雍安code

config_yongan.py

@@ -227,7 +227,7 @@ weight_dict = [0.4,0.15,0.1,0.1,0.25] # 权重
 
 ### 文件
 data_set = '原油指标数据.xlsx' # 数据集文件  
-dataset = 'yuanyoudataset' # 数据集文件夹
+dataset = 'yongandataset' # 数据集文件夹
 
 # 数据库名称
 db_name = os.path.join(dataset,'jbsh_yuanyou.db')

yongandataset/accuracy.sql

@@ -0,0 +1,351 @@
+/*
+ Navicat Premium Data Transfer
+
+ Source Server         : jbsh_yuanyou
+ Source Server Type    : SQLite
+ Source Server Version : 3035005
+ Source Schema         : main
+
+ Target Server Type    : SQLite
+ Target Server Version : 3035005
+ File Encoding         : 65001
+
+ Date: 26/12/2024 18:14:12
+*/
+
+PRAGMA foreign_keys = false;
+
+-- ----------------------------
+-- Table structure for accuracy
+-- ----------------------------
+DROP TABLE IF EXISTS "accuracy";
+CREATE TABLE "accuracy" (
+  "ds",
+  "NHITS",
+  "Informer",
+  "LSTM",
+  "iTransformer",
+  "TSMixer",
+  "TSMixerx",
+  "PatchTST",
+  "RNN",
+  "GRU",
+  "TCN",
+  "BiTCN",
+  "DilatedRNN",
+  "MLP",
+  "DLinear",
+  "NLinear",
+  "TFT",
+  "FEDformer",
+  "StemGNN",
+  "MLPMultivariate",
+  "TiDE",
+  "DeepNPTS",
+  "y",
+  "created_dt",
+  "min_within_quantile",
+  "max_within_quantile",
+  "id",
+  "CREAT_DATE",
+  "min_price",
+  "max_price",
+  "LOW_PRICE",
+  "HIGH_PRICE"
+);
+
+-- ----------------------------
+-- Records of accuracy
+-- ----------------------------
+INSERT INTO "accuracy" VALUES ('2024-10-08', 79.58583, 77.86332, 79.749565, 79.99462, 78.719536, 80.2734, 81.00409, 82.39092, 81.42831, 80.005356, 79.860344, 81.43662, 79.210686, 79.04317, 80.87746, 77.84979, 80.89221, 76.08021, 79.54324, 80.52591, 80.586945, 77.18, '2024-10-07', 79.860344, 81.43662, 2, '2024-10-07', 77.859461, 80.859461,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-09', 78.45917, 77.89291, 79.66694, 80.162224, 78.13006, 79.51658, 80.94695, 82.222015, 81.25816, 80.19542, 80.025314, 81.462875, 79.1018, 78.09388, 80.77215, 76.92572, 80.480385, 76.419815, 78.878815, 80.39462, 79.868546, 76.58, '2024-10-07', 80.025314, 81.462875, 3, '2024-10-07', 77.548905, 80.548905,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-10', 78.197, 78.02221, 79.62716, 80.34845, 78.14953, 80.495926, 80.47577, 82.25129, 81.53458, 80.13918, 80.042404, 81.59788, 78.92526, 78.43371, 81.10872, 76.85055, 80.68544, 76.71271, 78.16717, 79.59497, 80.60359, 79.4, '2024-10-07', 79.59497, 81.59788, 4, '2024-10-07', 77.736765, 80.736765,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-11', 78.320076, 78.48742, 79.603226, 80.89491, 77.785645, 80.79358, 80.73063, 82.35802, 81.64965, 80.15309, 79.82753, 81.43614, 78.49846, 78.08434, 82.536476, 77.46647, 80.87092, 77.01387, 77.964645, 80.0998, 80.1214, 79.04, '2024-10-07', 79.82753, 82.536476, 5, '2024-10-07', 77.7687731, 80.7687731,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-14', 79.31039, 79.01493, 79.71095, 80.919975, 77.49237, 81.05774, 81.12614, 82.82762, 81.50011, 80.08953, 79.678925, 81.7005, 78.59396, 78.390625, 80.66518, 78.474396, 78.53436, 76.85851, 78.010605, 80.14558, 80.50867, 77.46, '2024-10-07', 79.678925, 81.7005, 6, '2024-10-07', 77.639266, 80.639266,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-09', 76.357124, 75.963, 75.40709, 78.428734, 78.16251, 77.95243, 77.33943, 77.3729, 78.659874, 78.75405, 78.19969, 78.24104, 76.80204, 77.544334, 77.46441, 75.65982, 78.41104, 75.97787, 77.20027, 78.38409, 77.03602, 76.58, '2024-10-08', 77.33943, 78.38409, 7, '2024-10-08', 75.8038074, 78.8038074,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-10', 75.49059, 76.436745, 75.3882, 78.290146, 77.871445, 77.23795, 77.642715, 77.21046, 78.39957, 78.82955, 78.41931, 78.2845, 76.8088, 78.08905, 75.54954, 75.10636, 79.135475, 76.30853, 77.20433, 78.43401, 78.13234, 79.4, '2024-10-08', 75.54954, 78.43401, 8, '2024-10-08', 76.0453055, 79.0453055,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-11', 75.58975, 76.38221, 75.43132, 78.36026, 77.51225, 78.11537, 77.83329, 77.50444, 78.7972, 78.86087, 78.19842, 78.47058, 76.97643, 77.344955, 76.9756, 75.00524, 78.94044, 76.59372, 77.31258, 78.89107, 77.298805, 79.04, '2024-10-08', 76.9756, 78.89107, 9, '2024-10-08', 75.970856, 78.970856,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-14', 75.496544, 76.875114, 75.57735, 78.646286, 77.24358, 77.72191, 77.4346, 77.756134, 78.944984, 78.923615, 78.00661, 78.46745, 76.90604, 77.00708, 78.69506, 75.336296, 78.82821, 76.886955, 77.28814, 78.027245, 77.07032, 77.46, '2024-10-08', 77.4346, 78.69506, 10, '2024-10-08', 75.8244374, 78.8244374,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-15', 76.46094, 77.214645, 75.60741, 78.59731, 77.46895, 78.09452, 77.28764, 78.20525, 78.7881, 78.86478, 78.40761, 78.77468, 77.5859, 77.7704, 77.29825, 76.02047, 78.83706, 76.73569, 77.94581, 79.14764, 77.407616, 74.25, '2024-10-08', 77.28764, 79.14764, 11, '2024-10-08', 76.1691541, 79.1691541,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-10', 76.27831, 75.95099, 75.089554, 77.69022, 77.2308, 76.377785, 77.3846, 76.746826, 77.23452, 78.47791, 76.841095, 76.45953, 76.22119, 76.5869, 76.71131, 75.943794, 77.57049, 75.887505, 76.238495, 77.67344, 76.45625, 79.4, '2024-10-09', 76.45953, 77.67344, 12, '2024-10-09', 75.0664809, 78.0664809,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-11', 75.56531, 76.09321, 75.0423, 77.51647, 76.89648, 77.04366, 78.017204, 76.682724, 77.03986, 78.518776, 76.82099, 76.39515, 76.055214, 77.07987, 75.27404, 75.82119, 77.49575, 76.211525, 76.695244, 76.94796, 76.9825, 79.04, '2024-10-09', 75.27404, 78.017204, 13, '2024-10-09', 75.1614245, 78.1614245,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-14', 76.44668, 77.031136, 75.12285, 77.53471, 76.67605, 77.32303, 77.879364, 77.175095, 77.48215, 78.587265, 76.674866, 76.70812, 76.697975, 76.98152, 76.947365, 76.13588, 77.09226, 76.49097, 77.39463, 77.637436, 76.84991, 77.46, '2024-10-09', 76.674866, 77.879364, 14, '2024-10-09', 75.2880028, 78.2880028,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-15', 76.347015, 77.309875, 75.23695, 77.73267, 77.00485, 77.29995, 76.84356, 77.26183, 77.51925, 78.648926, 76.51253, 76.89721, 76.89851, 76.497665, 75.67713, 76.85711, 77.2112, 76.778305, 77.46737, 77.56936, 77.18821, 74.25, '2024-10-09', 75.67713, 77.56936, 15, '2024-10-09', 75.3608895, 78.3608895,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-16', 77.70967, 77.54353, 75.21455, 77.70773, 76.98927, 77.172226, 77.17665, 77.855385, 77.481804, 78.602295, 77.04433, 77.16142, 77.24671, 77.720375, 76.74654, 77.63259, 77.10268, 76.63007, 78.26417, 77.679504, 77.41302, 74.22, '2024-10-09', 76.74654, 77.679504, 16, '2024-10-09', 75.5509555, 78.5509555,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-11', 78.13981, 77.19515, 78.25695, 78.959496, 78.0919, 77.84002, 79.2028, 80.89473, 79.69671, 79.41614, 78.41908, 79.36234, 77.89378, 78.9822, 79.52997, 78.633934, 79.42893, 75.83644, 78.013695, 78.3576, 78.88284, 79.04, '2024-10-10', 78.3576, 79.52997, 17, '2024-10-10', 76.629111, 79.629111,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-14', 77.660324, 77.76478, 78.2706, 79.08852, 77.63748, 77.8045, 79.5945, 80.675224, 79.558075, 79.510574, 78.38073, 79.36137, 78.11576, 77.80834, 78.8647, 79.10466, 79.637726, 76.15429, 78.19847, 77.96565, 78.41378, 77.46, '2024-10-10', 77.96565, 79.5945, 18, '2024-10-10', 76.4837876, 79.4837876,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-15', 78.00478, 78.25349, 78.207886, 79.25057, 77.74094, 78.44728, 79.13409, 80.876625, 79.90102, 79.51525, 78.32606, 79.56494, 79.26355, 77.87077, 79.113144, 79.814316, 79.67748, 76.42842, 79.19782, 78.14425, 78.46354, 74.25, '2024-10-10', 78.14425, 79.56494, 19, '2024-10-10', 76.6560116, 79.6560116,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-16', 79.3739, 78.747025, 78.24162, 79.70357, 77.854774, 78.71941, 79.245224, 80.92203, 79.9474, 79.56303, 78.1181, 79.55274, 79.55698, 76.80241, 76.86008, 80.490524, 80.15772, 76.71029, 79.45726, 78.24475, 78.46433, 74.22, '2024-10-10', 76.86008, 79.55274, 20, '2024-10-10', 76.7060429, 79.7060429,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-17', 80.87888, 79.16808, 78.2024, 79.782364, 78.00947, 77.59489, 79.34596, 81.56937, 79.86976, 79.53068, 78.33484, 79.848335, 80.45428, 78.00407, 78.953926, 81.14476, 79.41209, 76.56488, 80.50002, 78.22667, 78.51678, 74.45, '2024-10-10', 78.22667, 79.848335, 21, '2024-10-10', 76.703417, 79.703417,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-14', 79.15181, 78.09575, 77.64101, 79.00672, 78.54678, 78.84778, 78.64939, 80.09288, 80.04903, 79.12391, 78.833916, 79.67696, 78.16322, 77.64481, 78.63617, 78.879776, 78.98857, 75.81715, 78.79721, 78.54535, 78.470055, 77.46, '2024-10-11', 78.54535, 79.67696, 22, '2024-10-11', 76.6431171, 79.6431171,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-15', 79.506546, 79.352905, 77.68186, 79.3181, 78.38821, 79.03535, 79.09302, 80.0077, 79.86867, 79.20108, 78.65499, 79.66566, 79.53198, 77.51234, 78.11349, 79.33479, 80.089966, 76.13297, 79.192314, 78.14209, 78.146, 74.25, '2024-10-11', 78.11349, 79.66566, 23, '2024-10-11', 76.8136681, 79.8136681,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-16', 79.77602, 79.69766, 77.63222, 79.50775, 78.34916, 79.53822, 79.36056, 80.13677, 80.207115, 79.23519, 78.70999, 79.872734, 80.06214, 78.43875, 78.636955, 80.21892, 80.132286, 76.40535, 80.09925, 78.57602, 78.261566, 74.22, '2024-10-11', 78.57602, 79.872734, 24, '2024-10-11', 77.0741222, 80.0741222,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-17', 80.78993, 79.6705, 77.695305, 80.02474, 78.121284, 80.293976, 79.27238, 80.220795, 80.29928, 79.3064, 78.75647, 79.8707, 80.96892, 77.50423, 77.21339, 81.125496, 80.57094, 76.68543, 81.18142, 78.65614, 78.40276, 74.45, '2024-10-11', 77.21339, 79.8707, 25, '2024-10-11', 77.1357035, 80.1357035,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-18', 81.68933, 79.96967, 77.686264, 80.24054, 78.383545, 78.93604, 79.387, 80.79219, 80.16665, 79.26141, 78.8182, 80.130646, 80.42868, 78.383255, 78.24101, 81.858345, 80.064964, 76.54095, 81.873344, 79.1591, 77.99239, 73.06, '2024-10-11', 78.24101, 80.130646, 26, '2024-10-11', 77.0934378, 80.0934378,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-15', 78.09043, 78.37357, 75.92705, 78.03822, 78.104126, 78.774925, 76.871635, 77.67897, 78.5774, 78.892395, 77.99469, 77.87765, 78.191, 77.58026, 76.67645, 78.10421, 78.97519, 75.81156, 77.85853, 77.900955, 76.71945, 74.25, '2024-10-14', 76.67645, 77.99469, 27, '2024-10-14', 76.1161776, 79.1161776,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-16', 79.06704, 79.0586, 75.90714, 78.300095, 78.13133, 78.10083, 76.63073, 77.6475, 78.35002, 78.94671, 78.238365, 77.91775, 79.81068, 77.20493, 77.31028, 79.16723, 79.66855, 76.12704, 78.55427, 77.787094, 77.13045, 74.22, '2024-10-14', 76.63073, 78.238365, 28, '2024-10-14', 76.2354329, 79.2354329,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-17', 78.7496, 79.501915, 75.94175, 78.43977, 78.24974, 80.10465, 77.105515, 77.96664, 78.75497, 78.99901, 78.194725, 78.120285, 80.621315, 79.03361, 77.98475, 80.40711, 79.734375, 76.39911, 79.46923, 77.79202, 77.49241, 74.45, '2024-10-14', 77.105515, 78.194725, 29, '2024-10-14', 76.7444305, 79.7444305,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-18', 80.255455, 79.07535, 76.03512, 78.86314, 78.39812, 80.55666, 76.738525, 78.07911, 78.84047, 79.07523, 78.8683, 78.2165, 80.42588, 77.94957, 75.68765, 81.41595, 79.67134, 76.67887, 80.32641, 78.7103, 77.51978, 73.06, '2024-10-14', 75.68765, 78.8683, 30, '2024-10-14', 76.846341, 79.846341,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-21', 80.77396, 79.11169, 76.059814, 79.10994, 78.46023, 78.34832, 76.7149, 78.701904, 78.72704, 79.03033, 78.913925, 78.50837, 80.247856, 78.616486, 78.56874, 82.05162, 79.95983, 76.53455, 80.75651, 79.90097, 77.41041, 74.29, '2024-10-14', 76.7149, 79.90097, 31, '2024-10-14', 76.8316225, 79.8316225,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-16', 76.67705, 74.33388, 72.60014, 73.48353, 76.196655, 75.0122, 72.86346, 74.0039, 75.14896, 77.78879, 74.66684, 74.33622, 75.895004, 76.28038, 74.671486, 75.27125, 75.31347, 75.73606, 75.18793, 75.600845, 74.602745, 74.22, '2024-10-15', 72.86346, 75.600845, 32, '2024-10-15', 73.5343215, 76.5343215,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-17', 77.085, 74.47264, 72.66437, 73.30499, 76.739204, 75.098305, 73.15557, 73.98184, 75.04165, 77.78158, 74.73752, 74.232506, 77.66289, 75.20551, 73.72515, 76.24717, 75.8923, 76.05045, 75.65668, 75.61355, 75.271614, 74.45, '2024-10-15', 73.15557, 75.61355, 33, '2024-10-15', 73.6745463, 76.6745463,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-18', 77.072754, 75.22342, 72.77566, 73.21892, 76.80661, 76.11564, 72.84639, 74.44482, 75.41403, 77.91391, 75.01611, 74.54112, 77.2646, 77.234825, 74.28226, 77.53849, 76.285355, 76.3216, 75.94953, 76.64943, 75.13184, 73.06, '2024-10-15', 72.84639, 76.64943, 34, '2024-10-15', 74.256049, 77.256049,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-21', 76.664734, 75.522964, 72.94889, 73.35749, 77.26085, 75.24693, 72.39156, 74.69861, 75.514786, 78.00741, 75.64475, 74.90136, 76.16999, 77.300446, 72.90324, 78.63419, 76.4827, 76.60041, 75.81208, 76.6709, 75.02135, 74.29, '2024-10-15', 72.39156, 76.6709, 35, '2024-10-15', 74.370019, 77.370019,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-22', 76.226364, 75.89113, 72.87722, 73.50349, 77.62217, 75.10063, 71.67007, 75.05327, 75.4788, 77.936935, 76.52078, 75.116425, 75.66873, 77.95296, 75.96526, 79.354645, 76.350624, 76.45658, 76.15081, 78.23978, 75.01669, 76.04, '2024-10-15', 71.67007, 78.23978, 36, '2024-10-15', 74.7028564, 77.7028564,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-17', 75.76459, 72.537994, 72.83891, 73.41015, 74.79353, 74.9197, 74.16489, 74.57757, 74.37405, 77.42821, 73.789925, 73.632965, 75.124214, 74.60478, 75.18116, 75.295, 75.07172, 75.69046, 73.88715, 74.95041, 75.6725, 74.45, '2024-10-16', 73.632965, 75.18116, 37, '2024-10-16', 72.9869929, 75.9869929,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-18', 75.78585, 73.02138, 72.865616, 73.15196, 75.49997, 74.79273, 74.33253, 74.57018, 74.380424, 77.41718, 73.6096, 73.51645, 74.87508, 74.88294, 75.84886, 76.34144, 75.50472, 76.00495, 72.91388, 75.08447, 74.53984, 73.06, '2024-10-16', 73.51645, 75.84886, 38, '2024-10-16', 73.0806216, 76.0806216,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-21', 75.04484, 73.38501, 72.97643, 72.99272, 75.59952, 75.22734, 73.4839, 75.043655, 74.67018, 77.56741, 74.35198, 73.82443, 73.69563, 76.28301, 76.202995, 77.55834, 75.92417, 76.27618, 72.58098, 76.6045, 73.10903, 74.29, '2024-10-16', 73.4839, 76.6045, 39, '2024-10-16', 73.473717, 76.473717,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-22', 74.270164, 72.46621, 73.11353, 73.06668, 76.24213, 75.2618, 72.84148, 75.23639, 74.764305, 77.68688, 74.72549, 74.20735, 72.73605, 76.97749, 72.51695, 78.48387, 75.82646, 76.55507, 72.55682, 76.86278, 73.00026, 76.04, '2024-10-16', 72.51695, 76.86278, 40, '2024-10-16', 73.603122, 76.603122,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-23', 73.8522, 72.52883, 73.01908, 73.174904, 76.439674, 76.09299, 72.52994, 75.79989, 74.82686, 77.61649, 75.31199, 74.39878, 72.39386, 76.754715, 75.52883, 79.06694, 75.57053, 76.4112, 72.317604, 76.98145, 72.6904, 74.96, '2024-10-16', 72.52994, 76.98145, 41, '2024-10-16', 73.6800859, 76.6800859,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-18', 74.19375, 72.00055, 73.1325, 74.740326, 74.74362, 74.01389, 74.87226, 75.24401, 74.57866, 77.32703, 74.060585, 74.15614, 73.62348, 74.129005, 74.84351, 75.59382, 74.36749, 75.618744, 73.22909, 74.80218, 75.92461, 73.06, '2024-10-17', 74.060585, 74.87226, 42, '2024-10-17', 72.7793174, 75.7793174,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-21', 73.30879, 73.21526, 73.14061, 74.25742, 75.54121, 74.46848, 75.48024, 75.17294, 74.59811, 77.31843, 73.82845, 73.97029, 73.03172, 73.681564, 74.95193, 76.7448, 74.96199, 75.93172, 72.307144, 75.283714, 73.78494, 74.29, '2024-10-17', 73.82845, 75.48024, 43, '2024-10-17', 72.8837938, 75.8837938,0,0);
+INSERT INTO "accuracy" VALUES ('2024-10-22', 72.19411, 71.77415, 73.23468, 73.969894, 75.651596, 74.4211, 74.434906, 75.56416, 74.892525, 77.46525, 74.46827, 74.297905, 71.36581, 75.34551, 75.41676, 77.8876, 74.903885, 76.201645, 72.033775, 75.88574, 72.7821, 76.04, '2024-10-17', 74.297905, 75.88574, 44, '2024-10-17', 72.9668676, 75.9668676,0,0);
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+INSERT INTO "accuracy" VALUES ('2024-12-19', 73.693054, 72.71887, 71.83753, 72.76319, 73.56439, 72.84558, 74.08268, 73.641174, 73.41612, 75.67671, 73.41214, 73.08275, 73.79658, 73.57392, 73.48253, 73.81522, 73.26189, 73.559906, 73.57334, 73.85272, 73.46982, 72.88, '2024-12-17', 72.84558, 73.57392, 268, '2024-12-17', 71.7096766, 74.7096766,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-20', 72.99712, 73.32883, 71.92098, 72.62272, 73.33094, 72.8088, 73.569595, 73.99498, 73.56621, 75.82524, 73.35011, 73.36971, 73.384865, 73.67744, 72.84679, 73.96095, 72.96983, 73.67064, 73.17674, 73.783485, 72.91737, 72.94, '2024-12-17', 72.8088, 73.67744, 269, '2024-12-17', 71.6758425, 74.6758425,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-23', 72.51697, 73.51502, 72.09604, 72.56538, 73.33047, 72.323135, 73.33001, 74.274635, 73.81014, 75.9964, 73.271935, 73.6286, 72.81731, 73.716156, 73.22368, 74.0511, 73.28689, 73.78449, 72.759346, 73.74528, 72.84404, 72.63, '2024-12-17', 72.323135, 73.716156, 270, '2024-12-17', 71.6913456, 74.6913456,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-24', 72.83727, 73.38495, 72.00923, 72.44767, 73.36921, 72.928474, 73.06364, 74.71348, 73.8201, 75.91027, 73.30271, 73.76526, 72.67186, 73.055466, 72.69995, 74.12417, 72.88851, 73.72576, 72.79616, 73.411385, 72.84105, 73.58, '2024-12-17', 72.84105, 73.36921, 271, '2024-12-17', 71.5916745, 74.5916745,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-19', 73.26623, 73.00644, 72.05044, 73.59692, 73.61556, 72.60499, 73.518265, 73.99196, 73.32965, 75.63484, 73.22394, 73.33231, 73.40154, 73.12217, 73.0128, 73.50459, 74.11843, 73.38741, 73.61702, 73.60723, 72.68499, 72.88, '2024-12-18', 72.60499, 73.61556, 272, '2024-12-18', 71.64216, 74.64216,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-20', 72.25119, 72.79182, 72.08217, 73.27124, 73.483116, 72.56173, 73.75933, 74.05706, 73.42848, 75.68373, 73.191895, 73.14267, 72.9363, 73.32235, 72.575485, 73.7528, 73.75405, 73.512825, 73.20359, 72.94793, 72.87121, 72.94, '2024-12-18', 72.56173, 73.483116, 273, '2024-12-18', 71.5519096, 74.5519096,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-23', 71.78594, 73.45532, 72.1718, 73.178185, 73.42402, 72.61434, 73.4034, 74.40035, 73.581955, 75.83058, 73.13613, 73.42823, 73.33329, 73.04563, 73.342865, 73.98982, 74.11629, 73.620995, 73.563, 73.69455, 73.28362, 72.63, '2024-12-18', 72.61434, 73.42402, 274, '2024-12-18', 71.7562695, 74.7562695,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-24', 71.43458, 74.06278, 72.333176, 73.11253, 73.3799, 72.255905, 72.960945, 74.66693, 73.80268, 75.999016, 72.95414, 73.67289, 72.724915, 72.97842, 72.268456, 74.14355, 73.68214, 73.73221, 73.45079, 73.12138, 72.87652, 73.58, '2024-12-18', 72.255905, 73.3799, 275, '2024-12-18', 71.6376571, 74.6376571,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-25', 72.45187, 73.8979, 72.2461, 73.01858, 73.25999, 72.453094, 73.25648, 75.16791, 73.83232, 75.910126, 73.01097, 73.81092, 72.96738, 73.0533, 73.1409, 74.26694, 73.82165, 73.674835, 73.82597, 72.38012, 72.905975, NULL, '2024-12-18', 72.453094, 73.25999, 276, '2024-12-18', 71.5703934, 74.5703934,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-20', 71.96201, 73.037605, 71.51099, 73.06286, 73.07089, 72.62283, 72.55429, 73.39672, 72.93881, 75.52308, 72.78601, 72.92169, 72.10752, 73.27188, 73.026245, 73.394806, 72.75054, 73.34766, 72.55584, 72.98392, 72.144035, 72.94, '2024-12-19', 72.144035, 73.27188, 277, '2024-12-19', 71.252636, 74.252636,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-23', 71.00056, 72.75544, 71.58961, 72.91015, 72.92554, 72.49836, 73.00377, 73.48068, 73.0456, 75.575676, 72.772224, 72.691055, 71.64227, 72.37054, 72.24241, 73.66187, 72.74925, 73.47168, 72.11742, 73.105385, 73.43502, 72.63, '2024-12-19', 72.37054, 73.43502, 278, '2024-12-19', 71.2673049, 74.2673049,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-24', 70.57019, 73.77357, 71.67263, 72.81389, 73.01464, 72.428246, 72.958374, 73.806915, 73.177895, 75.73268, 72.698296, 72.98256, 70.87927, 72.84001, 73.04414, 73.83394, 72.701965, 73.57865, 71.96727, 72.862144, 73.540855, 73.58, '2024-12-19', 72.428246, 73.540855, 279, '2024-12-19', 71.4111006, 74.4111006,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-25', 70.4101, 73.87732, 71.84224, 72.77305, 72.79325, 72.030624, 72.69742, 74.10112, 73.4015, 75.89909, 72.518814, 73.29366, 71.25187, 72.55556, 71.58455, 73.943245, 72.68368, 73.688644, 72.14054, 72.672745, 73.347305, NULL, '2024-12-19', 72.030624, 73.347305, 280, '2024-12-19', 71.3010182, 74.3010182,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-26', 71.24084, 73.79917, 71.74007, 72.79242, 73.01023, 72.435745, 73.44079, 74.55741, 73.42874, 75.80586, 72.807365, 73.36135, 71.508194, 73.064705, 72.1537, 74.09305, 72.86447, 73.631905, 72.69348, 73.02641, 73.18447, NULL, '2024-12-19', 72.435745, 73.18447, 281, '2024-12-19', 71.456454, 74.456454,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-23', 73.22286, 72.63109, 71.61113, 72.33847, 72.99601, 73.02356, 72.605194, 73.48424, 72.88961, 75.50554, 72.552345, 72.874374, 72.2816, 72.90321, 73.11203, 73.39909, 73.04889, 73.25534, 72.35768, 72.76479, 73.15614, 72.63, '2024-12-20', 72.552345, 73.15614, 282, '2024-12-20', 71.2942505, 74.2942505,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-24', 73.2565, 72.9946, 71.67718, 72.24487, 72.91457, 72.85068, 72.4898, 73.58499, 73.00419, 75.56224, 72.56767, 72.66306, 72.50246, 73.342545, 73.17721, 73.74431, 73.12456, 73.370445, 72.30492, 72.68259, 73.214386, 73.58, '2024-12-20', 72.56767, 73.342545, 283, '2024-12-20', 71.3739226, 74.3739226,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-25', 73.24717, 73.268486, 71.76081, 72.190575, 72.94002, 72.92379, 72.70569, 73.91961, 73.1359, 75.70842, 72.45124, 72.93588, 71.94633, 73.18689, 73.14363, 73.97781, 73.13977, 73.46971, 72.15416, 72.48282, 72.99804, NULL, '2024-12-20', 72.45124, 73.18689, 284, '2024-12-20', 71.3621576, 74.3621576,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-26', 74.00544, 73.172134, 71.92398, 72.21932, 73.04531, 72.45689, 73.03744, 74.1932, 73.350586, 75.88367, 72.64766, 73.248405, 72.427345, 73.11295, 71.985054, 74.139946, 73.27989, 73.571785, 72.43114, 72.75756, 73.58888, NULL, '2024-12-20', 72.45689, 73.58888, 285, '2024-12-20', 71.4557039, 74.4557039,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-27', 74.09216, 73.2417, 71.822235, 72.26074, 73.17508, 72.70522, 73.32008, 74.68241, 73.385475, 75.79012, 72.84073, 73.322044, 72.450584, 72.78945, 72.81071, 74.30763, 73.46833, 73.51913, 72.610344, 73.35714, 73.344765, NULL, '2024-12-20', 72.70522, 73.344765, 286, '2024-12-20', 71.526378, 74.526378,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-24', 72.288506, 73.3491, 71.28264, 72.68397, 72.7757, 72.64026, 71.97163, 73.169464, 72.63837, 75.330894, 72.41988, 72.63964, 72.470085, 72.173416, 72.95712, 72.86028, 72.23645, 73.281044, 72.6426, 72.375885, 72.597435, 73.58, '2024-12-23', 72.173416, 72.7757, 287, '2024-12-23', 71.013181, 74.013181,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-25', 72.36158, 73.408, 71.376495, 72.61566, 72.927315, 72.665955, 71.78123, 73.24748, 72.75972, 75.38669, 72.30439, 72.438576, 72.66499, 72.80301, 72.94531, 73.232414, 72.52185, 73.393364, 72.76113, 72.158936, 72.59048, NULL, '2024-12-23', 72.30439, 72.927315, 288, '2024-12-23', 71.1149795, 74.1149795,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-26', 72.898415, 73.54369, 71.45269, 72.57172, 72.81866, 72.6138, 72.111496, 73.58596, 72.869385, 75.52843, 72.3708, 72.68243, 73.212555, 73.29187, 72.34634, 73.62723, 72.4257, 73.490234, 73.07302, 72.68084, 72.8093, NULL, '2024-12-23', 72.3708, 73.29187, 289, '2024-12-23', 71.2497584, 74.2497584,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-27', 73.26678, 73.47867, 71.624115, 72.60363, 73.01852, 72.423, 72.33533, 73.86921, 73.08037, 75.72519, 72.6834, 73.02806, 73.156906, 73.84203, 72.00892, 73.90272, 72.49571, 73.58984, 73.12123, 73.09156, 72.82825, NULL, '2024-12-23', 72.423, 73.84203, 290, '2024-12-23', 71.4075095, 74.4075095,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-30', 72.84003, 73.654076, 71.51328, 72.65092, 73.12963, 72.40881, 72.10936, 74.33002, 73.127625, 75.62014, 72.66521, 73.07347, 72.674576, 73.29946, 73.01435, 74.073235, 73.15014, 73.53846, 73.01687, 72.868225, 72.528595, NULL, '2024-12-23', 72.40881, 73.29946, 291, '2024-12-23', 71.3755886, 74.3755886,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-25', 73.620094, 73.7345, 72.31334, 73.88119, 73.17075, 72.86247, 73.88861, 74.45292, 73.38637, 75.56689, 73.216415, 73.51553, 72.99156, 73.12809, 73.22369, 73.66999, 73.75018, 73.33554, 73.520424, 73.3178, 74.29451, NULL, '2024-12-24', 73.12809, 74.29451, 292, '2024-12-24', 71.8123595, 74.8123595,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-26', 73.70435, 73.83785, 72.32418, 73.89117, 73.359146, 72.81174, 73.95932, 74.47592, 73.49747, 75.61898, 73.160736, 73.33478, 73.40806, 72.24903, 73.076805, 73.824394, 73.60586, 73.443565, 73.62415, 73.08902, 73.98863, NULL, '2024-12-24', 72.24903, 73.98863, 293, '2024-12-24', 71.6869757, 74.6869757,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-27', 73.957436, 74.12086, 72.408745, 73.90993, 73.604256, 73.04897, 74.474396, 74.81856, 73.66331, 75.76773, 73.50935, 73.59832, 73.62284, 73.39717, 73.68675, 73.95773, 73.84947, 73.53673, 73.90116, 73.19453, 74.21359, NULL, '2024-12-24', 73.39717, 74.21359, 294, '2024-12-24', 71.9883671, 74.9883671,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-30', 73.906395, 73.88107, 72.55809, 73.99782, 73.69426, 72.761185, 74.40719, 75.0487, 73.86166, 75.94622, 73.74616, 73.83516, 73.248344, 73.45755, 72.81939, 74.020584, 73.99361, 73.63252, 74.07317, 73.69794, 73.16669, NULL, '2024-12-24', 73.16669, 73.74616, 295, '2024-12-24', 71.9589075, 74.9589075,0,0);
+INSERT INTO "accuracy" VALUES ('2024-12-31', 73.495186, 74.080284, 72.47502, 74.03144, 73.71433, 72.36855, 75.207985, 75.58856, 73.9066, 75.83837, 73.79896, 73.9684, 73.39027, 73.52792, 73.901276, 74.0417, 73.79676, 73.58311, 73.85557, 73.645256, 73.26057, NULL, '2024-12-24', 73.26057, 73.79896, 296, '2024-12-24', 71.925076, 74.925076,0,0);
+
+PRAGMA foreign_keys = true;

yongandataset/best_modelnames.txt

@@ -0,0 +1 @@
+BiTCN,TSMixer,TiDE,MLPMultivariate,NHITS

yongandataset/cross_validation.csv

@@ -0,0 +1,481 @@
+ds,cutoff,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,FEDformer,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y
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+2023-11-27,2023-11-23,79.47921,79.46585,79.065,90.315315,81.74797,81.8119,83.81502,81.55362,83.27127,81.82511,82.99991,81.47041,78.95992,80.43495,82.48372,81.20833,82.88921,87.18277,87.62166,82.35463,84.93289,79.98
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+2023-11-29,2023-11-23,79.495834,81.34581,78.84299,90.84124,81.53085,81.03092,84.94056,81.57644,83.426735,81.44751,83.5604,81.409454,78.98137,83.30113,81.16333,82.31265,83.28674,87.91421,86.43687,82.65102,85.79261,83.1
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+2023-12-01,2023-11-24,84.04373,83.535515,78.34057,88.8264,81.01095,82.40396,84.84332,81.37402,82.473045,80.60679,82.75013,80.91357,81.8327,80.715126,81.910484,81.88013,80.42988,87.28319,82.64659,81.58251,84.2726,78.88
+2023-11-28,2023-11-27,80.748474,81.13353,77.96249,89.90789,80.82742,81.33279,80.545204,80.47197,82.2048,79.92602,81.798904,79.80461,81.144135,81.09106,80.16367,80.02266,79.68657,86.10093,83.99344,80.52162,81.71754,81.68
+2023-11-29,2023-11-27,80.57971,81.47292,77.81299,88.64802,80.932846,81.410416,81.07869,80.19718,81.74424,80.25934,82.18609,80.00305,81.47775,80.852,79.5785,80.642685,80.01635,86.50241,84.02552,81.13236,81.81523,83.1
+2023-11-30,2023-11-27,79.8467,82.3646,77.98623,88.29033,80.792015,81.003075,81.08382,80.17067,81.92675,80.01167,82.06232,80.065384,80.836,80.970955,80.03557,81.40371,79.486084,86.84866,82.16177,81.19628,82.313416,82.83
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+2023-12-04,2023-11-28,82.99883,82.67,79.225655,88.42013,81.41052,82.01522,81.64061,82.17546,83.32621,80.75107,81.65945,81.54491,80.92355,79.94035,81.6255,81.64002,81.52169,86.949356,84.97295,81.30146,80.46998,78.03
+2023-12-05,2023-11-28,82.51032,82.688515,79.41097,88.16761,81.50998,82.18898,82.14534,82.84965,83.20464,80.763466,81.76082,81.82658,80.78169,81.82475,81.67272,81.77829,83.16998,86.768234,83.56335,81.37748,82.45479,77.2
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yongandataset/df_combined3.csv

@@ -0,0 +1,206 @@
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+2024-03-06,81.61,83.59,82.84,78.85,82.65,82.54,82.35,58.13,82.18,80.39,82.92,86.01,82.59,82.93,81.98,82.92,81.06,82.79,82.72,82.04,82.96,0.01,,,,,,,,,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.03,0.0,0.05,0.02,0.04,0.3,82.93,DLinear
+2024-03-07,82.67,84.41,83.64,79.11,83.19,83.53,83.41,58.13,83.0,80.6,83.45,86.85,83.52,83.11,83.3,83.46,81.2,82.96,83.4,82.96,82.96,0.0,,,,,,,,,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.02,0.03,0.0,0.05,0.02,0.05,0.3,82.96,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,-0.01,,,,,,,,,0.02,0.02,0.01,0.02,0.02,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.03,0.02,0.02,0.03,0.01,0.06,0.29,81.34,StemGNN
+2024-03-11,83.38,83.31,82.88,79.74,82.62,82.38,83.17,58.13,82.22,80.29,83.0,86.1,83.6,83.04,82.51,82.07,81.43,83.29,82.92,82.08,82.21,0.0,,,,,,,,,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.02,0.0,0.01,0.02,0.01,0.03,0.01,0.05,0.29,82.22,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,-0.0,,,,,,,,,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.02,0.0,0.01,0.01,0.0,0.02,0.02,0.01,0.03,0.0,0.05,0.29,82.09,DeepNPTS
+2024-03-13,81.22,82.49,82.77,79.65,82.02,81.99,81.88,58.13,82.12,80.11,82.4,85.95,82.36,82.64,82.4,80.52,81.61,82.19,82.31,81.82,84.03,0.03,,,,,,,,,0.02,0.02,0.02,0.02,0.03,0.02,0.02,0.02,0.04,0.01,0.02,0.03,0.02,0.05,0.02,0.05,0.03,0.02,0.31,82.77,LSTM
+2024-03-14,83.5,83.92,84.53,80.61,83.32,83.89,83.59,58.13,83.84,80.85,83.51,87.81,84.25,83.06,83.79,82.13,81.77,83.33,83.49,84.02,85.42,0.02,,,,,,,,,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.03,0.04,0.01,0.01,0.02,0.02,0.05,0.02,0.06,0.04,0.03,0.32,84.53,LSTM
+2024-03-15,85.58,85.59,85.61,81.37,84.62,85.52,85.43,58.13,84.85,81.53,84.7,89.13,85.45,84.53,84.84,83.79,81.96,84.85,85.02,85.42,85.34,-0.0,,,,,,,,,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.02,0.0,0.0,0.0,0.0,0.04,0.01,0.05,0.04,0.04,0.32,85.42,DeepNPTS
+2024-03-18,84.85,85.12,85.5,81.51,85.12,85.69,85.27,58.13,84.76,81.89,84.82,89.22,85.48,85.09,85.27,84.53,82.15,85.24,85.34,85.34,86.89,0.02,,,,,,,,,0.02,0.02,0.02,0.02,0.02,0.01,0.02,0.02,0.03,0.02,0.02,0.02,0.02,0.06,0.02,0.06,0.05,0.03,0.33,85.69,TSMixerx
+2024-03-19,86.85,86.77,86.76,82.2,86.3,87.03,86.51,58.13,86.06,82.74,85.81,90.53,86.88,85.92,86.85,85.79,82.39,86.84,86.7,86.87,87.38,0.01,,,,,,,,,0.01,0.01,0.02,0.01,0.01,0.0,0.02,0.02,0.02,0.01,0.01,0.01,0.01,0.05,0.01,0.06,0.06,0.04,0.33,87.03,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,-0.02,,,,,,,,,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.02,0.03,0.02,0.04,0.02,0.03,0.03,0.02,0.03,0.03,0.07,0.32,86.44,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,-0.0,,,,,,,,,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.03,0.03,0.04,0.03,0.05,0.32,85.38,DeepNPTS
+2024-03-22,85.69,85.75,85.47,81.59,85.48,85.41,85.53,58.13,85.06,82.55,85.31,89.51,85.22,85.56,85.31,85.47,82.92,82.25,85.36,85.23,84.83,-0.0,,,,,,,,,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.03,0.03,0.04,0.02,0.06,0.31,85.06,GRU
+2024-03-25,84.68,86.68,85.14,81.52,85.2,84.7,84.71,58.13,84.74,82.21,85.16,89.21,85.83,85.42,84.76,85.64,82.99,81.76,85.11,84.83,86.08,0.01,,,,,,,,,0.02,0.01,0.02,0.01,0.02,0.02,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.04,0.05,0.05,0.04,0.04,0.32,85.83,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,-0.01,,,,,,,,,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.04,0.04,0.05,0.03,0.05,0.32,85.64,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,-0.0,,,,,,,,,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.02,0.04,0.04,0.04,0.03,0.05,0.32,85.52,BiTCN
+2024-03-28,85.28,86.1,85.59,82.75,85.81,86.18,85.41,58.13,85.14,82.47,85.5,89.74,84.97,85.88,86.09,85.61,83.37,82.39,85.98,85.4,87.0,0.02,,,,,,,,,0.01,0.01,0.02,0.01,0.02,0.01,0.02,0.01,0.02,0.02,0.02,0.02,0.01,0.05,0.05,0.05,0.04,0.03,0.33,86.18,TSMixerx
+2024-04-01,86.27,87.66,86.88,83.41,86.7,86.77,86.92,58.13,86.38,83.0,86.17,91.05,86.34,86.84,87.23,87.26,83.58,83.35,87.11,86.94,87.42,0.0,,,,,,,,,0.0,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.05,0.05,0.05,0.04,0.04,0.34,87.26,TFT
+2024-04-02,87.51,87.3,87.18,84.06,87.35,86.75,87.33,58.13,86.62,83.27,86.63,91.52,87.98,87.62,87.46,87.75,83.82,82.79,87.51,87.42,88.92,0.02,,,,,,,,,0.02,0.02,0.03,0.02,0.02,0.02,0.03,0.01,0.01,0.02,0.01,0.02,0.02,0.06,0.07,0.05,0.06,0.03,0.35,87.98,MLP
+2024-04-03,88.04,88.63,88.36,85.25,88.53,88.7,89.0,58.13,87.77,84.15,87.92,92.78,89.03,88.37,89.14,88.47,84.1,84.2,89.13,88.92,89.35,0.0,,,,,,,,,0.0,0.0,0.02,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.0,0.0,0.01,0.06,0.06,0.05,0.06,0.04,0.35,89.14,NLinear
+2024-04-04,88.43,89.85,88.69,86.1,89.19,88.65,89.48,58.13,88.08,84.58,88.55,93.31,89.55,88.56,89.05,88.78,84.39,84.13,89.63,89.35,90.65,0.01,,,,,,,,,0.02,0.01,0.03,0.02,0.01,0.02,0.02,0.02,0.02,0.02,0.01,0.01,0.01,0.07,0.07,0.05,0.07,0.03,0.36,89.85,Informer
+2024-04-05,89.65,90.78,89.72,87.15,90.13,89.63,90.8,58.13,89.1,85.45,89.68,94.51,90.14,90.23,90.51,89.48,84.73,84.72,90.72,90.65,91.17,0.01,,,,,,,,,0.01,0.0,0.02,0.01,0.0,0.02,0.02,0.01,0.02,0.02,0.01,0.01,0.0,0.06,0.07,0.04,0.07,0.04,0.36,90.8,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,-0.01,,,,,,,,,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.02,0.05,0.06,0.03,0.06,0.05,0.36,90.49,BiTCN
+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,-0.01,,,,,,,,,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.03,0.04,0.04,0.04,0.05,0.06,0.35,89.52,LSTM
+2024-04-10,89.24,91.12,88.79,85.75,89.78,90.17,90.09,58.13,88.45,85.55,89.43,94.08,89.87,90.26,89.58,88.96,85.53,86.11,89.58,89.42,90.48,0.01,,,,,,,,,0.01,0.01,0.02,0.01,0.0,0.0,0.01,0.0,0.02,0.02,0.01,0.01,0.01,0.05,0.05,0.05,0.05,0.04,0.36,90.26,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,-0.01,,,,,,,,,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.03,0.01,0.02,0.04,0.01,0.02,0.04,0.06,0.35,89.67,TFT
+2024-04-12,90.95,91.36,89.05,88.76,90.09,89.99,90.38,58.13,88.71,85.48,89.82,94.48,90.81,90.45,89.87,89.27,86.01,86.93,90.27,89.73,90.45,0.01,,,,,,,,,0.01,0.0,0.02,0.0,0.0,0.01,0.01,0.0,0.01,0.02,0.0,0.01,0.01,0.05,0.04,0.02,0.05,0.04,0.36,90.45,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,-0.0,,,,,,,,,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.01,0.05,0.04,0.01,0.04,0.05,0.35,90.02,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,-0.0,,,,,,,,,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.05,0.04,0.01,0.04,0.05,0.35,90.02,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,-0.03,,,,,,,,,0.04,0.04,0.02,0.03,0.03,0.03,0.03,0.04,0.03,0.02,0.03,0.03,0.04,0.02,0.01,0.03,0.01,0.09,0.33,86.65,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,-0.0,,,,,,,,,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.0,0.0,0.0,0.0,0.0,0.03,0.04,0.01,0.0,0.06,0.33,87.1,LSTM
+2024-04-19,86.49,87.36,87.01,86.13,87.53,87.47,87.12,58.13,86.94,84.55,87.29,92.18,86.42,88.01,87.78,87.67,86.89,84.42,87.61,87.22,87.29,0.0,,,,,,,,,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.03,0.03,0.01,0.0,0.06,0.33,87.29,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,-0.0,,,,,,,,,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.03,0.02,0.0,0.0,0.06,0.33,86.99,StemGNN
+2024-04-23,88.01,87.83,86.89,88.97,87.29,87.29,87.38,58.13,86.65,84.17,87.18,91.89,87.33,87.18,86.78,87.93,87.11,86.22,87.44,87.54,87.39,0.0,,,,,,,,,0.01,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.04,0.01,0.02,0.0,0.05,0.33,87.38,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,-0.0,,,,,,,,,0.01,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.03,0.0,0.03,0.0,0.06,0.33,87.03,MLP
+2024-04-25,87.2,88.9,86.9,90.1,87.48,87.02,87.61,58.13,86.58,84.22,87.4,91.74,87.58,87.97,87.78,87.54,87.32,87.41,87.72,87.29,87.77,0.01,,,,,,,,,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.04,0.0,0.03,0.01,0.05,0.34,87.78,NLinear
+2024-04-26,88.56,89.34,87.49,91.22,87.87,88.02,88.14,58.13,87.13,84.44,88.0,92.26,88.38,88.02,87.88,87.51,87.43,87.84,88.0,88.08,88.21,0.0,,,,,,,,,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.04,0.0,0.03,0.01,0.05,0.34,88.14,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,-0.01,,,,,,,,,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.01,0.02,0.03,0.02,0.07,0.0,0.06,0.33,87.41,GRU
+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,-0.01,,,,,,,,,0.01,0.02,0.0,0.02,0.01,0.01,0.02,0.02,0.01,0.01,0.01,0.02,0.03,0.02,0.02,0.05,0.02,0.06,0.33,86.63,GRU
+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,-0.03,,,,,,,,,0.04,0.04,0.03,0.04,0.04,0.04,0.04,0.05,0.05,0.03,0.05,0.05,0.05,0.01,0.05,0.07,0.05,0.09,0.3,84.07,TCN
+2024-05-02,84.76,83.09,83.96,88.04,84.7,83.07,84.41,58.13,83.82,82.95,85.08,88.42,85.84,85.68,84.02,84.68,87.72,85.3,84.69,83.76,83.67,0.0,,,,,,,,,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.01,0.0,0.03,0.0,0.01,0.01,0.02,0.05,0.05,0.06,0.31,83.76,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,-0.01,,,,,,,,,0.02,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,0.02,0.02,0.01,0.01,0.0,0.02,0.06,0.06,0.07,0.3,82.63,TSMixerx
+2024-05-06,83.99,85.58,83.63,86.53,83.46,81.95,82.83,58.13,83.36,81.9,84.2,87.64,83.23,83.77,83.59,84.28,87.73,84.21,83.49,84.91,83.33,0.0,,,,,,,,,0.0,0.0,0.0,0.0,0.01,0.02,0.01,0.01,0.01,0.0,0.0,0.02,0.03,0.02,0.01,0.04,0.05,0.05,0.3,83.36,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,-0.0,-0.01,0.01,82.2,84.4,83.2,84.38,PatchTST,TFT,0.0,0.0,0.0,0.0,0.0,0.02,0.01,0.01,0.01,0.01,0.0,0.02,0.05,0.02,0.02,0.04,0.06,0.06,0.3,83.2,PatchTST
+2024-05-08,83.12,86.07,83.78,87.66,83.36,82.83,83.48,58.13,83.34,81.69,83.69,87.53,83.83,84.2,83.1,84.3,87.75,85.3,83.27,83.76,83.58,0.01,-0.01,0.01,82.61,84.83,82.83,84.3,TSMixerx,TFT,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.03,0.02,0.02,0.05,0.05,0.05,0.3,83.48,PatchTST
+2024-05-09,82.63,86.94,84.13,88.15,83.54,83.04,83.67,58.13,83.63,81.81,84.11,87.84,83.79,84.21,83.39,84.45,87.77,86.07,83.64,83.56,83.88,0.0,-0.01,0.01,82.98,85.13,83.04,84.45,TSMixerx,TFT,0.01,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.04,0.02,0.03,0.05,0.05,0.05,0.31,83.79,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,-0.01,-0.01,0.01,81.83,84.02,81.91,84.01,TCN,TSMixer,0.02,0.02,0.01,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.01,0.01,0.05,0.01,0.04,0.07,0.06,0.06,0.3,83.31,MLP
+2024-05-13,83.21,86.33,83.44,87.41,83.44,83.19,82.86,58.13,82.9,81.56,83.92,87.02,82.86,82.95,82.68,83.7,87.73,84.92,83.32,83.83,83.36,0.01,-0.01,0.01,82.39,84.6,82.68,83.92,NLinear,BiTCN,0.01,0.0,0.01,0.0,0.01,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.04,0.02,0.02,0.05,0.05,0.04,0.3,83.32,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,-0.01,-0.01,0.01,81.4,83.61,81.68,83.54,TCN,TSMixerx,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.02,0.02,0.02,0.03,0.02,0.04,0.01,0.04,0.06,0.06,0.06,0.29,81.68,TCN
+2024-05-15,83.11,83.6,83.12,86.26,83.11,83.31,82.79,58.13,82.57,81.28,83.69,86.57,83.92,82.88,82.82,83.66,87.61,84.72,82.82,83.88,82.75,0.0,-0.01,0.01,81.81,83.98,82.57,83.92,GRU,MLP,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.02,0.04,0.06,0.05,0.3,82.79,PatchTST
+2024-05-16,83.37,83.98,83.46,86.75,83.18,83.27,83.07,58.13,82.89,81.27,83.61,86.83,84.58,83.24,82.91,83.72,87.52,85.06,83.17,83.34,83.27,0.01,-0.01,0.01,82.32,84.51,82.89,83.98,GRU,Informer,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.02,0.0,0.01,0.02,0.02,0.04,0.05,0.04,0.3,83.27,TSMixerx
+2024-05-17,82.36,84.32,83.88,87.33,83.49,83.77,83.16,58.13,83.28,81.38,83.38,87.29,83.06,83.2,83.5,83.74,87.48,85.17,83.26,83.3,83.98,0.01,-0.01,0.01,83.02,85.23,83.06,85.17,MLP,MLPMultivariate,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.01,0.01,0.0,0.03,0.01,0.04,0.04,0.04,0.31,83.88,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,-0.0,-0.01,0.01,82.81,84.96,82.84,84.45,MLP,LSTM,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.03,0.02,0.06,0.04,0.05,0.31,83.72,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,-0.01,-0.01,0.01,81.99,84.11,83.05,83.97,MLP,TSMixer,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.0,0.01,0.02,0.02,0.02,0.07,0.06,0.06,0.3,83.05,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,-0.01,-0.01,0.01,80.97,83.12,81.27,83.1,TCN,TiDE,0.01,0.01,0.01,0.02,0.01,0.02,0.02,0.02,0.01,0.02,0.0,0.02,0.03,0.01,0.03,0.08,0.07,0.06,0.29,81.73,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,-0.01,-0.01,0.01,80.43,82.57,80.84,82.52,TCN,TiDE,0.01,0.01,0.01,0.02,0.01,0.02,0.03,0.02,0.01,0.02,0.02,0.03,0.02,0.01,0.02,0.07,0.07,0.06,0.29,80.84,TCN
+2024-05-24,81.53,81.43,82.32,85.48,82.18,82.26,81.84,58.13,81.75,80.39,83.12,85.45,81.68,81.71,81.83,81.32,87.25,82.06,82.04,82.91,81.84,0.01,-0.01,0.01,80.91,83.06,81.32,82.91,TFT,DeepNPTS,0.0,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.04,0.07,0.04,0.29,81.84,PatchTST
+2024-05-27,81.62,81.45,82.74,84.86,82.24,82.47,82.37,58.13,82.12,80.34,83.12,85.83,82.23,81.99,81.92,81.25,87.14,81.82,82.41,82.01,82.88,0.01,-0.01,0.01,81.94,84.08,81.99,83.12,DLinear,BiTCN,0.01,0.01,0.01,0.01,0.01,0.0,0.0,0.01,0.02,0.0,0.01,0.01,0.02,0.03,0.01,0.02,0.05,0.04,0.3,82.74,LSTM
+2024-05-28,82.55,82.14,83.59,85.34,83.02,83.57,82.61,58.13,82.91,80.66,83.27,86.79,81.82,82.52,83.02,82.17,87.04,82.42,82.92,81.83,83.94,0.01,-0.01,0.01,82.98,85.16,83.02,83.59,NLinear,LSTM,0.01,0.01,0.01,0.01,0.02,0.0,0.01,0.02,0.02,0.0,0.03,0.03,0.02,0.04,0.02,0.02,0.04,0.03,0.31,83.59,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,-0.01,-0.01,0.01,82.48,84.64,82.95,84.52,DeepNPTS,MLPMultivariate,0.01,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.03,0.01,0.04,0.04,0.05,0.3,83.58,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,-0.02,-0.01,0.01,80.91,83.07,81.16,82.99,TCN,BiTCN,0.02,0.01,0.02,0.02,0.01,0.02,0.01,0.01,0.02,0.03,0.02,0.02,0.0,0.01,0.03,0.06,0.06,0.07,0.29,82.0,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,-0.01,-0.01,0.01,80.15,82.29,80.53,82.1,Informer,DLinear,0.01,0.01,0.01,0.02,0.01,0.02,0.01,0.01,0.01,0.02,0.02,0.02,0.01,0.0,0.02,0.06,0.07,0.06,0.28,80.79,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,-0.03,-0.01,0.01,77.43,79.5,,,,,0.04,0.04,0.04,0.04,0.03,0.05,0.04,0.04,0.04,0.05,0.03,0.05,0.02,0.02,0.03,0.09,0.1,0.09,0.26,79.81,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,-0.01,-0.01,0.01,76.6,78.64,77.71,78.1,MLP,Informer,0.01,0.02,0.02,0.03,0.02,0.03,0.04,0.03,0.03,0.03,0.0,0.06,0.01,0.02,0.0,0.07,0.11,0.06,0.25,77.71,MLP
+2024-06-05,77.17,77.94,79.01,80.04,78.76,77.76,79.17,58.13,78.45,78.54,80.01,81.34,77.46,78.64,77.67,79.5,85.72,76.39,78.38,81.16,78.41,0.01,-0.01,0.01,77.48,79.55,77.67,79.5,NLinear,TFT,0.01,0.0,0.0,0.0,0.01,0.01,0.02,0.0,0.01,0.01,0.01,0.04,0.01,0.0,0.03,0.02,0.09,0.04,0.26,78.38,TiDE
+2024-06-06,78.01,78.77,79.91,78.65,79.18,78.95,79.37,58.13,79.13,78.41,80.35,82.13,77.59,78.45,78.81,79.68,85.42,77.43,78.92,78.7,79.87,0.02,-0.01,0.01,78.92,81.03,78.92,80.35,TiDE,BiTCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.0,0.0,0.03,0.01,0.01,0.02,0.03,0.02,0.07,0.03,0.27,79.91,LSTM
+2024-06-07,79.57,79.6,81.17,80.03,80.05,80.31,80.13,58.13,80.22,78.63,80.5,83.53,79.6,79.47,80.29,80.15,85.16,80.04,80.17,78.79,79.62,-0.0,-0.01,0.01,78.67,80.66,78.79,80.5,DeepNPTS,BiTCN,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.0,0.01,0.0,0.01,0.01,0.01,0.07,0.05,0.27,79.6,Informer
+2024-06-10,79.92,79.44,80.87,80.05,79.97,80.4,79.52,58.13,79.9,78.66,80.33,83.26,80.28,79.69,79.86,79.84,84.85,80.17,79.71,79.2,81.63,0.03,-0.01,0.01,80.66,82.81,80.87,80.87,LSTM,LSTM,0.02,0.02,0.02,0.02,0.03,0.02,0.02,0.02,0.02,0.01,0.02,0.03,0.03,0.04,0.02,0.02,0.04,0.02,0.29,80.87,LSTM
+2024-06-11,81.34,80.4,82.61,80.85,80.95,81.85,81.43,58.13,81.61,79.44,80.74,85.1,81.19,81.26,81.76,81.16,84.59,81.38,80.89,80.25,81.92,0.0,-0.01,0.01,80.95,82.98,80.95,82.61,TSMixer,LSTM,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.02,0.02,0.03,0.01,0.01,0.03,0.04,0.29,81.85,TSMixerx
+2024-06-12,81.46,80.77,82.77,81.71,81.58,82.16,81.79,58.13,81.81,79.71,80.95,85.49,81.75,81.53,82.01,81.69,84.33,82.0,81.48,81.3,82.6,0.01,-0.01,0.01,81.62,83.67,81.69,82.77,TFT,LSTM,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.01,0.02,0.02,0.04,0.01,0.01,0.02,0.04,0.3,82.77,LSTM
+2024-06-13,81.58,81.71,83.32,82.27,82.25,82.18,82.33,58.13,82.41,80.17,81.64,86.17,82.05,81.6,82.26,82.21,84.19,82.13,82.28,82.48,82.75,0.0,-0.01,0.01,81.77,83.83,82.05,83.32,MLP,LSTM,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.03,0.01,0.01,0.02,0.04,0.3,82.48,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,-0.0,-0.01,0.01,81.65,83.69,82.06,83.43,BiTCN,LSTM,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.0,0.0,0.02,0.03,0.0,0.0,0.02,0.05,0.3,82.64,TSMixer
+2024-06-17,82.19,81.0,83.32,82.57,82.75,82.4,82.63,58.13,82.54,80.52,82.31,86.39,82.69,82.33,82.44,82.03,83.91,82.87,82.88,82.69,84.25,0.02,-0.01,0.01,83.26,85.47,83.32,83.91,LSTM,StemGNN,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.02,0.03,0.01,0.02,0.02,0.04,0.04,0.02,0.02,0.0,0.03,0.31,83.91,StemGNN
+2024-06-18,84.11,82.19,84.68,83.25,83.66,83.39,84.2,58.13,83.93,81.16,83.46,87.9,83.94,83.27,84.25,85.64,83.82,84.33,84.12,82.48,85.33,0.01,-0.01,0.01,84.32,86.44,84.33,85.64,MLPMultivariate,TFT,0.01,0.01,0.02,0.02,0.01,0.02,0.02,0.02,0.0,0.01,0.02,0.03,0.04,0.05,0.01,0.02,0.02,0.03,0.32,85.64,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,-0.0,-0.01,0.01,84.07,86.18,84.2,85.93,DeepNPTS,TFT,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.04,0.0,0.02,0.02,0.05,0.32,85.11,MLP
+2024-06-20,85.44,83.94,85.29,82.8,84.74,85.84,84.71,58.13,84.56,81.8,84.64,88.99,85.77,84.74,85.07,85.88,83.67,85.31,84.6,84.99,85.71,0.01,-0.01,0.01,84.7,86.82,84.71,85.88,PatchTST,TFT,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.02,0.05,0.0,0.03,0.02,0.04,0.32,85.77,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,-0.02,-0.01,0.01,83.33,85.41,83.59,85.18,StemGNN,NLinear,0.01,0.0,0.01,0.01,0.0,0.03,0.01,0.01,0.02,0.02,0.02,0.02,0.0,0.03,0.01,0.02,0.01,0.06,0.31,84.18,Informer
+2024-06-24,84.13,82.58,84.67,82.46,84.55,85.88,83.9,58.13,84.12,81.65,84.65,88.52,84.35,84.63,84.25,83.53,83.44,84.05,84.23,84.32,85.15,0.01,-0.01,0.01,84.14,86.24,84.23,85.88,TiDE,TSMixerx,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.03,0.04,0.01,0.03,0.02,0.04,0.32,84.67,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,-0.01,-0.01,0.01,83.22,85.29,83.36,85.13,StemGNN,DeepNPTS,0.01,0.01,0.01,0.01,0.01,0.03,0.01,0.0,0.0,0.01,0.02,0.01,0.0,0.03,0.0,0.02,0.01,0.06,0.31,84.41,DLinear
+2024-06-26,85.15,83.71,84.61,82.99,84.94,85.48,84.36,58.13,84.13,81.5,84.88,88.43,85.08,83.77,84.51,83.53,83.28,84.35,84.83,84.87,84.47,0.0,-0.01,0.01,83.46,85.54,83.53,85.48,TFT,TSMixerx,0.0,0.0,0.0,0.01,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.0,0.01,0.04,0.0,0.02,0.01,0.05,0.31,84.51,NLinear
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+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,-0.0,-0.01,0.01,83.99,86.02,84.06,85.73,DeepNPTS,PatchTST,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.02,0.04,0.01,0.02,0.02,0.05,0.32,84.97,GRU
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+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,-0.0,-0.01,0.01,85.21,87.34,85.7,86.56,BiTCN,LSTM,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.03,0.04,0.02,0.03,0.03,0.05,0.33,86.18,TSMixerx
+2024-07-03,85.09,84.31,86.24,83.92,86.13,85.79,85.87,58.13,85.66,82.69,85.92,90.38,85.12,85.59,86.06,85.35,83.64,85.11,86.17,86.24,87.34,0.01,-0.01,0.01,86.3,88.46,,,,,0.01,0.01,0.02,0.01,0.02,0.02,0.02,0.02,0.02,0.01,0.03,0.01,0.03,0.05,0.03,0.04,0.04,0.03,0.33,86.24,DeepNPTS
+2024-07-04,84.98,86.64,87.13,84.96,86.97,87.45,86.78,58.13,86.56,83.32,86.91,91.34,85.8,87.07,86.95,85.42,83.77,85.92,87.13,87.34,87.43,0.0,-0.01,0.01,86.39,88.55,86.56,87.45,GRU,TSMixerx,0.01,0.0,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.02,0.0,0.01,0.05,0.02,0.03,0.04,0.04,0.34,87.45,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,-0.01,-0.01,0.01,85.51,87.65,86.41,87.58,iTransformer,TSMixer,0.01,0.01,0.0,0.01,0.01,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.04,0.01,0.0,0.03,0.06,0.33,86.63,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,-0.01,-0.01,0.01,84.73,86.85,85.03,86.73,TFT,iTransformer,0.01,0.02,0.0,0.02,0.02,0.02,0.02,0.01,0.01,0.01,0.03,0.01,0.01,0.03,0.02,0.01,0.02,0.06,0.32,86.0,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,-0.01,-0.01,0.01,83.58,85.74,84.08,85.5,StemGNN,GRU,0.02,0.02,0.01,0.02,0.03,0.02,0.03,0.03,0.02,0.01,0.03,0.01,0.02,0.02,0.02,0.02,0.01,0.07,0.31,84.08,StemGNN
+2024-07-10,85.94,84.36,84.99,85.08,85.3,85.35,85.84,58.13,84.69,82.42,86.09,89.28,85.4,85.83,85.21,86.02,84.13,86.0,85.41,84.66,85.08,0.0,-0.01,0.01,84.07,86.17,84.13,86.09,StemGNN,BiTCN,0.0,0.0,0.0,0.0,0.01,0.0,0.01,0.01,0.01,0.0,0.0,0.0,0.01,0.03,0.01,0.0,0.01,0.05,0.32,85.08,iTransformer
+2024-07-11,85.32,84.95,85.37,84.21,85.1,85.41,85.31,58.13,85.03,82.4,85.77,89.56,85.34,85.91,85.36,86.12,84.2,85.35,85.34,85.08,85.4,0.0,-0.01,0.01,84.38,86.49,84.95,86.12,Informer,TFT,0.0,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.0,0.01,0.04,0.0,0.01,0.01,0.05,0.32,85.41,TSMixerx
+2024-07-12,86.59,85.58,85.61,83.86,85.26,85.44,85.28,58.13,85.2,82.36,85.7,89.82,86.41,85.66,85.54,85.93,84.26,85.56,85.29,85.4,85.03,-0.0,-0.01,0.01,84.02,86.12,84.26,85.93,StemGNN,TFT,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.02,0.0,0.01,0.03,0.01,0.01,0.01,0.06,0.32,85.2,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,-0.0,-0.01,0.01,83.84,85.94,84.1,85.43,MLPMultivariate,MLP,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.03,0.01,0.02,0.01,0.05,0.31,84.86,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,-0.01,-0.01,0.01,82.67,84.8,83.57,84.74,iTransformer,DeepNPTS,0.02,0.02,0.01,0.01,0.02,0.02,0.02,0.02,0.0,0.02,0.02,0.01,0.01,0.02,0.01,0.0,0.01,0.07,0.31,83.57,iTransformer
+2024-07-17,83.26,83.84,84.22,83.49,84.05,84.68,84.03,58.13,83.83,81.88,84.13,88.19,83.66,84.27,84.14,83.31,84.34,83.88,84.28,83.97,85.08,0.02,-0.01,0.01,84.0,86.17,84.03,84.68,PatchTST,TSMixerx,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.01,0.02,0.01,0.02,0.01,0.01,0.04,0.01,0.02,0.01,0.04,0.32,84.68,TSMixerx
+2024-07-18,85.03,85.38,85.37,84.05,84.99,85.0,85.86,58.13,84.92,82.27,85.18,89.26,84.73,85.06,85.27,83.88,84.42,85.13,85.15,84.95,85.11,0.0,-0.01,0.01,84.03,86.2,84.05,85.86,iTransformer,PatchTST,0.0,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.01,0.0,0.0,0.0,0.0,0.03,0.0,0.01,0.01,0.05,0.32,85.13,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,-0.03,-0.01,0.01,81.56,83.69,82.22,83.21,TCN,TFT,0.03,0.03,0.03,0.03,0.04,0.03,0.03,0.03,0.01,0.03,0.04,0.03,0.03,0.01,0.04,0.03,0.02,0.08,0.3,82.22,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,-0.0,-0.01,0.01,81.33,83.45,81.67,83.33,TCN,TiDE,0.0,0.01,0.01,0.01,0.01,0.0,0.01,0.02,0.0,0.01,0.02,0.0,0.03,0.01,0.02,0.01,0.03,0.06,0.29,82.33,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,-0.02,-0.01,0.01,79.92,82.05,80.19,81.43,iTransformer,Informer,0.02,0.02,0.02,0.02,0.02,0.0,0.02,0.03,0.02,0.03,0.02,0.0,0.01,0.0,0.02,0.01,0.04,0.07,0.28,81.02,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,-0.0,-0.01,0.01,79.77,81.85,80.03,81.72,DeepNPTS,TFT,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.01,0.02,0.0,0.01,0.02,0.04,0.06,0.28,80.8,MLP
+2024-07-25,79.1,80.98,81.9,79.27,81.23,79.42,81.12,58.13,81.36,80.26,81.04,85.01,80.61,81.25,81.13,81.8,84.4,81.09,81.07,81.12,81.39,0.01,-0.01,0.01,80.33,82.43,80.61,81.9,MLP,LSTM,0.0,0.0,0.0,0.0,0.0,0.02,0.0,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.03,0.04,0.04,0.29,81.36,GRU
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+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,-0.02,-0.01,0.01,77.96,80.06,79.82,79.82,TCN,TCN,0.02,0.02,0.02,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.02,0.03,0.04,0.01,0.03,0.07,0.07,0.07,0.26,79.82,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,-0.01,-0.01,0.01,76.99,79.07,,,,,0.02,0.03,0.02,0.03,0.03,0.04,0.04,0.04,0.04,0.03,0.04,0.04,0.06,0.02,0.04,0.08,0.08,0.06,0.26,79.32,TCN
+2024-07-31,78.89,82.6,79.5,84.33,78.99,79.63,79.16,58.13,78.81,78.76,80.65,81.86,79.21,79.61,78.74,80.71,84.39,79.85,78.97,80.57,80.84,0.04,-0.01,0.01,79.72,81.9,79.85,81.86,MLPMultivariate,DilatedRNN,0.03,0.02,0.03,0.02,0.02,0.02,0.0,0.02,0.0,0.02,0.02,0.0,0.02,0.03,0.01,0.04,0.04,0.01,0.28,80.71,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,-0.02,-0.02,0.01,78.3,80.56,79.36,80.53,TCN,MLPMultivariate,0.02,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.03,0.03,0.0,0.01,0.04,0.0,0.01,0.07,0.06,0.06,0.27,79.36,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,-0.03,-0.02,0.01,75.57,77.82,,,,,0.04,0.04,0.04,0.04,0.04,0.04,0.05,0.04,0.06,0.05,0.04,0.03,0.07,0.03,0.05,0.11,0.1,0.08,0.24,78.94,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,-0.01,-0.02,0.01,75.07,77.3,76.87,77.08,NLinear,MLPMultivariate,0.01,0.02,0.02,0.02,0.01,0.02,0.03,0.03,0.04,0.02,0.02,0.05,0.04,0.03,0.01,0.11,0.11,0.05,0.24,76.87,NLinear
+2024-08-06,75.82,78.36,77.83,84.63,76.91,77.74,76.74,58.13,77.2,77.78,77.83,79.72,77.27,78.06,77.08,79.07,84.33,76.22,76.8,79.75,76.48,0.0,-0.02,0.01,75.25,77.48,76.22,77.27,MLPMultivariate,MLP,0.01,0.0,0.01,0.01,0.0,0.02,0.02,0.02,0.03,0.02,0.01,0.04,0.02,0.02,0.0,0.11,0.1,0.04,0.24,76.74,PatchTST
+2024-08-07,76.29,79.29,78.06,84.37,76.82,76.97,76.5,58.13,77.29,77.37,77.21,79.94,77.02,76.65,76.85,78.73,84.26,75.45,76.72,77.61,78.33,0.02,-0.02,0.02,77.07,79.61,77.21,79.29,BiTCN,Informer,0.02,0.02,0.01,0.02,0.02,0.02,0.01,0.02,0.01,0.0,0.02,0.01,0.01,0.01,0.04,0.08,0.08,0.02,0.26,78.06,LSTM
+2024-08-08,77.7,79.11,79.88,84.73,78.18,78.15,77.95,58.13,78.78,77.64,77.77,81.68,77.64,77.44,78.21,79.2,84.19,75.79,78.15,77.5,79.16,0.01,-0.02,0.02,77.89,80.46,77.95,79.88,PatchTST,LSTM,0.01,0.01,0.0,0.01,0.02,0.01,0.02,0.02,0.0,0.01,0.02,0.02,0.0,0.02,0.04,0.07,0.06,0.03,0.27,79.2,TFT
+2024-08-09,77.74,78.62,80.54,84.54,79.23,79.31,78.5,58.13,79.39,77.99,78.75,82.57,77.15,79.07,78.28,79.14,84.12,75.97,78.95,77.96,79.66,0.01,-0.02,0.02,78.38,80.97,78.5,80.54,PatchTST,LSTM,0.02,0.01,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.03,0.02,0.01,0.02,0.05,0.06,0.06,0.04,0.27,79.39,GRU
+2024-08-12,78.47,78.5,80.93,85.06,79.79,80.1,79.42,58.13,79.78,78.39,79.57,83.06,78.18,80.0,79.61,79.25,84.06,77.95,79.73,79.03,82.3,0.03,-0.02,0.02,80.97,83.83,83.06,83.06,DilatedRNN,DilatedRNN,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.03,0.04,0.02,0.05,0.04,0.05,0.05,0.05,0.03,0.02,0.01,0.29,83.06,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,-0.02,-0.02,0.02,79.37,82.19,79.53,82.07,TCN,TSMixerx,0.02,0.01,0.02,0.01,0.02,0.02,0.01,0.01,0.02,0.03,0.0,0.03,0.01,0.01,0.03,0.07,0.04,0.06,0.28,80.48,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,-0.01,-0.02,0.02,78.45,81.24,79.24,81.24,TCN,DeepNPTS,0.02,0.02,0.01,0.02,0.01,0.01,0.01,0.01,0.01,0.02,0.01,0.02,0.0,0.01,0.05,0.08,0.05,0.06,0.27,80.05,Informer
+2024-08-15,79.71,80.45,80.95,85.15,80.22,80.23,79.82,58.13,80.02,79.05,79.94,83.32,79.93,79.81,80.15,79.37,83.76,82.45,79.99,78.06,81.04,0.02,-0.02,0.02,79.71,82.55,79.81,82.45,DLinear,MLPMultivariate,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.02,0.02,0.0,0.01,0.04,0.01,0.02,0.02,0.05,0.03,0.03,0.28,80.95,LSTM
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+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,-0.03,-0.02,0.02,76.33,79.1,78.89,78.89,TCN,TCN,0.03,0.03,0.03,0.03,0.03,0.04,0.03,0.03,0.02,0.04,0.03,0.04,0.03,0.02,0.08,0.11,0.08,0.07,0.25,78.89,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,-0.01,-0.02,0.02,75.88,78.64,77.87,78.59,TFT,DLinear,0.01,0.02,0.01,0.02,0.02,0.02,0.02,0.02,0.01,0.02,0.03,0.02,0.04,0.01,0.09,0.08,0.08,0.05,0.25,77.87,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,-0.01,-0.02,0.02,74.75,77.46,77.29,77.29,DLinear,DLinear,0.02,0.02,0.03,0.02,0.02,0.03,0.03,0.02,0.02,0.04,0.05,0.05,0.05,0.02,0.12,0.09,0.09,0.06,0.24,77.29,DLinear
+2024-08-22,77.62,77.05,77.55,82.69,77.0,77.45,76.26,58.13,76.93,77.04,77.34,79.57,77.29,76.68,76.69,76.72,83.04,85.04,76.71,77.91,77.22,0.02,-0.02,0.02,75.92,78.66,76.26,77.91,PatchTST,DeepNPTS,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.01,0.0,0.0,0.1,0.07,0.08,0.03,0.25,77.29,MLP
+2024-08-23,77.5,79.24,78.83,83.21,77.41,78.55,76.94,58.13,77.89,76.98,77.72,80.62,77.23,77.52,77.08,77.35,82.85,84.23,77.2,77.33,78.15,0.01,-0.02,0.02,76.84,79.6,76.94,79.24,PatchTST,Informer,0.01,0.01,0.0,0.01,0.02,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.01,0.08,0.06,0.06,0.03,0.26,77.89,GRU
+2024-08-26,78.33,78.59,79.67,82.94,78.39,78.92,77.49,58.13,78.59,77.25,78.23,81.55,77.74,77.88,78.15,77.95,82.68,84.78,77.83,76.48,80.36,0.03,-0.02,0.02,79.04,81.88,79.67,81.55,LSTM,DilatedRNN,0.03,0.03,0.02,0.02,0.04,0.02,0.03,0.03,0.03,0.01,0.03,0.05,0.02,0.04,0.06,0.03,0.03,0.01,0.28,79.67,LSTM
+2024-08-27,79.68,81.12,81.59,82.97,80.18,80.69,80.21,58.13,80.4,78.09,79.7,83.61,79.66,79.11,80.4,80.59,82.49,86.04,80.46,79.97,78.66,-0.02,-0.02,0.02,77.34,80.15,78.09,79.97,TCN,DeepNPTS,0.02,0.02,0.02,0.02,0.02,0.03,0.01,0.01,0.02,0.04,0.01,0.02,0.03,0.01,0.09,0.05,0.05,0.06,0.26,79.11,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,-0.01,-0.02,0.02,76.28,79.05,77.92,78.93,TCN,NLinear,0.02,0.02,0.02,0.02,0.02,0.03,0.02,0.0,0.01,0.03,0.01,0.02,0.02,0.0,0.08,0.06,0.06,0.06,0.25,77.92,TCN
+2024-08-29,78.4,78.41,79.02,80.86,78.24,78.61,77.96,58.13,78.09,77.77,78.28,80.88,77.73,78.45,78.19,77.39,82.0,82.81,78.25,79.23,78.82,0.02,-0.02,0.02,77.5,80.31,77.73,79.23,MLP,DeepNPTS,0.01,0.01,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.01,0.01,0.01,0.01,0.05,0.03,0.04,0.03,0.26,79.02,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,-0.02,-0.02,0.02,75.61,78.38,77.91,77.91,TCN,TCN,0.03,0.03,0.03,0.02,0.03,0.03,0.02,0.02,0.02,0.04,0.03,0.04,0.02,0.01,0.1,0.06,0.06,0.07,0.24,77.91,TCN
+2024-09-02,76.82,77.15,78.36,79.08,77.64,77.55,77.22,58.13,77.53,77.27,77.07,80.48,77.9,76.77,77.1,76.99,81.46,80.98,77.16,77.78,77.52,0.01,-0.02,0.02,76.19,78.79,76.77,78.36,DLinear,LSTM,0.01,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.01,0.01,0.0,0.0,0.0,0.0,0.04,0.02,0.05,0.04,0.25,77.53,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,-0.05,-0.02,0.02,72.29,74.96,,,,,0.04,0.05,0.06,0.05,0.06,0.06,0.04,0.06,0.05,0.07,0.07,0.05,0.05,0.05,0.11,0.11,0.1,0.1,0.21,76.8,NLinear
+2024-09-04,75.29,73.73,74.9,79.38,75.22,75.62,74.12,58.13,74.64,76.25,75.21,77.13,74.98,75.5,74.33,75.36,80.98,80.37,74.68,77.49,72.7,-0.01,-0.02,0.02,71.26,73.89,73.73,73.73,Informer,Informer,0.02,0.03,0.03,0.03,0.02,0.04,0.03,0.04,0.04,0.03,0.03,0.07,0.01,0.05,0.11,0.09,0.11,0.06,0.2,73.73,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,-0.0,-0.02,0.02,71.25,73.88,72.7,73.7,PatchTST,GRU,0.01,0.01,0.01,0.01,0.0,0.02,0.02,0.02,0.03,0.02,0.02,0.07,0.01,0.04,0.09,0.08,0.11,0.04,0.2,72.7,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,-0.02,-0.02,0.02,69.55,72.23,,,,,0.03,0.03,0.04,0.03,0.03,0.02,0.04,0.04,0.06,0.04,0.02,0.05,0.04,0.05,0.11,0.09,0.13,0.06,0.18,72.31,TSMixerx
+2024-09-09,71.08,72.12,72.17,74.71,72.07,70.85,71.73,58.13,71.94,73.85,73.4,73.57,71.88,71.82,71.46,74.35,80.1,77.38,71.61,72.87,71.84,0.01,-0.02,0.02,70.31,72.99,70.85,72.87,TSMixerx,DeepNPTS,0.01,0.0,0.0,0.0,0.0,0.01,0.02,0.0,0.03,0.0,0.0,0.01,0.0,0.03,0.08,0.04,0.11,0.02,0.19,71.82,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,-0.04,-0.02,0.02,67.63,70.3,,,,,0.04,0.04,0.05,0.04,0.04,0.04,0.07,0.05,0.07,0.06,0.06,0.06,0.05,0.06,0.14,0.09,0.15,0.07,0.16,71.72,TSMixerx
+2024-09-11,68.98,69.03,69.99,73.17,70.55,70.97,70.36,58.13,69.71,72.95,73.37,70.96,69.36,70.5,69.9,71.45,79.5,75.13,70.1,71.53,70.61,0.02,-0.02,0.02,69.01,71.77,69.03,71.53,Informer,DeepNPTS,0.01,0.01,0.01,0.0,0.0,0.01,0.04,0.0,0.01,0.01,0.02,0.01,0.02,0.03,0.06,0.04,0.13,0.0,0.18,70.55,TSMixer
+2024-09-12,68.93,66.91,71.93,73.61,70.61,72.13,70.79,58.13,71.21,72.99,72.75,72.38,70.52,70.89,71.06,72.05,79.15,75.36,70.99,72.19,71.97,0.02,-0.02,0.02,70.34,73.32,70.52,72.99,MLP,TCN,0.01,0.01,0.01,0.02,0.02,0.0,0.01,0.02,0.0,0.0,0.02,0.0,0.07,0.01,0.05,0.02,0.1,0.01,0.19,71.93,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,-0.0,-0.02,0.02,69.99,72.96,70.77,72.9,DeepNPTS,TSMixerx,0.01,0.0,0.01,0.0,0.01,0.02,0.01,0.0,0.02,0.03,0.01,0.01,0.04,0.02,0.06,0.03,0.1,0.04,0.19,71.59,TSMixer
+2024-09-16,71.81,66.98,72.88,74.15,71.64,73.05,71.09,58.13,72.15,73.2,71.7,73.83,73.8,70.68,71.47,73.17,78.54,73.95,71.53,70.88,72.75,0.02,-0.02,0.02,71.11,74.12,71.47,73.95,NLinear,MLPMultivariate,0.02,0.02,0.01,0.02,0.02,0.0,0.01,0.03,0.01,0.0,0.01,0.03,0.08,0.01,0.02,0.02,0.08,0.01,0.2,72.88,LSTM
+2024-09-17,72.31,69.3,74.23,74.26,72.63,73.56,72.37,58.13,73.24,73.63,71.61,75.07,72.9,72.57,72.46,74.09,78.29,73.82,72.29,73.63,73.7,0.01,-0.02,0.02,72.03,75.09,72.29,75.07,TiDE,DilatedRNN,0.02,0.02,0.01,0.01,0.02,0.0,0.03,0.02,0.01,0.01,0.01,0.0,0.06,0.0,0.0,0.01,0.06,0.02,0.21,73.63,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,-0.0,-0.02,0.02,71.99,75.03,72.07,74.43,BiTCN,TFT,0.01,0.01,0.01,0.0,0.01,0.0,0.02,0.0,0.01,0.02,0.01,0.02,0.04,0.0,0.03,0.0,0.06,0.04,0.21,73.58,DLinear
+2024-09-19,73.86,72.69,75.09,74.79,73.71,74.36,73.76,58.13,74.08,74.1,72.14,76.35,75.52,73.5,73.67,73.65,77.91,77.16,73.42,74.3,74.88,0.02,-0.02,0.02,73.19,76.29,73.42,75.52,TiDE,MLP,0.02,0.02,0.01,0.02,0.01,0.01,0.04,0.02,0.02,0.0,0.01,0.01,0.03,0.01,0.03,0.0,0.04,0.02,0.22,74.79,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,-0.01,-0.02,0.02,72.81,75.89,73.76,75.29,Informer,GRU,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.01,0.0,0.03,0.0,0.01,0.01,0.0,0.05,0.01,0.04,0.04,0.22,74.56,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,-0.02,-0.02,0.02,71.56,74.45,73.45,74.34,DeepNPTS,PatchTST,0.01,0.02,0.02,0.02,0.02,0.03,0.01,0.02,0.02,0.04,0.01,0.0,0.02,0.02,0.05,0.02,0.06,0.06,0.21,73.45,DeepNPTS
+2024-09-24,72.28,72.6,74.52,74.1,74.01,75.31,73.19,58.13,73.78,74.18,73.6,75.98,72.49,74.37,73.43,73.86,77.43,75.5,73.61,73.29,74.47,0.02,-0.02,0.02,72.79,75.77,73.19,75.5,PatchTST,MLPMultivariate,0.01,0.01,0.01,0.01,0.02,0.01,0.01,0.0,0.01,0.0,0.03,0.02,0.03,0.0,0.01,0.01,0.04,0.02,0.22,74.52,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,-0.02,-0.02,0.02,71.25,74.17,73.13,73.13,Informer,Informer,0.02,0.02,0.03,0.02,0.02,0.04,0.02,0.02,0.03,0.04,0.02,0.03,0.0,0.02,0.04,0.02,0.06,0.06,0.2,73.13,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,-0.02,-0.02,0.02,69.38,72.33,,,,,0.04,0.03,0.03,0.03,0.02,0.05,0.04,0.03,0.03,0.04,0.03,0.04,0.02,0.04,0.05,0.03,0.08,0.07,0.18,72.58,Informer
+2024-09-27,73.06,73.39,72.17,72.25,72.04,72.59,71.93,58.13,71.78,73.02,72.83,73.28,73.05,71.92,71.5,71.15,76.93,76.19,71.98,74.46,71.54,0.01,-0.02,0.02,69.82,72.78,71.15,72.59,TFT,TSMixerx,0.0,0.01,0.0,0.01,0.01,0.01,0.02,0.01,0.01,0.01,0.02,0.04,0.03,0.02,0.06,0.01,0.08,0.02,0.19,71.5,NLinear
+2024-09-30,73.48,72.99,72.85,72.62,71.94,72.61,71.38,58.13,72.26,72.85,72.48,73.73,72.94,71.62,71.73,71.46,76.82,77.63,71.56,74.2,71.7,0.0,-0.02,0.02,69.97,72.95,71.38,72.94,PatchTST,MLP,0.0,0.0,0.01,0.0,0.0,0.01,0.01,0.0,0.0,0.02,0.02,0.03,0.02,0.02,0.08,0.01,0.07,0.03,0.19,71.73,NLinear
+2024-10-01,72.31,72.77,73.01,73.16,72.0,72.18,71.53,58.13,72.39,72.78,72.44,74.02,72.23,72.11,71.88,71.53,76.72,76.0,71.93,72.8,73.56,0.03,-0.02,0.02,71.79,74.99,71.88,74.02,NLinear,DilatedRNN,0.02,0.02,0.02,0.02,0.03,0.02,0.02,0.02,0.03,0.01,0.02,0.01,0.01,0.01,0.03,0.01,0.04,0.01,0.21,73.16,iTransformer
+2024-10-02,74.69,72.38,75.15,73.88,73.4,73.89,73.44,58.13,74.1,73.36,73.24,76.17,74.19,71.95,73.61,73.56,76.65,77.14,73.38,72.67,73.9,0.0,-0.02,0.02,72.12,75.33,72.38,75.15,Informer,LSTM,0.0,0.01,0.0,0.01,0.01,0.0,0.01,0.03,0.0,0.02,0.0,0.02,0.02,0.01,0.04,0.0,0.04,0.03,0.21,73.89,TSMixerx
+2024-10-03,73.42,73.6,75.4,73.74,74.09,73.94,73.69,58.13,74.36,73.74,73.63,76.59,73.35,72.47,73.73,74.09,76.53,75.64,73.8,73.04,77.62,0.05,-0.02,0.02,75.75,79.24,76.53,76.59,StemGNN,DilatedRNN,0.05,0.05,0.04,0.05,0.05,0.05,0.05,0.07,0.05,0.03,0.06,0.06,0.05,0.05,0.03,0.05,0.01,0.01,0.25,76.59,DilatedRNN
+2024-10-04,76.2,76.15,79.33,76.2,76.58,77.09,77.59,58.13,77.73,75.52,76.16,80.28,75.87,76.36,77.14,74.93,76.48,78.66,77.23,76.0,78.05,0.01,-0.02,0.02,76.17,79.68,76.2,79.33,iTransformer,LSTM,0.01,0.01,0.0,0.02,0.01,0.01,0.02,0.02,0.04,0.02,0.03,0.03,0.02,0.03,0.01,0.02,0.02,0.03,0.26,77.73,GRU
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+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,-0.05,-0.02,0.02,75.26,79.06,76.37,78.95,StemGNN,BiTCN,0.04,0.04,0.04,0.03,0.03,0.05,0.02,0.03,0.0,0.06,0.04,0.02,0.01,0.01,0.03,0.01,0.01,0.09,0.25,76.91,TFT
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+2024-10-10,74.71,75.87,78.09,75.63,76.95,77.54,76.65,58.13,77.17,76.72,76.6,79.78,76.4,76.52,76.86,76.52,76.15,77.29,76.88,76.3,79.4,0.04,-0.02,0.03,77.42,81.47,77.54,79.78,TSMixerx,DilatedRNN,0.03,0.03,0.03,0.03,0.03,0.02,0.04,0.04,0.04,0.02,0.04,0.04,0.04,0.03,0.03,0.05,0.04,0.0,0.27,79.78,DilatedRNN
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+2024-10-14,79.31,78.45,80.38,77.33,79.12,80.61,79.92,58.13,79.25,77.22,79.24,82.59,80.09,78.34,79.16,78.15,76.06,79.25,79.23,79.04,77.46,-0.02,-0.02,0.03,75.59,79.48,76.06,79.25,StemGNN,MLPMultivariate,0.02,0.02,0.02,0.02,0.03,0.04,0.02,0.01,0.01,0.04,0.03,0.02,0.01,0.0,0.02,0.0,0.02,0.07,0.25,77.33,iTransformer
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+2024-10-31,71.18,73.44,73.6,70.27,72.54,72.95,72.82,58.13,72.92,73.34,72.46,74.67,72.59,72.52,72.75,73.49,74.92,73.85,72.35,73.46,72.81,0.01,-0.02,0.02,71.0,74.54,72.35,73.85,TiDE,MLPMultivariate,0.0,0.01,0.0,0.0,0.0,0.0,0.0,0.0,0.01,0.01,0.0,0.01,0.01,0.01,0.01,0.03,0.03,0.03,0.2,72.82,PatchTST
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+2024-11-07,75.9,75.76,76.41,73.97,74.71,73.49,75.56,58.13,75.36,74.92,74.68,77.79,76.37,73.87,74.29,74.53,75.24,76.68,74.6,74.44,75.63,0.01,-0.02,0.02,73.75,77.43,73.87,76.68,DLinear,MLPMultivariate,0.02,0.01,0.0,0.01,0.0,0.03,0.01,0.02,0.01,0.01,0.01,0.02,0.0,0.01,0.01,0.02,0.01,0.03,0.23,75.56,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,-0.02,-0.02,0.02,72.03,75.63,73.75,75.48,TFT,TiDE,0.02,0.02,0.03,0.02,0.02,0.03,0.02,0.03,0.0,0.05,0.04,0.01,0.04,0.02,0.05,0.01,0.02,0.06,0.21,73.75,TFT
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yongandataset/jingbo_test.sql

@@ -0,0 +1,16 @@
+/*
+ Navicat Premium Data Transfer
+
+ Source Server         : 北京环境
+ Source Server Type    : MySQL
+ Source Server Version : 80021
+ Source Host           : 192.168.101.27:3306
+ Source Schema         : jingbo_test
+
+ Target Server Type    : MySQL
+ Target Server Version : 80021
+ File Encoding         : 65001
+
+ Date: 11/12/2024 14:39:29
+*/
+

yongandataset/last_update_times.csv

@@ -0,0 +1,506 @@
+feature,last_update_time,is_value,update_period,warning_date,stop_update_period
+美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,25
+美国:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,25
+美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,25
+美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,25
+美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,25
+美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值,2024-06-14,0,7.0,2024-06-29,25
+EIA美国油品需求,2024-11-22,0,7.0,2024-12-07,2
+中国汽柴油表需,2024-11-29,0,7.0,2024-12-14,1
+中国航班执行数,2024-04-10,0,1.0,2024-04-13,237
+DOE-美国汽油产量超季节性/3年,2024-11-22,0,7.0,2024-12-07,2
+美国汽油表需（周度）,2024-11-22,0,7.0,2024-12-07,2
+美国汽油产量（周度）,2024-11-22,0,7.0,2024-12-07,2
+中国炼厂原油加工量-隆众,2024-11-29,0,7.0,2024-12-14,1
+中国独立炼厂原油加工量-隆众,2024-11-29,0,7.0,2024-12-14,1
+中国主营炼厂原油加工量-隆众,2024-11-29,1,7.0,2024-12-14,1
+原油加工量：独立+主营,2024-11-29,0,7.0,2024-12-14,1
+美国汽油产量占比,2024-11-01,0,7.0,2024-11-16,5
+美国柴油产量占比,2024-11-01,0,7.0,2024-11-16,5
+美国油品表需,2024-11-22,0,7.0,2024-12-07,2
+美国原油周度表需,2024-11-22,0,7.0,2024-12-07,2
+原油：山东独立炼厂：开工率：新口径（周）超季节性/3年,2024-11-29,0,7.0,2024-12-14,1
+主营原油加工量（千桶/日）,2024-11-29,1,7.0,2024-12-14,1
+美国汽油表需超季节性/4年,2024-11-22,0,7.0,2024-12-07,2
+中国独立炼厂原油加工量（千桶/日）,2024-11-29,0,7.0,2024-12-14,1
+PADD1原油投料输入量,2024-11-22,0,7.0,2024-12-07,2
+PADD2原油投料输入量,2024-11-22,0,7.0,2024-12-07,2
+PADD3原油投料输入量,2024-11-22,0,7.0,2024-12-07,2
+PADD4原油投料输入量,2024-11-22,0,7.0,2024-12-07,2
+PADD5原油投料输入量,2024-11-22,0,7.0,2024-12-07,2
+DOE-美国汽油产量,2024-11-22,0,7.0,2024-12-07,2
+DOE-柴油产量,2024-11-22,0,7.0,2024-12-07,2
+西北欧即期Brent 211利润,2018-10-24,0,1.0,2018-10-27,2232
+EIA美国柴油产量（千桶日）,2024-11-30,1,31.0,2025-02-01,1
+西北欧炼厂加工Brent原油CDU利润,2024-12-02,0,1.0,2024-12-05,1
+美墨湾炼厂加工WTI原油CDU利润,2024-12-02,0,1.0,2024-12-05,1
+新加坡炼厂加工Dubai原油CDU利润,2024-12-02,0,1.0,2024-12-05,1
+西北欧炼厂加工Brent原油CDU利润 M2,2024-12-02,0,1.0,2024-12-05,1
+美墨湾炼厂加工WTI原油CDU利润 M2,2024-12-02,0,1.0,2024-12-05,1
+新加坡炼厂加工Dubai原油CDU利润 M2,2024-12-02,0,1.0,2024-12-05,1
+西北欧炼厂加工Brent原油CDU利润 M1-M2,2024-12-02,0,1.0,2024-12-05,1
+西北欧炼厂加工Brent原油FCC利润,2024-12-02,0,1.0,2024-12-05,1
+美墨湾炼厂加工WTI原油HSK利润,2024-12-02,0,1.0,2024-12-05,1
+新加坡炼厂加工Dubai原油FCC利润,2024-12-02,0,1.0,2024-12-05,1
+美国汽油单一利润,2024-12-02,0,1.0,2024-12-05,1
+SC c1-c2,2024-12-03,0,1.0,2024-12-06,0
+Brent-TI,2024-12-02,0,1.0,2024-12-05,1
+Dubai swap c1-c2,2024-12-02,0,1.0,2024-12-05,1
+Dubai swap c1-c3,2024-12-02,0,1.0,2024-12-05,1
+RBOB&HO近12月合约均价532裂解,2024-12-02,0,1.0,2024-12-05,1
+RBOB近12月合约均价裂解,2024-12-02,0,1.0,2024-12-05,1
+HO近12月合约均价裂解,2024-12-02,0,1.0,2024-12-05,1
+HO近12月合约均价,2024-12-02,0,1.0,2024-12-05,1
+RBOB近12月合约均价,2024-12-02,0,1.0,2024-12-05,1
+布油近12月合约均价,2024-12-02,0,1.0,2024-12-05,1
+Brent-SC价差,2024-12-02,0,1.0,2024-12-05,1
+SC连2-连3月差,2024-12-03,0,1.0,2024-12-06,0
+SC连1-连6,2024-12-03,0,1.0,2024-12-06,0
+SC连1-连2,2024-12-03,0,1.0,2024-12-06,0
+SC连1-连3月差,2024-12-03,0,1.0,2024-12-06,0
+HO连1-连6,2024-12-02,0,1.0,2024-12-05,1
+HO连1-连3,2024-12-02,0,1.0,2024-12-05,1
+HO连1-连2合约,2024-12-02,0,1.0,2024-12-05,1
+RBOB连1-连2,2024-12-02,0,1.0,2024-12-05,1
+RBOB连1-连3,2024-12-02,0,1.0,2024-12-05,1
+RBOB连1-连6,2024-12-02,0,1.0,2024-12-05,1
+RBOB连2-连3月差,2024-12-02,0,1.0,2024-12-05,1
+Oman连2-连3月差,2024-12-02,0,1.0,2024-12-05,1
+Brent-Oman价差,2024-12-02,0,1.0,2024-12-05,1
+DUBAI原油贴水,2024-12-02,0,1.0,2024-12-05,1
+阿曼原油贴水,2024-12-02,0,1.0,2024-12-05,1
+SC内外价差,2024-12-02,0,1.0,2024-12-05,1
+WTI c1-c6,2024-12-02,0,1.0,2024-12-05,1
+WTI c1-c3,2024-12-02,0,1.0,2024-12-05,1
+WTI c1-c2,2024-12-03,0,1.0,2024-12-06,0
+Brent c1-c9,2024-12-02,0,1.0,2024-12-05,1
+Brent c1-c6,2024-12-02,0,1.0,2024-12-05,1
+Brent c1-c3,2024-12-02,0,1.0,2024-12-05,1
+Brent c1-c2,2024-12-02,0,1.0,2024-12-05,1
+Brent-WTI,2024-12-02,0,1.0,2024-12-05,1
+Dubai连1合约价格,2024-12-02,0,1.0,2024-12-05,1
+Dubai连1-连4月差,2024-12-02,0,1.0,2024-12-05,1
+美国RBOB期货2309月份合约价格,2023-08-31,0,1.0,2023-09-03,460
+OMAN原油：中质：远期现货DES价：山东（日）,2024-12-02,0,1.0,2024-12-05,1
+PVM Dubai EFS/Swap vs ICE First Month Brent,2023-01-03,0,1.0,2023-01-06,700
+Ebob连1合约,2024-02-28,0,1.0,2024-03-02,279
+印度原油连1合约价格,2024-12-02,0,1.0,2024-12-05,1
+ICE轻柴油连4合约价格,2024-12-02,0,1.0,2024-12-05,1
+布伦特迪拜掉期 EFS,2024-12-02,0,1.0,2024-12-05,1
+WTI连1合约价格,2024-12-03,0,1.0,2024-12-06,0
+Brent连1合约价格,2024-12-02,0,1.0,2024-12-05,1
+SC/ZC（活跃合约）,2024-12-02,0,1.0,2024-12-05,1
+Brent/迪拜原油升贴水,2022-11-16,0,1.0,2022-11-19,748
+WTI连24合约,2024-12-02,0,1.0,2024-12-05,1
+BU-SC（活跃合约）,2024-12-02,0,1.0,2024-12-05,1
+W-B活跃合约价差,2022-01-31,0,1.0,2022-02-03,1037
+B-W活跃合约价差,2022-01-31,0,1.0,2022-02-03,1037
+WTI活跃合约,2024-12-03,0,1.0,2024-12-06,0
+y,2024-12-02,0,1.0,2024-12-05,1
+ICE Brent c14,2024-11-29,0,1.0,2024-12-02,4
+Dubai Swap c1,2024-12-02,0,1.0,2024-12-05,1
+NYMWX WTI c5,2024-12-02,0,1.0,2024-12-05,1
+INE SC c1,2024-12-03,0,1.0,2024-12-06,0
+Oman Swap c1,2024-12-02,0,1.0,2024-12-05,1
+DME Oman c1,2024-12-02,0,1.0,2024-12-05,1
+Murban Futures c1,2024-12-02,0,1.0,2024-12-05,1
+HO连6合约,2024-12-02,0,1.0,2024-12-05,1
+HO连5合约,2024-12-02,0,1.0,2024-12-05,1
+ho连7合约,2024-12-02,0,1.0,2024-12-05,1
+HO连8合约,2024-12-02,0,1.0,2024-12-05,1
+HO连9合约,2024-12-02,0,1.0,2024-12-05,1
+HO连10合约,2024-12-02,0,1.0,2024-12-05,1
+HO连11合约,2024-12-02,0,1.0,2024-12-05,1
+HO连12合约,2024-12-02,0,1.0,2024-12-05,1
+CFD W1,2024-12-02,0,1.0,2024-12-05,1
+CFD W6,2024-12-02,0,1.0,2024-12-05,1
+Oman c1 * 汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2-Oman c1*汇率,2024-12-03,0,1.0,2024-12-06,0
+SC c3-Oman c1*汇率,2024-12-03,0,1.0,2024-12-06,0
+INE SC主力合约价格,2024-12-03,0,1.0,2024-12-06,0
+SC主力-Brent主力*汇率,2024-12-03,0,1.0,2024-12-06,0
+Brent主力*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c1日盘-Brent c1(15:00)*汇率,2024-12-03,0,1.0,2024-12-06,0
+SC c2日盘-Brent c1(15:00)*汇率,2024-12-03,0,1.0,2024-12-06,0
+SC c2日盘-Brent c2(15:00)*汇率,2024-12-03,0,1.0,2024-12-06,0
+SC理论估值-Dubai原油,2024-12-02,0,1.0,2024-12-05,1
+SC c1夜盘-理论估值(Dubai),2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-理论估值(Dubai),2024-12-02,0,1.0,2024-12-05,1
+SC c3夜盘-理论估值(Dubai),2024-12-02,0,1.0,2024-12-05,1
+DFL M1,2024-12-02,0,1.0,2024-12-05,1
+DFL M2,2024-12-02,0,1.0,2024-12-05,1
+CFD W1-Brent c1,2024-12-02,0,1.0,2024-12-05,1
+SC主力-理论估值,2024-12-03,0,1.0,2024-12-06,0
+SC c1夜盘-Brent c1 (结算)*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-Brent c1 (结算)*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-Brent c2 (结算)*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2-c3 (夜盘),2024-12-02,0,1.0,2024-12-05,1
+Brent c2-c3 (结算),2024-12-02,0,1.0,2024-12-05,1
+WTI c2-c3,2024-12-02,0,1.0,2024-12-05,1
+Brent c2-c3,2024-12-02,0,1.0,2024-12-05,1
+SCc1夜盘收盘(日期调整),2024-12-02,0,1.0,2024-12-05,1
+SCc2夜盘收盘(日期调整),2024-12-02,0,1.0,2024-12-05,1
+SCc3夜盘收盘(日期调整),2024-12-02,0,1.0,2024-12-05,1
+SCc4夜盘收盘(日期调整),2024-12-02,0,1.0,2024-12-05,1
+SC c1夜盘-Brent c1 (结算B)*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-Brent c1 (结算B)*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-Brent c2 (结算B)*汇率,2024-12-02,0,1.0,2024-12-05,1
+Brent c2-c3 (结算B),2024-11-28,0,1.0,2024-12-01,5
+WTI c2-c3 (结算B),2024-11-27,0,1.0,2024-11-30,6
+阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估),2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-阿曼入库湛江成本(Oman c1预估),2024-12-02,0,1.0,2024-12-05,1
+SC c3夜盘-阿曼入库湛江成本(Oman c1预估),2024-12-02,0,1.0,2024-12-05,1
+EFS M1,2024-12-02,0,1.0,2024-12-05,1
+EFS M2,2024-12-02,0,1.0,2024-12-05,1
+EIA美国原油总库存（含SPR）,2024-11-22,0,7.0,2024-12-07,2
+EIA美国油品库存（含SPR）,2024-11-22,0,7.0,2024-12-07,2
+EIA美国汽柴航煤库存,2024-11-22,0,7.0,2024-12-07,2
+库欣+PADD3库存,2024-11-22,0,7.0,2024-12-07,2
+美国商业原油库存超季节性/4年,2024-11-22,0,7.0,2024-12-07,2
+美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年),2024-11-22,0,7.0,2024-12-07,2
+库欣原油库存超季节性/5年,2024-11-22,0,7.0,2024-12-07,2
+美国商业原油库存超季节性/5年,2024-11-22,0,7.0,2024-12-07,2
+美国成品车用汽油库存占比,2024-11-22,0,7.0,2024-12-07,2
+汽油库存差,2024-11-22,1,7.0,2024-12-07,2
+美国汽油调和组分库存（周度）,2024-11-22,0,7.0,2024-12-07,2
+美国成品油库存超季节性/5年,2024-11-22,0,7.0,2024-12-07,2
+Kpler-海运在途原油,2024-08-20,0,1.0,2024-08-23,105
+全球原油库存（剔除富查伊拉）,2024-07-21,0,7.0,2024-08-05,20
+新加坡燃料油库存,2024-11-27,0,7.0,2024-12-12,1
+ARA原油及成品油库存,2024-11-22,0,7.0,2024-12-07,2
+美国汽油库销比,2024-11-22,0,7.0,2024-12-07,2
+美国成品油库存,2024-11-22,0,7.0,2024-12-07,2
+原油：山东港口：库存：新口径（周）超季节性/3年,2024-05-24,0,7.0,2024-06-08,28
+美国取暖用油库存同差,2024-11-22,0,7.0,2024-12-07,2
+原油：港口库存：中国（周）,2023-08-04,0,7.0,2023-08-19,70
+原油：库容比：山东：独立炼厂（周）,2024-11-29,0,7.0,2024-12-14,1
+原油：山东独立炼厂：厂内库存：新口径（周）,2024-11-29,0,7.0,2024-12-14,1
+原油：山东港口：库存：新口径（周）,2024-05-24,0,7.0,2024-06-08,28
+SC期货库存10期滚动标准差,2024-12-02,0,1.0,2024-12-05,1
+SC期货库存1000天百分位,2024-12-02,0,1.0,2024-12-05,1
+SC仓单（百万桶）,2024-12-02,0,1.0,2024-12-05,1
+彭博全球海上在运原油,2024-11-29,0,7.0,2024-12-14,1
+美国EIA原油成品油总库存（不含SPR）,2024-11-22,0,7.0,2024-12-07,2
+库欣原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国商业原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国战略储备原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国PADD1原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国PADD2原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国PADD3原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国PADD4原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国PADD5原油库存,2024-11-22,0,7.0,2024-12-07,2
+DOE RBOB Gasoline Total Stocks Data,2024-11-22,0,7.0,2024-12-07,2
+DOE CBOB Gasoline Total Stocks Data,2024-11-22,0,7.0,2024-12-07,2
+美国原油成品油总库存（含SPR）,2024-11-22,0,7.0,2024-12-07,2
+美国调和汽油库存,2024-11-22,0,7.0,2024-12-07,2
+ARA原油库存,2024-11-22,0,7.0,2024-12-07,2
+美国成品车用汽油库存,2024-11-22,0,7.0,2024-12-07,2
+美国成品油库存超季节性/4年,2024-11-22,0,7.0,2024-12-07,2
+SC-Brent*汇率,2024-12-03,0,1.0,2024-12-06,0
+Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),2024-12-02,0,1.0,2024-12-05,1
+RBOB+HO平均,2024-12-02,0,1.0,2024-12-05,1
+HO12合约算术平均,2024-12-02,0,1.0,2024-12-05,1
+RBOB12合约算术平均,2024-12-02,0,1.0,2024-12-05,1
+WTI-LLS价差,2024-12-02,0,1.0,2024-12-05,1
+DFL(Dated-主力布伦特）,2024-11-29,0,1.0,2024-12-02,4
+DFL(即期布伦特-布伦特期货C1）,2024-11-29,0,1.0,2024-12-02,4
+Brent现货价格-Brent连4,2024-11-29,0,1.0,2024-12-02,4
+Brent现货价格-Brent连3,2024-11-29,0,1.0,2024-12-02,4
+布伦特现货价格-Brent连2,2024-11-29,0,1.0,2024-12-02,4
+Brent 连2-连3超季节性/3年,2024-12-02,0,1.0,2024-12-05,1
+Brent连2-WTI连2超季节性/3年,2024-12-02,0,1.0,2024-12-05,1
+Brent连3-WTI连2超季节性/3年,2024-12-02,0,1.0,2024-12-05,1
+Brent连4-WTI连4,2024-12-02,0,1.0,2024-12-05,1
+Brent连4-WTI连3,2024-12-02,0,1.0,2024-12-05,1
+Brent连4-WTI连2,2024-12-02,0,1.0,2024-12-05,1
+Brent连4-WTI连1,2024-12-02,0,1.0,2024-12-05,1
+Brent连3-WTI连4,2024-12-02,0,1.0,2024-12-05,1
+Brent连3-WT连3,2024-12-02,0,1.0,2024-12-05,1
+Brent连3-WTI连2,2024-12-02,0,1.0,2024-12-05,1
+Brent连3-WTI连1,2024-12-02,0,1.0,2024-12-05,1
+Brent连2-WTI连4,2024-12-02,0,1.0,2024-12-05,1
+Brent连2-WTI连3,2024-12-02,0,1.0,2024-12-05,1
+Brent连2-WTI连2,2024-12-02,0,1.0,2024-12-05,1
+Brent连2-WTI连1,2024-12-02,0,1.0,2024-12-05,1
+Brent连1-WTI连4,2024-12-02,0,1.0,2024-12-05,1
+Brent连1-WTI连3,2024-12-02,0,1.0,2024-12-05,1
+Brent连1-WTI连2,2024-12-02,0,1.0,2024-12-05,1
+美国汽油裂解价差超季节性/3年,2024-11-27,0,1.0,2024-11-30,6
+LLS-Brent价差,2024-11-27,0,1.0,2024-11-30,6
+Brent-LLS价差,2024-12-02,0,1.0,2024-12-05,1
+Forties - Brent c1,2024-12-02,0,1.0,2024-12-05,1
+WTI 3:2:1裂解价差超季节性/5年,2024-12-02,0,1.0,2024-12-05,1
+SC C1-C2月差,2024-12-03,0,1.0,2024-12-06,0
+Dubai FOB M1-M2,2024-12-02,0,1.0,2024-12-05,1
+WTI原油Cushing-C1,2024-11-27,0,1.0,2024-11-30,6
+Brent连1-连4,2024-12-02,0,1.0,2024-12-05,1
+新加坡汽油裂解价差,2024-12-02,0,1.0,2024-12-05,1
+DFL,2024-11-29,0,1.0,2024-12-02,4
+Dubai 连2-连3,2024-12-02,0,1.0,2024-12-05,1
+WTI 连2-连3月差,2024-12-03,0,1.0,2024-12-06,0
+Brent 连2-连3,2024-12-02,0,1.0,2024-12-05,1
+Dubai-WTI价差,2024-12-02,0,1.0,2024-12-05,1
+WTI连1-连2月差,2024-12-03,0,1.0,2024-12-06,0
+Brent连6-连12,2024-12-02,0,1.0,2024-12-05,1
+Brent连1-连9月差,2024-12-02,0,1.0,2024-12-05,1
+Brent连1-连6月差,2024-12-02,0,1.0,2024-12-05,1
+Brent连1-连2月差,2024-12-02,0,1.0,2024-12-05,1
+WTI连1-连4,2024-12-02,0,1.0,2024-12-05,1
+BrentC1-C2,2024-12-02,0,1.0,2024-12-05,1
+B-W价差,2024-12-02,0,1.0,2024-12-05,1
+欧洲Brent成品油裂解价差（领先一周）,2024-12-03,0,1.0,2024-12-06,0
+马瑞原油：现货价：山东（日）,2024-11-29,0,1.0,2024-12-02,4
+沙特中质OSP（日度）,2024-12-03,0,1.0,2024-12-06,0
+沙轻欧洲OSP（日度）,2024-12-03,0,1.0,2024-12-06,0
+美国MEH轻原油现货价格（美湾）,2024-11-27,0,1.0,2024-11-30,6
+马瑞原油：重质：DES价：委内瑞拉（日）,2024-11-29,0,1.0,2024-12-02,4
+巴重FOB出口亚洲现货价格,2024-12-02,0,1.0,2024-12-05,1
+Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度）,2024-12-03,0,1.0,2024-12-06,0
+沙轻OSP（日度）,2024-12-03,0,1.0,2024-12-06,0
+Brent油价30日动能,2024-12-02,0,1.0,2024-12-05,1
+沙特轻质日度osp,2024-12-03,0,1.0,2024-12-06,0
+巴轻OSP（日度）,2024-12-02,1,1.0,2024-12-05,1
+美湾低硫柴油现货价格,2024-11-27,0,1.0,2024-11-30,6
+Midland原油现货价格,2024-11-27,0,1.0,2024-11-30,6
+欧洲柴油现货价格,2024-11-29,0,1.0,2024-12-02,4
+WTI原油现货价格Cushing,2024-11-27,0,1.0,2024-11-30,6
+Brent原油现货价格,2024-11-29,0,1.0,2024-12-02,4
+LLS原油现货价格,2024-11-27,0,1.0,2024-11-30,6
+美国墨西哥湾87#汽油现货价格,2024-01-31,0,1.0,2024-02-03,307
+美国MARS原油现货价格,2024-11-27,0,1.0,2024-11-30,6
+国内马瑞与SC比价,2024-11-29,0,1.0,2024-12-02,4
+美湾WTI211裂解价差,2024-11-28,0,1.0,2024-12-01,5
+Asia Tapis 211 裂解价差,2024-11-29,0,1.0,2024-12-02,4
+迪拜原油211裂解价差,2024-12-02,0,1.0,2024-12-05,1
+丙烷CFR华南/布伦特原油比价,2024-11-29,0,1.0,2024-12-02,4
+欧洲Brent成品油裂解价差,2024-12-02,0,1.0,2024-12-05,1
+美国汽油裂解价差,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油裂解价差,2024-12-03,0,1.0,2024-12-06,0
+Dubai连3合约价格,2024-12-02,0,1.0,2024-12-05,1
+WTI 3:2:1裂解价差,2024-12-02,0,1.0,2024-12-05,1
+新加坡汽油裂解,2024-12-02,0,1.0,2024-12-05,1
+欧洲汽油裂解,2024-11-21,0,1.0,2024-11-24,12
+欧洲柴油裂解,2024-12-02,0,1.0,2024-12-05,1
+CFTC Crude Oil Furtures,2024-11-26,1,7.0,2024-12-11,1
+WTIC1-C2,2024-12-03,0,1.0,2024-12-06,0
+Dubai FOB M1,2024-12-02,0,1.0,2024-12-05,1
+Dubai FOB M2,2024-12-02,0,1.0,2024-12-05,1
+Dubai FOB M3,2024-12-02,0,1.0,2024-12-05,1
+Oman FOB M1,2024-12-02,0,1.0,2024-12-05,1
+Forties - Dated Brent,2024-12-02,0,1.0,2024-12-05,1
+Forties FOB,2024-12-02,0,1.0,2024-12-05,1
+美国柴油零售价格,2024-11-25,0,7.0,2024-12-10,2
+美国车用汽油零售价格,2024-11-25,0,7.0,2024-12-10,2
+新加坡航煤裂解,2024-12-02,0,1.0,2024-12-05,1
+美国MARS贴水（WTI）,2024-11-29,0,1.0,2024-12-02,4
+美国取暖油HOC5,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC6,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC7,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC8,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC4,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC9,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC10,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC11,2024-12-02,0,1.0,2024-12-05,1
+美国取暖油HOC12,2024-12-02,0,1.0,2024-12-05,1
+Dubai swap c3,2024-12-02,0,1.0,2024-12-05,1
+Dubai swap c2,2024-12-03,0,1.0,2024-12-06,0
+阿曼原油 (湛江交割) 到岸入罐成本,2024-12-02,0,1.0,2024-12-05,1
+SC c3-阿曼到岸入罐成本,2024-12-02,0,1.0,2024-12-05,1
+SC c5 -估值,2024-12-02,0,1.0,2024-12-05,1
+SC主力-阿曼入库成本,2024-12-03,0,1.0,2024-12-06,0
+SC c1-阿曼入库成本,2024-12-03,0,1.0,2024-12-06,0
+SC c1 夜盘收盘价,2024-12-03,0,1.0,2024-12-06,0
+SC c2夜盘收盘价,2024-12-03,0,1.0,2024-12-06,0
+SC c3夜盘收盘价,2024-12-03,0,1.0,2024-12-06,0
+SC c4夜盘收盘价,2024-12-03,0,1.0,2024-12-06,0
+SC c1 夜盘收盘价滞后1天,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘收盘价滞后1天,2024-12-02,0,1.0,2024-12-05,1
+SC c3夜盘收盘价滞后1天,2024-12-02,0,1.0,2024-12-05,1
+SC c4夜盘收盘价滞后1天,2024-12-02,0,1.0,2024-12-05,1
+SC c1夜盘-Brent c1*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-Brent c1*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-Brent c2*汇率,2024-12-02,0,1.0,2024-12-05,1
+SC c1-SC c2 (夜盘),2024-12-02,0,1.0,2024-12-05,1
+SC c1-SC c2 (夜盘)滞后1天,2024-12-01,0,1.0,2024-12-04,2
+中东原油强弱程度-巴中,2024-12-02,0,1.0,2024-12-05,1
+SC理论估值-巴中,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-理论估值(巴中),2024-12-02,0,1.0,2024-12-05,1
+SC c3夜盘-理论估值(巴中),2024-12-02,0,1.0,2024-12-05,1
+阿曼原油 (湛江交割) 到岸入库成本,2024-12-02,0,1.0,2024-12-05,1
+SC c2夜盘-阿曼入库湛江成本,2024-12-02,0,1.0,2024-12-05,1
+SC c3夜盘-阿曼入库湛江成本,2024-12-02,0,1.0,2024-12-05,1
+Brent c2 - WTI c1,2024-12-02,0,1.0,2024-12-05,1
+Brent12期合约均价,2024-12-02,0,1.0,2024-12-05,1
+WTI 近12月合约均价,2024-12-02,0,1.0,2024-12-05,1
+B-W价差（均价）,2024-12-02,0,1.0,2024-12-05,1
+Brent c1 02:30收盘价滞后1天,2024-11-27,0,1.0,2024-11-30,6
+Brent c2 02:30收盘价滞后1天,2024-11-27,0,1.0,2024-11-30,6
+EFS c1 02:30收盘价滞后1天,2024-11-27,0,1.0,2024-11-30,6
+EFS c2 02:30收盘价滞后1天,2024-11-27,0,1.0,2024-11-30,6
+WTI连1-连6月差,2024-12-02,0,1.0,2024-12-05,1
+WTI连2-连3月差,2024-12-02,0,1.0,2024-12-05,1
+SCc2夜盘-阿曼入库湛江成本(Omanc1预估)(数据调整),2024-12-02,0,1.0,2024-12-05,1
+美国汽油净进口（周度）,2024-11-22,0,7.0,2024-12-07,2
+美国炼厂产能利用率同差,2024-11-22,0,7.0,2024-12-07,2
+美国炼厂产能利用率超季节性/5年,2024-11-22,0,7.0,2024-12-07,2
+原油：主营炼厂：加工量：中国（周）,2024-11-29,1,7.0,2024-12-14,1
+原油：开工率：东北地区：独立炼厂（周）,2023-03-31,0,7.0,2023-04-15,88
+原油：常减压：产能利用率：山东：独立炼厂（周）,2024-11-29,0,7.0,2024-12-14,1
+美国原油活跃钻机数同差,2024-11-29,0,7.0,2024-12-14,1
+原油加工量/主营+独立,2024-11-29,0,7.0,2024-12-14,1
+美国炼厂原油输入量超季节性/3年,2024-11-22,0,7.0,2024-12-07,2
+美国总钻机数,2024-11-27,0,7.0,2024-12-12,1
+原油：独立炼厂：加工量：中国（周）,2024-11-29,0,7.0,2024-12-14,1
+原油：常减压：独立炼厂：产能利用率：中国（周）,2024-11-22,0,7.0,2024-12-07,2
+彭博全球海上浮仓+在运原油,2024-11-29,0,7.0,2024-12-14,1
+原油：山东独立炼厂：开工率：新口径（周）,2024-11-29,0,7.0,2024-12-14,1
+美国炼厂可用产能,2024-11-22,1,7.0,2024-12-07,2
+美国原油周度调整项,2024-11-22,0,7.0,2024-12-07,2
+中国32家地炼开工率,2024-11-29,0,7.0,2024-12-14,1
+美国原油和天然气钻机总数,2024-11-29,0,7.0,2024-12-14,1
+彭博美国墨西哥湾海上浮仓,2024-11-29,0,7.0,2024-12-14,1
+ArkomaWoodford活跃钻机数,2024-11-29,1,7.0,2024-12-14,1
+CanaWoodford活跃钻机数,2024-11-29,0,7.0,2024-12-14,1
+DJ-Niobrara活跃钻机数,2024-11-29,1,7.0,2024-12-14,1
+GraniteWash活跃钻机数,2024-11-29,0,7.0,2024-12-14,1
+Haynesville活跃钻机数,2024-11-29,0,7.0,2024-12-14,1
+Utica活跃钻机数,2024-11-29,1,7.0,2024-12-14,1
+加拿大原油活跃钻机数,2024-11-29,0,7.0,2024-12-14,1
+Permian盆地钻机数,2024-11-29,1,7.0,2024-12-14,1
+EagleFord钻机数,2024-11-29,1,7.0,2024-12-14,1
+Williston盆地钻机数,2024-11-29,1,7.0,2024-12-14,1
+Marcellus钻机数,2024-11-29,1,7.0,2024-12-14,1
+ArkmoreWoodford钻机数,2024-11-29,0,7.0,2024-12-14,1
+全球海上浮仓,2024-11-29,0,7.0,2024-12-14,1
+彭博西非海上浮仓,2024-11-29,0,7.0,2024-12-14,1
+彭博亚洲海上浮仓,2024-11-29,0,7.0,2024-12-14,1
+彭博欧洲海上浮仓,2024-11-29,0,7.0,2024-12-14,1
+彭博北海海上浮仓,2024-11-29,0,7.0,2024-12-14,1
+彭博中东海上浮仓,2024-11-29,0,7.0,2024-12-14,1
+美国墨西哥湾原油钻机数,2024-09-27,0,7.0,2024-10-12,10
+美国陆上水域钻机数,2024-11-29,1,7.0,2024-12-14,1
+美国海上钻机数,2024-11-29,0,7.0,2024-12-14,1
+美国陆上钻机数,2024-11-29,0,7.0,2024-12-14,1
+美国炼厂原油输入量,2024-11-22,0,7.0,2024-12-07,2
+FracSpread完井数,2024-11-28,0,7.0,2024-12-13,1
+美国国内周度原油产量,2024-11-22,0,7.0,2024-12-07,2
+美国原油活跃钻机数,2024-11-29,0,7.0,2024-12-14,1
+美国炼厂产能利用率,2024-11-22,0,7.0,2024-12-07,2
+EIA周度NGL产量,2024-11-22,0,7.0,2024-12-07,2
+原油：加工量：中国（周）,2024-11-29,0,7.0,2024-12-14,1
+US Oil & Gas Exploration & Drilling Frac Spread Count,2024-11-28,0,7.0,2024-12-13,1
+Lower48原油产量,2024-11-22,0,7.0,2024-12-07,2
+EIA美国航煤净出口,2024-11-22,0,7.0,2024-12-07,2
+EIA美国柴油净出口,2024-11-22,0,7.0,2024-12-07,2
+EIA美国汽油净出口,2024-11-22,0,7.0,2024-12-07,2
+EIA美国原油净出口,2024-11-22,0,7.0,2024-12-07,2
+DOE-航煤净进口,2024-11-22,0,7.0,2024-12-07,2
+DOE-美国汽油净进口,2024-11-22,0,7.0,2024-12-07,2
+DOE-美国馏分燃料油净进口,2024-11-22,0,7.0,2024-12-07,2
+美国原油周度净进口,2024-11-22,0,7.0,2024-12-07,2
+美国原油总出口,2024-11-22,0,7.0,2024-12-07,2
+美国原油进口（除SPR）,2024-11-22,0,7.0,2024-12-07,2
+美国原油总进口（含SPR）,2024-11-22,0,7.0,2024-12-07,2
+VLCC:中东-中国,2024-11-29,0,1.0,2024-12-02,4
+Suezmax：阿拉伯海湾-地中海,2024-11-29,0,1.0,2024-12-02,4
+DOE-美国汽油进口,2024-11-22,0,7.0,2024-12-07,2
+DOE-美国汽油出口,2024-11-22,0,7.0,2024-12-07,2
+DOE-馏分燃料油进口,2024-11-22,0,7.0,2024-12-07,2
+DOE-美国馏分燃料油出口,2024-11-22,0,7.0,2024-12-07,2
+DOE-航煤进口,2024-11-22,0,7.0,2024-12-07,2
+DOE-航煤出口,2024-11-22,0,7.0,2024-12-07,2
+Kpler-美国原油净进口（周度）,2024-08-25,0,7.0,2024-09-09,15
+西非-安哥拉周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+北非-苏丹周度原油海运出口,2024-11-17,1,7.0,2024-12-02,3
+文莱周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+DoC周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+OPEC减产国周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+OPEC豁免国周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+拉美-墨西哥周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中美-巴拿马周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+南美-厄瓜多尔周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-沙特周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中西非-加蓬周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+北非-利比亚周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+马来西亚周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+FSU-阿塞拜疆周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+南美-多巴哥岛周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-科威特周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-也门周度原油海运出口,2023-08-27,0,21.0,2023-10-09,23
+中西非-喀麦隆周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+北非-阿尔及利亚周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+Non-OPEC DoC周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+北美-加拿大周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+南美-巴西周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-巴林周度原油海运出口,2024-04-28,0,7.0,2024-05-13,32
+挪威周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+FSU-哈萨克斯坦周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+北美-美国周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+南美-哥伦比亚周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-卡塔尔周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中西非-刚果布周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+北非-埃及周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+印度尼西亚周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+西非-尼日利亚周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+FSU-土库曼斯坦周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+南美-委内瑞拉周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+西非-几内亚周度原油海运出口,2024-11-24,1,7.0,2024-12-09,2
+澳大利亚周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+FSU-俄罗斯周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-伊朗周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-阿曼周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+西非-加纳周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+英国周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+OPEC周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+南美-圭亚那周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+南美-阿根廷周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-伊拉克周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+中东-阿联酋周度原油海运出口,2024-11-24,0,7.0,2024-12-09,2
+以色列周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+缅甸周度原油海运进口,2024-11-17,1,7.0,2024-12-02,3
+德国周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+澳大利亚周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+马来西亚周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+巴基斯坦周度原油海运进口,2024-11-17,1,7.0,2024-12-02,3
+土耳其周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+南非周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+中国台湾周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+英国周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+立陶宛周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+埃及周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+韩国周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+越南周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+巴拿马周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+巴西周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+葡萄牙周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+阿联酋周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+印度周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
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+意大利周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+荷兰周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+芬兰周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+罗马尼亚周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+新加坡周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+泰国周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+法国周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
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+美国周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+波兰周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
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+西班牙周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+希腊周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+瑞典周度原油海运进口,2024-11-24,0,7.0,2024-12-09,2
+莱茵河水位,2024-12-02,0,1.0,2024-12-05,1
+ovx index,2024-12-02,0,1.0,2024-12-05,1
+dxy curncy,2024-12-02,0,1.0,2024-12-05,1
+C2403128043,2024-12-02,0,1.0,2024-12-05,1
+C2403150124,2024-12-02,0,1.0,2024-12-05,1
+FVHCM1 INDEX,2024-12-02,0,1.0,2024-12-05,1
+doedtprd index,2024-11-22,0,7.0,2024-12-07,2
+CFFDQMMN INDEX,2024-11-19,1,7.0,2024-12-04,2
+C2403083739,2024-11-19,1,7.0,2024-12-04,2
+C2404167878,2024-11-19,1,7.0,2024-12-04,2
+lmcads03 lme comdty,2024-11-29,0,1.0,2024-12-02,4
+GC1 COMB Comdty,2024-12-02,0,1.0,2024-12-05,1
+C2404167855,2024-12-02,0,1.0,2024-12-05,1

yongandataset/model_evaluation.csv

@@ -0,0 +1,22 @@
+模型(Model),平均平方误差(MSE),均方根误差(RMSE),平均绝对误差(MAE)
+BiTCN,1.824,1.35,1.036
+TSMixer,1.947,1.395,1.097
+TiDE,2.017,1.42,1.098
+MLPMultivariate,2.049,1.432,1.056
+NHITS,2.087,1.445,1.113
+NLinear,2.157,1.469,1.105
+PatchTST,2.267,1.506,1.123
+DilatedRNN,2.329,1.526,1.16
+DLinear,2.361,1.537,1.125
+GRU,2.372,1.54,1.167
+TSMixerx,2.381,1.543,1.185
+MLP,2.409,1.552,1.203
+TFT,2.449,1.565,1.162
+DeepNPTS,2.456,1.567,1.22
+iTransformer,2.498,1.581,1.2
+FEDformer,2.516,1.586,1.222
+Informer,2.541,1.594,1.165
+RNN,3.071,1.753,1.298
+StemGNN,3.297,1.816,1.486
+LSTM,3.573,1.89,1.601
+TCN,8.293,2.88,2.592

yongandataset/model_introduction.txt

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

yongandataset/predict.csv

@@ -0,0 +1,6 @@
+unique_id,ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,FEDformer,StemGNN,MLPMultivariate,TiDE,DeepNPTS,created_dt
+1,2024-12-30,74.384605,74.007774,72.888985,74.01044,73.83863,74.03064,74.29802,75.07652,74.062416,75.8741,74.04242,74.21495,74.00301,73.70171,73.7584,73.85694,74.44941,73.37963,73.946335,74.13086,73.45994,2024-12-30
+1,2024-12-31,74.048065,74.215004,72.893654,74.07168,73.91658,74.28913,73.77078,75.02244,74.13759,75.92434,74.20907,74.04074,73.69534,73.76723,74.85656,73.96252,74.1217,73.48833,73.91586,74.468735,73.963425,2024-12-30
+1,2025-01-01,74.19296,74.00459,72.960365,74.10889,74.057396,74.94468,73.68984,75.41029,74.35159,76.06726,74.31265,74.30353,73.694534,74.33266,74.72066,74.073044,74.01747,73.58207,73.93127,74.16086,73.37145,2024-12-30
+1,2025-01-02,74.01128,74.16228,73.10732,74.23076,74.1834,74.58735,73.96526,75.60147,74.516266,76.223564,74.500946,74.51444,73.906006,73.88295,75.21507,74.18808,74.34984,73.67846,74.34587,74.844635,73.3846,2024-12-30
+1,2025-01-03,73.933586,74.0523,73.036766,74.298134,74.01465,75.016716,74.14065,76.12628,74.57458,76.13882,74.34454,74.6783,73.46594,73.65381,74.85443,74.27929,73.66321,73.62873,73.95522,74.27377,73.4307,2024-12-30

yongandataset/testandpredict_groupby.csv

@@ -0,0 +1,63 @@
+ds,NHITS,Informer,LSTM,iTransformer,TSMixer,TSMixerx,PatchTST,RNN,GRU,TCN,BiTCN,DilatedRNN,MLP,DLinear,NLinear,TFT,FEDformer,StemGNN,MLPMultivariate,TiDE,DeepNPTS,y,created_dt,min_within_quantile,max_within_quantile
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+2024-10-09,76.36,75.96,75.41,78.43,78.16,77.95,77.34,77.37,78.66,78.75,78.2,78.24,76.8,77.54,77.46,75.66,78.41,75.98,77.2,78.38,77.04,76.58,,75.41,78.75
+2024-10-10,76.28,75.95,75.09,77.69,77.23,76.38,77.38,76.75,77.23,78.48,76.84,76.46,76.22,76.59,76.71,75.94,77.57,75.89,76.24,77.67,76.46,79.4,,75.09,78.48
+2024-10-11,78.14,77.2,78.26,78.96,78.09,77.84,79.2,80.89,79.7,79.42,78.42,79.36,77.89,78.98,79.53,78.63,79.43,75.84,78.01,78.36,78.88,79.04,,75.84,80.89
+2024-10-14,79.15,78.1,77.64,79.01,78.55,78.85,78.65,80.09,80.05,79.12,78.83,79.68,78.16,77.64,78.64,78.88,78.99,75.82,78.8,78.55,78.47,77.46,,75.82,80.09
+2024-10-15,78.09,78.37,75.93,78.04,78.1,78.77,76.87,77.68,78.58,78.89,77.99,77.88,78.19,77.58,76.68,78.1,78.98,75.81,77.86,77.9,76.72,74.25,,75.81,78.98
+2024-10-16,76.68,74.33,72.6,73.48,76.2,75.01,72.86,74.0,75.15,77.79,74.67,74.34,75.9,76.28,74.67,75.27,75.31,75.74,75.19,75.6,74.6,74.22,,72.6,77.79
+2024-10-17,75.76,72.54,72.84,73.41,74.79,74.92,74.16,74.58,74.37,77.43,73.79,73.63,75.12,74.6,75.18,75.29,75.07,75.69,73.89,74.95,75.67,74.45,,72.54,75.76
+2024-10-18,74.19,72.0,73.13,74.74,74.74,74.01,74.87,75.24,74.58,77.33,74.06,74.16,73.62,74.13,74.84,75.59,74.37,75.62,73.23,74.8,75.92,73.06,,72.0,75.92
+2024-10-21,73.22,70.44,71.63,72.86,74.41,73.45,73.31,73.34,73.41,76.81,73.2,73.07,72.33,72.98,72.78,70.51,73.45,75.46,72.47,74.26,73.81,74.29,,70.44,74.41
+2024-10-22,73.11,73.95,73.02,73.02,74.51,74.38,74.53,75.18,74.19,76.95,73.9,74.14,73.88,73.54,74.32,74.48,74.66,75.25,73.72,74.4,72.79,76.04,,72.79,76.95
+2024-10-23,75.77,76.22,74.83,74.44,75.67,76.33,77.13,77.41,76.07,77.5,75.51,76.29,75.36,75.08,76.54,76.38,76.6,75.15,75.61,76.01,73.48,74.96,,73.48,77.5
+2024-10-24,74.32,74.66,73.5,73.03,75.2,76.61,75.38,75.65,75.51,77.32,75.14,75.45,73.96,74.85,76.33,76.26,74.31,75.05,74.77,75.17,73.05,74.38,,73.03,77.32
+2024-10-25,73.86,75.73,72.93,75.38,75.06,75.96,75.17,74.82,74.71,77.08,74.6,74.48,73.1,74.98,75.07,76.1,74.02,74.89,74.44,74.82,73.6,76.05,,72.93,77.08
+2024-10-28,75.02,76.76,74.79,75.72,75.45,76.41,76.43,77.2,76.07,77.44,75.51,76.13,76.02,76.57,76.27,76.84,75.59,74.81,76.29,75.76,75.75,71.42,,74.79,77.44
+2024-10-29,71.4,72.41,69.74,73.48,73.38,73.55,71.96,71.2,72.31,76.43,73.16,71.93,73.3,75.22,71.13,71.58,71.76,74.65,72.94,72.65,72.27,71.12,,69.74,76.43
+2024-10-30,72.28,72.15,69.73,73.12,72.01,71.43,72.77,71.17,71.12,76.41,72.12,70.67,70.92,74.38,70.9,71.63,71.42,74.59,71.75,71.97,70.99,72.55,,69.73,76.41
+2024-10-31,72.28,73.3,71.32,73.18,72.38,71.92,72.5,73.55,72.13,76.02,72.77,72.22,72.31,73.6,72.96,72.37,73.28,74.59,73.5,72.12,72.64,73.16,,71.32,76.02
+2024-11-01,73.77,73.39,71.89,73.53,72.52,72.06,73.79,74.1,73.01,76.08,73.18,73.22,72.97,72.99,72.75,72.81,72.38,74.6,73.66,73.09,72.77,73.1,,71.89,76.08
+2024-11-04,72.81,72.85,71.75,74.42,72.46,72.87,72.97,73.73,73.13,76.16,73.32,73.32,72.49,73.91,73.19,73.22,72.64,74.64,73.22,72.85,72.93,75.08,,71.75,76.16
+2024-11-05,75.12,74.84,73.86,76.16,73.74,73.98,75.3,76.38,74.89,76.6,74.3,75.29,73.75,76.21,75.41,75.04,74.5,74.72,74.07,74.58,75.12,75.53,,73.74,76.6
+2024-11-06,74.96,75.38,74.2,76.19,74.47,74.32,74.95,76.67,75.75,76.84,74.92,76.1,75.0,75.19,76.2,75.29,75.52,74.86,74.95,75.09,77.0,74.92,,74.2,77.0
+2024-11-07,76.77,74.47,73.48,75.06,74.78,73.47,75.29,75.56,75.31,76.79,74.9,75.24,75.91,73.47,74.58,74.82,74.75,74.95,75.63,74.81,74.28,75.63,,73.47,76.79
+2024-11-08,75.98,74.51,74.29,74.71,75.3,75.28,75.87,76.52,75.8,77.03,75.11,75.79,76.51,75.54,75.31,75.33,75.44,75.04,76.31,75.66,74.89,73.87,,74.29,77.03
+2024-11-11,74.36,72.1,72.35,74.06,75.15,73.58,74.08,74.22,74.34,76.83,74.3,74.18,74.7,73.64,74.24,73.23,72.98,75.09,74.37,74.69,74.73,71.83,,72.1,75.15
+2024-11-12,72.75,71.25,70.32,70.95,73.31,72.11,71.29,71.78,72.18,76.16,72.58,71.72,72.37,72.91,71.97,72.35,70.66,75.07,72.55,73.03,74.17,71.89,,70.32,75.07
+2024-11-13,71.8,71.02,70.55,70.07,72.57,71.45,70.21,72.3,71.78,75.92,72.28,71.49,70.41,73.06,72.01,72.67,70.22,75.03,72.01,71.95,74.15,72.28,,70.07,75.03
+2024-11-14,72.65,73.79,70.99,72.55,72.48,71.96,71.64,73.0,72.11,75.87,72.83,72.06,71.85,72.27,72.79,72.91,71.09,75.0,72.52,72.38,73.4,72.56,,70.99,75.87
+2024-11-15,72.34,72.11,71.26,73.56,72.48,72.12,70.93,73.24,72.45,75.73,73.11,72.5,73.1,73.56,72.53,72.99,70.99,74.94,73.1,72.22,73.64,71.04,,70.93,75.73
+2024-11-18,71.25,71.07,69.62,72.5,71.97,71.74,69.12,71.39,71.31,75.03,72.95,71.17,71.97,73.59,70.38,71.72,70.41,74.87,71.65,71.6,73.12,73.3,,69.12,75.03
+2024-11-19,72.98,73.89,72.1,76.41,72.56,73.53,73.07,74.36,72.78,75.58,74.17,73.01,72.73,73.07,73.79,72.99,73.88,74.85,73.41,73.43,73.91,73.31,,72.1,76.41
+2024-11-20,72.35,73.34,71.98,76.43,73.31,73.42,73.39,74.25,73.29,75.45,74.21,73.59,73.49,72.36,74.0,72.83,72.84,74.81,74.32,73.61,74.52,72.81,,71.98,76.43
+2024-11-21,73.65,72.56,71.42,74.0,73.16,73.72,73.06,73.27,72.9,75.39,73.16,72.95,73.66,71.77,73.38,72.11,72.21,74.79,73.66,73.45,73.2,74.23,,71.42,75.39
+2024-11-22,74.17,74.27,72.96,75.05,73.67,73.2,74.68,75.28,74.0,75.73,73.76,74.33,74.22,74.03,73.98,73.27,75.09,74.85,74.08,74.02,75.66,75.17,,72.96,75.73
+2024-11-22,74.17,74.27,72.96,75.05,73.67,73.2,74.68,75.28,74.0,75.73,73.76,74.33,74.22,74.03,73.98,73.27,75.09,74.85,74.08,74.02,75.66,75.17,,72.96,75.73
+2024-11-25,74.27,75.39,73.89,75.27,74.54,73.57,74.99,76.38,75.2,76.31,74.25,75.58,74.11,75.2,75.39,75.22,75.17,74.93,74.16,74.94,75.1,73.01,,73.57,76.38
+2024-11-26,72.91,73.21,71.48,73.23,73.51,72.31,73.26,73.18,73.48,75.81,72.66,73.41,73.32,73.37,72.85,72.66,73.02,74.95,72.95,72.73,72.73,72.81,,71.48,75.81
+2024-11-27,73.14,73.81,71.42,73.69,73.16,72.15,73.47,73.12,72.81,75.69,72.39,72.64,73.27,73.27,72.52,72.53,73.28,74.94,72.64,72.88,73.12,72.83,,71.42,75.69
+2024-11-28,74.11,74.57,71.48,74.13,72.99,73.13,73.44,73.47,72.75,75.64,73.04,72.75,74.25,73.36,72.86,72.76,73.89,74.91,73.57,72.65,73.45,73.28,,71.48,75.64
+2024-11-29,73.78,75.57,71.98,74.11,73.08,73.57,73.7,74.0,73.16,75.8,73.65,73.19,74.23,73.01,72.49,73.26,73.73,74.8,73.68,73.02,73.73,72.94,,71.98,75.8
+2024-12-02,73.03,74.07,71.58,73.51,72.96,74.0,73.07,73.5,72.99,75.56,73.53,73.06,72.83,73.19,72.65,73.25,74.71,74.66,73.66,73.43,73.56,71.83,,71.58,75.56
+2024-12-03,73.52,73.46,70.42,71.89,72.62,72.92,72.7,72.15,71.99,75.14,72.98,71.91,72.82,72.64,71.94,71.39,72.53,74.39,72.51,73.03,73.17,73.62,,70.42,75.14
+2024-12-04,74.84,74.24,72.4,72.62,73.14,73.28,74.09,74.63,73.23,75.49,73.65,73.36,74.23,72.52,74.21,73.22,74.88,74.29,73.35,73.77,73.81,72.31,,72.4,75.49
+2024-12-05,71.39,72.81,70.9,70.86,72.71,71.85,72.33,72.82,72.51,75.17,72.58,72.53,71.21,72.33,72.75,72.89,72.55,74.18,71.63,72.56,72.94,72.09,,70.86,75.17
+2024-12-06,71.29,73.14,70.73,70.78,72.46,71.76,72.37,72.46,72.07,75.04,71.98,71.96,70.92,72.6,72.48,72.36,72.0,73.97,71.68,72.63,71.92,71.12,,70.73,75.04
+2024-12-09,71.37,71.41,69.73,70.66,71.88,71.12,71.29,71.56,71.24,74.57,71.73,71.12,71.52,71.21,71.84,71.02,71.46,73.74,71.84,71.31,73.5,72.14,,69.73,74.57
+2024-12-10,71.79,72.76,70.88,72.21,71.9,71.47,72.75,72.88,71.83,74.82,71.84,71.84,72.04,71.78,72.01,72.48,72.02,73.58,72.17,71.38,72.67,72.19,,70.88,74.82
+2024-12-11,72.36,73.37,70.88,73.52,72.05,72.17,72.98,72.9,72.09,74.68,72.43,72.24,72.82,71.62,72.15,72.72,72.22,73.53,72.79,71.94,73.63,73.52,,70.88,74.68
+2024-12-12,73.49,74.72,72.28,74.76,72.92,73.0,74.43,74.53,73.24,75.18,73.45,73.57,73.82,72.67,73.28,73.56,74.0,73.52,73.54,73.22,74.12,73.41,,72.28,75.18
+2024-12-13,73.66,73.6,72.06,74.22,73.34,74.11,73.41,74.2,73.44,75.23,73.41,73.78,73.37,73.81,73.49,73.54,73.43,73.49,73.49,73.38,73.72,74.49,,72.06,75.23
+2024-12-16,74.64,73.67,73.21,74.66,73.79,73.97,74.4,75.49,74.39,75.76,74.41,74.68,74.02,74.17,73.85,73.34,74.73,73.52,74.32,74.44,74.21,73.91,,73.21,75.76
+2024-12-17,74.23,73.68,72.51,74.91,73.92,74.13,74.55,74.59,74.1,75.71,74.35,74.29,74.49,74.24,74.37,73.54,74.67,73.51,74.49,74.68,73.89,73.19,,72.51,75.71
+2024-12-18,74.01,72.73,71.78,73.28,73.6,72.99,73.62,73.56,73.33,75.63,73.22,73.28,73.82,74.0,73.63,73.6,73.04,73.43,73.53,73.34,73.29,73.39,,71.78,75.63
+2024-12-19,73.27,73.01,72.05,73.6,73.62,72.6,73.52,73.99,73.33,75.63,73.22,73.33,73.4,73.12,73.01,73.5,74.12,73.39,73.62,73.61,72.68,72.88,,72.05,75.63
+2024-12-20,71.96,73.04,71.51,73.06,73.07,72.62,72.55,73.4,72.94,75.52,72.79,72.92,72.11,73.27,73.03,73.39,72.75,73.35,72.56,72.98,72.14,72.94,,71.51,75.52
+2024-12-23,73.22,72.63,71.61,72.34,73.0,73.02,72.61,73.48,72.89,75.51,72.55,72.87,72.28,72.9,73.11,73.4,73.05,73.26,72.36,72.76,73.16,72.63,,71.61,75.51
+2024-12-24,72.29,73.35,71.28,72.68,72.78,72.64,71.97,73.17,72.64,75.33,72.42,72.64,72.47,72.17,72.96,72.86,72.24,73.28,72.64,72.38,72.6,73.58,,71.28,75.33
+2024-12-30,74.38,74.01,72.89,74.01,73.84,74.03,74.3,75.08,74.06,75.87,74.04,74.21,74.0,73.7,73.76,73.86,74.45,73.38,73.95,74.13,73.46,,2024-12-30,72.89,75.87
+2024-12-31,74.05,74.22,72.89,74.07,73.92,74.29,73.77,75.02,74.14,75.92,74.21,74.04,73.7,73.77,74.86,73.96,74.12,73.49,73.92,74.47,73.96,,2024-12-30,72.89,75.92
+2025-01-01,74.19,74.0,72.96,74.11,74.06,74.94,73.69,75.41,74.35,76.07,74.31,74.3,73.69,74.33,74.72,74.07,74.02,73.58,73.93,74.16,73.37,,2024-12-30,72.96,76.07
+2025-01-02,74.01,74.16,73.11,74.23,74.18,74.59,73.97,75.6,74.52,76.22,74.5,74.51,73.91,73.88,75.22,74.19,74.35,73.68,74.35,74.84,73.38,,2024-12-30,73.11,76.22
+2025-01-03,73.93,74.05,73.04,74.3,74.01,75.02,74.14,76.13,74.57,76.14,74.34,74.68,73.47,73.65,74.85,74.28,73.66,73.63,73.96,74.27,73.43,,2024-12-30,73.04,76.14

yongandataset/v_tbl_crude_oil_warning.sql

@@ -0,0 +1,60 @@
+/*
+ Navicat Premium Data Transfer
+
+ Source Server         : 北京环境
+ Source Server Type    : MySQL
+ Source Server Version : 80021
+ Source Host           : 192.168.101.27:3306
+ Source Schema         : jingbo_test
+
+ Target Server Type    : MySQL
+ Target Server Version : 80021
+ File Encoding         : 65001
+
+ Date: 11/12/2024 14:41:09
+*/
+
+SET NAMES utf8mb4;
+SET FOREIGN_KEY_CHECKS = 0;
+
+-- ----------------------------
+-- Table structure for v_tbl_crude_oil_warning
+-- ----------------------------
+DROP TABLE IF EXISTS `v_tbl_crude_oil_warning`;
+CREATE TABLE `v_tbl_crude_oil_warning`  (
+  `ID` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NOT NULL COMMENT 'ID',
+  `TENANT_CODE` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '租户代码',
+  `WARNING_TYPE_NAME` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '预警类型',
+  `WARNING_CONTENT` text CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL COMMENT '预警内容',
+  `WARNING_DATE` datetime NULL DEFAULT NULL COMMENT '预警时间',
+  `INDICATOR_NAME` varchar(255) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '指标名称',
+  `INDICATOR_ID` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '指标ID',
+  `FREQUENCY` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '频度',
+  `UPDATE_FREQUENCY` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '更新频率，例：每周二，每月2日',
+  `DATA_SOURCE` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '数据来源，例：wind、彭博',
+  `UPDATE_SUSPENSION_CYCLE` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '停更周期',
+  `LAST_UPDATE_DATE` datetime NULL DEFAULT NULL COMMENT '最后更新日期',
+  `REMARK` varchar(5120) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '备注',
+  `OPT_ORGAN_CODE` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '登记机构',
+  `OPT_DEPT_CODE` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '登记部门',
+  `OPT_EMPLOYEE_CODE` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '操作员',
+  `RESERVED_STR1` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '预备文字1',
+  `RESERVED_STR2` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '预备文字2',
+  `RESERVED_STR3` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '预备文字3',
+  `RESERVED_STR4` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '预备文字4',
+  `RESERVED_STR5` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '预备文字5',
+  `RESERVED_NUM1` decimal(20, 8) NULL DEFAULT NULL COMMENT '预备数值1',
+  `RESERVED_NUM2` decimal(20, 8) NULL DEFAULT NULL COMMENT '预备数值2',
+  `RESERVED_NUM3` decimal(20, 8) NULL DEFAULT NULL COMMENT '预备数值3',
+  `RESERVED_NUM4` decimal(20, 8) NULL DEFAULT NULL COMMENT '预备数值4',
+  `RESERVED_NUM5` decimal(20, 8) NULL DEFAULT NULL COMMENT '预备数值5',
+  `VERSION_NUM` decimal(10, 0) NOT NULL DEFAULT 1 COMMENT '乐观锁',
+  `DELETE_FLAG` varchar(1) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NOT NULL DEFAULT '0' COMMENT '逻辑删除标志',
+  `CREATE_USER` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '创建人',
+  `CREATE_DATE` datetime NULL DEFAULT NULL COMMENT '创建时间',
+  `UPDATE_USER` varchar(128) CHARACTER SET utf8mb4 COLLATE utf8mb4_0900_ai_ci NULL DEFAULT NULL COMMENT '修改人',
+  `UPDATE_DATE` datetime NULL DEFAULT NULL COMMENT '修改时间',
+  PRIMARY KEY (`ID`) USING BTREE
+) ENGINE = InnoDB CHARACTER SET = utf8mb4 COLLATE = utf8mb4_0900_ai_ci COMMENT = '原油预警信息' ROW_FORMAT = Dynamic;
+
+SET FOREIGN_KEY_CHECKS = 1;

yongandataset/特征处理后的指标名称及分类.csv

@@ -0,0 +1,213 @@
+指标分类,指标名称,指标id,频度,指标来源,来源id,最后更新时间,更新周期,预警日期,停更周期,单位
+需求,EIA美国油品需求,C2408261322253042,周度,指标运算,4,2024-12-20,Friday,2025-01-03,1.0,千桶日
+需求,DOE-美国汽油产量超季节性/3年,C2408141037137254,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,千桶/日
+需求,美墨湾炼厂加工WTI原油CDU利润,FWTIM1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+需求,西北欧炼厂加工Brent原油CDU利润 M2,FBTIM2 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+需求,美墨湾炼厂加工WTI原油CDU利润 M2,FWTIM2 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+需求,西北欧炼厂加工Brent原油FCC利润,FBFCM1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+需求,美墨湾炼厂加工WTI原油HSK利润,FWHKM1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+需求,新加坡炼厂加工Dubai原油FCC利润,FDFCM1 Index,日度,彭博,3,2024-12-23,每天,2024-12-26,7.0,美元/桶
+需求,美国汽油单一利润,fcclm1 index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,RBOB&HO近12月合约均价532裂解,C2408201823572581,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,RBOB近12月合约均价裂解,C2408201822287211,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,HO近12月合约均价裂解,C2408201821322431,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,HO近12月合约均价,C2408201818344798,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,RBOB近12月合约均价,C2408201744404563,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,布油近12月合约均价,C2408201715530941,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,SC连2-连3月差,C2406118287,日度,指标运算,4,2024-12-30,每天,2025-01-02,0.0,元/桶
+期货市场,SC连1-连6,C2406112651,日度,指标运算,4,2024-12-30,每天,2025-01-02,0.0,元/桶
+期货市场,SC连1-连3月差,C2406119715,日度,指标运算,4,2024-12-30,每天,2025-01-02,0.0,元/桶
+期货市场,HO连1-连6,C2406118600,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,HO连1-连3,C2406115795,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Oman连2-连3月差,C2406113599,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,WTI c1-c6,C2404198206,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,WTI c1-c3,C2404191146,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Brent c1-c9,C2404197375,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Brent c1-c6,C2404199738,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Brent c1-c3,C2404194834,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Brent c1-c2,C2404196642,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Dubai连1合约价格,fsdum1 index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Dubai连1-连4月差,C2210180460,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,OMAN原油：中质：远期现货DES价：山东（日）,ID01389540,日度,钢联化工,34,2024-12-27,每天,2024-12-30,3.0,元/吨
+期货市场,印度原油连1合约价格,U61 Comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,印度卢比/桶
+期货市场,ICE轻柴油连4合约价格,qs4 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/公吨
+期货市场,WTI连1合约价格,CL1 Comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,SC/ZC（活跃合约）,C2112052979,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,无
+期货市场,WTI连24合约,cl24 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,BU-SC（活跃合约）,C2111280247,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/吨
+期货市场,WTI活跃合约,CLA comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Brent活跃合约,COA comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,ICE Brent c14,CO14 Comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Dubai Swap c1,CSDBM1 SONA Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,NYMWX WTI c5,CL5 Comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,INE SC c1,SCP1 Comdty,日度,彭博,3,2024-12-30,每天,2025-01-02,0.0,元/桶
+期货市场,Oman Swap c1,FVMUM1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,DME Oman c1,OQA1 Comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Murban Futures c1,MUC1 Comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,HO连6合约,HO6 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,HO连5合约,HO5 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+期货市场,ho连7合约,ho7 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+期货市场,HO连8合约,ho8 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+期货市场,HO连9合约,ho9 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+期货市场,HO连10合约,ho10 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+期货市场,HO连11合约,ho11 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+期货市场,HO连12合约,ho12 comdty,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+期货市场,CFD W1,BCFOW1 BFVD Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,CFD W6,BCFOW6 BFVD Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Oman c1 * 汇率,C2408271315095745,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/桶
+期货市场,INE SC主力合约价格,SCPA Comdty,日度,彭博,3,2024-12-30,每天,2025-01-02,0.0,元/桶
+期货市场,Brent主力*汇率,C2408281322225381,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/桶
+期货市场,SC c2日盘-Brent c2(15:00)*汇率,C2408301502484602,日度,指标运算,4,2024-12-30,每天,2025-01-02,0.0,元/桶
+期货市场,SC理论估值-Dubai原油,C2409021550405040,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/桶
+期货市场,DFL M1,FDBSM1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,DFL M2,FDBSM2 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,SC主力-理论估值,C2409071041332054,日度,指标运算,4,2024-12-30,每天,2025-01-02,0.0,元/桶
+期货市场,SC c2-c3 (夜盘),C2409231418568900,日度,指标运算,4,2024-12-29,每天,2025-01-01,1.0,元/桶
+期货市场,Brent c2-c3 (结算),C2409231425534848,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/桶
+期货市场,WTI c2-c3,C2409240916006318,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,Brent c2-c3,C2409260830150154,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,SCc1夜盘收盘(日期调整),C2410141333421874,日度,数据调整,40,2024-12-29,每天,2025-01-01,1.0,元/桶
+期货市场,SCc2夜盘收盘(日期调整),C2410141430018242,日度,数据调整,40,2024-12-29,每天,2025-01-01,1.0,元/桶
+期货市场,SCc3夜盘收盘(日期调整),C2410141431260884,日度,数据调整,40,2024-12-29,每天,2025-01-01,1.0,元/桶
+期货市场,SCc4夜盘收盘(日期调整),C2410141449380826,日度,数据调整,40,2024-12-29,每天,2025-01-01,1.0,元/桶
+期货市场,Brent c2-c3 (结算B),C2410161541128527,日度,指标运算,4,2024-11-28,每天,2024-12-01,32.0,美元/桶
+期货市场,WTI c2-c3 (结算B),C2410161542538183,日度,指标运算,4,2024-11-27,每天,2024-11-30,33.0,美元/桶
+期货市场,EFS M1,DEIBM2 PVMO Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,EFS M2,DEIBM3 PVMO Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+期货市场,WTI连1合约价格/周频,C2412231329383873,周度,降频,51,2024-12-27,Friday,2025-01-10,0.0,无
+库存,EIA美国原油总库存（含SPR）,C2408261041540491,周度,指标运算,4,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,EIA美国油品库存（含SPR）,C2408261040138247,周度,指标运算,4,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,EIA美国汽柴航煤库存,C2408261030074394,周度,指标运算,4,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,库欣+PADD3库存,C2408260948558266,周度,指标运算,4,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,美国商业原油库存超季节性/4年,C2408231919059275,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,千桶
+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,35,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,库欣原油库存超季节性/5年,C2407291441505479,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,美国商业原油库存超季节性/5年,C2407291441178121,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,美国成品车用汽油库存占比,C2407251348084932,周度,指标运算,4,2024-12-20,Friday,2025-01-03,1.0,%
+库存,美国成品油库存超季节性/5年,C2406194464,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,新加坡燃料油库存,C2406123356,周度,指标运算,4,2024-12-25,Wednesday,2025-01-08,0.0,千桶
+库存,美国成品油库存,C2403261483,周度,指标运算,4,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,原油：库容比：山东：独立炼厂（周）,ID01378494,周度,钢联化工,34,2024-12-27,Friday,2025-01-10,0.0,百分比
+库存,SC期货库存1000天百分位,C2309131209,日度,百分位,68,2024-12-27,每天,2024-12-30,3.0,无
+库存,SC仓单（百万桶）,C2207228720,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,无
+库存,美国EIA原油成品油总库存（不含SPR）,DOESESPR Index,周度,彭博,3,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,美国原油成品油总库存（含SPR）,DOESISPR Index,周度,彭博,3,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,美国成品油库存超季节性/4年,C2408271544534048,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,千桶
+库存,美国原油总库存/1WMA,C2412191442552606,周度,N数值移动平均计算,8,2024-12-20,Friday,2025-01-03,1.0,百万桶
+库存,美国原油总库存/5WMA,C2412191443253091,周度,N数值移动平均计算,8,2024-12-20,Friday,2025-01-03,1.0,百万桶
+库存,美国原油总库存超季节性/5年,C2412191444279878,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,百万桶
+价格,Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),C2408260350065744,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,RBOB+HO平均,C2408200951455601,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+价格,HO12合约算术平均,C2408200950390824,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+价格,RBOB12合约算术平均,C2408200919058872,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美分/加仑
+价格,DFL(Dated-主力布伦特）,C2407231506398669,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元每桶
+价格,Brent现货价格-Brent连4,C2407230903239994,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent现货价格-Brent连3,C2407230859286705,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,布伦特现货价格-Brent连2,C2407230858162634,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent 连2-连3超季节性/3年,C2407191026191633,日度,超季节性,35,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连3-WTI连4,C2407190956519194,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连2-WTI连4,C2407190953115334,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连2-WTI连3,C2407190952097138,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连1-WTI连4,C2407190949298040,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连1-WTI连3,C2407190948245234,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连1-WTI连2,C2407190946070375,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国汽油裂解价差超季节性/3年,C2407181655282927,日度,超季节性,35,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,WTI 3:2:1裂解价差超季节性/5年,C2405101792,日度,超季节性,35,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai FOB M1-M2,C2404166628,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连1-连4,C2404016440,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,新加坡汽油裂解价差,C2403293740,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai 连2-连3,C2403142847,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,WTI 连2-连3月差,C2403141510,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent 连2-连3,C2403144158,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连6-连12,C2403078575,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连1-连9月差,C2403071607,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连1-连6月差,C2403071357,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent连1-连2月差,C2403078549,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,WTI连1-连4,C2403061405,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,BrentC1-C2,C2403046218,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,欧洲Brent成品油裂解价差（领先一周）,C2311239478,日度,时间移位,22,2025-01-03,每天,2025-01-06,-4.0,无
+价格,马瑞原油：现货价：山东（日）,ID00174848,日度,钢联化工,34,2024-12-26,每天,2024-12-29,4.0,元/吨
+价格,沙特中质OSP（日度）,C2210132019,日度,升频,14,2025-01-31,每天,2025-02-03,-32.0,美元/桶
+价格,美国MEH轻原油现货价格（美湾）,uscrmehc index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,马瑞原油：重质：DES价：委内瑞拉（日）,ID01387588,日度,钢联化工,34,2024-12-26,每天,2024-12-29,4.0,美元/桶
+价格,巴重FOB出口亚洲现货价格,PGCRBHAS Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,沙轻OSP（日度）,C2208187998,日度,升频,14,2025-01-31,每天,2025-02-03,-32.0,美元/桶
+价格,沙特轻质日度osp,C2209094158,日度,升频,14,2025-01-31,每天,2025-02-03,-32.0,美元/桶
+价格,Midland原油现货价格,USCRWTIM Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,欧洲柴油现货价格,DIEN10CF INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/公吨
+价格,WTI原油现货价格Cushing,USCRWTIC index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent原油现货价格,EUCRBRDT index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,LLS原油现货价格,USCRLLSS Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国MARS原油现货价格,uscrmars index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美湾WTI211裂解价差,CRKS211C Index,日度,彭博,3,2024-12-30,每天,2025-01-02,0.0,美元/桶
+价格,Asia Tapis 211 裂解价差,CRKST211 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,欧洲Brent成品油裂解价差,ACK321A Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国汽油裂解价差,WTRBM1 EEGC Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油裂解价差,HOCL1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai连3合约价格,FSDUM3 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,WTI 3:2:1裂解价差,CRK321M1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,新加坡汽油裂解,FGASM1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,欧洲汽油裂解,GEBBM1 DVTS Index,日度,彭博,3,2024-11-21,每天,2024-11-24,39.0,美元/桶
+价格,欧洲柴油裂解,QSCO1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai FOB M1,GIOS0097 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai FOB M2,GCM20097 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai FOB M3,GCM30097 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Oman FOB M1,GIOS0098 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Forties FOB,GIOS0973 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国柴油零售价格,HWYDUSTL Index,周度,彭博,3,2024-12-23,Monday,2025-01-06,1.0,美元/加仑
+价格,美国车用汽油零售价格,USRFRUSC Index,周度,彭博,3,2024-12-23,Monday,2025-01-06,1.0,美元/加仑
+价格,新加坡航煤裂解,FJNBM1 Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC5,FSYOM5 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC6,FSYOM6 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC7,FSYOM7 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC8,FSYOM8 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC4,FSYOM4 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC9,FSYOM9 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC10,FSYOM10 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC11,FSYOM11 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,美国取暖油HOC12,FSYOM12 INDEX,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai swap c3,CSDBM3 SONA Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Dubai swap c2,CSDBM2 SONA Index,日度,彭博,3,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,阿曼原油 (湛江交割) 到岸入罐成本,C2409070950511172,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,SC c5 -估值,C2409071016083508,日度,指标运算,4,2024-12-30,每天,2025-01-02,0.0,元/桶
+价格,SC主力-阿曼入库成本,C2409071048497502,日度,指标运算,4,2024-12-30,每天,2025-01-02,0.0,元/桶
+价格,SC c1 夜盘收盘价,SCP1 ELEC Comdty,日度,彭博,3,2024-12-30,每天,2025-01-02,0.0,元/桶
+价格,SC c2夜盘收盘价,SCP2 ELEC Comdty,日度,彭博,3,2024-12-30,每天,2025-01-02,0.0,元/桶
+价格,SC c3夜盘收盘价,SCP3 ELEC Comdty,日度,彭博,3,2024-12-30,每天,2025-01-02,0.0,元/桶
+价格,SC c4夜盘收盘价,SCP4 ELEC Comdty,日度,彭博,3,2024-12-30,每天,2025-01-02,0.0,元/桶
+价格,SC c1 夜盘收盘价滞后1天,C2409121633076825,日度,时间移位,22,2024-12-29,每天,2025-01-01,1.0,元/桶
+价格,SC c2夜盘收盘价滞后1天,C2409121633409540,日度,时间移位,22,2024-12-29,每天,2025-01-01,1.0,元/桶
+价格,SC c3夜盘收盘价滞后1天,C2409121633578819,日度,时间移位,22,2024-12-29,每天,2025-01-01,1.0,元/桶
+价格,SC c4夜盘收盘价滞后1天,C2409121636163943,日度,时间移位,22,2024-12-29,每天,2025-01-01,1.0,元/桶
+价格,SC理论估值-巴中,C2409181203480074,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/桶
+价格,阿曼原油 (湛江交割) 到岸入库成本,C2409191326037604,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/桶
+价格,Brent12期合约均价,C2409261157100574,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元 /桶
+价格,WTI 近12月合约均价,C2409261541428359,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,Brent c1 02:30收盘价滞后1天,C2410170949364306,日度,时间移位,22,2024-11-27,每天,2024-11-30,33.0,美元/桶
+价格,Brent c2 02:30收盘价滞后1天,C2410170951287136,日度,时间移位,22,2024-11-27,每天,2024-11-30,33.0,美元/桶
+价格,WTI连1-连6月差,C2411251629022071,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,WTI连2-连3月差,C2411251634442289,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,沙轻亚洲OSP,GIOS0308 Index,日度,彭博,3,2025-01-31,每天,2025-02-03,-32.0,美元/桶
+价格,DME Oman C1-C2,C2412181536187566,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,美元/桶
+价格,山东地炼柴油出厂价均价,C2412241324330899,日度,指标运算,4,2024-12-27,每天,2024-12-30,3.0,元/吨
+供应,美国炼厂产能利用率超季节性/5年,C2405107313,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,无
+供应,美国原油活跃钻机数同差,C2303012758,周度,同差值,7,2024-12-27,Friday,2025-01-10,0.0,台
+供应,美国炼厂原油输入量超季节性/3年,C2303243722,周度,超季节性,35,2024-12-20,Friday,2025-01-03,1.0,千桶/天
+供应,美国总钻机数,BSUSAA US INDEX,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,美国原油和天然气钻机总数,BAKETOT INDEX,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,CanaWoodford活跃钻机数,cawoaa us index,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,Haynesville活跃钻机数,hayvaa us index,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,Utica活跃钻机数,uticaa us index,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,Permian盆地钻机数,perbaa us index,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,EagleFord钻机数,eagfaa us index,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,美国陆上钻机数,bakeland comdty,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,FracSpread完井数,XDUSFA INDEX,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,个
+供应,美国原油活跃钻机数,BAKEOIL index,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,台
+供应,美国炼厂产能利用率,DOEPPERC INDEX,周度,彭博,3,2024-12-20,Friday,2025-01-03,1.0,无
+供应,US Oil & Gas Exploration & Drilling Frac Spread Count,XDUSFA PVMI Index,周度,彭博,3,2024-12-27,Friday,2025-01-10,0.0,无
+其他,Brent连1合约价格拟合残差/美元指数,C2403128043,其他,其他,其他,,,,,
+其他,Brent连1合约价格拟合残差/Brent 连2-连3,C2403150124,其他,其他,其他,,,,,
+其他,美国商业原油库存,DOESCRUD Index,其他,其他,其他,,,,,
+其他,美国取暖油裂解C1,FVHCM1 INDEX,其他,其他,其他,,,,,
+其他,LME铜价,lmcads03 lme comdty,其他,其他,其他,,,,,
+其他,金油比,C2404167855,其他,其他,其他,,,,,

yongandataset/特征滞后周期.csv

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

yongandataset/特征频度统计.csv

@@ -0,0 +1,175 @@
+日度(174),周度(40),61天(1)
+美墨湾炼厂加工WTI原油CDU利润,EIA美国油品需求,沙轻亚洲OSP
+西北欧炼厂加工Brent原油CDU利润 M2,DOE-美国汽油产量超季节性/3年,
+美墨湾炼厂加工WTI原油CDU利润 M2,WTI连1合约价格/周频,
+西北欧炼厂加工Brent原油FCC利润,EIA美国原油总库存（含SPR）,
+美墨湾炼厂加工WTI原油HSK利润,EIA美国油品库存（含SPR）,
+新加坡炼厂加工Dubai原油FCC利润,EIA美国汽柴航煤库存,
+美国汽油单一利润,库欣+PADD3库存,
+RBOB&HO近12月合约均价532裂解,美国商业原油库存超季节性/4年,
+RBOB近12月合约均价裂解,美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年),
+HO近12月合约均价裂解,库欣原油库存超季节性/5年,
+HO近12月合约均价,美国商业原油库存超季节性/5年,
+RBOB近12月合约均价,美国成品车用汽油库存占比,
+布油近12月合约均价,美国成品油库存超季节性/5年,
+SC连2-连3月差,新加坡燃料油库存,
+SC连1-连6,美国成品油库存,
+SC连1-连3月差,原油：库容比：山东：独立炼厂（周）,
+HO连1-连6,美国EIA原油成品油总库存（不含SPR）,
+HO连1-连3,美国原油成品油总库存（含SPR）,
+Oman连2-连3月差,美国成品油库存超季节性/4年,
+WTI c1-c6,美国原油总库存/1WMA,
+WTI c1-c3,美国原油总库存/5WMA,
+Brent c1-c9,美国原油总库存超季节性/5年,
+Brent c1-c6,美国柴油零售价格,
+Brent c1-c3,美国车用汽油零售价格,
+Brent c1-c2,美国炼厂产能利用率超季节性/5年,
+Dubai连1合约价格,美国原油活跃钻机数同差,
+Dubai连1-连4月差,美国炼厂原油输入量超季节性/3年,
+OMAN原油：中质：远期现货DES价：山东（日）,美国总钻机数,
+印度原油连1合约价格,美国原油和天然气钻机总数,
+ICE轻柴油连4合约价格,CanaWoodford活跃钻机数,
+WTI连1合约价格,Haynesville活跃钻机数,
+y,Utica活跃钻机数,
+SC/ZC（活跃合约）,Permian盆地钻机数,
+WTI连24合约,EagleFord钻机数,
+BU-SC（活跃合约）,美国陆上钻机数,
+WTI活跃合约,FracSpread完井数,
+Brent活跃合约,美国原油活跃钻机数,
+ICE Brent c14,美国炼厂产能利用率,
+Dubai Swap c1,US Oil & Gas Exploration & Drilling Frac Spread Count,
+NYMWX WTI c5,美国商业原油库存,
+INE SC c1,,
+Oman Swap c1,,
+DME Oman c1,,
+Murban Futures c1,,
+HO连6合约,,
+HO连5合约,,
+ho连7合约,,
+HO连8合约,,
+HO连9合约,,
+HO连10合约,,
+HO连11合约,,
+HO连12合约,,
+CFD W1,,
+CFD W6,,
+Oman c1 * 汇率,,
+INE SC主力合约价格,,
+Brent主力*汇率,,
+SC c2日盘-Brent c2(15:00)*汇率,,
+SC理论估值-Dubai原油,,
+DFL M1,,
+DFL M2,,
+SC主力-理论估值,,
+SC c2-c3 (夜盘),,
+Brent c2-c3 (结算),,
+WTI c2-c3,,
+Brent c2-c3,,
+SCc1夜盘收盘(日期调整),,
+SCc2夜盘收盘(日期调整),,
+SCc3夜盘收盘(日期调整),,
+SCc4夜盘收盘(日期调整),,
+Brent c2-c3 (结算B),,
+WTI c2-c3 (结算B),,
+EFS M1,,
+EFS M2,,
+SC期货库存1000天百分位,,
+SC仓单（百万桶）,,
+Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS),,
+RBOB+HO平均,,
+HO12合约算术平均,,
+RBOB12合约算术平均,,
+DFL(Dated-主力布伦特）,,
+Brent现货价格-Brent连4,,
+Brent现货价格-Brent连3,,
+布伦特现货价格-Brent连2,,
+Brent 连2-连3超季节性/3年,,
+Brent连3-WTI连4,,
+Brent连2-WTI连4,,
+Brent连2-WTI连3,,
+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,,
+WTI 3:2:1裂解价差超季节性/5年,,
+Dubai FOB M1-M2,,
+Brent连1-连4,,
+新加坡汽油裂解价差,,
+Dubai 连2-连3,,
+WTI 连2-连3月差,,
+Brent 连2-连3,,
+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,,
+欧洲Brent成品油裂解价差（领先一周）,,
+马瑞原油：现货价：山东（日）,,
+沙特中质OSP（日度）,,
+美国MEH轻原油现货价格（美湾）,,
+马瑞原油：重质：DES价：委内瑞拉（日）,,
+巴重FOB出口亚洲现货价格,,
+沙轻OSP（日度）,,
+沙特轻质日度osp,,
+Midland原油现货价格,,
+欧洲柴油现货价格,,
+WTI原油现货价格Cushing,,
+Brent原油现货价格,,
+LLS原油现货价格,,
+美国MARS原油现货价格,,
+美湾WTI211裂解价差,,
+Asia Tapis 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,,
+Dubai FOB M1,,
+Dubai FOB M2,,
+Dubai FOB M3,,
+Oman FOB M1,,
+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 c5 -估值,,
+SC主力-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理论估值-巴中,,
+阿曼原油 (湛江交割) 到岸入库成本,,
+Brent12期合约均价,,
+WTI 近12月合约均价,,
+Brent c1 02:30收盘价滞后1天,,
+Brent c2 02:30收盘价滞后1天,,
+WTI连1-连6月差,,
+WTI连2-连3月差,,
+DME Oman C1-C2,,
+山东地炼柴油出厂价均价,,
+Brent连1合约价格拟合残差/美元指数,,
+Brent连1合约价格拟合残差/Brent 连2-连3,,
+美国取暖油裂解C1,,
+LME铜价,,
+金油比,,
+Brentzdj,,
+Brentzgj,,

yongandataset/特征频度统计.txt

@@ -0,0 +1,10 @@
+特征信息：总共有213个,日度(174),周度(40),61天(1), 详看 附1、特征列表
+        数据特征工程：
+    1. 数据日期排序，新日期在最后
+    2. 删除空列，特征数据列没有值，就删除
+    3. 删除近两月不再更新值的指标
+    4. 非日度数据填充为日度数据，填充规则：
+    -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据
+    -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值
+        数据特征相关性分析：
+