7650.5596,7717.6187,7708.3867,7715.605,7621.2124,7710.5806,7651.6064,7680.62,7685.5166,7614.9795,7562.0474,7623.303,7664.1777,7670.704,7680.0,7599.4,7715.6,iTransformer,TCN
-2024-06-25,7645.3105,7700.6836,7690.008,7560.3467,7662.5625,7663.081,7644.814,7713.903,7708.7627,7721.315,7634.949,7692.1313,7640.178,7695.805,7681.89,7616.7593,7567.5103,7611.016,7674.628,7671.871,7693.3335,7567.51,7713.9,StemGNN,RNN
-2024-06-26,7655.0234,7721.052,7709.2134,7638.843,7667.9263,7671.169,7653.0747,7730.735,7729.1753,7729.664,7652.197,7709.8647,7649.5664,7715.7686,7696.101,7627.0757,7572.661,7633.8945,7690.8516,7681.472,7716.6665,7627.08,7729.66,TFT,TCN
-2024-06-27,7674.4116,7725.096,7736.1455,7688.4736,7682.6978,7677.1465,7676.177,7759.583,7758.324,7753.5244,7674.1333,7742.457,7654.1445,7705.1514,7709.924,7638.6562,7577.2056,7662.9067,7699.6045,7626.1255,7723.3335,7626.13,7758.32,DeepNPTS,GRU
-2024-06-28,7680.764,7779.0938,7737.039,7694.596,7689.7686,7669.7173,7681.2407,7762.522,7757.696,7757.9424,7683.7783,7748.4614,7649.425,7686.12,7713.8423,7639.449,7581.567,7684.522,7704.562,7615.416,7730.0,7615.42,7762.52,DeepNPTS,RNN
-2024-07-01,7704.049,7813.093,7743.491,7735.2676,7696.154,7675.417,7714.2847,7769.4424,7765.5596,7750.1714,7688.6216,7757.711,7669.559,7690.0825,7721.537,7639.427,7586.3237,7705.9355,7715.952,7626.9443,7763.3335,7626.94,7769.44,DeepNPTS,RNN
-2024-07-02,7741.1367,7838.8174,7785.4478,7736.7524,7719.3936,7680.459,7741.2915,7810.5347,7805.5356,7785.244,7682.639,7796.9893,7698.9854,7722.7896,7757.3,7640.247,7592.765,7751.9575,7744.5522,7684.1025,7780.0,7640.25,7810.53,TFT,RNN
-2024-07-03,7757.429,7817.906,7795.363,7712.913,7734.2754,7678.06,7740.625,7820.554,7812.027,7802.5376,7668.3784,7809.254,7709.988,7736.529,7780.5127,7656.4824,7600.875,7769.7065,7746.997,7770.7456,7800.0,7656.48,7817.91,TFT,Informer
-2024-07-04,7785.8145,7798.9854,7815.4707,7752.1367,7751.7607,7705.4937,7771.722,7841.8296,7832.281,7831.1646,7662.2373,7829.7095,7730.5,7755.0864,7794.095,7666.159,7607.589,7785.975,7767.1553,7790.267,7800.0,7662.24,7832.28,BiTCN,GRU
-2024-07-05,7785.6704,7824.24,7806.647,7795.04,7761.9106,7730.0024,7778.212,7837.0107,7821.6943,7824.2656,7670.4385,7831.9297,7729.841,7770.178,7787.916,7669.354,7614.971,7765.025,7781.086,7757.2734,7766.6665,7669.35,7831.93,TFT,DilatedRNN
-2024-07-08,7753.106,7792.318,7760.6636,7780.988,7741.8306,7733.9785,7734.4346,7785.844,7779.3604,7766.8154,7674.75,7783.365,7687.0244,7766.272,7756.883,7676.1406,7623.8867,7707.344,7761.308,7703.349,7746.6665,7674.75,7785.84,BiTCN,RNN
-2024-07-09,7736.8105,7780.955,7744.731,7759.028,7718.9507,7725.838,7717.3125,7770.8916,7766.373,7747.395,7677.48,7762.425,7663.0977,7738.6,7735.3945,7684.163,7633.1543,7669.563,7736.573,7707.4873,7720.0,7663.1,7770.89,MLP,RNN
-2024-07-10,7689.8984,7712.993,7715.8457,7614.244,7696.6655,7705.2925,7695.311,7741.2075,7733.3037,7731.9985,7667.708,7732.5376,7630.708,7709.6562,7703.234,7674.214,7641.933,7645.926,7704.33,7580.642,7693.3335,7614.24,7733.3,iTransformer,GRU
-2024-07-11,7664.9556,7686.907,7689.3154,7622.066,7673.1104,7700.066,7682.4224,7708.994,7706.3135,7708.0884,7664.3926,7699.848,7624.0566,7682.518,7677.4604,7667.5,7649.3306,7628.486,7671.557,7593.158,7686.6665,7622.07,7708.09,iTransformer,TCN
-2024-07-12,7677.98,7641.3726,7690.716,7671.2354,7663.6147,7682.658,7676.2646,7715.133,7709.2617,7710.0005,7666.596,7700.142,7625.351,7678.905,7671.905,7669.2866,7656.863,7611.3823,7658.492,7656.878,7680.0,7625.35,7710.0,MLP,TCN
-2024-07-15,7675.396,7634.53,7684.396,7683.4785,7663.7563,7669.219,7659.752,7706.6045,7702.181,7708.5127,7664.589,7694.5093,7637.6714,7675.9536,7670.4756,7663.47,7663.783,7618.1836,7658.206,7672.9917,7680.0,7634.53,7706.6,Informer,RNN
-2024-07-16,7647.2,7671.0005,7688.6997,7642.9355,7667.9517,7673.2812,7660.4907,7710.138,7707.5635,7711.527,7656.7974,7694.1226,7644.415,7667.4155,7679.775,7681.1724,7667.416,7626.44,7668.405,7685.115,7666.6665,7642.94,7710.14,iTransformer,RNN
-2024-07-17,7639.333,7670.4336,7668.6895,7627.4634,7664.304,7658.3853,7661.502,7693.5825,7686.095,7697.009,7652.417,7669.4585,7645.144,7650.918,7662.8164,7668.998,7667.3125,7630.0645,7663.783,7687.834,7660.0,7630.06,7693.58,MLPMultivariate,RNN
-2024-07-18,7660.674,7666.809,7664.1035,7623.073,7659.2515,7654.758,7659.2554,7683.1855,7683.5503,7694.04,7645.2188,7670.601,7654.6494,7651.771,7661.7666,7660.9463,7666.7734,7641.2812,7656.3496,7686.105,7656.6665,7641.28,7686.1,MLPMultivariate,DeepNPTS
-2024-07-19,7668.462,7670.4155,7661.0205,7620.697,7659.4673,7665.7812,7657.1787,7682.7944,7680.156,7689.444,7643.595,7672.027,7665.702,7643.3296,7664.037,7654.493,7666.126,7731.24,7656.886,7680.112,7656.6665,7643.33,7689.44,DLinear,TCN
-2024-07-22,7657.802,7663.922,7662.8013,7630.2305,7661.072,7674.1064,7655.506,7682.204,7682.444,7695.417,7644.793,7675.942,7673.8027,7659.3247,7659.0376,7648.872,7666.537,7768.6543,7656.1714,7663.037,7640.0,7663.04,7695.42,DeepNPTS,TCN
-2024-07-23,7628.652,7655.4487,7637.6694,7632.1846,7649.6855,7662.9883,7632.604,7658.831,7656.1055,7668.5366,7645.282,7654.9824,7650.552,7659.74,7643.028,7627.7305,7666.9316,7751.54,7637.4775,7667.031,7623.3335,7632.18,7668.54,iTransformer,TCN
-2024-07-24,7613.6304,7640.965,7619.399,7623.152,7634.2207,7625.878,7616.7905,7637.191,7638.975,7632.301,7639.834,7630.9307,7633.0615,7656.713,7626.562,7605.0444,7665.894,7711.8135,7622.6675,7659.123,7623.3335,7613.63,7665.89,NHITS,StemGNN
-2024-07-25,7626.7144,7642.1167,7624.9546,7700.9624,7627.9497,7616.138,7617.284,7642.5933,7645.757,7626.8047,7630.769,7635.1284,7634.696,7667.6846,7627.3955,7601.243,7663.675,7703.182,7621.16,7659.1357,7616.6665,7616.14,7700.96,TSMixerx,iTransformer
-2024-07-26,7631.588,7617.532,7615.354,7704.199,7623.4966,7614.556,7602.3975,7631.7256,7634.655,7616.3145,7619.7295,7626.521,7636.9204,7654.355,7615.574,7593.97,7661.2188,7696.684,7611.7534,7657.4824,7606.6665,7602.4,7696.68,PatchTST,MLPMultivariate
-2024-07-29,7638.235,7609.3857,7604.1934,7690.1436,7614.469,7617.477,7596.388,7620.542,7624.162,7604.7007,7609.3423,7618.481,7636.1416,7621.902,7607.183,7583.9214,7657.839,7682.5273,7608.253,7671.9634,7593.3335,7620.54,7682.53,RNN,MLPMultivariate
-2024-07-30,7620.6655,7604.7876,7588.399,7652.364,7602.526,7602.1416,7589.577,7606.987,7607.838,7583.25,7595.941,7597.691,7627.72,7602.4844,7598.1553,7574.1343,7653.6343,7656.7363,7596.667,7624.0923,7593.3335,7583.25,7653.63,TCN,StemGNN
-2024-07-31,7597.8037,7610.27,7593.2456,7596.1147,7596.3706,7594.8584,7589.793,7608.267,7613.9595,7577.5737,7582.535,7597.892,7603.711,7587.6436,7601.675,7572.5986,7649.8213,7641.976,7594.116,7599.6484,7583.3335,7577.57,7641.98,TCN,MLPMultivariate
-2024-08-01,7585.14,7591.876,7579.0713,7578.0166,7586.8096,7578.5977,7574.9272,7596.528,7597.687,7565.516,7568.5405,7582.41,7581.511,7581.7075,7587.0054,7557.7427,7647.2627,7634.195,7580.8447,7583.448,7620.0,7565.52,7634.19,TCN,MLPMultivariate
-2024-08-02,7619.4775,7598.2773,7637.6904,7599.677,7609.649,7610.0933,7608.4683,7652.461,7662.545,7612.1787,7576.4253,7640.6055,7594.23,7601.508,7624.6143,7611.1655,7647.2627,7661.0933,7606.577,7619.9785,7623.3335,7594.23,7661.09,MLP,MLPMultivariate
-2024-08-05,7629.5645,7591.09,7629.371,7619.7793,7623.666,7622.2417,7609.2715,7652.069,7646.6323,7628.3906,7592.8647,7643.363,7601.957,7606.818,7626.1094,7614.8345,7648.178,7683.843,7617.6797,7624.2,7610.0,7592.86,7652.07,BiTCN,RNN
-2024-08-06,7614.457,7592.698,7610.6953,7639.2266,7619.459,7611.086,7606.4707,7623.938,7629.687,7610.1367,7603.0195,7617.6855,7609.586,7622.405,7609.0776,7601.874,7648.312,7695.8413,7622.7983,7611.3604,7596.6665,7611.36,7648.31,DeepNPTS,StemGNN
-2024-08-07,7603.878,7591.14,7593.872,7634.685,7606.875,7602.2935,7593.475,7614.2993,7612.3516,7587.503,7603.673,7601.0522,7602.3354,7619.823,7598.076,7594.553,7647.3784,7687.4004,7608.1387,7604.095,7586.6665,7587.5,7647.38,TCN,StemGNN
-2024-08-08,7595.325,7583.4736,7583.0615,7611.4863,7594.2817,7588.1562,7581.6484,7595.6357,7602.056,7566.9985,7597.5977,7585.05,7577.2285,7598.975,7586.345,7587.0776,7644.371,7663.3633,7592.599,7613.8013,7583.3335,7577.23,7644.37,MLP,StemGNN
-2024-08-09,7583.1284,7581.9795,7581.441,7598.974,7584.9385,7590.103,7580.9336,7596.144,7600.963,7565.6597,7593.732,7588.0986,7576.2515,7583.6973,7577.34,7582.251,7640.9043,7645.737,7582.1484,7611.6377,7583.3335,7576.25,7640.9,MLP,StemGNN
-2024-08-12,7575.2617,7570.7153,7582.9004,7596.119,7583.8115,7585.568,7579.357,7600.0527,7602.6743,7568.886,7590.5474,7591.1665,7575.8223,7578.538,7573.1885,7580.005,7637.5156,7627.318,7581.426,7591.934,7586.6665,7570.72,7627.32,Informer,MLPMultivariate
-2024-08-13,7571.2993,7575.9155,7588.4097,7598.139,7584.0225,7586.8325,7584.6265,7604.6313,7608.382,7581.871,7588.2705,7599.9624,7583.7354,7585.8945,7579.161,7584.2715,7635.122,7613.713,7585.923,7590.5864,7593.3335,7575.92,7613.71,Informer,MLPMultivariate
-2024-08-14,7584.068,7583.338,7597.483,7601.779,7586.2095,7587.8,7591.7437,7614.59,7617.4185,7576.2134,7584.7217,7601.2524,7597.6436,7583.3013,7593.0034,7591.8643,7633.0293,7609.579,7589.6626,7598.521,7590.0,7583.3,7617.42,DLinear,GRU
-2024-08-15,7592.912,7578.5957,7590.7427,7589.5747,7584.56,7590.5317,7588.79,7607.421,7609.561,7569.7583,7577.0806,7591.9536,7594.2026,7572.3584,7587.6733,7590.6357,7630.503,7606.821,7585.0884,7603.8555,7583.3335,7572.36,7609.56,DLinear,GRU
-2024-08-16,7590.967,7564.6357,7582.6304,7568.2944,7580.287,7586.4277,7579.761,7598.047,7601.6543,7565.1704,7570.5938,7587.5225,7583.119,7569.732,7583.255,7585.319,7627.5317,7598.137,7578.755,7595.66,7583.3335,7565.17,7601.65,TCN,GRU
-2024-08-19,7595.09,7560.107,7584.361,7562.1235,7580.7686,7595.126,7582.1035,7599.8105,7603.8667,7568.099,7566.858,7590.4385,7582.5835,7562.4844,7579.5522,7584.2847,7624.614,7583.9663,7579.1514,7595.843,7570.0,7562.12,7603.87,iTransformer,GRU
-2024-08-20,7576.671,7546.814,7565.0396,7535.753,7571.4756,7592.487,7567.532,7581.305,7582.673,7561.5605,7561.342,7574.2705,7576.3467,7558.7686,7563.153,7576.046,7621.2197,7577.847,7565.8804,7585.0977,7570.0,7546.81,7592.49,Informer,TSMixerx
-2024-08-21,7577.5386,7545.2256,7569.986,7707.644,7570.243,7590.21,7575.927,7584.854,7589.8853,7563.068,7558.7188,7573.672,7580.939,7555.5205,7567.3115,7572.964,7617.641,7584.957,7568.3887,7572.942,7570.0,7555.52,7617.64,DLinear,StemGNN
-2024-08-22,7577.52,7560.155,7569.37,7723.9976,7571.766,7589.583,7576.7095,7587.067,7588.0596,7561.0337,7556.248,7573.2334,7583.4014,7557.26,7570.5996,7563.9844,7613.7896,7595.5303,7570.922,7572.9165,7590.0,7557.26,7613.79,DLinear,StemGNN
-2024-08-23,7589.646,7579.198,7599.0312,7763.397,7584.681,7589.833,7594.0435,7612.0044,7620.1523,7581.6694,7561.2056,7600.641,7588.344,7579.9893,7588.1045,7579.2446,7610.693,7626.951,7586.0747,7577.2466,7583.3335,7577.25,7626.95,DeepNPTS,MLPMultivariate
-2024-08-26,7583.751,7578.0425,7582.6626,7845.4785,7585.736,7599.11,7583.741,7601.7935,7599.985,7571.881,7567.6846,7591.443,7580.968,7588.141,7584.3564,7574.595,7607.382,7640.8374,7582.8037,7593.735,7583.3335,7571.88,7640.84,TCN,MLPMultivariate
-2024-08-27,7580.2046,7565.298,7586.321,7867.7803,7584.238,7606.025,7582.285,7599.7563,7606.404,7574.8926,7570.6245,7593.9077,7580.0884,7596.2886,7580.9805,7570.8506,7604.0234,7642.015,7586.168,7590.176,7610.0,7570.62,7642.02,BiTCN,MLPMultivariate
-2024-08-28,7603.9487,7574.1665,7624.0923,7802.4507,7600.7637,7617.1133,7604.609,7640.53,7645.2886,7605.6855,7591.3564,7633.5015,7596.5757,7602.438,7610.5073,7615.861,7601.7686,7650.537,7604.339,7595.147,7610.0,7591.36,7650.54,BiTCN,MLPMultivariate
-2024-08-29,7603.0674,7580.75,7614.54,7736.1436,7606.9766,7616.5796,7599.2207,7628.748,7631.9575,7603.384,7609.5615,7624.716,7599.6616,7592.6343,7610.0137,7614.202,7600.0205,7637.6006,7610.4917,7598.846,7613.3335,7592.63,7637.6,DLinear,MLPMultivariate
-2024-08-30,7608.5864,7601.9414,7620.705,7711.053,7610.0225,7625.2896,7607.549,7634.911,7640.6533,7614.075,7627.2534,7629.188,7604.146,7605.1865,7607.3496,7615.7544,7598.959,7625.441,7616.6387,7594.3228,7606.6665,7598.96,7640.65,StemGNN,GRU
-2024-09-02,7604.4746,7609.892,7607.5605,7648.907,7606.901,7618.7524,7599.798,7627.1313,7625.404,7600.7964,7633.646,7619.5654,7605.9116,7602.773,7610.265,7605.165,7597.8022,7611.7046,7604.274,7589.411,7583.3335,7589.41,7633.65,DeepNPTS,BiTCN
-2024-09-03,7585.095,7601.3125,7575.8364,7627.9946,7587.059,7595.342,7574.5635,7589.9263,7593.2397,7572.489,7621.092,7583.617,7592.816,7583.7134,7584.5444,7572.233,7596.111,7600.64,7579.416,7587.2466,7562.5,7572.49,7621.09,TCN,BiTCN
-2024-09-04,7566.8164,7576.6733,7553.4346,7607.942,7566.611,7573.5854,7561.3228,7572.1,7571.589,7543.297,7603.757,7554.597,7576.965,7572.507,7565.0464,7556.057,7593.668,7587.395,7560.6206,7581.7393,7535.0,7543.3,7603.76,TCN,BiTCN
-2024-09-05,7544.2593,7551.966,7520.579,7592.935,7543.3926,7553.309,7542.1006,7540.283,7536.8906,7519.8013,7579.8623,7517.544,7553.848,7552.0815,7529.0464,7540.077,7589.9824,7576.7075,7535.5386,7562.829,7475.0,7519.8,7589.98,TCN,StemGNN
-2024-09-06,7489.186,7529.1973,7447.0464,7582.792,7489.8086,7524.288,7483.094,7472.6763,7463.1953,7480.736,7541.0435,7441.4165,7514.9546,7517.4146,7468.853,7503.299,7582.9614,7542.968,7483.592,7535.001,7442.5,7483.59,7582.79,TiDE,iTransformer
-2024-09-09,7475.161,7517.743,7418.9756,7576.49,7447.2456,7499.197,7454.912,7447.427,7443.4634,7454.5625,7499.8037,7404.9937,7493.195,7477.4062,7432.195,7493.4644,7574.283,7506.278,7447.112,7475.0,7422.5,7418.98,7574.28,LSTM,StemGNN
-2024-09-10,7453.529,7500.545,7398.09,7577.3135,7422.113,7478.248,7431.1577,7430.35,7425.5884,7440.9634,7467.4814,7386.9355,7465.709,7444.7144,7419.906,7474.0884,7564.9697,7476.3623,7425.1436,7442.5,7412.5,7398.09,7564.97,LSTM,StemGNN
-2024-09-11,7423.914,7489.2646,7392.1455,7573.625,7406.4204,7466.271,7416.3945,7421.732,7422.028,7433.767,7436.668,7377.5693,7440.6353,7418.8374,7414.0044,7460.6562,7555.7676,7440.546,7417.214,7422.5024,7387.5,7422.03,7555.77,GRU,StemGNN
-2024-09-12,7392.6855,7473.647,7362.7876,7546.3364,7384.4263,7449.625,7386.327,7402.134,7396.984,7426.898,7404.157,7351.5215,7410.7075,7400.6123,7385.5493,7439.2915,7545.6826,7415.493,7395.2354,7412.512,7380.0,7362.79,7545.68,LSTM,StemGNN
-2024-09-13,7383.1685,7454.4883,7361.7446,7544.359,7372.631,7441.1084,7374.688,7396.399,7397.383,7426.7617,7382.0776,7351.126,7394.2114,7401.2544,7383.7104,7422.448,7535.8403,7385.418,7384.8965,7387.7295,7395.0,7361.74,7535.84,LSTM,StemGNN
-2024-09-14,7398.2715,7449.0293,7384.6846,7524.9604,7384.813,7432.495,7388.404,7415.8555,7415.1953,7434.705,7378.8276,7374.2207,7386.1514,7403.821,7402.9746,7417.349,7527.393,7376.4785,7393.9736,7388.064,7375.0,7388.06,7524.96,DeepNPTS,iTransformer
-2024-09-18,7371.1562,7433.9233,7356.042,7523.616,7378.429,7410.51,7364.108,7390.1045,7389.519,7432.897,7374.465,7354.0215,7359.8447,7382.1943,7383.6826,7395.566,7518.4224,7354.318,7383.189,7405.4136,7342.5,7378.43,7518.42,TSMixer,StemGNN
-2024-09-19,7340.859,7421.0024,7324.243,7520.0513,7355.3335,7387.6226,7346.416,7360.678,7363.1577,7429.346,7369.8203,7332.8765,7346.7886,7371.109,7344.889,7368.7554,7508.3,7321.57,7357.8604,7382.2783,7325.0,7324.24,7508.3,LSTM,StemGNN
-2024-09-20,7337.4277,7401.3467,7311.872,7504.1284,7338.2925,7371.0967,7337.6836,7348.8945,7351.251,7423.7725,7368.905,7322.6973,7345.3906,7356.9897,7334.8887,7353.5435,7497.7207,7297.837,7339.008,7353.2227,7340.0,7311.87,7497.72,LSTM,StemGNN
-2024-09-23,7360.7417,7393.4463,7329.1743,7410.155,7343.7534,7370.8384,7353.685,7362.407,7368.4834,7428.702,7373.9375,7337.9126,7353.03,7358.7793,7344.9707,7364.0415,7488.5146,7292.397,7337.77,7343.8794,7310.0,7343.88,7428.7,DeepNPTS,TCN
-2024-09-24,7341.802,7369.014,7298.9307,7308.267,7327.1143,7349.6104,7319.624,7335.7734,7336.4004,7419.5825,7368.3516,7308.6074,7331.8374,7339.4424,7317.8823,7355.106,7478.278,7402.358,7310.565,7313.8774,7280.0,7313.88,7419.58,DeepNPTS,TCN
-2024-09-25,7339.6777,7351.222,7281.5386,7301.7544,7302.3535,7325.5947,7312.0005,7313.7495,7317.753,7408.3,7355.605,7289.819,7333.35,7317.981,7282.2085,7330.786,7467.1074,7435.8003,7293.597,7282.7607,7315.0,7282.21,7435.8,NLinear,MLPMultivariate
-2024-09-26,7393.631,7339.3076,7313.138,7354.382,7319.707,7330.8706,7344.468,7350.125,7353.491,7416.8154,7356.891,7316.919,7353.9453,7337.8643,7319.8374,7343.386,7458.1387,7490.215,7317.2793,7315.463,7310.0,7315.46,7458.14,DeepNPTS,StemGNN
-2024-09-27,7390.7256,7325.679,7303.5586,7397.9624,7319.908,7334.1245,7326.8813,7338.544,7341.3,7414.7314,7352.38,7303.466,7336.238,7314.4863,7316.0654,7339.4443,7449.3813,7502.8555,7309.1616,7316.0464,7310.0,7303.56,7449.38,LSTM,StemGNN
-2024-09-29,7397.9233,7323.784,7308.086,7389.5327,7319.1206,7339.398,7333.7446,7339.9785,7346.806,7420.712,7345.626,7307.617,7332.3115,7307.591,7312.716,7335.831,7440.3765,7495.4277,7316.615,7330.6978,7365.0,7307.62,7440.38,DilatedRNN,StemGNN
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-2024-11-04,7376.1216,7356.6094,7355.429,7380.7188,7362.12,7382.131,7341.7354,7389.944,7388.005,7462.068,7375.54,7388.1255,7387.6963,7361.245,7360.8345,7372.441,7368.6035,7477.7236,7357.692,7379.39,7360.0,7355.43,7462.07,LSTM,TCN
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-2024-11-06,7373.7446,7349.0493,7348.4863,7354.676,7358.889,7391.7993,7348.892,7384.1484,7382.3345,7460.1997,7358.782,7370.012,7378.767,7362.3804,7378.9854,7357.5786,7361.325,7419.2476,7344.168,7362.6543,7383.3335,7348.49,7419.25,LSTM,MLPMultivariate
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-2024-11-12,7420.405,7350.713,7395.3384,7352.4917,7382.763,7435.9976,7372.0854,7395.5684,7429.6367,7462.121,7363.8354,7358.9365,7449.1333,7399.0747,7397.5625,7379.9604,7357.878,7405.187,7382.4937,7380.2827,7306.6665,7352.49,7449.13,iTransformer,MLP
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+2024-02-12,81.09699,80.118065,82.5312,78.830246,81.20609,81.31596,81.87593,58.13075,81.471054,78.98866,81.16356,85.06897,80.62958,80.89998,81.97794,79.32763,79.13745,80.37561,81.64631,81.60879,81.51,78.83,82.53,iTransformer,LSTM
+2024-02-13,80.90696,79.75565,82.42355,78.88267,81.484215,81.32418,81.40148,58.13075,81.42689,79.35072,81.277016,85.005844,81.255264,81.282585,81.32068,79.35593,79.26213,80.454865,81.54374,81.49485,82.07,78.88,82.42,iTransformer,LSTM
+2024-02-14,81.96055,80.89955,82.90113,80.89026,81.89941,82.0937,82.64056,58.130745,81.99249,79.72914,82.04971,85.60896,82.81358,82.008385,82.3613,79.556465,79.40747,81.04402,82.25004,82.066475,80.99,79.41,82.9,StemGNN,LSTM
+2024-02-15,81.394485,80.90652,81.967384,80.606895,81.326706,81.47463,82.439575,58.130905,81.1144,79.48416,81.42202,84.74393,81.41547,81.22026,80.76997,80.719696,79.48505,80.33095,81.33796,80.98828,82.16,79.48,82.44,TCN,PatchTST
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+2024-02-19,83.220894,81.94044,83.45028,77.15114,82.38321,83.26811,83.98713,58.13066,82.64717,80.11845,82.57624,86.505,84.236275,82.402954,82.697,81.484856,79.685745,81.61955,82.58616,82.73603,82.73,77.15,84.24,iTransformer,MLP
+2024-02-20,83.85198,81.77588,83.41859,77.511406,82.585144,83.284454,83.259476,58.13075,82.633835,80.18838,82.3259,86.59556,84.057106,82.94538,82.41772,81.80768,79.808716,81.756134,82.46075,82.72603,81.5,77.51,84.06,iTransformer,MLP
+2024-02-21,82.008156,79.61262,82.38909,77.43483,81.73741,82.4442,81.75687,58.130764,81.65848,79.82939,81.77565,85.44392,82.267784,81.9174,81.98048,80.80618,79.89401,81.30054,81.45779,81.49306,82.11,77.43,82.44,iTransformer,TSMixerx
+2024-02-22,82.38452,80.45434,82.954575,76.80465,81.9675,82.126236,82.57315,58.130745,82.256195,79.89753,82.058,85.98175,83.04344,82.42325,81.81196,80.862076,79.94859,82.014305,81.732666,82.089966,82.7,76.8,83.04,iTransformer,MLP
+2024-02-23,83.13138,81.318115,83.42461,77.52187,82.61725,82.534195,83.475006,58.13066,82.71272,80.02024,82.328354,86.55083,83.821365,82.74297,83.283966,81.94336,80.056885,83.31657,82.91122,82.67822,80.8,77.52,83.82,iTransformer,MLP
+2024-02-26,80.99711,79.89861,81.78578,77.18431,81.69478,81.149796,81.72524,58.130905,81.08319,79.53922,81.26802,84.79049,81.56823,81.17971,80.77438,81.00095,80.14621,81.64097,81.58211,80.82347,81.67,77.18,81.79,iTransformer,LSTM
+2024-02-27,81.57769,79.91196,82.61405,77.577896,81.86051,81.55826,82.48917,58.13075,81.91917,79.81005,81.70253,85.43692,82.10485,81.837776,81.92717,82.11275,80.263695,81.632385,82.282745,81.56546,82.66,77.58,85.44,iTransformer,DilatedRNN
+2024-02-28,81.60091,81.15919,83.4065,77.26666,82.33733,81.9844,82.80101,58.13066,82.68584,80.13033,82.03358,86.4413,81.657745,82.20095,82.90221,82.98348,80.42472,81.74806,82.72965,82.12563,82.15,77.27,83.41,iTransformer,LSTM
+2024-02-29,80.989204,81.28261,82.940735,77.14268,82.18412,81.24058,82.20548,58.130745,82.19153,80.060394,82.11038,86.02956,81.23672,81.865585,82.64897,83.0227,80.53279,81.60222,82.528076,82.12542,81.91,77.14,83.02,iTransformer,TFT
+2024-03-01,78.62668,81.898285,82.75866,77.036285,81.838776,81.65603,81.72645,58.130753,82.044586,80.14813,81.91775,85.7504,78.85717,81.99693,82.12596,83.00257,80.644005,80.52687,81.92804,81.80461,83.55,77.04,85.75,iTransformer,DilatedRNN
+2024-03-04,81.17465,84.04291,84.131714,78.466034,83.008965,83.04177,83.32757,58.130615,83.42232,80.68468,82.96361,87.32137,82.425125,83.60503,83.08276,83.96648,80.792984,82.993416,83.14326,83.53685,82.8,78.47,84.13,iTransformer,LSTM
+2024-03-05,82.08156,83.91279,83.45227,78.95524,83.00828,82.9889,82.95262,58.130764,82.735535,80.52677,83.18489,86.75749,82.7122,82.8788,82.90367,83.725365,80.94588,82.491264,83.06198,82.80067,82.04,78.96,83.91,iTransformer,Informer
+2024-03-06,81.60728,83.58935,82.84482,78.84542,82.65389,82.53526,82.34805,58.13076,82.17651,80.38552,82.92478,86.005455,82.58941,82.926186,81.97719,82.91899,81.056244,82.78791,82.721565,82.04273,82.96,78.85,83.59,iTransformer,Informer
+2024-03-07,82.67337,84.40881,83.643776,79.106964,83.188484,83.53329,83.40548,58.130657,83.000755,80.60248,83.44723,86.84851,83.520004,83.109535,83.29709,83.46249,81.201584,82.960365,83.40194,82.9563,82.96,79.11,84.41,iTransformer,Informer
+2024-03-08,83.239174,84.206474,83.613464,79.739334,83.41602,83.59431,83.97723,58.130737,82.945526,80.4953,83.65675,86.93549,83.892525,83.27994,83.3833,83.34392,81.33606,83.467804,83.6442,82.959755,82.08,79.74,84.21,iTransformer,Informer
+2024-03-11,83.375114,83.31426,82.8764,79.741196,82.62155,82.38143,83.16504,58.13076,82.21826,80.28958,82.99556,86.10219,83.60455,83.0351,82.51419,82.07119,81.42909,83.28785,82.91512,82.08041,82.21,79.74,83.6,iTransformer,MLP
+2024-03-12,82.28158,83.23372,83.01938,79.71996,82.36397,82.31255,82.302605,58.13071,82.38357,80.304016,82.63925,86.194725,82.495735,83.229454,82.6198,81.526184,81.52555,82.4559,82.35011,82.09021,81.92,79.72,83.23,iTransformer,Informer
+2024-03-13,81.217834,82.49346,82.77394,79.65055,82.018295,81.987305,81.88292,58.130753,82.12118,80.106766,82.39846,85.950134,82.35999,82.6354,82.40068,80.523865,81.61025,82.188965,82.30885,81.82065,84.03,79.65,85.95,iTransformer,DilatedRNN
+2024-03-14,83.4976,83.91718,84.52933,80.61095,83.32255,83.887245,83.59425,58.130474,83.84304,80.85098,83.512405,87.808975,84.253136,83.05762,83.78973,82.13103,81.76547,83.331924,83.487274,84.02209,85.42,80.61,87.81,iTransformer,DilatedRNN
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+2024-03-28,85.27996,86.095375,85.59466,82.754005,85.808426,86.1825,85.40533,58.130627,85.13709,82.470024,85.50067,89.736595,84.9731,85.875984,86.08735,85.607704,83.3676,82.39067,85.9822,85.39822,87.0,82.39,89.74,MLPMultivariate,DilatedRNN
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+2024-04-09,89.879524,91.77437,89.51912,86.18351,90.40328,90.4286,91.00063,58.130302,89.00824,85.8335,90.01723,94.7804,90.44383,90.51825,90.59459,89.946106,85.31319,85.720314,90.61536,90.377686,89.42,85.31,91.77,StemGNN,Informer
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+2024-04-11,90.781364,91.52815,89.64428,87.76355,90.36115,90.24052,91.03251,58.130287,89.31346,85.77722,90.18635,94.9861,92.169624,90.6358,90.206604,89.665,85.7819,88.60041,90.41652,90.468,89.74,85.78,92.17,TCN,MLP
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+2024-04-15,90.511116,91.39949,89.61545,89.53321,90.63941,90.71265,90.97253,58.130287,89.28016,85.774826,90.01686,95.047455,90.52423,90.60008,90.612755,89.721504,86.24624,86.06704,90.789215,90.437416,90.1,85.77,91.4,TCN,Informer
+2024-04-16,90.783806,90.74486,89.33275,89.311966,90.55771,90.57121,90.4037,58.130444,88.99916,85.68278,90.0203,94.78308,90.40961,90.04571,90.639404,89.69619,86.45199,86.40664,90.832016,90.089,90.02,85.68,90.83,TCN,TiDE
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+2024-04-25,87.202644,88.90096,86.901695,90.10374,87.48208,87.02125,87.61432,58.130512,86.58431,84.220024,87.40177,91.74453,87.58264,87.96882,87.78038,87.544815,87.31764,87.41412,87.7242,87.29503,87.77,84.22,90.1,TCN,iTransformer
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+2024-05-16,83.37043,83.981895,83.46296,86.75048,83.17725,83.26602,83.070175,58.13075,82.89434,81.26574,83.61349,86.83102,84.582504,83.2371,82.90911,83.72218,87.52223,85.064835,83.17218,83.33568,83.27,81.27,86.83,TCN,DilatedRNN
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+2024-05-21,83.846756,84.63142,84.202034,88.469315,83.974266,84.321724,83.42603,58.130478,83.57529,81.576515,83.780815,87.76172,83.04856,83.919365,83.89805,83.55619,87.44037,84.6426,83.72404,83.656456,82.88,81.58,87.76,TCN,DilatedRNN
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+2024-05-28,82.553444,82.14369,83.587074,85.343796,83.01783,83.56703,82.61456,58.13067,82.911804,80.656166,83.26804,86.78669,81.81732,82.521736,83.01671,82.17282,87.04125,82.417114,82.92293,81.825806,83.94,80.66,86.79,TCN,DilatedRNN
+2024-05-29,83.92211,83.23132,84.42389,86.908394,83.66653,84.16163,83.84195,58.130466,83.708595,81.109695,83.57648,87.76923,83.91737,83.2475,83.9359,84.21521,86.9103,84.522064,83.86255,82.94713,83.43,81.11,86.91,TCN,iTransformer
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+2024-06-03,80.4335,79.80973,82.097534,85.05131,81.67046,82.18641,81.086,58.13089,81.514015,80.31682,81.28414,85.13909,80.660706,81.75999,81.280334,81.38253,86.24588,80.82352,81.22248,82.63063,78.36,81.22,85.14,TiDE,DilatedRNN
+2024-06-04,77.877304,78.09771,79.67574,83.10466,79.801285,79.67683,79.10076,58.131203,79.15059,79.293564,80.25272,82.404434,77.70849,79.54784,78.66604,80.054436,85.970474,77.84507,79.2988,81.87789,77.52,79.3,83.1,TiDE,iTransformer
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+2024-06-06,78.01007,78.76632,79.91186,78.651405,79.17874,78.94971,79.369064,58.131123,79.127686,78.405426,80.3506,82.1276,77.58584,78.449524,78.80618,79.68482,85.41691,77.42686,78.9217,78.69572,79.87,77.43,82.13,MLPMultivariate,DilatedRNN
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+2024-06-10,79.92081,79.43946,80.874435,80.047905,79.96825,80.40407,79.517494,58.130936,79.89576,78.66171,80.3254,83.26482,80.27988,79.69146,79.863495,79.83549,84.85381,80.16927,79.70817,79.201706,81.63,78.66,83.26,TCN,DilatedRNN
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+2024-06-12,81.45616,80.77234,82.772255,81.706055,81.580505,82.15845,81.79154,58.13076,81.80878,79.70672,80.951805,85.49362,81.74815,81.53074,82.00947,81.69018,84.32963,82.00356,81.47824,81.29964,82.6,79.71,84.33,TCN,StemGNN
+2024-06-13,81.584755,81.71049,83.32446,82.2702,82.24536,82.17543,82.32789,58.13066,82.4136,80.16844,81.63808,86.1687,82.048035,81.59966,82.26127,82.206406,84.1893,82.12846,82.2808,82.4752,82.75,80.17,84.19,TCN,StemGNN
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+2024-06-18,84.1066,82.18824,84.6829,83.24517,83.65823,83.38511,84.20102,58.130527,83.9261,81.15783,83.456276,87.90219,83.9366,83.2678,84.2526,85.63651,83.81918,84.32584,84.11691,82.47684,85.33,81.16,85.64,TCN,TFT
+2024-06-19,85.198074,83.46372,85.53107,83.36854,84.712555,84.811935,85.0074,58.130684,84.74727,81.65993,84.383766,89.03386,85.109146,84.583916,84.90069,85.93199,83.743195,84.97533,84.56205,84.20318,85.07,81.66,85.93,TCN,TFT
+2024-06-20,85.43831,83.93752,85.28604,82.795166,84.73505,85.840515,84.710754,58.13064,84.55873,81.80355,84.63799,88.98615,85.77277,84.741005,85.068115,85.88166,83.67162,85.30823,84.59551,84.98518,85.71,81.8,85.88,TCN,TFT
+2024-06-21,85.45052,84.18198,85.82993,82.55492,85.13359,86.7351,84.69902,58.130627,85.168304,82.13579,85.04932,89.59883,85.83995,85.0993,85.18237,85.723045,83.59023,85.06041,84.726944,85.69415,84.33,82.14,86.74,TCN,TSMixerx
+2024-06-24,84.12872,82.57533,84.6743,82.463394,84.547264,85.877205,83.89701,58.130543,84.123375,81.65281,84.64904,88.52342,84.34727,84.62529,84.24789,83.53363,83.43969,84.04614,84.22514,84.323204,85.15,81.65,85.88,TCN,TSMixerx
+2024-06-25,85.59873,84.4769,85.406296,82.66106,84.99716,86.420006,85.02169,58.130627,84.88346,81.92763,85.316986,89.20872,85.73736,84.40825,85.293304,84.46992,83.35851,84.43349,85.05536,85.12739,84.22,81.93,86.42,TCN,TSMixerx
+2024-06-26,85.146774,83.707146,84.611694,82.990685,84.94117,85.47998,84.35928,58.130535,84.125595,81.50024,84.875435,88.434,85.07872,83.772606,84.50641,83.530266,83.28157,84.350296,84.83123,84.867805,84.47,81.5,85.48,TCN,TSMixerx
+2024-06-27,84.27316,83.84165,84.8483,83.07403,84.80106,85.165344,84.466484,58.130634,84.36612,81.655716,84.82823,88.62665,84.017876,84.15781,84.82868,84.08792,83.31323,84.18369,85.031746,84.15588,85.26,81.66,88.63,TCN,DilatedRNN
+2024-06-28,84.20325,83.1766,85.4958,83.463936,85.24018,85.20797,85.72819,58.130627,84.97026,81.919,85.071106,89.30397,83.769035,84.81815,85.54443,84.63481,83.36534,84.47471,85.4949,84.0554,85.0,81.92,85.73,TCN,PatchTST
+2024-07-01,84.38942,83.042305,85.25559,82.83839,84.99649,85.08428,84.92349,58.13064,84.71872,81.94589,84.82824,89.1958,84.088806,85.12804,85.47562,84.60169,83.42719,84.22854,85.22133,84.71021,86.6,81.95,89.2,TCN,DilatedRNN
+2024-07-02,85.26227,83.729065,86.56026,83.53411,85.97461,86.18031,85.81075,58.130333,85.987434,82.67663,85.695496,90.50713,84.99357,85.95359,86.53745,85.86557,83.5385,84.83906,86.16029,86.5047,86.24,82.68,86.56,TCN,LSTM
+2024-07-03,85.09438,84.31016,86.235306,83.917114,86.1256,85.78826,85.86703,58.130478,85.66313,82.691864,85.9245,90.38139,85.11845,85.58627,86.05595,85.347725,83.63796,85.11215,86.1685,86.23996,87.34,82.69,90.38,TCN,DilatedRNN
+2024-07-04,84.97582,86.63901,87.126144,84.96498,86.96998,87.44843,86.78422,58.130394,86.56166,83.32187,86.91319,91.336105,85.79566,87.07266,86.9516,85.415215,83.768135,85.92305,87.12548,87.33873,87.43,83.32,87.45,TCN,TSMixerx
+2024-07-05,86.972404,88.320206,87.18332,86.40558,87.580536,88.05786,87.781296,58.130394,86.63013,83.497894,87.821,91.51018,87.69785,87.080864,87.67906,85.501045,83.89081,87.10166,87.79861,87.428444,86.54,83.5,88.32,TCN,Informer
+2024-07-08,87.46363,86.671844,86.47364,86.72721,87.183426,87.63651,87.41662,58.13047,86.00105,83.29529,87.73111,90.90715,88.39733,86.9448,86.88903,85.02818,84.00459,87.06632,87.40704,86.53981,85.75,83.3,88.4,TCN,MLP
+2024-07-09,86.75497,86.35805,85.86633,86.20517,86.46173,86.268524,86.88972,58.130627,85.49846,83.02488,87.19787,90.19586,86.89016,86.81067,86.33312,86.42595,84.07528,86.397606,86.61607,85.74998,84.66,83.02,87.2,TCN,BiTCN
+2024-07-10,85.939514,84.35692,84.98738,85.08,85.304436,85.34798,85.83846,58.13064,84.685745,82.41825,86.09409,89.27997,85.40324,85.82635,85.21326,86.01949,84.13395,85.99832,85.409,84.66295,85.08,82.42,86.09,TCN,BiTCN
+2024-07-11,85.32305,84.95287,85.36662,84.21407,85.09955,85.40769,85.30563,58.13064,85.02738,82.40193,85.77058,89.55529,85.34364,85.91329,85.358086,86.120995,84.196625,85.35208,85.34006,85.07894,85.4,82.4,86.12,TCN,TFT
+2024-07-12,86.594444,85.58195,85.61278,83.85604,85.25998,85.43975,85.28286,58.130684,85.19797,82.35498,85.704544,89.81578,86.410965,85.6585,85.541824,85.92681,84.25656,85.56249,85.286026,85.39931,85.03,82.35,86.59,TCN,NHITS
+2024-07-15,85.25333,84.559715,85.28943,83.29235,85.01035,85.16207,84.63729,58.13064,84.85526,82.33297,85.39776,89.47339,85.42991,85.05181,84.84416,85.05519,84.28656,84.103004,85.04161,85.01659,84.85,82.33,85.43,TCN,MLP
+2024-07-16,85.581055,84.684586,85.14712,83.56766,84.83586,85.28128,85.02246,58.13063,84.72424,82.3165,85.05049,89.219055,85.40841,85.30491,85.20655,83.958725,84.31814,84.557365,85.044846,84.73729,83.73,82.32,85.58,TCN,NHITS
+2024-07-17,83.26488,83.83787,84.21524,83.48716,84.04547,84.68309,84.02541,58.130436,83.83152,81.877396,84.13316,88.193535,83.65666,84.26838,84.14342,83.310486,84.338776,83.88283,84.27682,83.96692,85.08,81.88,88.19,TCN,DilatedRNN
+2024-07-18,85.028305,85.38248,85.370834,84.05084,84.99272,84.999695,85.86391,58.13064,84.91962,82.265854,85.183495,89.2589,84.73257,85.06393,85.27163,83.88173,84.41743,85.13287,85.15438,84.9454,85.11,82.27,85.86,TCN,PatchTST
+2024-07-19,86.07371,84.99513,85.35555,84.75289,85.17261,85.068565,85.91323,58.13064,84.84445,82.21628,85.31504,89.32445,85.83706,85.199974,85.028786,83.21119,84.50582,85.87213,85.460754,85.13955,82.63,82.22,86.07,TCN,NHITS
+2024-07-22,84.2423,80.23279,83.27548,83.25009,83.51433,82.32991,82.96083,58.130756,82.84114,81.67216,83.16207,87.111145,83.72872,83.82309,82.60261,82.30919,84.52155,83.91118,83.32939,82.29305,82.4,80.23,84.52,Informer,StemGNN
+2024-07-23,83.85506,81.43357,83.17723,80.19063,82.751,81.02482,82.70275,58.130676,82.788025,81.38361,82.48365,86.67387,82.59331,83.43405,82.80075,82.25007,84.51133,82.73848,82.8987,80.619316,81.01,80.19,84.51,iTransformer,StemGNN
+2024-07-24,81.15519,79.468575,82.00581,79.36418,81.621414,79.682594,81.66762,58.130905,81.56165,80.6927,81.45128,85.36018,80.79667,82.25903,81.64601,81.72363,84.45007,81.54446,81.56163,80.02658,80.82,79.36,84.45,iTransformer,StemGNN
+2024-07-25,79.094955,80.98319,81.8961,79.27439,81.2306,79.41645,81.11574,58.130898,81.36298,80.261475,81.03996,85.005844,80.60555,81.24922,81.12979,81.7953,84.39781,81.08628,81.07085,81.11879,81.39,79.09,84.4,NHITS,StemGNN
+2024-07-26,80.561874,80.763435,82.3905,84.26733,81.63603,80.63084,81.95529,58.13074,81.76275,80.20428,81.730835,85.45216,81.57079,81.95526,81.34341,82.23079,84.38871,81.75726,81.45839,82.27315,80.28,80.2,84.39,TCN,StemGNN
+2024-07-29,80.88922,82.367035,81.39794,84.27843,81.18691,81.05879,81.208374,58.130936,80.71293,79.81662,81.53697,84.37283,80.932655,81.55997,80.66734,81.51256,84.37582,81.271126,80.96923,81.38338,79.05,80.97,84.37,TiDE,DilatedRNN
+2024-07-30,80.53855,82.78259,80.347275,84.170265,80.1187,80.81275,80.69375,58.13095,79.65842,79.32463,81.26855,82.96186,80.95456,80.92985,79.70625,80.93787,84.381966,81.20821,80.16521,81.38692,78.07,80.17,84.17,TiDE,iTransformer
+2024-07-31,78.886665,82.59933,79.50083,84.332596,78.985374,79.62567,79.15933,58.13121,78.81336,78.75885,80.64563,81.85826,79.2133,79.60657,78.74072,80.70843,84.38505,79.84809,78.96662,80.56504,80.84,78.74,84.33,NLinear,iTransformer
+2024-08-01,80.059456,82.35948,82.01684,85.04239,80.49565,81.19669,81.08901,58.130867,81.12895,79.35926,81.15933,84.433334,79.78508,80.40431,81.167534,81.86407,84.41242,80.52686,80.82931,79.96703,79.52,79.36,84.43,TCN,DilatedRNN
+2024-08-02,79.33616,82.12691,80.74082,85.23101,80.145065,80.16144,80.00544,58.131035,79.844055,78.94162,80.90093,83.31812,79.979614,79.86409,79.59072,81.14614,84.4085,80.37401,80.1408,78.9965,76.81,79.0,84.41,DeepNPTS,StemGNN
+2024-08-05,77.19432,79.332855,78.190384,84.70627,77.982056,78.10848,77.42819,58.13119,77.546844,78.33023,78.83582,80.442566,77.72356,78.72896,76.865555,79.72288,84.389534,77.08345,77.570206,80.138626,76.3,77.57,84.39,TiDE,StemGNN
+2024-08-06,75.821526,78.35598,77.82909,84.631744,76.909164,77.737816,76.735886,58.131256,77.196785,77.77751,77.83023,79.72291,77.26544,78.06067,77.07749,79.0725,84.3322,76.223366,76.795525,79.74943,76.48,75.82,84.33,NHITS,StemGNN
+2024-08-07,76.29461,79.28592,78.056335,84.37461,76.81524,76.97122,76.49925,58.13103,77.287544,77.37215,77.20617,79.94322,77.01949,76.646484,76.84837,78.72849,84.262024,75.449036,76.716125,77.614265,78.33,75.45,84.26,MLPMultivariate,StemGNN
+2024-08-08,77.69932,79.11149,79.87966,84.727066,78.183174,78.1521,77.95238,58.131107,78.78299,77.643616,77.76799,81.67849,77.63575,77.44099,78.21056,79.19943,84.18799,75.794174,78.14806,77.503296,79.16,75.79,84.19,MLPMultivariate,StemGNN
+2024-08-09,77.74248,78.61947,80.53791,84.54266,79.22547,79.313515,78.502014,58.13085,79.38818,77.98833,78.7466,82.568855,77.15433,79.069725,78.28205,79.140656,84.1193,75.968765,78.94546,77.95649,79.66,75.97,84.12,MLPMultivariate,StemGNN
+2024-08-12,78.47079,78.49584,80.93252,85.06,79.79376,80.09882,79.42454,58.13092,79.7808,78.39277,79.57305,83.05667,78.18069,79.997536,79.61264,79.246284,84.06028,77.954445,79.73092,79.03485,82.3,77.95,84.06,MLPMultivariate,StemGNN
+2024-08-13,81.87289,80.255486,83.1507,85.9407,81.59356,82.0692,82.25262,58.130585,82.04763,79.52981,81.18901,85.49097,80.48247,81.39304,82.393265,82.33006,84.01004,83.39679,81.7544,83.1,80.69,79.53,85.49,TCN,DilatedRNN
+2024-08-14,80.75805,80.04506,81.683655,85.89581,81.080986,80.88227,80.661606,58.130905,80.636856,79.2367,80.59258,84.26315,80.33494,80.39149,81.11283,80.43738,83.89272,83.77039,81.0172,81.24336,79.76,79.24,84.26,TCN,DilatedRNN
+2024-08-15,79.70531,80.445915,80.946915,85.14729,80.22299,80.23187,79.823784,58.131023,80.01859,79.05372,79.943695,83.31919,79.933365,79.81193,80.15211,79.36908,83.76505,82.44699,79.990746,78.05906,81.04,78.06,83.77,DeepNPTS,StemGNN
+2024-08-16,81.20152,81.33877,82.11203,86.07778,80.920166,80.913086,81.17738,58.13089,81.20873,79.30335,80.640335,84.576584,80.31521,80.91891,80.53846,80.92526,83.63941,82.747444,80.743706,81.482285,79.68,79.3,84.58,TCN,DilatedRNN
+2024-08-19,79.998505,80.322,80.87239,86.01938,80.26045,80.53758,80.14982,58.131035,79.99093,78.88628,80.01974,83.47417,80.31725,80.11953,79.8564,79.33815,83.52971,83.5157,80.00434,81.027115,77.66,80.0,83.53,NHITS,StemGNN
+2024-08-20,78.82713,80.343124,79.050804,83.58352,78.69398,78.99431,78.87747,58.131233,78.31988,78.17549,78.957085,81.31323,79.787056,78.587814,78.03767,77.87458,83.361626,84.53398,78.36678,79.064125,77.2,78.37,83.58,TiDE,iTransformer
+2024-08-21,78.27065,79.63091,78.713425,82.96779,77.938705,78.43857,77.94555,58.131145,77.98468,77.703995,78.17783,80.73899,79.8476,77.287384,77.77485,77.475555,83.21294,85.36522,77.53236,79.54593,76.05,77.7,83.21,TCN,StemGNN
+2024-08-22,77.62382,77.05024,77.54622,82.69421,77.00135,77.45245,76.261215,58.131268,76.93095,77.03744,77.33727,79.572914,77.28502,76.68228,76.68687,76.72119,83.03904,85.04163,76.70775,77.91264,77.22,76.26,83.04,PatchTST,StemGNN
+2024-08-23,77.49695,79.240654,78.8282,83.21467,77.40933,78.551445,76.936195,58.131145,77.88684,76.97948,77.72105,80.617584,77.22943,77.524284,77.07574,77.34681,82.84909,84.23437,77.20189,77.32921,78.15,76.94,83.21,PatchTST,iTransformer
+2024-08-26,78.327896,78.58756,79.6734,82.93734,78.391075,78.919785,77.493965,58.13112,78.59049,77.24908,78.22607,81.55069,77.73883,77.875435,78.1548,77.951485,82.678566,84.780815,77.83005,76.47733,80.36,76.48,82.94,DeepNPTS,iTransformer
+2024-08-27,79.67498,81.123245,81.59436,82.96636,80.18035,80.68992,80.20682,58.130886,80.39935,78.0918,79.70348,83.611084,79.65813,79.11456,80.39803,80.58764,82.491615,86.035545,80.45781,79.96529,78.66,78.09,83.61,TCN,DilatedRNN
+2024-08-28,78.41493,79.51263,79.962555,82.4456,79.41337,80.18536,79.05287,58.131123,78.88591,77.921036,79.3603,82.0724,78.4396,77.93721,78.932556,78.363174,82.27991,83.70201,79.43592,79.07785,77.58,79.08,82.45,DeepNPTS,iTransformer
+2024-08-29,78.39631,78.40763,79.01521,80.86459,78.24253,78.60678,77.96269,58.13115,78.08722,77.77298,78.27725,80.875015,77.731895,78.450035,78.18587,77.389145,82.00084,82.812454,78.250015,79.23197,78.82,77.39,82.0,TFT,StemGNN
+2024-08-30,78.95293,78.7264,80.25874,81.303825,78.70471,79.2255,79.17356,58.13106,79.2193,77.914375,78.38672,82.13328,79.422035,78.803764,79.602776,78.58629,81.732635,84.96514,78.94998,79.654564,76.93,78.95,82.13,NHITS,DilatedRNN
+2024-09-02,76.82001,77.153946,78.362885,79.07936,77.64042,77.55407,77.22033,58.1312,77.53278,77.273735,77.07029,80.47603,77.90111,76.76533,77.097305,76.9895,81.46208,80.98233,77.15903,77.78066,77.52,76.77,80.98,DLinear,MLPMultivariate
+2024-09-03,78.44539,77.62197,79.06757,81.5432,77.683815,77.93207,78.01537,58.131134,78.08794,77.28648,76.96822,80.86578,78.94725,78.088196,76.80428,77.36878,81.22663,81.65993,77.285614,77.733055,73.75,77.29,81.54,TCN,iTransformer
+2024-09-04,75.28876,73.726944,74.8972,79.3814,75.21756,75.6222,74.121216,58.131462,74.64088,76.252075,75.204956,77.13323,74.97685,75.49876,74.32985,75.35936,80.983536,80.37106,74.6795,77.49121,72.7,74.68,80.37,TiDE,MLPMultivariate
+2024-09-05,72.82602,73.335,73.980446,78.792015,73.52928,74.441574,72.69656,58.131546,73.70308,75.32645,74.35411,75.51348,74.154564,74.39746,73.38884,74.77583,80.70745,79.04362,73.57441,77.767555,72.69,73.7,79.04,GRU,MLPMultivariate
+2024-09-06,72.39417,73.58906,74.06435,77.27124,73.28314,72.31069,72.96729,58.13153,73.63409,74.72602,74.20188,75.50646,72.80458,73.56363,73.13775,75.05114,80.40691,78.94154,72.95419,74.49565,71.06,73.63,78.94,GRU,MLPMultivariate
+2024-09-09,71.078865,72.12385,72.17067,74.70549,72.071655,70.85438,71.72907,58.131714,71.94295,73.84773,73.40117,73.565865,71.87874,71.81632,71.4571,74.351105,80.10068,77.38455,71.60683,72.865814,71.84,70.85,77.38,TSMixerx,MLPMultivariate
+2024-09-10,73.011055,72.67521,73.20468,75.11347,72.294525,71.71831,72.13374,58.131493,72.620926,73.66158,74.28312,74.18726,73.30021,72.541145,72.03817,73.89551,79.793045,78.536606,72.075455,73.10838,69.19,72.68,78.54,Informer,MLPMultivariate
+2024-09-11,68.98071,69.03197,69.98585,73.16879,70.55366,70.97099,70.361534,58.13174,69.71258,72.9497,73.371605,70.956154,69.35553,70.497345,69.901764,71.45362,79.50369,75.13397,70.10231,71.53429,70.61,68.98,75.13,NHITS,MLPMultivariate
+2024-09-12,68.93178,66.90512,71.92611,73.61033,70.614555,72.130806,70.79259,58.131668,71.210815,72.99012,72.74533,72.378654,70.51539,70.88664,71.06374,72.04934,79.152916,75.36123,70.99136,72.19469,71.97,66.91,75.36,Informer,MLPMultivariate
+2024-09-13,71.76573,69.09798,73.40752,73.949425,71.59427,72.89797,72.02978,58.131413,72.5764,73.25214,72.303635,74.18879,72.17527,71.26987,72.18209,73.05434,78.80177,75.84107,71.71753,70.77021,71.61,69.1,75.84,Informer,MLPMultivariate
+2024-09-16,71.81111,66.97594,72.881226,74.146286,71.63751,73.04993,71.09166,58.13173,72.1509,73.19849,71.70109,73.83482,73.803505,70.67617,71.4654,73.17236,78.53678,73.949844,71.529175,70.88259,72.75,66.98,74.15,Informer,iTransformer
+2024-09-17,72.30813,69.29628,74.22786,74.25965,72.62945,73.555244,72.37102,58.13148,73.23899,73.63157,71.61224,75.07426,72.896164,72.56774,72.45906,74.0851,78.288185,73.81676,72.28816,73.63145,73.7,69.3,75.07,Informer,DilatedRNN
+2024-09-18,72.369415,70.84995,75.2286,73.75568,73.34226,73.8956,74.02106,58.13143,74.1319,73.96538,72.07208,76.37878,73.2247,73.57829,73.206154,74.42557,78.100006,75.573784,73.08295,71.815025,73.65,70.85,76.38,Informer,DilatedRNN
+2024-09-19,73.8571,72.68759,75.094345,74.78552,73.70855,74.36435,73.760025,58.131424,74.08257,74.104515,72.1443,76.35305,75.52398,73.50241,73.666084,73.64872,77.91433,77.15961,73.41967,74.29922,74.88,72.14,77.16,BiTCN,MLPMultivariate
+2024-09-20,74.28512,73.76455,76.49951,75.12788,74.68559,74.89873,74.59117,58.13128,75.293,74.62331,73.77029,77.65227,74.3963,74.06626,74.559654,74.784615,77.72853,77.987946,74.78855,75.239586,74.49,73.76,77.73,Informer,StemGNN
+2024-09-23,72.93427,71.40363,75.97722,74.740074,74.78404,75.37334,74.34195,58.131283,74.93128,74.593506,73.97067,77.47574,73.80389,74.66083,74.30244,74.69415,77.57158,77.04752,74.54058,73.45457,73.21,71.4,77.48,Informer,DilatedRNN
+2024-09-24,72.283745,72.60479,74.51901,74.09504,74.006,75.30583,73.18823,58.131615,73.776985,74.178375,73.60444,75.979,72.48996,74.369415,73.43396,73.85796,77.42947,75.49549,73.607704,73.29084,74.47,72.28,75.98,NHITS,DilatedRNN
+2024-09-25,74.276115,73.12723,76.073135,74.427475,74.290405,75.66635,74.6295,58.131283,75.03263,74.36681,74.48888,77.335106,74.32977,74.26005,74.697395,75.34066,77.33953,75.54079,74.24265,74.860306,72.9,74.37,77.34,TCN,DilatedRNN
+2024-09-26,73.58573,72.57507,74.16612,73.362816,73.57389,74.34201,72.65676,58.13154,73.53594,73.849144,73.61356,75.72296,73.21244,72.89348,73.66916,73.07347,77.126305,74.96425,73.00783,73.97402,71.09,73.54,75.72,GRU,DilatedRNN
+2024-09-27,73.058266,73.39451,72.17333,72.25344,72.037415,72.58939,71.93033,58.131794,71.783134,73.021126,72.82527,73.27953,73.05162,71.924614,71.503555,71.14542,76.92879,76.185295,71.977615,74.456825,71.54,71.15,76.19,TFT,MLPMultivariate
+2024-09-30,73.480576,72.99064,72.84529,72.61941,71.94306,72.60505,71.37511,58.131577,72.264915,72.84924,72.48182,73.727486,72.942345,71.624794,71.73413,71.4607,76.81772,77.63371,71.5593,74.19727,71.7,71.38,76.82,PatchTST,StemGNN
+2024-10-01,72.31017,72.76916,73.01127,73.157196,71.99989,72.18063,71.52827,58.13178,72.38895,72.77799,72.436714,74.02182,72.23198,72.10869,71.876816,71.5319,76.72104,75.9996,71.928856,72.79946,73.56,71.53,76.0,PatchTST,MLPMultivariate
+2024-10-02,74.68659,72.37803,75.15405,73.881744,73.39693,73.89134,73.438,58.131424,74.09825,73.36165,73.2438,76.1693,74.18542,71.94844,73.60758,73.55906,76.65171,77.141335,73.37822,72.66845,73.9,71.95,76.65,DLinear,StemGNN
+2024-10-03,73.42351,73.59777,75.40411,73.74154,74.08853,73.94198,73.68895,58.131424,74.363716,73.7428,73.63439,76.59247,73.345184,72.47225,73.73402,74.08901,76.53381,75.64073,73.80476,73.03642,77.62,72.47,74.09,DLinear,TSMixer
+2024-10-04,76.19842,76.150246,79.33415,76.19743,76.582115,77.092125,77.58907,58.13104,77.733635,75.52276,76.162445,80.28173,75.86634,76.36301,77.138985,74.93283,76.483986,78.65568,77.23048,76.00341,78.05,74.93,79.33,TFT,LSTM
+2024-10-07,76.86609,76.3977,79.54736,76.317245,77.7327,78.311295,77.77901,58.131218,78.06318,76.1207,77.31199,80.9842,77.40538,76.34782,78.13348,76.2425,76.429756,77.923485,77.829216,76.72263,80.93,76.12,80.98,TCN,DilatedRNN
+2024-10-08,78.96764,77.61481,82.06874,78.252426,79.797844,81.05928,79.66761,58.13089,80.58767,77.81717,78.95278,83.759926,79.91007,79.724434,80.54004,76.90886,76.37382,79.74723,80.39514,78.498535,77.18,76.37,82.07,StemGNN,LSTM
+2024-10-09,76.71376,76.66863,78.46358,76.334816,78.14529,78.31022,76.885895,58.131203,77.39012,77.15399,77.421265,80.54268,76.745415,77.70953,77.48877,76.47261,76.25271,77.647415,77.742645,77.08684,76.58,76.25,78.46,StemGNN,LSTM
+2024-10-10,74.70587,75.872406,78.08794,75.63087,76.95294,77.53936,76.65115,58.13111,77.17042,76.72358,76.60198,79.77798,76.40488,76.52184,76.856766,76.5188,76.147865,77.28624,76.88289,76.2991,79.4,74.71,79.78,NHITS,DilatedRNN
+2024-10-11,78.10273,78.020584,80.82729,76.64003,78.726555,80.41785,79.593155,58.13095,79.651665,77.487785,79.02439,82.62762,78.75941,79.19574,79.45157,78.02103,76.08413,79.10936,78.99722,79.3774,79.04,76.08,80.83,StemGNN,LSTM
+2024-10-14,79.30919,78.44864,80.37919,77.331474,79.12052,80.61309,79.91498,58.13095,79.24813,77.21893,79.24232,82.589226,80.09269,78.33989,79.15755,78.14945,76.060585,79.249115,79.22549,79.0382,77.46,76.06,80.61,StemGNN,TSMixerx
+2024-10-15,79.0635,78.44614,78.87913,76.57848,77.99472,79.683266,77.898224,58.13115,77.9132,76.953766,78.158775,80.930336,78.435814,78.174805,77.41119,77.16648,76.0542,78.76933,78.07691,77.44052,74.25,77.44,79.68,DeepNPTS,TSMixerx
+2024-10-16,76.896286,76.20426,75.48776,74.08289,75.49728,75.62535,74.245155,58.131256,75.146835,75.85985,74.328674,77.55726,74.45038,76.55255,74.974396,74.93521,75.97464,76.41969,74.957184,74.395996,74.22,74.08,76.9,iTransformer,NHITS
+2024-10-17,75.88072,75.19715,75.70891,74.009865,74.41348,75.84872,74.99284,58.131294,75.184135,75.21504,73.8303,77.35387,75.28879,74.889755,75.46216,75.62407,75.92797,76.8442,74.81939,75.076004,74.45,73.83,76.84,BiTCN,MLPMultivariate
+2024-10-18,74.78055,74.607376,75.993095,73.79919,74.53945,74.620514,73.97604,58.131283,75.32703,74.88961,73.78601,77.61804,74.017334,74.36559,74.70205,75.78811,75.85147,75.81728,74.45052,75.26783,73.06,74.61,75.99,Informer,LSTM
+2024-10-21,72.49178,73.03117,74.36351,73.45685,73.736984,72.76725,72.758545,58.131565,73.88901,74.319466,73.25388,75.99308,71.82484,73.150826,72.94002,73.13478,75.71267,74.1755,73.57943,74.08733,74.29,71.82,75.71,MLP,StemGNN
+2024-10-22,74.14729,73.567505,75.88638,73.65292,74.34216,74.25225,74.56886,58.13128,75.011505,74.707054,74.21717,77.13452,74.48584,73.895836,74.010864,74.77012,75.51399,74.87544,74.5336,72.37269,76.04,72.37,77.13,DeepNPTS,DilatedRNN
+2024-10-23,75.879944,75.882835,77.71848,74.66383,75.59335,75.30242,77.21642,58.13124,76.5603,75.32401,75.87949,79.006836,76.48386,75.48459,76.09269,74.52244,75.426414,76.52686,76.30082,73.643074,74.96,73.64,77.72,DeepNPTS,LSTM
+2024-10-24,74.96326,75.252266,76.421875,74.622604,74.97808,74.94083,76.085014,58.131294,75.499306,75.34067,75.14302,77.9708,75.60254,74.73968,76.02504,73.72335,75.34656,76.01432,75.39172,74.674644,74.03,73.72,76.42,TFT,LSTM
+2024-10-25,75.13378,75.93958,75.422226,74.554115,74.32361,73.33803,74.031265,58.131424,74.64594,75.04321,73.8279,76.83828,73.34936,74.22773,74.212395,75.431526,75.19615,75.26386,74.21965,73.04195,75.63,73.04,75.94,DeepNPTS,Informer
+2024-10-28,71.61941,77.71014,77.28034,75.05423,75.060234,74.76854,75.24275,58.131245,76.19873,75.401505,75.54165,78.613525,74.30213,75.61078,75.36105,75.32884,75.15544,75.544266,75.052925,75.579094,71.0,75.06,77.71,TSMixer,Informer
+2024-10-29,71.49568,72.2113,71.81994,72.51998,72.63077,71.87057,72.268906,58.13181,71.70829,74.0572,72.44918,73.53824,73.04137,73.55331,71.150345,72.22054,74.99155,74.0458,71.91416,74.39508,70.73,71.91,74.4,TiDE,DeepNPTS
+2024-10-30,72.68556,70.98784,71.8998,70.13121,71.649506,71.63275,72.57027,58.131615,71.51636,73.37277,72.15794,72.71945,73.33156,72.76286,70.97643,72.350296,74.93402,74.029755,71.81433,73.30614,72.16,70.13,74.03,iTransformer,MLPMultivariate
+2024-10-31,71.184,73.435455,73.60111,70.2721,72.536476,72.949135,72.818375,58.13152,72.9194,73.341095,72.46186,74.67369,72.588486,72.522705,72.749725,73.48883,74.9233,73.84514,72.354485,73.45979,72.81,70.27,74.67,iTransformer,DilatedRNN
+2024-11-01,73.54439,72.86828,74.273735,71.74443,73.10074,73.61868,72.86615,58.131485,73.46135,73.38037,73.02572,75.52844,74.442116,72.56682,72.93686,73.77977,74.925804,73.8426,73.61214,74.47185,73.1,71.74,74.93,iTransformer,StemGNN
+2024-11-04,74.21736,74.52342,74.54616,71.74,73.13952,72.76613,72.695305,58.131477,73.66014,73.5107,73.18138,75.77277,74.519615,73.6687,73.40346,73.67097,74.96384,74.09359,73.27591,75.278496,75.08,71.74,75.28,iTransformer,DeepNPTS
+2024-11-05,75.5452,74.98716,76.75604,72.82445,74.29724,74.46871,74.39073,58.131233,75.519,74.379135,74.14698,77.91887,74.8066,76.00238,75.232254,75.57422,75.03772,74.852325,74.43273,74.61446,75.53,72.82,76.76,iTransformer,LSTM
+2024-11-06,76.132416,77.01231,77.11174,73.77983,74.95935,75.08861,76.20402,58.131264,75.91201,74.79068,75.040634,78.50301,76.538605,75.45928,76.06501,74.50003,75.156265,76.3026,75.38746,75.78351,74.92,73.78,77.11,iTransformer,LSTM
+2024-11-07,75.90365,75.75767,76.40641,73.97069,74.71216,73.48592,75.561554,58.131294,75.358086,74.91547,74.68312,77.78532,76.369125,73.87446,74.285126,74.52545,75.239815,76.68142,74.59685,74.43804,75.63,73.49,76.68,TSMixerx,MLPMultivariate
+2024-11-08,75.251366,76.69795,77.22067,74.68256,75.0842,75.73301,75.400505,58.131245,76.10002,75.32686,75.18985,78.53109,76.9656,75.76227,75.07051,73.75304,75.32237,77.581985,75.47784,74.91502,73.87,73.75,77.58,TFT,MLPMultivariate
+2024-11-11,74.34554,73.31869,75.185905,74.83743,74.68758,73.73829,73.28912,58.13143,74.4508,74.87364,73.94279,76.8407,74.35699,73.69231,74.19539,74.21815,75.36411,76.12443,74.46983,74.220795,71.83,74.22,76.12,TFT,MLPMultivariate
+2024-11-12,73.28385,72.56378,72.94649,72.89249,72.77889,71.76154,72.50635,58.131527,72.58864,73.973694,72.25683,74.21426,74.061066,72.81634,72.05255,72.78596,75.348694,74.497856,72.75358,73.621826,71.89,71.76,74.5,TSMixerx,MLPMultivariate
+2024-11-13,73.515396,73.03631,73.086296,72.87497,72.60938,70.6737,72.07546,58.711388,73.056595,73.842255,72.24988,74.61593,73.97145,72.76352,72.37929,73.73117,75.24846,74.59674,72.11239,73.55522,72.28,70.67,74.62,TSMixerx,DilatedRNN
+2024-11-14,74.272606,71.938385,73.029465,73.15095,72.56394,71.52746,74.23775,57.48149,72.958206,74.11793,72.00375,74.74249,74.5317,72.10445,71.06856,74.32799,75.9503,75.15927,71.86983,74.05412,72.56,71.07,75.16,NLinear,MLPMultivariate
+2024-11-15,74.09244,71.94939,73.232475,72.986755,72.741974,71.24504,74.28891,60.04069,73.0567,73.94934,71.81906,74.906845,74.61974,72.995056,71.94401,74.63564,75.5706,74.285934,71.75047,74.20632,71.04,72.99,74.91,iTransformer,DilatedRNN
+2024-11-18,71.692795,71.973656,73.239456,73.30426,72.73721,71.28698,72.42745,58.084698,73.38571,73.915405,71.680954,74.804115,71.75103,72.76633,73.58411,74.805504,75.57519,73.32468,71.79301,75.22403,73.3,71.29,75.22,TSMixerx,DeepNPTS
--- a/yuanyoudataset/中国BOPP周度产成品库存天数（T）与价格散点图.png
+++ b/yuanyoudataset/中国BOPP周度产成品库存天数（T）与价格散点图.png
--- a/yuanyoudataset/中国BOPP成品库存量与价格散点图.png
+++ b/yuanyoudataset/中国BOPP成品库存量与价格散点图.png
--- a/yuanyoudataset/中国BOPP订单天数-4WMA与价格散点图.png
+++ b/yuanyoudataset/中国BOPP订单天数-4WMA与价格散点图.png
--- a/yuanyoudataset/中国CPP成品库存天数与价格散点图.png
+++ b/yuanyoudataset/中国CPP成品库存天数与价格散点图.png
--- a/yuanyoudataset/中国CPP订单天数与价格散点图.png
+++ b/yuanyoudataset/中国CPP订单天数与价格散点图.png
--- a/yuanyoudataset/中国PP无纺布原料库存天数与价格散点图.png
+++ b/yuanyoudataset/中国PP无纺布原料库存天数与价格散点图.png
--- a/yuanyoudataset/中国PP无纺布原料库存量与价格散点图.png
+++ b/yuanyoudataset/中国PP无纺布原料库存量与价格散点图.png
--- a/yuanyoudataset/中国PP无纺布成品库存天数与价格散点图.png
+++ b/yuanyoudataset/中国PP无纺布成品库存天数与价格散点图.png
--- a/yuanyoudataset/中国再生PP样本企业周度库存与价格散点图.png
+++ b/yuanyoudataset/中国再生PP样本企业周度库存与价格散点图.png
--- a/yuanyoudataset/中国：华东地区：市场平均价：BOPP厚光膜与价格散点图.png
+++ b/yuanyoudataset/中国：华东地区：市场平均价：BOPP厚光膜与价格散点图.png
--- a/yuanyoudataset/价格类指标相关性直方分布图.png
+++ b/yuanyoudataset/价格类指标相关性直方分布图.png
--- a/yuanyoudataset/低熔共聚-拉丝价差（华南）与价格散点图.png
+++ b/yuanyoudataset/低熔共聚-拉丝价差（华南）与价格散点图.png
--- a/yuanyoudataset/南华工业品指数与价格散点图.png
+++ b/yuanyoudataset/南华工业品指数与价格散点图.png
--- a/yuanyoudataset/历史价格-预测值.png
+++ b/yuanyoudataset/历史价格-预测值.png
--- a/yuanyoudataset/原油指标数据.xlsx
+++ b/yuanyoudataset/原油指标数据.xlsx
--- a/yuanyoudataset/在岸人民币汇率与价格散点图.png
+++ b/yuanyoudataset/在岸人民币汇率与价格散点图.png
--- a/yuanyoudataset/塑编原材料库存与价格散点图.png
+++ b/yuanyoudataset/塑编原材料库存与价格散点图.png
--- a/yuanyoudataset/外采丙烯制聚丙烯利润（山东）与价格散点图.png
+++ b/yuanyoudataset/外采丙烯制聚丙烯利润（山东）与价格散点图.png
--- a/yuanyoudataset/山东丙烯主流价与价格散点图.png
+++ b/yuanyoudataset/山东丙烯主流价与价格散点图.png
--- a/yuanyoudataset/布伦特-PP价差（盘面）与价格散点图.png
+++ b/yuanyoudataset/布伦特-PP价差（盘面）与价格散点图.png
--- a/yuanyoudataset/指标数据.csv
+++ b/yuanyoudataset/指标数据.csv
--- a/yuanyoudataset/指标数据偏自相关图.png
+++ b/yuanyoudataset/指标数据偏自相关图.png
--- a/yuanyoudataset/指标数据添加时间特征.csv
+++ b/yuanyoudataset/指标数据添加时间特征.csv
--- a/yuanyoudataset/指标数据自相关图.png
+++ b/yuanyoudataset/指标数据自相关图.png
--- a/yuanyoudataset/未填充的特征数据.csv
+++ b/yuanyoudataset/未填充的特征数据.csv
--- a/yuanyoudataset/模型评估.png
+++ b/yuanyoudataset/模型评估.png
--- a/yuanyoudataset/特征处理后的指标名称及分类.csv
+++ b/yuanyoudataset/特征处理后的指标名称及分类.csv
@ -1,313 +1,362 @@
-指标分类,指标名称,指标id,频度
-价格,PP主力收盘价拟合残差/丙烷 CP M1,C2407040955224199,日度
-价格,华南聚丙烯基差（折盘面收盘价）,C2404186067,日度
-价格,华北聚丙烯基差（折盘面收盘价）,C2404184000,日度
-价格,华东聚丙烯基差（折盘面收盘价）,C2404180571,日度
-价格,煤制聚丙烯利润,C2404102610,日度
-价格,PP粉料（山东）/拼接,C2403276531,日度
-价格,BOPP：成本：中国（日）,ID01232825,日度
-价格,PP无纺布生产成本（日）,ID01367478,日度
-价格,CPP薄膜成本（日）,ID01367441,日度
-价格,PE注塑开工率/周,RE00009881,周度
-价格,PET瓶片：利润：中国（日）7DMA,C2301208278,周度
-价格,PP：看跌比例：中国（周）,ID01367877,周度
-价格,PP：看平比例：中国（周）,ID01367894,周度
-价格,PP：看升比例：中国（周）,ID01367871,周度
-价格,PP看空情绪指数环差,C2305182533,周度
-价格,PP多空情绪强弱指数,C2305195181,周度
-价格,再生PP市场价/山东（日）,ID01460426,日度
-价格,印度粉矿：57%Fe：品牌价格：青岛港,C2307206639,日度
-价格,美国-中国PS（GPPS）价差,C2112016712,日度
-价格,塑编产成品库存,ID01230702,周度
-价格,塑编订单天数,ID01280095,周度
-价格,塑编产成品库存天数,RE00009884,周度
-价格,塑编原材料库存天数,ID01230703,周度
-价格,塑编整体开工率,ID01230748,周度
-价格,PP管材开工率,RE00009876,周度
-价格,PP无纺布开工率,RE00009875,周度
-价格,BOPP开工率,ID01230734,周度
-价格,中国PP无纺布原料库存天数,ID01367472,周度
-价格,中国PP无纺布原料库存量,ID01367467,周度
-价格,中国PP无纺布成品库存天数,ID01367466,周度
-价格,PP拉丝国内现货价格,s5470409,日度
-价格,PP主力收盘价,S0203118,日度
-价格,PP粉料（山东）,Q6554151,日度
-价格,PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）,ID00164407,日度
-价格,PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日）,ID00164419,日度
-价格,PP：低熔共聚：K8003：自提价：广州：宝丰能源（日）,ID00162611,日度
-价格,PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日）,ID00162667,日度
-价格,PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日）,ID01385945,日度
-价格,PP：拉丝：1102K：市场价：青州：国家能源宁煤（日）,ID01385938,日度
-价格,PP：透明：M26ET：出厂价：华东地区：镇海炼化（日）,ID00155667,日度
-价格,PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日）,ID01384399,日度
-价格,现货价(中间价):均聚聚丙烯(PP-H):CFR远东,S5400540,日度
-价格,现货价(中间价):聚丙烯PP(纤维/注塑):CFR东南亚,S5431485,日度
-价格,现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧,S5431506,日度
-价格,现货价(中间价):均聚聚丙烯(PP-H):FOB中东,S5400541,日度
-价格,现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦,S5431512,日度
-价格,PP主力盘中,W001001,日度
-价格,PP神华竞拍（华东）,W001002,日度
-价格,PP神华竞拍（临沂）,W001003,日度
-价格,PP神华竞拍（西安）,W001004,日度
-价格,DCE：工业产品：期货价格综合指数收盘价（日）,FU00044736,日度
-价格,DCE：化工产品：期货价格指数收盘价（日）,FU00044752,日度
-价格,DCE：塑料：期货价格指数收盘价（日）,FU00044754,日度
-价格,PP.DCE收盘价,wsdPP.DCEclose,日度
-价格,西北欧：现货价：FOB低密度聚乙烯,S5431572,日度
-价格,中国BOPP原料库存天数,ID01367117,周度
-价格,中国BOPP成品库存天数,ID01367129,周度
-价格,中国BOPP成品库存量,ID01230738,周度
-价格,中国BOPP订单天数,ID01232785,周度
-价格,中国PP下游平均开工率,ID01214606,周度
-价格,PP无纺布：厂内库存：中国（周）,ID01367476,周度
-价格,PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日）,ID01685495,日度
-价格,PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日）,ID01590204,日度
-价格,PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日）,ID01386176,日度
-价格,PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日）,ID01680514,日度
-价格,PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日）,ID01680549,日度
-价格,PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日）,ID01238593,日度
-价格,PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日）,ID01386516,日度
-价格,PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日）,ID01385949,日度
-价格,PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日）,ID01238038,日度
-价格,PP：低熔共聚：市场价：华南地区（日）,ID01649134,日度
-价格,PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日）,ID01238700,日度
-价格,PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日）,ID01299208,日度
-价格,PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日）,ID01299259,日度
-价格,PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日）,ID00156262,日度
-价格,PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日）,ID01299244,日度
-价格,PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日）,ID01238627,日度
-价格,PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日）,ID00155571,日度
-价格,PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日）,ID01467552,日度
-价格,PP：高熔共聚：EP548R：市场价：临沂：万华化学（日）,ID01386112,日度
-价格,PP：高熔共聚：M30RH：市场价：合肥：中安联合（日）,ID01386702,日度
-价格,PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日）,ID00160283,日度
-价格,PP：高熔共聚：EP548R：市场价：广州：中科炼化（日）,ID01386113,日度
-价格,PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日）,ID01384724,日度
-价格,PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日）,ID01238232,日度
-价格,PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日）,ID01238565,日度
-价格,PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日）,ID01384746,日度
-价格,PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日）,ID01386360,日度
-价格,PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日）,ID01384571,日度
-价格,PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日）,ID01299254,日度
-价格,PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日）,ID01299245,日度
-价格,PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日）,ID00155786,日度
-价格,PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日）,ID01238685,日度
-价格,PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日）,ID01384755,日度
-价格,PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日）,ID01384667,日度
-价格,PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日）,ID01384590,日度
-价格,PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日）,ID01469648,日度
-价格,热水管：PA14D：市场价：青州：大庆炼化（日）,ID01386785,日度
-价格,CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日）,ID00160867,日度
-价格,PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日）,ID01238642,日度
-价格,PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日）,ID01532524,日度
-价格,PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日）,ID01238703,日度
-价格,热水管：YPR-503：出厂价：华东地区：扬子石化（日）,ID00156266,日度
-价格,热水管：PA14D：出厂价：华东地区：大庆炼化（日）,ID00155699,日度
-价格,CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日）,ID01384573,日度
-价格,CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日）,ID01591480,日度
-价格,PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日）,ID00155459,日度
-价格,PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日）,ID01238663,日度
-价格,PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日）,ID00161947,日度
-价格,热水管：T4401：出厂价：华南地区：茂名石化（日）,ID00156182,日度
-价格,热水管：PPR-4220：出厂价：华南地区：广州石化（日）,ID00155846,日度
-价格,PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）,ID01299222,日度
-价格,PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日）,ID01384712,日度
-价格,PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日）,ID01299258,日度
-价格,PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日）,ID01532519,日度
-价格,PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日）,ID01299265,日度
-价格,PP：BOPP：L5D98：出厂价：华南地区：广东石化（日）,ID01546654,日度
-价格,PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日）,ID00398768,日度
-价格,CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日）,ID01238651,日度
-价格,CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日）,ID01238630,日度
-价格,PP无纺布：生产毛利：中国（周）,ID01528934,周度
-价格,BOPP：12μ光膜：出厂价：华北地区：凯达包装（日）,ID01469871,日度
-价格,BOPP：18μ光膜：市场低端价：青岛（日）,ID01546607,日度
-价格,BOPP：厚光膜：出厂价：华北地区：山东永冠（日）,ID01469862,日度
-价格,BOPP：生产毛利：中国（日）,ID01367102,日度
-价格,塑编：透明：30cm*45cm：市场价：山东（日）,ID01550078,日度
-价差,PP加权利润,C2407051345124420,日度
-价差,PDH制PP利润（山东）,C2407041108052855,日度
-价差,华东拉丝-CP,C2407041055558688,日度
-价差,山东拉丝-CP,C2407041054554577,日度
-价差,山东拉丝-丙烯价差,C2406208835,日度
-价差,PP-3*MA主力,C2406177911,日度
-价差,PP-SC价差（7吨桶比）,C2406114315,日度
-价差,京博-滨化价差（不含税/1.13/580）,C2406031373,日度
-价差,滨化PDH利润（1.169/含税）,C2405285381,日度
-价差,滨化丙烯-京博PP边际贡献（不含税/600/收率1.169）,C2405225773,日度
-价差,PDH利润（山东/丙烯）,C2405213965,日度
-价差,滨化丙烷-PP边际贡献（不含税/580/收率1.13）,C2405215657,日度
-价差,滨化丙烷-PP边际贡献（不含税/510/收率1.169）,C2405212962,日度
-价差,PP期货-丙烯价差（山东）/400DMA,C2405205010,日度
-价差,PP-FEI M4(含税成本),C2405157830,日度
-价差,PP-FEI M3(含税成本),C2405153483,日度
-价差,PP-FEI M2（含税成本）,C2405158766,日度
-价差,PP-FEI M1（含税成本）,C2405157497,日度
-价差,价差：聚乙烯与乙烯（西北欧）,C2405143633,日度
-价差,PP-FEI价差,C2405070994,日度
-价差,PP盘中基差（临沂）,C2404257373,日度
-价差,粉粒价差（山东）,C2404171873,日度
-价差,外采甲醇制PP利润（太仓）,C2404150621,日度
-价差,外采甲醇制PP利润（西北）,C2404150243,日度
-价差,PP期货-丙烯价差（山东）,C2404155377,日度
-价差,L-P价差（盘面）,C2404109146,日度
-价差,油制PP利润（华东）,C2404105547,日度
-价差,外采丙烯制聚丙烯利润（华东）,C2404105060,日度
-价差,PP基差（盘中）,C2404103858,日度
-价差,9-1月差（PP）,C2404103129,日度
-价差,5-9月差（PP）,C2404101465,日度
-价差,1-5月差（PP）,C2404102468,日度
-价差,PDH制PP利润（华东）指数修匀,C2404028104,日度
-价差,PDH制PP利润（华东）,C2404028435,日度
-价差,PDH制PP利润（华南）,C2404022986,日度
-价差,拉丝区域价差（华南-华东）,C2403287544,日度
-价差,拉丝区域价差（华东-华北）,C2403289529,日度
-价差,拉丝区域价差（华南-华北）,C2403285728,日度
-价差,低熔共聚-拉丝价差（华南）,C2403289362,日度
-价差,薄壁-拉丝价差（华北）,C2403284447,日度
-价差,透明-拉丝价差（华北）,C2403282518,日度
-价差,透明-拉丝价差（华东）,C2403283832,日度
-价差,透明-PP盘面（华东）,C2403289845,日度
-价差,透明-PP盘面价差（华北）,C2403286867,日度
-价差,PP-3MA价差（盘面）,C2403271220,日度
-价差,LPG-PP价差（盘面）,C2403278878,日度
-价差,布伦特-PP价差（盘面）,C2403275181,日度
-价差,外采丙烯制聚丙烯利润（山东）,C2404107471,日度
-价差,L-P价差,C2411071627523126,日度
-库存,聚烯烃两油库存同比,C2404071317,日度
-库存,PP拉丝期末库存（周）,ID01230775,周度
-库存,PP期末库存/广州港（周）,ID01368239,周度
-库存,PP期末库存/宁波港（周）,ID01368230,周度
-库存,PP：期末库存：青岛港（周）,ID01368232,周度
-库存,PP期末库存/上海港（周）,ID01368242,周度
-库存,PP期末库存/天津港（周）,ID01368231,周度
-库存,PP期末库存/厦门港（周）,ID01368243,周度
-库存,PP两桶油/库存（周）,ID01017689,周度
-库存,PP贸易商库存(钢联)同比,C2210298835,周度
-库存,BOPP原料库存+产成品库存天数,C2211254027,周度
-库存,PP周度总库存,C2212057031,周度
-库存,中国BOPP原料库存天数同差,C2301198673,周度
-库存,PP库存(PDH)超季节性(3Y),C2301316785,周度
-库存,中国BOPP周度产成品库存天数（T）,84407,周度
-库存,中国BOPP周度原料库存天数（T）,84406,周度
-库存,中国再生PP样本企业周度库存,72483,周度
-库存,聚烯烃两油库存1000天百分位,C2310125557,日度
-库存,中国PP港口期末库存,ID01214590,周度
-库存,聚烯烃两油库存,s5475033,日度
-库存,PP粉料库存（吨）变化,C2112018129,周度
-库存,PP贸易商库存(钢联),ID01017688,周度
-库存,PP下游原料库存天数,C2205246079,周度
-库存,塑编原材料库存,RE00009883,周度
-库存,PP两油+煤制库存,C2207029397,周度
-库存,PP炼厂库存+PDH库存,C2207029747,周度
-库存,PP库存（煤制）,ID01230770,周度
-库存,PP库存 (地方炼厂),ID01318509,周度
-库存,PP上游库存（两油+煤+PDH+地方）,C2203248589,周度
-库存,中国CPP原料库存天数,ID01367447,周度
-库存,中国CPP成品库存量,ID01367463,周度
-库存,中国CPP成品库存天数,ID01367442,周度
-库存,PP下游原料库存,C2204081115,周度
-库存,PP库存(PDH),ID01037466,周度
-库存,PP上游库存(两油+煤+PDH）,C2111286696,周度
-库存,PP粉料库存,RE00033290,周度
-库存,中国BOPP原料库存量,ID01230736,周度
-库存,BOPP订单天数-产成品库存天数（隆众）,C2112138291,周度
-进出口,聚丙烯进口利润,C2404105819,日度
-进出口,聚丙烯出口利润,C2404105963,日度
-供应,PP检修损失量（万吨/年）,C2404075774,日度
-供应,PP日度产量1000天百分位,C2310252327,日度
-供应,BOPP开工率(隆众)同差,C2209212975,周度
-供应,PP下游综合开工率/2WMA,C2209248139,周度
-供应,PP开工率/2WMA,C2209246147,周度
-供应,PP下游综合开工率同差,C2209248035,周度
-供应,PP周度产量/4WMA,C2209248812,周度
-供应,PP开工率同差,C2209260514,日度
-供应,PP日度开工率,ID01230725,日度
-供应,PP粉检修减损量（周）,ID01367883,周度
-供应,PP粉产量/中国（日）,RE00033291,日度
-供应,PP周度产量同差,C2210061440,周度
-供应,PP检修减损量（日）,ID01230715,日度
-供应,PP/开工率/东北地区（日）,ID01367240,日度
-供应,PP开工率/华北地区（日）,ID01367252,日度
-供应,PP开工率/华东地区（日）,ID01367250,日度
-供应,PP开工率/华南地区（日）,ID01367241,日度
-供应,PP开工率/华中地区（日）,ID01367248,日度
-供应,PP开工率/西北地区（日）,ID01367256,日度
-供应,PP开工率/西南地区（日）,ID01367254,日度
-供应,PP周度产量,ID01214587,周度
-供应,PP周度开工率,ID01214589,周度
-供应,PP日产/PE日产,C2210107528,日度
-供应,PP下游开工/PE下游开工,C2210107263,周度
-供应,PP粉料产量(钢联)7DMA,C2210117177,日度
-供应,PP管材开工率同差,C2210250903,周度
-供应,PP无纺布开工率同差,C2210258867,周度
-供应,PP日度产量（粒料+粉料）,C2210311448,日度
-供应,PP下游综合开工率/3年超季节性,C2301145692,周度
-供应,中国再生PP周度开工负荷率,72485,周度
-供应,PP无纺布生产毛利,ID01218972,日度
-供应,中国再生PP周度开工负荷率同差,C2305239026,周度
-供应,PP粉料开工率（4WMA）,C2306021616,周度
-供应,PP检修减损量,ID01214605,周度
-供应,PP下游综合开工率（少注塑&CPP）,C2206189982,周度
-供应,BOPP开工率同差,C2109171756,周度
-供应,PP日度产量7DMA,C2206285288,日度
-供应,BOPP开工率（4WMA）,C2207159676,周度
-供应,PP粉料开工率,ID01232799,周度
-供应,PP周度检修率,C2203249893,周度
-供应,PP周度产量变频,C2203243348,日度
-供应,PP开工率/7DMA,C2203247913,日度
-供应,PP日度产量同差,C2203256676,日度
-供应,PP日度产量同比,C2203254363,日度
-供应,PP日度产量环差,C2203258951,日度
-供应,PP周度产量周环差,C2203256017,周度
-供应,PP周度产量同比,C2203254389,周度
-供应,PP开工率（1MMA）,C2204212473,日度
-供应,PP日度产量（1MMA）,C2204213134,日度
-供应,PP日度产量,ID01230719,日度
-供应,PP：拉丝：生产比例：中国（日）,ID01677985,日度
-供应,PP：薄壁注塑：生产比例：中国（日）,ID01677984,日度
-供应,PP：低熔共聚：生产比例：中国（日）,ID01677983,日度
-供应,PP：高熔共聚：生产比例：中国（日）,ID01677981,日度
-供应,PP：中熔共聚：生产比例：中国（日）,ID01677982,日度
-供应,PP：无规共聚：生产比例：中国（日）,ID01677975,日度
-供应,PP：高熔纤维：生产比例：中国（日）,ID01677978,日度
-供应,PP：均聚注塑：生产比例：中国（日）,ID01677968,日度
-供应,PP：透明：生产比例：中国（日）,ID01677972,日度
-供应,PP：涂覆料：生产比例：中国（日）,ID01677977,日度
-供应,PP：中熔纤维：生产比例：中国（日）,ID01677973,日度
-供应,冷水管：生产比例：中国（日）,ID01677980,日度
-供应,CPP：二元共聚膜：生产比例：中国（日）,ID01677969,日度
-供应,CPP：均聚：生产比例：中国（日）,ID01677971,日度
-供应,CPP：三元共聚薄膜：生产比例：中国（日）,ID01677974,日度
-供应,热水管：生产比例：中国（日）,ID01677979,日度
-需求,BOPP利润（华东地区）,C2404168283,日度
-需求,PP下游成品库存天数,C2312094535,周度
-需求,PP部分下游订单天数,C2312098058,周度
-需求,中国BOPP订单天数同差,C2209236091,周度
-需求,中国BOPP订单天数/4WMA,C2209235211,周度
-需求,BOPP完工订单工作量（周）,ID01367110,周度
-需求,BOPP日度新订单量（T）,135399,日度
-需求,BOPP新订单量（7DMA）,C2302094104,日度
-需求,中国再生PP周度样本成交量,72488,周度
-需求,BOPP开工率超季节性/3年,C2309219733,周度
-需求,中国BOPP成品库存量同差,C2309217998,周度
-需求,中国CPP订单天数,ID01367456,周度
-需求,BOPP订单天数变频,C2112137372,日度
-需求,BOPP 订单-成品天数,C2205095868,周度
-需求,中国：华东地区：市场平均价：BOPP厚光膜,S5441946,日度
-其他,LME铜价,lmcads03 lme comdty,其他
-其他,黄金连1合约,GC1 COMB Comdty,其他
-其他,Brent-WTI,C2404171822,其他
-其他,美元指数,dxy curncy,其他
-其他,甲醇鲁南价格,S5443199 ,其他
-其他,甲醇太仓港口价格,S5479800,其他
-其他,山东丙烯主流价,S5443108,其他
-其他,丙烷（山东）,H7358586,其他
-其他,FEI丙烷 M1,LC3FM1 INDEX,其他
-其他,在岸人民币汇率,CNY REGN Curncy,其他
-其他,南华工业品指数,s0105897,其他
-其他,PVC期货主力,M0067419,其他
-其他,PE期货收盘价,M0066351,其他
-其他,PP连续-1月,S0266372,其他
-其他,PP连续-5月,S0266438,其他
-其他,PP连续-9月,S0266506,其他
+指标分类,指标名称,指标id,频度,指标来源,来源id
+需求,EIA美国油品需求,C2408261322253042,周度,指标运算,4
+需求,中国汽柴油表需,C2408260457023505,周度,指标运算,4
+需求,DOE-美国汽油产量超季节性/3年,C2408141037137254,周度,超季节性,35
+需求,美国汽油表需（周度）,C2407251131539632,周度,指标运算,4
+需求,美国汽油产量（周度）,C2407251127284480,周度,指标运算,4
+需求,中国炼厂原油加工量-隆众,C2407221057278986,周度,指标运算,4
+需求,中国独立炼厂原油加工量-隆众,C2407221055466198,周度,指标运算,4
+需求,中国主营炼厂原油加工量-隆众,C2407221053435095,周度,指标运算,4
+需求,原油加工量：独立+主营,C2407121803288755,周度,指标运算,4
+需求,美国油品表需,C2406192257,周度,指标运算,4
+需求,美国原油周度表需,C2403066520,周度,指标运算,4
+需求,原油：山东独立炼厂：开工率：新口径（周）超季节性/3年,C2311235148,周度,超季节性,35
+需求,主营原油加工量（千桶/日）,C2311079279,周度,指标运算,4
+需求,美国汽油表需超季节性/4年,C2408281342584294,周度,超季节性,35
+需求,中国独立炼厂原油加工量（千桶/日）,C2306145082,周度,指标运算,4
+需求,PADD1原油投料输入量,DOEPCRP1 Index,周度,彭博,3
+需求,PADD2原油投料输入量,DOEPCRP2 Index,周度,彭博,3
+需求,PADD3原油投料输入量,DOEPCRP3 Index,周度,彭博,3
+需求,PADD4原油投料输入量,DOEPCRP4 Index,周度,彭博,3
+需求,PADD5原油投料输入量,DOEPCRP5 Index,周度,彭博,3
+需求,DOE-美国汽油产量,DOETMGAS Index,周度,彭博,3
+需求,DOE-柴油产量,DOETDIST Index,周度,彭博,3
+需求,EIA美国柴油产量（千桶日）,C2408281642429720,周度,指标运算,4
+需求,西北欧炼厂加工Brent原油CDU利润,FBTIM1 Index,日度,彭博,3
+需求,美墨湾炼厂加工WTI原油CDU利润,FWTIM1 Index,日度,彭博,3
+需求,新加坡炼厂加工Dubai原油CDU利润,FDTIM1 Index,日度,彭博,3
+需求,西北欧炼厂加工Brent原油CDU利润 M2,FBTIM2 Index,日度,彭博,3
+需求,美墨湾炼厂加工WTI原油CDU利润 M2,FWTIM2 Index,日度,彭博,3
+需求,新加坡炼厂加工Dubai原油CDU利润 M2,FDTIM2 Index,日度,彭博,3
+需求,西北欧炼厂加工Brent原油CDU利润 M1-M2,C2409041429006780,日度,指标运算,4
+需求,西北欧炼厂加工Brent原油FCC利润,FBFCM1 Index,日度,彭博,3
+需求,美墨湾炼厂加工WTI原油HSK利润,FWHKM1 Index,日度,彭博,3
+需求,新加坡炼厂加工Dubai原油FCC利润,FDFCM1 Index,日度,彭博,3
+需求,美国汽油单一利润,fcclm1 index,日度,彭博,3
+期货市场,SC c1-c2,C2408260538379151,日度,指标运算,4
+期货市场,Brent-TI,C2408231531248073,日度,指标运算,4
+期货市场,Dubai swap c1-c2,C2408211522582200,日度,指标运算,4
+期货市场,Dubai swap c1-c3,C2408211521576348,日度,指标运算,4
+期货市场,RBOB&HO近12月合约均价532裂解,C2408201823572581,日度,指标运算,4
+期货市场,RBOB近12月合约均价裂解,C2408201822287211,日度,指标运算,4
+期货市场,RBOB近12月合约均价,C2408201744404563,日度,指标运算,4
+期货市场,布油近12月合约均价,C2408201715530941,日度,指标运算,4
+期货市场,Brent-SC价差,C2406113132,日度,指标运算,4
+期货市场,SC连2-连3月差,C2406118287,日度,指标运算,4
+期货市场,SC连1-连6,C2406112651,日度,指标运算,4
+期货市场,SC连1-连2,C2406112306,日度,指标运算,4
+期货市场,SC连1-连3月差,C2406119715,日度,指标运算,4
+期货市场,HO连1-连6,C2406118600,日度,指标运算,4
+期货市场,HO连1-连3,C2406115795,日度,指标运算,4
+期货市场,HO连1-连2合约,C2406112331,日度,指标运算,4
+期货市场,RBOB连1-连2,C2406119519,日度,指标运算,4
+期货市场,RBOB连1-连3,C2406113725,日度,指标运算,4
+期货市场,RBOB连1-连6,C2406114973,日度,指标运算,4
+期货市场,RBOB连2-连3月差,C2406113092,日度,指标运算,4
+期货市场,Oman连2-连3月差,C2406113599,日度,指标运算,4
+期货市场,Brent-Oman价差,C2405245469,日度,指标运算,4
+期货市场,DUBAI原油贴水,C2404293655,日度,指标运算,4
+期货市场,阿曼原油贴水,C2404298426,日度,指标运算,4
+期货市场,SC内外价差,C2404291840,日度,指标运算,4
+期货市场,WTI c1-c6,C2404198206,日度,指标运算,4
+期货市场,WTI c1-c3,C2404191146,日度,指标运算,4
+期货市场,WTI c1-c2,C2404192135,日度,指标运算,4
+期货市场,Brent c1-c9,C2404197375,日度,指标运算,4
+期货市场,Brent c1-c6,C2404199738,日度,指标运算,4
+期货市场,Brent c1-c3,C2404194834,日度,指标运算,4
+期货市场,Brent c1-c2,C2404196642,日度,指标运算,4
+期货市场,Brent-WTI,C2404171822,日度,指标运算,4
+期货市场,Dubai连1合约价格,fsdum1 index,日度,彭博,3
+期货市场,Dubai连1-连4月差,C2210180460,日度,指标运算,4
+期货市场,印度原油连1合约价格,U61 Comdty,日度,彭博,3
+期货市场,ICE轻柴油连4合约价格,qs4 comdty,日度,彭博,3
+期货市场,布伦特迪拜掉期 EFS,fdusm1 index,日度,彭博,3
+期货市场,WTI连1合约价格,CL1 Comdty,日度,彭博,3
+期货市场,Brent连1合约价格,CO1 Comdty,日度,彭博,3
+期货市场,SC/ZC（活跃合约）,C2112052979,日度,指标运算,4
+期货市场,WTI连24合约,cl24 comdty,日度,彭博,3
+期货市场,BU-SC（活跃合约）,C2111280247,日度,指标运算,4
+期货市场,WTI活跃合约,CLA comdty,日度,彭博,3
+期货市场,Dubai Swap c1,CSDBM1 SONA Index,日度,彭博,3
+期货市场,NYMWX WTI c5,CL5 Comdty,日度,彭博,3
+期货市场,INE SC c1,SCP1 Comdty,日度,彭博,3
+期货市场,Oman Swap c1,FVMUM1 Index,日度,彭博,3
+期货市场,DME Oman c1,OQA1 Comdty,日度,彭博,3
+期货市场,Murban Futures c1,MUC1 Comdty,日度,彭博,3
+期货市场,HO连6合约,HO6 comdty,日度,彭博,3
+期货市场,HO连5合约,HO5 comdty,日度,彭博,3
+期货市场,ho连7合约,ho7 comdty,日度,彭博,3
+期货市场,HO连8合约,ho8 comdty,日度,彭博,3
+期货市场,HO连9合约,ho9 comdty,日度,彭博,3
+期货市场,HO连10合约,ho10 comdty,日度,彭博,3
+期货市场,HO连11合约,ho11 comdty,日度,彭博,3
+期货市场,CFD W1,BCFOW1 BFVD Index,日度,彭博,3
+期货市场,CFD W6,BCFOW6 BFVD Index,日度,彭博,3
+期货市场,Oman c1 * 汇率,C2408271315095745,日度,指标运算,4
+期货市场,SC c2-Oman c1*汇率,C2408271316169385,日度,指标运算,4
+期货市场,SC c3-Oman c1*汇率,C2408271329279592,日度,指标运算,4
+期货市场,INE SC主力合约价格,SCPA Comdty,日度,彭博,3
+期货市场,SC主力-Brent主力*汇率,C2408281320443495,日度,指标运算,4
+期货市场,Brent主力*汇率,C2408281322225381,日度,指标运算,4
+期货市场,SC c1日盘-Brent c1(15:00)*汇率,C2408301500210472,日度,指标运算,4
+期货市场,SC c2日盘-Brent c1(15:00)*汇率,C2408301501456760,日度,指标运算,4
+期货市场,SC c2日盘-Brent c2(15:00)*汇率,C2408301502484602,日度,指标运算,4
+期货市场,SC理论估值-Dubai原油,C2409021550405040,日度,指标运算,4
+期货市场,SC c1夜盘-理论估值(Dubai),C2409021551503339,日度,指标运算,4
+期货市场,SC c2夜盘-理论估值(Dubai),C2409021552466640,日度,指标运算,4
+期货市场,SC c3夜盘-理论估值(Dubai),C2409021553341049,日度,指标运算,4
+期货市场,DFL M1,FDBSM1 Index,日度,彭博,3
+期货市场,DFL M2,FDBSM2 Index,日度,彭博,3
+期货市场,CFD W1-Brent c1,C2409021705440183,日度,指标运算,4
+期货市场,SC主力-理论估值,C2409071041332054,日度,指标运算,4
+期货市场,SC c1夜盘-Brent c1 (结算)*汇率,C2409231346251764,日度,指标运算,4
+期货市场,SC c2夜盘-Brent c1 (结算)*汇率,C2409231347592657,日度,指标运算,4
+期货市场,SC c2夜盘-Brent c2 (结算)*汇率,C2409231349055289,日度,指标运算,4
+期货市场,SC c2-c3 (夜盘),C2409231418568900,日度,指标运算,4
+期货市场,Brent c2-c3 (结算),C2409231425534848,日度,指标运算,4
+期货市场,WTI c2-c3,C2409240916006318,日度,指标运算,4
+期货市场,Brent c2-c3,C2409260830150154,日度,指标运算,4
+期货市场,SCc1夜盘收盘(日期调整),C2410141333421874,日度,数据调整,40
+期货市场,SCc2夜盘收盘(日期调整),C2410141430018242,日度,数据调整,40
+期货市场,SCc3夜盘收盘(日期调整),C2410141431260884,日度,数据调整,40
+期货市场,SCc4夜盘收盘(日期调整),C2410141449380826,日度,数据调整,40
+期货市场,SC c1夜盘-Brent c1 (结算B)*汇率,C2410161528361543,日度,指标运算,4
+期货市场,SC c2夜盘-Brent c1 (结算B)*汇率,C2410161530163853,日度,指标运算,4
+期货市场,SC c2夜盘-Brent c2 (结算B)*汇率,C2410161533592160,日度,指标运算,4
+期货市场,阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),C2410161633263568,日度,指标运算,4
+期货市场,SC c2夜盘-阿曼入库湛江成本(Oman c1预估),C2410161636148053,日度,指标运算,4
+期货市场,SC c3夜盘-阿曼入库湛江成本(Oman c1预估),C2410161638151510,日度,指标运算,4
+库存,EIA美国原油总库存（含SPR）,C2408261041540491,周度,指标运算,4
+库存,EIA美国油品库存（含SPR）,C2408261040138247,周度,指标运算,4
+库存,EIA美国汽柴航煤库存,C2408261030074394,周度,指标运算,4
+库存,库欣+PADD3库存,C2408260948558266,周度,指标运算,4
+库存,美国商业原油库存超季节性/4年,C2408231919059275,周度,超季节性,35
+库存,美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年),C2408231647562045,周度,超季节性,35
+库存,库欣原油库存超季节性/5年,C2407291441505479,周度,超季节性,35
+库存,美国商业原油库存超季节性/5年,C2407291441178121,周度,超季节性,35
+库存,美国成品车用汽油库存占比,C2407251348084932,周度,指标运算,4
+库存,汽油库存差,C2407111424313339,周度,指标运算,4
+库存,美国汽油调和组分库存（周度）,C2407111322030957,周度,指标运算,4
+库存,美国成品油库存超季节性/5年,C2406194464,周度,超季节性,35
+库存,新加坡燃料油库存,C2406123356,周度,指标运算,4
+库存,ARA原油及成品油库存,C2406120464,周度,指标运算,4
+库存,美国汽油库销比,C2405224868,周度,指标运算,4
+库存,美国成品油库存,C2403261483,周度,指标运算,4
+库存,美国取暖用油库存同差,C2310271893,周度,同差值,7
+库存,原油：库容比：山东：独立炼厂（周）,ID01378494,周度,钢联化工,34
+库存,原油：山东独立炼厂：厂内库存：新口径（周）,ID01317806,周度,钢联化工,34
+库存,SC期货库存10期滚动标准差,C2309131483,日度,标准差,67
+库存,SC期货库存1000天百分位,C2309131209,日度,百分位,68
+库存,SC仓单（百万桶）,C2207228720,日度,指标运算,4
+库存,彭博全球海上在运原油,FZWWWST INDEX,周度,彭博,3
+库存,美国EIA原油成品油总库存（不含SPR）,DOESESPR Index,周度,彭博,3
+库存,库欣原油库存,DOESCROK Index,周度,彭博,3
+库存,美国商业原油库存,DOESCRUD Index,周度,彭博,3
+库存,美国战略储备原油库存,DOESSPR INDEX,周度,彭博,3
+库存,美国PADD1原油库存,DOESCRU1 INDEX,周度,彭博,3
+库存,美国PADD2原油库存,DOESCRU2 INDEX,周度,彭博,3
+库存,美国PADD3原油库存,DOESCRU3 INDEX,周度,彭博,3
+库存,美国PADD4原油库存,DOESCRU4 INDEX,周度,彭博,3
+库存,美国PADD5原油库存,DOESCRU5 INDEX,周度,彭博,3
+库存,DOE RBOB Gasoline Total Stocks Data,DOESRBOB Index,周度,彭博,3
+库存,DOE CBOB Gasoline Total Stocks Data,DOESCBOB Index,周度,彭博,3
+库存,美国原油成品油总库存（含SPR）,DOESISPR Index,周度,彭博,3
+库存,美国调和汽油库存,DOESBLND Index,周度,彭博,3
+库存,ARA原油库存,DARAROTT Index,周度,彭博,3
+库存,美国成品车用汽油库存,DOESMOGF Index,周度,彭博,3
+库存,美国成品油库存超季节性/4年,C2408271544534048,周度,超季节性,35
+价格,SC-Brent*汇率,C2408260356233547,日度,指标运算,4
+价格,Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),C2408260350065744,日度,指标运算,4
+价格,RBOB+HO平均,C2408200951455601,日度,指标运算,4
+价格,HO12合约算术平均,C2408200950390824,日度,指标运算,4
+价格,RBOB12合约算术平均,C2408200919058872,日度,指标运算,4
+价格,WTI-LLS价差,C2408021125061228,日度,指标运算,4
+价格,Brent现货价格-Brent连4,C2407230903239994,日度,指标运算,4
+价格,Brent现货价格-Brent连3,C2407230859286705,日度,指标运算,4
+价格,布伦特现货价格-Brent连2,C2407230858162634,日度,指标运算,4
+价格,Brent 连2-连3超季节性/3年,C2407191026191633,日度,超季节性,35
+价格,Brent连2-WTI连2超季节性/3年,C2407191023231406,日度,超季节性,35
+价格,Brent连3-WTI连2超季节性/3年,C2407191021545031,日度,超季节性,35
+价格,Brent连4-WTI连4,C2407190959582003,日度,指标运算,4
+价格,Brent连4-WTI连3,C2407190959169522,日度,指标运算,4
+价格,Brent连4-WTI连2,C2407190958339708,日度,指标运算,4
+价格,Brent连4-WTI连1,C2407190957440605,日度,指标运算,4
+价格,Brent连3-WTI连4,C2407190956519194,日度,指标运算,4
+价格,Brent连3-WT连3,C2407190956085132,日度,指标运算,4
+价格,Brent连3-WTI连2,C2407190955119503,日度,指标运算,4
+价格,Brent连3-WTI连1,C2407190954020260,日度,指标运算,4
+价格,Brent连2-WTI连4,C2407190953115334,日度,指标运算,4
+价格,Brent连2-WTI连3,C2407190952097138,日度,指标运算,4
+价格,Brent连2-WTI连2,C2407190951046639,日度,指标运算,4
+价格,Brent连2-WTI连1,C2407190950116938,日度,指标运算,4
+价格,Brent连1-WTI连4,C2407190949298040,日度,指标运算,4
+价格,Brent连1-WTI连3,C2407190948245234,日度,指标运算,4
+价格,Brent连1-WTI连2,C2407190946070375,日度,指标运算,4
+价格,美国汽油裂解价差超季节性/3年,C2407181655282927,日度,超季节性,35
+价格,Brent-LLS价差,C2407091045085498,日度,指标运算,4
+价格,Forties - Brent c1,C2405309923,日度,指标运算,4
+价格,WTI 3:2:1裂解价差超季节性/5年,C2405101792,日度,超季节性,35
+价格,SC C1-C2月差,C2404304595,日度,指标运算,4
+价格,Dubai FOB M1-M2,C2404166628,日度,指标运算,4
+价格,Brent连1-连4,C2404016440,日度,指标运算,4
+价格,新加坡汽油裂解价差,C2403293740,日度,指标运算,4
+价格,DFL,C2403250571,日度,指标运算,4
+价格,Dubai 连2-连3,C2403142847,日度,指标运算,4
+价格,WTI 连2-连3月差,C2403141510,日度,指标运算,4
+价格,Brent 连2-连3,C2403144158,日度,指标运算,4
+价格,Dubai-WTI价差,C2403146923,日度,指标运算,4
+价格,WTI连1-连2月差,C2403115404,日度,指标运算,4
+价格,Brent连6-连12,C2403078575,日度,指标运算,4
+价格,Brent连1-连9月差,C2403071607,日度,指标运算,4
+价格,Brent连1-连6月差,C2403071357,日度,指标运算,4
+价格,Brent连1-连2月差,C2403078549,日度,指标运算,4
+价格,WTI连1-连4,C2403061405,日度,指标运算,4
+价格,BrentC1-C2,C2403046218,日度,指标运算,4
+价格,B-W价差,C2403021767,日度,指标运算,4
+价格,欧洲Brent成品油裂解价差（领先一周）,C2311239478,日度,时间移位,22
+价格,沙特中质OSP（日度）,C2210132019,日度,升频,14
+价格,沙轻欧洲OSP（日度）,C2210130321,日度,升频,14
+价格,巴重FOB出口亚洲现货价格,PGCRBHAS Index,日度,彭博,3
+价格,Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,C2209095199,日度,升频,14
+价格,沙轻OSP（日度）,C2208187998,日度,升频,14
+价格,Brent油价30日动能,C2209060207,日度,环比值,12
+价格,沙特轻质日度osp,C2209094158,日度,升频,14
+价格,Brent原油现货价格,EUCRBRDT index,日度,彭博,3
+价格,美湾WTI211裂解价差,CRKS211C Index,日度,彭博,3
+价格,Asia Tapis 211 裂解价差,CRKST211 Index,日度,彭博,3
+价格,迪拜原油211裂解价差,CRKSU211 Index,日度,彭博,3
+价格,欧洲Brent成品油裂解价差,ACK321A Index,日度,彭博,3
+价格,美国汽油裂解价差,WTRBM1 EEGC Index,日度,彭博,3
+价格,美国取暖油裂解价差,HOCL1 Index,日度,彭博,3
+价格,Dubai连3合约价格,FSDUM3 Index,日度,彭博,3
+价格,WTI 3:2:1裂解价差,CRK321M1 Index,日度,彭博,3
+价格,新加坡汽油裂解,FGASM1 Index,日度,彭博,3
+价格,欧洲汽油裂解,GEBBM1 DVTS Index,日度,彭博,3
+价格,欧洲柴油裂解,QSCO1 Index,日度,彭博,3
+价格,CFTC Crude Oil Furtures,onpbtotb index,周度,彭博,3
+价格,WTIC1-C2,S:CLCL 1-2 Comdty,日度,彭博,3
+价格,Dubai FOB M1,GIOS0097 Index,日度,彭博,3
+价格,Dubai FOB M2,GCM20097 Index,日度,彭博,3
+价格,Dubai FOB M3,GCM30097 Index,日度,彭博,3
+价格,Oman FOB M1,GIOS0098 Index,日度,彭博,3
+价格,Forties - Dated Brent,GCP11233 Index,日度,彭博,3
+价格,Forties FOB,GIOS0973 Index,日度,彭博,3
+价格,美国柴油零售价格,HWYDUSTL Index,周度,彭博,3
+价格,美国车用汽油零售价格,USRFRUSC Index,周度,彭博,3
+价格,新加坡航煤裂解,FJNBM1 Index,日度,彭博,3
+价格,美国取暖油HOC5,FSYOM5 INDEX,日度,彭博,3
+价格,美国取暖油HOC6,FSYOM6 INDEX,日度,彭博,3
+价格,美国取暖油HOC7,FSYOM7 INDEX,日度,彭博,3
+价格,美国取暖油HOC8,FSYOM8 INDEX,日度,彭博,3
+价格,美国取暖油HOC4,FSYOM4 INDEX,日度,彭博,3
+价格,美国取暖油HOC9,FSYOM9 INDEX,日度,彭博,3
+价格,美国取暖油HOC10,FSYOM10 INDEX,日度,彭博,3
+价格,美国取暖油HOC11,FSYOM11 INDEX,日度,彭博,3
+价格,美国取暖油HOC12,FSYOM12 INDEX,日度,彭博,3
+价格,Dubai swap c3,CSDBM3 SONA Index,日度,彭博,3
+价格,Dubai swap c2,CSDBM2 SONA Index,日度,彭博,3
+价格,阿曼原油 (湛江交割) 到岸入罐成本,C2409070950511172,日度,指标运算,4
+价格,SC c3-阿曼到岸入罐成本,C2409070956007527,日度,指标运算,4
+价格,SC c5 -估值,C2409071016083508,日度,指标运算,4
+价格,SC主力-阿曼入库成本,C2409071048497502,日度,指标运算,4
+价格,SC c1-阿曼入库成本,C2409071049394954,日度,指标运算,4
+价格,SC c1 夜盘收盘价,SCP1 ELEC Comdty,日度,彭博,3
+价格,SC c2夜盘收盘价,SCP2 ELEC Comdty,日度,彭博,3
+价格,SC c3夜盘收盘价,SCP3 ELEC Comdty,日度,彭博,3
+价格,SC c4夜盘收盘价,SCP4 ELEC Comdty,日度,彭博,3
+价格,SC c1 夜盘收盘价滞后1天,C2409121633076825,日度,时间移位,22
+价格,SC c2夜盘收盘价滞后1天,C2409121633409540,日度,时间移位,22
+价格,SC c3夜盘收盘价滞后1天,C2409121633578819,日度,时间移位,22
+价格,SC c4夜盘收盘价滞后1天,C2409121636163943,日度,时间移位,22
+价格,SC c1夜盘-Brent c1*汇率,C2409121638213062,日度,指标运算,4
+价格,SC c2夜盘-Brent c1*汇率,C2409121640189450,日度,指标运算,4
+价格,SC c2夜盘-Brent c2*汇率,C2409121641519712,日度,指标运算,4
+价格,SC c1-SC c2 (夜盘),C2409121657211836,日度,指标运算,4
+价格,中东原油强弱程度-巴中,C2409181139340356,日度,指标运算,4
+价格,SC理论估值-巴中,C2409181203480074,日度,指标运算,4
+价格,SC c2夜盘-理论估值(巴中),C2409181205408194,日度,指标运算,4
+价格,SC c3夜盘-理论估值(巴中),C2409181207240056,日度,指标运算,4
+价格,阿曼原油 (湛江交割) 到岸入库成本,C2409191326037604,日度,指标运算,4
+价格,SC c2夜盘-阿曼入库湛江成本,C2409191327367416,日度,指标运算,4
+价格,SC c3夜盘-阿曼入库湛江成本,C2409191328548598,日度,指标运算,4
+价格,Brent c2 - WTI c1,C2409251655590306,日度,指标运算,4
+价格,Brent12期合约均价,C2409261157100574,日度,指标运算,4
+价格,WTI 近12月合约均价,C2409261541428359,日度,指标运算,4
+价格,B-W价差（均价）,C2409261548203076,日度,指标运算,4
+供应,美国汽油净进口（周度）,C2407251130263276,周度,指标运算,4
+供应,美国炼厂产能利用率同差,C2406191218,周度,同差值,7
+供应,美国炼厂产能利用率超季节性/5年,C2405107313,周度,超季节性,35
+供应,原油：主营炼厂：加工量：中国（周）,ID01232808,周度,钢联化工,34
+供应,原油：常减压：产能利用率：山东：独立炼厂（周）,ID01374956,周度,钢联化工,34
+供应,美国原油活跃钻机数同差,C2303012758,周度,同差值,7
+供应,原油加工量/主营+独立,C2303156977,周度,指标运算,4
+供应,美国炼厂原油输入量超季节性/3年,C2303243722,周度,超季节性,35
+供应,美国总钻机数,BSUSAA US INDEX,周度,彭博,3
+供应,原油：独立炼厂：加工量：中国（周）,ID01232822,周度,钢联化工,34
+供应,原油：常减压：独立炼厂：产能利用率：中国（周）,ID01214579,周度,钢联化工,34
+供应,彭博全球海上浮仓+在运原油,C2201107713,周度,指标运算,4
+供应,原油：山东独立炼厂：开工率：新口径（周）,ID01318117,周度,钢联化工,34
+供应,美国炼厂可用产能,doepopcp index,周度,彭博,3
+供应,美国原油周度调整项,doesuncr index,周度,彭博,3
+供应,中国32家地炼开工率,crcrsdir index,周度,彭博,3
+供应,美国原油和天然气钻机总数,BAKETOT INDEX,周度,彭博,3
+供应,彭博美国墨西哥湾海上浮仓,FZGFFST Index,周度,彭博,3
+供应,ArkomaWoodford活跃钻机数,akwoaa us index,周度,彭博,3
+供应,CanaWoodford活跃钻机数,cawoaa us index,周度,彭博,3
+供应,DJ-Niobrara活跃钻机数,DJNIAA US INDEX,周度,彭博,3
+供应,GraniteWash活跃钻机数,grawaa us index,周度,彭博,3
+供应,Haynesville活跃钻机数,hayvaa us index,周度,彭博,3
+供应,Utica活跃钻机数,uticaa us index,周度,彭博,3
+供应,加拿大原油活跃钻机数,bakecano comdty,周度,彭博,3
+供应,Permian盆地钻机数,perbaa us index,周度,彭博,3
+供应,EagleFord钻机数,eagfaa us index,周度,彭博,3
+供应,Williston盆地钻机数,WILSAA US INDEX,周度,彭博,3
+供应,Marcellus钻机数,marcaa us index,周度,彭博,3
+供应,ArkmoreWoodford钻机数,ARWOAA US INDEX,周度,彭博,3
+供应,全球海上浮仓,FZWWFST Index,周度,彭博,3
+供应,彭博西非海上浮仓,FZWFFST Index,周度,彭博,3
+供应,彭博亚洲海上浮仓,FZAPFST Index,周度,彭博,3
+供应,彭博欧洲海上浮仓,FZEUFST Index,周度,彭博,3
+供应,彭博北海海上浮仓,FZNSFST Index,周度,彭博,3
+供应,彭博中东海上浮仓,FZMEFST Index,周度,彭博,3
+供应,美国陆上水域钻机数,bakein comdty,周度,彭博,3
+供应,美国海上钻机数,bakeoff comdty,周度,彭博,3
+供应,美国陆上钻机数,bakeland comdty,周度,彭博,3
+供应,美国炼厂原油输入量,DOEPCRIN Index,周度,彭博,3
+供应,FracSpread完井数,XDUSFA INDEX,周度,彭博,3
+供应,美国国内周度原油产量,DOETCRUD Index,周度,彭博,3
+供应,美国原油活跃钻机数,BAKEOIL index,周度,彭博,3
+供应,美国炼厂产能利用率,DOEPPERC INDEX,周度,彭博,3
+供应,EIA周度NGL产量,doetngpl index,周度,彭博,3
+供应,原油：加工量：中国（周）,ID01232807,周度,钢联,34
+供应,US Oil & Gas Exploration & Drilling Frac Spread Count,XDUSFA PVMI Index,周度,彭博,3
+供应,Lower48原油产量,DOETCL48  Index,周度,彭博,3
+进出口,EIA美国航煤净出口,C2408261337533608,周度,指标运算,4
+进出口,EIA美国柴油净出口,C2408261334324255,周度,指标运算,4
+进出口,EIA美国汽油净出口,C2408261331061872,周度,指标运算,4
+进出口,EIA美国原油净出口,C2408261327174142,周度,指标运算,4
+进出口,DOE-航煤净进口,C2404170747,周度,指标运算,4
+进出口,DOE-美国汽油净进口,C2404175601,周度,指标运算,4
+进出口,DOE-美国馏分燃料油净进口,C2404175533,周度,指标运算,4
+进出口,美国原油周度净进口,DOEINICR Index,周度,彭博,3
+进出口,美国原油总出口,DOEBCEXP Index,周度,彭博,3
+进出口,美国原油进口（除SPR）,DOEICESP Index,周度,彭博,3
+进出口,美国原油总进口（含SPR）,DOEICISP Index,周度,彭博,3
+进出口,DOE-美国汽油进口,DOEIFMOG Index,周度,彭博,3
+进出口,DOE-美国汽油出口,DOEBFMGS Index,周度,彭博,3
+进出口,DOE-馏分燃料油进口,DOEIDIST Index,周度,彭博,3
+进出口,DOE-美国馏分燃料油出口,DOEBDIST Index,周度,彭博,3
+进出口,DOE-航煤进口,DOEIJETK Index,周度,彭博,3
+进出口,DOE-航煤出口,DOEBKJET Index,周度,彭博,3
+运输,莱茵河水位,GH20RHKA index,日度,彭博,3
+其他,ovx index,ovx index,其他,其他,其他
+其他,dxy curncy,dxy curncy,其他,其他,其他
+其他,C2403128043,C2403128043,其他,其他,其他
+其他,C2403150124,C2403150124,其他,其他,其他
+其他,FVHCM1 INDEX,FVHCM1 INDEX,其他,其他,其他
+其他,doedtprd index,doedtprd index,其他,其他,其他
+其他,CFFDQMMN INDEX,CFFDQMMN INDEX,其他,其他,其他
+其他,C2403083739,C2403083739,其他,其他,其他
+其他,C2404167878,C2404167878,其他,其他,其他
+其他,GC1 COMB Comdty,GC1 COMB Comdty,其他,其他,其他
+其他,C2404167855,C2404167855,其他,其他,其他
--- a/yuanyoudataset/特征频度统计.csv
+++ b/yuanyoudataset/特征频度统计.csv
@ -1,219 +1,232 @@
-日度(218),周度(94),154天(1)
-PP主力收盘价拟合残差/丙烷 CP M1,PE注塑开工率/周,中国：华东地区：市场平均价：BOPP厚光膜
-华南聚丙烯基差（折盘面收盘价）,PP：看跌比例：中国（周）,
-华北聚丙烯基差（折盘面收盘价）,PP：看平比例：中国（周）,
-华东聚丙烯基差（折盘面收盘价）,PP：看升比例：中国（周）,
-煤制聚丙烯利润,PP看空情绪指数环差,
-PP粉料（山东）/拼接,PP多空情绪强弱指数,
-BOPP：成本：中国（日）,塑编产成品库存,
-PP无纺布生产成本（日）,塑编订单天数,
-CPP薄膜成本（日）,塑编产成品库存天数,
-PET瓶片：利润：中国（日）7DMA,塑编原材料库存天数,
-再生PP市场价/山东（日）,塑编整体开工率,
-印度粉矿：57%Fe：品牌价格：青岛港,PP管材开工率,
-美国-中国PS（GPPS）价差,PP无纺布开工率,
-PP拉丝国内现货价格,BOPP开工率,
-PP主力收盘价,中国PP无纺布原料库存天数,
-PP粉料（山东）,中国PP无纺布原料库存量,
-PP：拉丝：S1003：市场主流价：常州：国能榆林化工（日）,中国PP无纺布成品库存天数,
-PP：拉丝：S1003：市场主流价：东莞：宝丰能源（日）,西北欧：现货价：FOB低密度聚乙烯,
-PP：低熔共聚：K8003：自提价：广州：宝丰能源（日）,中国BOPP原料库存天数,
-PP：低熔共聚：K8003：自提价：宁波：国能榆林化工（日）,中国BOPP成品库存天数,
-PP：拉丝：1102K：市场价：临沂：国家能源宁煤（日）,中国BOPP成品库存量,
-PP：拉丝：1102K：市场价：青州：国家能源宁煤（日）,中国BOPP订单天数,
-PP：透明：M26ET：出厂价：华东地区：镇海炼化（日）,中国PP下游平均开工率,
-PP：透明：HC-RP340R：出厂价：华北地区：山东东明（日）,PP无纺布：厂内库存：中国（周）,
-现货价(中间价):均聚聚丙烯(PP-H):CFR远东,PP无纺布：生产毛利：中国（周）,
-现货价(中间价):聚丙烯PP(纤维/注塑):CFR东南亚,价差：聚乙烯与乙烯（西北欧）,
-现货价(中间价):聚丙烯PP(纤维/注塑):FOB西北欧,PP拉丝期末库存（周）,
-现货价(中间价):均聚聚丙烯(PP-H):FOB中东,PP期末库存/广州港（周）,
-现货价(中间价):聚丙烯PP(纤维/注塑):FAS休斯敦,PP期末库存/宁波港（周）,
-PP主力盘中,PP：期末库存：青岛港（周）,
-PP神华竞拍（华东）,PP期末库存/上海港（周）,
-PP神华竞拍（临沂）,PP期末库存/天津港（周）,
-PP神华竞拍（西安）,PP期末库存/厦门港（周）,
-DCE：工业产品：期货价格综合指数收盘价（日）,PP两桶油/库存（周）,
-DCE：化工产品：期货价格指数收盘价（日）,PP贸易商库存(钢联)同比,
-DCE：塑料：期货价格指数收盘价（日）,BOPP原料库存+产成品库存天数,
-PP.DCE收盘价,PP周度总库存,
-PP：低熔共聚：2500HY：市场价：临沂：国家能源宁煤（日）,中国BOPP原料库存天数同差,
-PP：低熔共聚：K8003：出厂价：河北、鲁北：大唐内蒙多伦（日）,PP库存(PDH)超季节性(3Y),
-PP：低熔共聚：EPS30R：市场价：临沂：榆能化（日）,中国BOPP周度产成品库存天数（T）,
-PP：低熔共聚：K8003：出厂价：临沂：宝丰能源（日）,中国BOPP周度原料库存天数（T）,
-PP：低熔共聚：K8003：出厂价：常州：宝丰能源（日）,中国再生PP样本企业周度库存,
-PP：低熔共聚：K8003：出厂价：华东地区：东华能源（宁波）（日）,中国PP港口期末库存,
-PP：低熔共聚：K8003：市场价：杭州：东华能源（宁波）（日）,PP粉料库存（吨）变化,
-PP：低熔共聚：2500H：市场价：台州：国家能源宁煤（日）,PP贸易商库存(钢联),
-PP：低熔共聚：2500H：市场价：厦门：国家能源宁煤（日）,PP下游原料库存天数,
-PP：低熔共聚：市场价：华南地区（日）,塑编原材料库存,
-PP：中熔共聚：SP179P：出厂价：华北地区：中石化齐鲁化工（日）,PP两油+煤制库存,
-PP：中熔共聚：EP5010C：出厂价：华北地区：中沙天津（日）,PP炼厂库存+PDH库存,
-PP：中熔共聚：2043N：出厂价：华东地区：国家能源宁煤（日）,PP库存（煤制）,
-PP：中熔共聚：YPJ1215C：出厂价：华东地区：扬子石化（日）,PP库存 (地方炼厂),
-PP：中熔共聚：2043N：出厂价：华南地区：国家能源宁煤（日）,PP上游库存（两油+煤+PDH+地方）,
-PP：中熔共聚：EP440N：出厂价：华南地区：中科炼化（日）,中国CPP原料库存天数,
-PP：中熔共聚：K8009：出厂价：华南地区：广州石化（日）,中国CPP成品库存量,
-PP：高熔共聚：EP300R：市场价：青岛：宝来石化（日）,中国CPP成品库存天数,
-PP：高熔共聚：EP548R：市场价：临沂：万华化学（日）,PP下游原料库存,
-PP：高熔共聚：M30RH：市场价：合肥：中安联合（日）,PP库存(PDH),
-PP：高熔共聚：2240S：自提价：常州：国家能源宁煤（日）,PP上游库存(两油+煤+PDH）,
-PP：高熔共聚：EP548R：市场价：广州：中科炼化（日）,PP粉料库存,
-PP：高熔共聚：2240S：出厂价：华南地区：国家能源宁煤（日）,中国BOPP原料库存量,
-PP：高熔共聚：EP548R：出厂价：华南地区：中海壳牌（日）,BOPP订单天数-产成品库存天数（隆众）,
-PP：薄壁注塑：BZ-70：出厂价：华北地区：寿光鲁清（日）,BOPP开工率(隆众)同差,
-PP：薄壁注塑：PPH-MM60：出厂价：华北地区：石家庄炼化（日）,PP下游综合开工率/2WMA,
-PP：薄壁注塑：K1870-B：市场价：临沂：榆能化（日）,PP下游综合开工率同差,
-PP：薄壁注塑：M60ET：出厂价：华东地区：镇海炼化（日）,PP周度产量/4WMA,
-PP：薄壁注塑：1040TE：出厂价：华东地区：宁夏神华宁煤（日）,PP粉检修减损量（周）,
-PP：薄壁注塑：1040TE：出厂价：华南地区：宁夏神华宁煤（日）,PP周度产量同差,
-PP：薄壁注塑：PPH-MN60：出厂价：华南地区：中石化北海（日）,PP周度产量,
-PP：薄壁注塑：TM6000H：出厂价：华南地区：福建联合石化（日）,PP周度开工率,
-PP：透明：PPR-B10：出厂价：华中地区：中原中石化（日）,PP下游开工/PE下游开工,
-PP：透明：PPR-MT25：出厂价：华中地区：中原中石化（日）,PP管材开工率同差,
-PP：透明：PPR-MT75N：出厂价：华中地区：中原中石化（日）,PP无纺布开工率同差,
-PP：无规共聚：HC-M700B：出厂价：华北地区：山东东明（日）,PP下游综合开工率/3年超季节性,
-热水管：PA14D：市场价：青州：大庆炼化（日）,中国再生PP周度开工负荷率,
-CPP：二元共聚膜：DY-W0723F：市场主流价：天津：独山子石化（日）,中国再生PP周度开工负荷率同差,
-PP：透明：R3080T：出厂价：华东地区：浙江鸿基（日）,PP粉料开工率（4WMA）,
-PP：透明：M08ETN：出厂价：华东地区：镇海炼化（日）,PP检修减损量,
-PP：透明：R3260T：出厂价：华东地区：浙江鸿基（日）,PP下游综合开工率（少注塑&CPP）,
-热水管：YPR-503：出厂价：华东地区：扬子石化（日）,BOPP开工率同差,
-热水管：PA14D：出厂价：华东地区：大庆炼化（日）,BOPP开工率（4WMA）,
-CPP：二元共聚膜：F800EDF：出厂价：华东地区：上海石化（日）,PP粉料开工率,
-CPP：二元共聚膜：F08EC：出厂价：华东地区：镇海炼化（日）,PP周度检修率,
-PP：透明：HT9025NX：出厂价：华南地区：茂名石化（日）,PP周度产量周环差,
-PP：透明：HT9025ZK：出厂价：华南地区：中科炼化（日）,PP周度产量同比,
-PP：透明：HT9025NX：市场主流价：广州：中石化茂名（日）,PP下游成品库存天数,
-热水管：T4401：出厂价：华南地区：茂名石化（日）,PP部分下游订单天数,
-热水管：PPR-4220：出厂价：华南地区：广州石化（日）,中国BOPP订单天数同差,
-PP：BOPP：1103K：出厂价：华北地区：国家能源宁煤（日）,中国BOPP订单天数/4WMA,
-PP：BOPP：PPH-FL03-S：出厂价：华北地区：青岛炼化（日）,BOPP完工订单工作量（周）,
-PP：BOPP：1103K：出厂价：华东地区：国家能源宁煤（日）,中国再生PP周度样本成交量,
-PP：BOPP：F03BT：出厂价：华东地区：镇海炼化（日）,BOPP开工率超季节性/3年,
-PP：BOPP：1103K：出厂价：华南地区：宁夏神华宁煤（日）,中国BOPP成品库存量同差,
-PP：BOPP：L5D98：出厂价：华南地区：广东石化（日）,中国CPP订单天数,
-PP：BOPP：PPH-F03D：出厂价：华南地区：海南炼化装置一（日）,BOPP 订单-成品天数,
-CPP：二元共聚膜：PPR-F08M-S：出厂价：华南地区：茂名石化（日）,,
-CPP：二元共聚膜：PPR-F08-S：出厂价：华南地区：茂名石化（日）,,
-BOPP：12μ光膜：出厂价：华北地区：凯达包装（日）,,
-BOPP：18μ光膜：市场低端价：青岛（日）,,
-BOPP：厚光膜：出厂价：华北地区：山东永冠（日）,,
-BOPP：生产毛利：中国（日）,,
-塑编：透明：30cm*45cm：市场价：山东（日）,,
-PP加权利润,,
-PDH制PP利润（山东）,,
-华东拉丝-CP,,
-山东拉丝-CP,,
-山东拉丝-丙烯价差,,
-PP-3*MA主力,,
-PP-SC价差（7吨桶比）,,
-京博-滨化价差（不含税/1.13/580）,,
-滨化PDH利润（1.169/含税）,,
-滨化丙烯-京博PP边际贡献（不含税/600/收率1.169）,,
-PDH利润（山东/丙烯）,,
-滨化丙烷-PP边际贡献（不含税/580/收率1.13）,,
-滨化丙烷-PP边际贡献（不含税/510/收率1.169）,,
-PP期货-丙烯价差（山东）/400DMA,,
-PP-FEI M4(含税成本),,
-PP-FEI M3(含税成本),,
-PP-FEI M2（含税成本）,,
-PP-FEI M1（含税成本）,,
-PP-FEI价差,,
-PP盘中基差（临沂）,,
-粉粒价差（山东）,,
-外采甲醇制PP利润（太仓）,,
-外采甲醇制PP利润（西北）,,
-PP期货-丙烯价差（山东）,,
-L-P价差（盘面）,,
-油制PP利润（华东）,,
-外采丙烯制聚丙烯利润（华东）,,
-PP基差（盘中）,,
-9-1月差（PP）,,
-5-9月差（PP）,,
-1-5月差（PP）,,
-PDH制PP利润（华东）指数修匀,,
-PDH制PP利润（华东）,,
-PDH制PP利润（华南）,,
-拉丝区域价差（华南-华东）,,
-拉丝区域价差（华东-华北）,,
-拉丝区域价差（华南-华北）,,
-低熔共聚-拉丝价差（华南）,,
-薄壁-拉丝价差（华北）,,
-透明-拉丝价差（华北）,,
-透明-拉丝价差（华东）,,
-透明-PP盘面（华东）,,
-透明-PP盘面价差（华北）,,
-PP-3MA价差（盘面）,,
-LPG-PP价差（盘面）,,
-布伦特-PP价差（盘面）,,
-外采丙烯制聚丙烯利润（山东）,,
-L-P价差,,
-聚烯烃两油库存同比,,
-聚烯烃两油库存1000天百分位,,
-聚烯烃两油库存,,
-聚丙烯进口利润,,
-聚丙烯出口利润,,
-PP检修损失量（万吨/年）,,
-PP日度产量1000天百分位,,
-PP开工率/2WMA,,
-PP开工率同差,,
-PP日度开工率,,
-PP粉产量/中国（日）,,
-PP检修减损量（日）,,
-PP/开工率/东北地区（日）,,
-PP开工率/华北地区（日）,,
-PP开工率/华东地区（日）,,
-PP开工率/华南地区（日）,,
-PP开工率/华中地区（日）,,
-PP开工率/西北地区（日）,,
-PP开工率/西南地区（日）,,
-PP日产/PE日产,,
-PP粉料产量(钢联)7DMA,,
-PP日度产量（粒料+粉料）,,
-PP无纺布生产毛利,,
-PP日度产量7DMA,,
-PP周度产量变频,,
-PP开工率/7DMA,,
-PP日度产量同差,,
-PP日度产量同比,,
-PP日度产量环差,,
-PP开工率（1MMA）,,
-PP日度产量（1MMA）,,
-PP日度产量,,
-PP：拉丝：生产比例：中国（日）,,
-PP：薄壁注塑：生产比例：中国（日）,,
-PP：低熔共聚：生产比例：中国（日）,,
-PP：高熔共聚：生产比例：中国（日）,,
-PP：中熔共聚：生产比例：中国（日）,,
-PP：无规共聚：生产比例：中国（日）,,
-PP：高熔纤维：生产比例：中国（日）,,
-PP：均聚注塑：生产比例：中国（日）,,
-PP：透明：生产比例：中国（日）,,
-PP：涂覆料：生产比例：中国（日）,,
-PP：中熔纤维：生产比例：中国（日）,,
-冷水管：生产比例：中国（日）,,
-CPP：二元共聚膜：生产比例：中国（日）,,
-CPP：均聚：生产比例：中国（日）,,
-CPP：三元共聚薄膜：生产比例：中国（日）,,
-热水管：生产比例：中国（日）,,
-BOPP利润（华东地区）,,
-BOPP日度新订单量（T）,,
-BOPP新订单量（7DMA）,,
-BOPP订单天数变频,,
-LME铜价,,
-黄金连1合约,,
-Brent-WTI,,
-美元指数,,
-甲醇鲁南价格,,
-甲醇太仓港口价格,,
-山东丙烯主流价,,
-丙烷（山东）,,
-FEI丙烷 M1,,
-在岸人民币汇率,,
-南华工业品指数,,
-PVC期货主力,,
-PE期货收盘价,,
-PP连续-1月,,
-PP连续-5月,,
-PP连续-9月,,
-y,,
+日度(231),周度(130),月度(1)
+西北欧炼厂加工Brent原油CDU利润,EIA美国油品需求,EIA美国柴油产量（千桶日）
+美墨湾炼厂加工WTI原油CDU利润,中国汽柴油表需,
+新加坡炼厂加工Dubai原油CDU利润,DOE-美国汽油产量超季节性/3年,
+西北欧炼厂加工Brent原油CDU利润 M2,美国汽油表需（周度）,
+美墨湾炼厂加工WTI原油CDU利润 M2,美国汽油产量（周度）,
+新加坡炼厂加工Dubai原油CDU利润 M2,中国炼厂原油加工量-隆众,
+西北欧炼厂加工Brent原油CDU利润 M1-M2,中国独立炼厂原油加工量-隆众,
+西北欧炼厂加工Brent原油FCC利润,中国主营炼厂原油加工量-隆众,
+美墨湾炼厂加工WTI原油HSK利润,原油加工量：独立+主营,
+新加坡炼厂加工Dubai原油FCC利润,美国油品表需,
+美国汽油单一利润,美国原油周度表需,
+SC c1-c2,原油：山东独立炼厂：开工率：新口径（周）超季节性/3年,
+Brent-TI,主营原油加工量（千桶/日）,
+Dubai swap c1-c2,美国汽油表需超季节性/4年,
+Dubai swap c1-c3,中国独立炼厂原油加工量（千桶/日）,
+RBOB&HO近12月合约均价532裂解,PADD1原油投料输入量,
+RBOB近12月合约均价裂解,PADD2原油投料输入量,
+RBOB近12月合约均价,PADD3原油投料输入量,
+布油近12月合约均价,PADD4原油投料输入量,
+Brent-SC价差,PADD5原油投料输入量,
+SC连2-连3月差,DOE-美国汽油产量,
+SC连1-连6,DOE-柴油产量,
+SC连1-连2,EIA美国原油总库存（含SPR）,
+SC连1-连3月差,EIA美国油品库存（含SPR）,
+HO连1-连6,EIA美国汽柴航煤库存,
+HO连1-连3,库欣+PADD3库存,
+HO连1-连2合约,美国商业原油库存超季节性/4年,
+RBOB连1-连2,美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年),
+RBOB连1-连3,库欣原油库存超季节性/5年,
+RBOB连1-连6,美国商业原油库存超季节性/5年,
+RBOB连2-连3月差,美国成品车用汽油库存占比,
+Oman连2-连3月差,汽油库存差,
+Brent-Oman价差,美国汽油调和组分库存（周度）,
+DUBAI原油贴水,美国成品油库存超季节性/5年,
+阿曼原油贴水,新加坡燃料油库存,
+SC内外价差,ARA原油及成品油库存,
+WTI c1-c6,美国汽油库销比,
+WTI c1-c3,美国成品油库存,
+WTI c1-c2,美国取暖用油库存同差,
+Brent c1-c9,原油：库容比：山东：独立炼厂（周）,
+Brent c1-c6,原油：山东独立炼厂：厂内库存：新口径（周）,
+Brent c1-c3,彭博全球海上在运原油,
+Brent c1-c2,美国EIA原油成品油总库存（不含SPR）,
+Brent-WTI,库欣原油库存,
+Dubai连1合约价格,美国商业原油库存,
+Dubai连1-连4月差,美国战略储备原油库存,
+印度原油连1合约价格,美国PADD1原油库存,
+ICE轻柴油连4合约价格,美国PADD2原油库存,
+布伦特迪拜掉期 EFS,美国PADD3原油库存,
+WTI连1合约价格,美国PADD4原油库存,
+Brent连1合约价格,美国PADD5原油库存,
+SC/ZC（活跃合约）,DOE RBOB Gasoline Total Stocks Data,
+WTI连24合约,DOE CBOB Gasoline Total Stocks Data,
+BU-SC（活跃合约）,美国原油成品油总库存（含SPR）,
+WTI活跃合约,美国调和汽油库存,
+y,ARA原油库存,
+Dubai Swap c1,美国成品车用汽油库存,
+NYMWX WTI c5,美国成品油库存超季节性/4年,
+INE SC c1,CFTC Crude Oil Furtures,
+Oman Swap c1,美国柴油零售价格,
+DME Oman c1,美国车用汽油零售价格,
+Murban Futures c1,美国汽油净进口（周度）,
+HO连6合约,美国炼厂产能利用率同差,
+HO连5合约,美国炼厂产能利用率超季节性/5年,
+ho连7合约,原油：主营炼厂：加工量：中国（周）,
+HO连8合约,原油：常减压：产能利用率：山东：独立炼厂（周）,
+HO连9合约,美国原油活跃钻机数同差,
+HO连10合约,原油加工量/主营+独立,
+HO连11合约,美国炼厂原油输入量超季节性/3年,
+CFD W1,美国总钻机数,
+CFD W6,原油：独立炼厂：加工量：中国（周）,
+Oman c1 * 汇率,原油：常减压：独立炼厂：产能利用率：中国（周）,
+SC c2-Oman c1*汇率,彭博全球海上浮仓+在运原油,
+SC c3-Oman c1*汇率,原油：山东独立炼厂：开工率：新口径（周）,
+INE SC主力合约价格,美国炼厂可用产能,
+SC主力-Brent主力*汇率,美国原油周度调整项,
+Brent主力*汇率,中国32家地炼开工率,
+SC c1日盘-Brent c1(15:00)*汇率,美国原油和天然气钻机总数,
+SC c2日盘-Brent c1(15:00)*汇率,彭博美国墨西哥湾海上浮仓,
+SC c2日盘-Brent c2(15:00)*汇率,ArkomaWoodford活跃钻机数,
+SC理论估值-Dubai原油,CanaWoodford活跃钻机数,
+SC c1夜盘-理论估值(Dubai),DJ-Niobrara活跃钻机数,
+SC c2夜盘-理论估值(Dubai),GraniteWash活跃钻机数,
+SC c3夜盘-理论估值(Dubai),Haynesville活跃钻机数,
+DFL M1,Utica活跃钻机数,
+DFL M2,加拿大原油活跃钻机数,
+CFD W1-Brent c1,Permian盆地钻机数,
+SC主力-理论估值,EagleFord钻机数,
+SC c1夜盘-Brent c1 (结算)*汇率,Williston盆地钻机数,
+SC c2夜盘-Brent c1 (结算)*汇率,Marcellus钻机数,
+SC c2夜盘-Brent c2 (结算)*汇率,ArkmoreWoodford钻机数,
+SC c2-c3 (夜盘),全球海上浮仓,
+Brent c2-c3 (结算),彭博西非海上浮仓,
+WTI c2-c3,彭博亚洲海上浮仓,
+Brent c2-c3,彭博欧洲海上浮仓,
+SCc1夜盘收盘(日期调整),彭博北海海上浮仓,
+SCc2夜盘收盘(日期调整),彭博中东海上浮仓,
+SCc3夜盘收盘(日期调整),美国陆上水域钻机数,
+SCc4夜盘收盘(日期调整),美国海上钻机数,
+SC c1夜盘-Brent c1 (结算B)*汇率,美国陆上钻机数,
+SC c2夜盘-Brent c1 (结算B)*汇率,美国炼厂原油输入量,
+SC c2夜盘-Brent c2 (结算B)*汇率,FracSpread完井数,
+阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),美国国内周度原油产量,
+SC c2夜盘-阿曼入库湛江成本(Oman c1预估),美国原油活跃钻机数,
+SC c3夜盘-阿曼入库湛江成本(Oman c1预估),美国炼厂产能利用率,
+SC期货库存10期滚动标准差,EIA周度NGL产量,
+SC期货库存1000天百分位,原油：加工量：中国（周）,
+SC仓单（百万桶）,US Oil & Gas Exploration & Drilling Frac Spread Count,
+SC-Brent*汇率,Lower48原油产量,
+Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),EIA美国航煤净出口,
+RBOB+HO平均,EIA美国柴油净出口,
+HO12合约算术平均,EIA美国汽油净出口,
+RBOB12合约算术平均,EIA美国原油净出口,
+WTI-LLS价差,DOE-航煤净进口,
+Brent现货价格-Brent连4,DOE-美国汽油净进口,
+Brent现货价格-Brent连3,DOE-美国馏分燃料油净进口,
+布伦特现货价格-Brent连2,美国原油周度净进口,
+Brent 连2-连3超季节性/3年,美国原油总出口,
+Brent连2-WTI连2超季节性/3年,美国原油进口（除SPR）,
+Brent连3-WTI连2超季节性/3年,美国原油总进口（含SPR）,
+Brent连4-WTI连4,DOE-美国汽油进口,
+Brent连4-WTI连3,DOE-美国汽油出口,
+Brent连4-WTI连2,DOE-馏分燃料油进口,
+Brent连4-WTI连1,DOE-美国馏分燃料油出口,
+Brent连3-WTI连4,DOE-航煤进口,
+Brent连3-WT连3,DOE-航煤出口,
+Brent连3-WTI连2,doedtprd index,
+Brent连3-WTI连1,CFFDQMMN INDEX,
+Brent连2-WTI连4,C2403083739,
+Brent连2-WTI连3,C2404167878,
+Brent连2-WTI连2,,
+Brent连2-WTI连1,,
+Brent连1-WTI连4,,
+Brent连1-WTI连3,,
+Brent连1-WTI连2,,
+美国汽油裂解价差超季节性/3年,,
+Brent-LLS价差,,
+Forties - Brent c1,,
+WTI 3:2:1裂解价差超季节性/5年,,
+SC C1-C2月差,,
+Dubai FOB M1-M2,,
+Brent连1-连4,,
+新加坡汽油裂解价差,,
+DFL,,
+Dubai 连2-连3,,
+WTI 连2-连3月差,,
+Brent 连2-连3,,
+Dubai-WTI价差,,
+WTI连1-连2月差,,
+Brent连6-连12,,
+Brent连1-连9月差,,
+Brent连1-连6月差,,
+Brent连1-连2月差,,
+WTI连1-连4,,
+BrentC1-C2,,
+B-W价差,,
+欧洲Brent成品油裂解价差（领先一周）,,
+沙特中质OSP（日度）,,
+沙轻欧洲OSP（日度）,,
+巴重FOB出口亚洲现货价格,,
+Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,,
+沙轻OSP（日度）,,
+Brent油价30日动能,,
+沙特轻质日度osp,,
+Brent原油现货价格,,
+美湾WTI211裂解价差,,
+Asia Tapis 211 裂解价差,,
+迪拜原油211裂解价差,,
+欧洲Brent成品油裂解价差,,
+美国汽油裂解价差,,
+美国取暖油裂解价差,,
+Dubai连3合约价格,,
+WTI 3:2:1裂解价差,,
+新加坡汽油裂解,,
+欧洲汽油裂解,,
+欧洲柴油裂解,,
+WTIC1-C2,,
+Dubai FOB M1,,
+Dubai FOB M2,,
+Dubai FOB M3,,
+Oman FOB M1,,
+Forties - Dated Brent,,
+Forties FOB,,
+新加坡航煤裂解,,
+美国取暖油HOC5,,
+美国取暖油HOC6,,
+美国取暖油HOC7,,
+美国取暖油HOC8,,
+美国取暖油HOC4,,
+美国取暖油HOC9,,
+美国取暖油HOC10,,
+美国取暖油HOC11,,
+美国取暖油HOC12,,
+Dubai swap c3,,
+Dubai swap c2,,
+阿曼原油 (湛江交割) 到岸入罐成本,,
+SC c3-阿曼到岸入罐成本,,
+SC c5 -估值,,
+SC主力-阿曼入库成本,,
+SC c1-阿曼入库成本,,
+SC c1 夜盘收盘价,,
+SC c2夜盘收盘价,,
+SC c3夜盘收盘价,,
+SC c4夜盘收盘价,,
+SC c1 夜盘收盘价滞后1天,,
+SC c2夜盘收盘价滞后1天,,
+SC c3夜盘收盘价滞后1天,,
+SC c4夜盘收盘价滞后1天,,
+SC c1夜盘-Brent c1*汇率,,
+SC c2夜盘-Brent c1*汇率,,
+SC c2夜盘-Brent c2*汇率,,
+SC c1-SC c2 (夜盘),,
+中东原油强弱程度-巴中,,
+SC理论估值-巴中,,
+SC c2夜盘-理论估值(巴中),,
+SC c3夜盘-理论估值(巴中),,
+阿曼原油 (湛江交割) 到岸入库成本,,
+SC c2夜盘-阿曼入库湛江成本,,
+SC c3夜盘-阿曼入库湛江成本,,
+Brent c2 - WTI c1,,
+Brent12期合约均价,,
+WTI 近12月合约均价,,
+B-W价差（均价）,,
+莱茵河水位,,
+ovx index,,
+dxy curncy,,
+C2403128043,,
+C2403150124,,
+FVHCM1 INDEX,,
+GC1 COMB Comdty,,
+C2404167855,,
--- a/yuanyoudataset/特征频度统计.txt
+++ b/yuanyoudataset/特征频度统计.txt
@ -1,4 +1,4 @@
-特征信息：总共有311个,日度(218),周度(94),154天(1), 详看 附1、特征列表
+特征信息：总共有360个,日度(231),周度(130),月度(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
--- a/yuanyoudataset/美元指数与价格散点图.png
+++ b/yuanyoudataset/美元指数与价格散点图.png
--- a/yuanyoudataset/聚丙烯出口利润与价格散点图.png
+++ b/yuanyoudataset/聚丙烯出口利润与价格散点图.png
--- a/yuanyoudataset/聚丙烯进口利润与价格散点图.png
+++ b/yuanyoudataset/聚丙烯进口利润与价格散点图.png
--- a/yuanyoudataset/薄壁-拉丝价差（华北）与价格散点图.png
+++ b/yuanyoudataset/薄壁-拉丝价差（华北）与价格散点图.png
--- a/yuanyoudataset/预测值与真实值对比图.png
+++ b/yuanyoudataset/预测值与真实值对比图.png
--- a/yuanyoudataset/预测值表格.png
+++ b/yuanyoudataset/预测值表格.png
--- a/yuanyoudataset/黄金连1合约与价格散点图.png
+++ b/yuanyoudataset/黄金连1合约与价格散点图.png