2024-11-19 13:19:51,424 - my_logger - INFO - 跳过指标 Dubai连7合约价格 2024-11-19 13:19:51,427 - my_logger - INFO - 跳过指标 Dubai连9合约价格 2024-11-19 13:19:51,427 - my_logger - INFO - 跳过指标 迪拜连7-连9月差 2024-11-19 13:19:52,318 - my_logger - INFO - 跳过指标 Brent连2 2024-11-19 13:19:52,319 - my_logger - INFO - 跳过指标 WTI连2合约价格 2024-11-19 13:19:53,072 - my_logger - INFO - 跳过指标 WTI连4合约价格 2024-11-19 13:19:53,840 - my_logger - INFO - 跳过指标 Brent连4合约价格 2024-11-19 13:19:55,112 - my_logger - INFO - 跳过指标 WTI连7合约价格 2024-11-19 13:19:55,325 - my_logger - INFO - 跳过指标 WTI连12合约价格 2024-11-19 13:19:55,737 - my_logger - INFO - 跳过指标 布伦特连24合约价格 2024-11-19 13:19:56,289 - my_logger - INFO - 跳过指标 Brent连6合约价格 2024-11-19 13:19:56,291 - my_logger - INFO - 跳过指标 Brent连12合约价格 2024-11-19 13:19:56,292 - my_logger - INFO - 跳过指标 Brent连9合约 2024-11-19 13:19:56,293 - my_logger - INFO - 跳过指标 brent连3合约 2024-11-19 13:19:56,293 - my_logger - INFO - 跳过指标 Brent连5 2024-11-19 13:19:56,293 - my_logger - INFO - 跳过指标 Brent连10合约 2024-11-19 13:19:56,295 - my_logger - INFO - 跳过指标 Brent连11合约 2024-11-19 13:19:56,295 - my_logger - INFO - 跳过指标 WTI连3合约价格 2024-11-19 13:19:56,295 - my_logger - INFO - 跳过指标 Brent 连7合约价格 2024-11-19 13:19:56,296 - my_logger - INFO - 跳过指标 Brent连8合约价格 2024-11-19 13:19:56,296 - my_logger - INFO - 跳过指标 Brent连13 2024-11-19 13:19:56,883 - my_logger - INFO - 跳过指标 ICE Brent c15 2024-11-19 13:19:56,883 - my_logger - INFO - 跳过指标 ICE Brent c16 2024-11-19 13:19:56,885 - my_logger - INFO - 跳过指标 ICE Brent c17 2024-11-19 13:19:56,885 - my_logger - INFO - 跳过指标 ICE Brent c18 2024-11-19 13:19:56,886 - my_logger - INFO - 跳过指标 ICE Brent c19 2024-11-19 13:19:56,886 - my_logger - INFO - 跳过指标 ICE Brent c20 2024-11-19 13:19:57,184 - my_logger - INFO - 跳过指标 ICE Brent c21 2024-11-19 13:19:57,184 - my_logger - INFO - 跳过指标 ICE Brent c22 2024-11-19 13:19:57,186 - my_logger - INFO - 跳过指标 ICE Brent c23 2024-11-19 13:19:57,186 - my_logger - INFO - 跳过指标 ICE Brent c25 2024-11-19 13:19:57,189 - my_logger - INFO - 跳过指标 ICE Brent c26 2024-11-19 13:19:57,189 - my_logger - INFO - 跳过指标 ICE Brent c27 2024-11-19 13:19:57,189 - my_logger - INFO - 跳过指标 ICE Brent c28 2024-11-19 13:19:57,190 - my_logger - INFO - 跳过指标 ICE Brent c29 2024-11-19 13:19:57,190 - my_logger - INFO - 跳过指标 ICE Brent c30 2024-11-19 13:19:57,190 - my_logger - INFO - 跳过指标 ICE Brent c31 2024-11-19 13:19:57,191 - my_logger - INFO - 跳过指标 ICE Brent c32 2024-11-19 13:19:57,192 - my_logger - INFO - 跳过指标 ICE Brent c33 2024-11-19 13:19:57,192 - my_logger - INFO - 跳过指标 ICE Brent c34 2024-11-19 13:19:57,193 - my_logger - INFO - 跳过指标 ICE Brent c35 2024-11-19 13:19:57,194 - my_logger - INFO - 跳过指标 ICE Brent c36 2024-11-19 13:19:57,996 - my_logger - INFO - 跳过指标 NYMWX WTI c6 2024-11-19 13:19:57,997 - my_logger - INFO - 跳过指标 NYMWX WTI c8 2024-11-19 13:19:57,998 - my_logger - INFO - 跳过指标 NYMWX WTI c9 2024-11-19 13:19:57,999 - my_logger - INFO - 跳过指标 NYMWX WTI c10 2024-11-19 13:19:57,999 - my_logger - INFO - 跳过指标 NYMWX WTI c11 2024-11-19 13:19:58,000 - my_logger - INFO - 跳过指标 NYMWX WTI c13 2024-11-19 13:19:58,000 - my_logger - INFO - 跳过指标 NYMWX WTI c14 2024-11-19 13:19:58,000 - my_logger - INFO - 跳过指标 NYMWX WTI c15 2024-11-19 13:19:58,002 - my_logger - INFO - 跳过指标 NYMWX WTI c16 2024-11-19 13:19:58,002 - my_logger - INFO - 跳过指标 NYMWX WTI c17 2024-11-19 13:19:58,003 - my_logger - INFO - 跳过指标 NYMWX WTI c18 2024-11-19 13:19:58,003 - my_logger - INFO - 跳过指标 NYMWX WTI c19 2024-11-19 13:19:58,003 - my_logger - INFO - 跳过指标 NYMWX WTI c20 2024-11-19 13:19:58,005 - my_logger - INFO - 跳过指标 NYMWX WTI c21 2024-11-19 13:19:58,005 - my_logger - INFO - 跳过指标 NYMWX WTI c22 2024-11-19 13:19:58,006 - my_logger - INFO - 跳过指标 NYMWX WTI c23 2024-11-19 13:19:58,006 - my_logger - INFO - 跳过指标 NYMWX WTI c25 2024-11-19 13:19:58,006 - my_logger - INFO - 跳过指标 NYMWX WTI c26 2024-11-19 13:19:58,007 - my_logger - INFO - 跳过指标 NYMWX WTI c27 2024-11-19 13:19:58,007 - my_logger - INFO - 跳过指标 NYMWX WTI c28 2024-11-19 13:19:58,008 - my_logger - INFO - 跳过指标 NYMWX WTI c29 2024-11-19 13:19:58,009 - my_logger - INFO - 跳过指标 NYMWX WTI c30 2024-11-19 13:19:58,009 - my_logger - INFO - 跳过指标 NYMWX WTI c31 2024-11-19 13:19:58,009 - my_logger - INFO - 跳过指标 NYMWX WTI c32 2024-11-19 13:19:58,009 - my_logger - INFO - 跳过指标 NYMWX WTI c33 2024-11-19 13:19:58,010 - my_logger - INFO - 跳过指标 NYMWX WTI c34 2024-11-19 13:19:58,010 - my_logger - INFO - 跳过指标 NYMWX WTI c35 2024-11-19 13:19:58,010 - my_logger - INFO - 跳过指标 NYMWX WTI c36 2024-11-19 13:19:58,263 - my_logger - INFO - 跳过指标 INE SC c2 2024-11-19 13:19:58,264 - my_logger - INFO - 跳过指标 INE SC c3 2024-11-19 13:19:58,265 - my_logger - INFO - 跳过指标 INE SC c4 2024-11-19 13:19:58,265 - my_logger - INFO - 跳过指标 INE SC c5 2024-11-19 13:19:58,265 - my_logger - INFO - 跳过指标 INE SC c6 2024-11-19 13:19:58,266 - my_logger - INFO - 跳过指标 INE SC c7 2024-11-19 13:19:58,266 - my_logger - INFO - 跳过指标 INE SC c8 2024-11-19 13:19:58,266 - my_logger - INFO - 跳过指标 INE SC c9 2024-11-19 13:19:58,268 - my_logger - INFO - 跳过指标 INE SC c10 2024-11-19 13:19:58,268 - my_logger - INFO - 跳过指标 INE SC c11 2024-11-19 13:19:58,269 - my_logger - INFO - 跳过指标 INE SC c12 2024-11-19 13:19:58,269 - my_logger - INFO - 跳过指标 INE SC c13 2024-11-19 13:19:58,269 - my_logger - INFO - 跳过指标 INE SC c14 2024-11-19 13:19:58,270 - my_logger - INFO - 跳过指标 INE SC c15 2024-11-19 13:19:58,270 - my_logger - INFO - 跳过指标 INE SC c16 2024-11-19 13:19:58,270 - my_logger - INFO - 跳过指标 INE SC c17 2024-11-19 13:19:58,271 - my_logger - INFO - 跳过指标 INE SC c18 2024-11-19 13:19:58,271 - my_logger - INFO - 跳过指标 INE SC c19 2024-11-19 13:19:58,271 - my_logger - INFO - 跳过指标 INE SC c20 2024-11-19 13:19:58,272 - my_logger - INFO - 跳过指标 EFS c1 2024-11-19 13:19:58,272 - my_logger - INFO - 跳过指标 EFS c2 2024-11-19 13:19:58,272 - my_logger - INFO - 跳过指标 EFS c3 2024-11-19 13:19:58,273 - my_logger - INFO - 跳过指标 EFS c4 2024-11-19 13:19:58,273 - my_logger - INFO - 跳过指标 EFS c5 2024-11-19 13:19:58,274 - my_logger - INFO - 跳过指标 EFS c6 2024-11-19 13:19:58,274 - my_logger - INFO - 跳过指标 Dubai Swap c15 2024-11-19 13:19:58,275 - my_logger - INFO - 跳过指标 Dubai Swap c16 2024-11-19 13:19:58,275 - my_logger - INFO - 跳过指标 Dubai Swap c17 2024-11-19 13:19:58,275 - my_logger - INFO - 跳过指标 Dubai Swap c18 2024-11-19 13:19:58,277 - my_logger - INFO - 跳过指标 Dubai Swap c19 2024-11-19 13:19:58,277 - my_logger - INFO - 跳过指标 Dubai Swap c20 2024-11-19 13:19:58,277 - my_logger - INFO - 跳过指标 Dubai Swap c21 2024-11-19 13:19:58,277 - my_logger - INFO - 跳过指标 Dubai Swap c22 2024-11-19 13:19:58,482 - my_logger - INFO - 跳过指标 Oman Swap c2 2024-11-19 13:19:58,482 - my_logger - INFO - 跳过指标 Oman Swap c3 2024-11-19 13:19:58,482 - my_logger - INFO - 跳过指标 Oman Swap c4 2024-11-19 13:19:58,485 - my_logger - INFO - 跳过指标 Oman Swap c5 2024-11-19 13:19:58,485 - my_logger - INFO - 跳过指标 Oman Swap c6 2024-11-19 13:19:58,486 - my_logger - INFO - 跳过指标 Oman Swap c7 2024-11-19 13:19:58,486 - my_logger - INFO - 跳过指标 Oman Swap c8 2024-11-19 13:19:58,487 - my_logger - INFO - 跳过指标 Oman Swap c9 2024-11-19 13:19:58,488 - my_logger - INFO - 跳过指标 Oman Swap c10 2024-11-19 13:19:58,489 - my_logger - INFO - 跳过指标 Oman Swap c11 2024-11-19 13:19:58,490 - my_logger - INFO - 跳过指标 Oman Swap c12 2024-11-19 13:19:58,490 - my_logger - INFO - 跳过指标 Oman Swap c13 2024-11-19 13:19:58,492 - my_logger - INFO - 跳过指标 Oman Swap c14 2024-11-19 13:19:58,493 - my_logger - INFO - 跳过指标 Oman Swap c15 2024-11-19 13:19:58,494 - my_logger - INFO - 跳过指标 Oman Swap c16 2024-11-19 13:19:58,495 - my_logger - INFO - 跳过指标 Oman Swap c17 2024-11-19 13:19:58,495 - my_logger - INFO - 跳过指标 Oman Swap c18 2024-11-19 13:19:58,496 - my_logger - INFO - 跳过指标 Oman Swap c19 2024-11-19 13:19:58,497 - my_logger - INFO - 跳过指标 Oman Swap c20 2024-11-19 13:19:58,498 - my_logger - INFO - 跳过指标 Oman Swap c21 2024-11-19 13:19:58,498 - my_logger - INFO - 跳过指标 Oman Swap c22 2024-11-19 13:19:58,500 - my_logger - INFO - 跳过指标 Oman Swap c23 2024-11-19 13:19:58,501 - my_logger - INFO - 跳过指标 Oman Swap c24 2024-11-19 13:19:58,501 - my_logger - INFO - 跳过指标 Oman Swap c25 2024-11-19 13:19:58,502 - my_logger - INFO - 跳过指标 Oman Swap c26 2024-11-19 13:19:58,503 - my_logger - INFO - 跳过指标 Oman Swap c27 2024-11-19 13:19:58,503 - my_logger - INFO - 跳过指标 Oman Swap c28 2024-11-19 13:19:58,504 - my_logger - INFO - 跳过指标 Oman Swap c29 2024-11-19 13:19:58,505 - my_logger - INFO - 跳过指标 Oman Swap c30 2024-11-19 13:19:58,505 - my_logger - INFO - 跳过指标 Oman Swap c31 2024-11-19 13:19:58,505 - my_logger - INFO - 跳过指标 Oman Swap c32 2024-11-19 13:19:58,506 - my_logger - INFO - 跳过指标 Oman Swap c33 2024-11-19 13:19:58,506 - my_logger - INFO - 跳过指标 Oman Swap c34 2024-11-19 13:19:58,507 - my_logger - INFO - 跳过指标 Oman Swap c35 2024-11-19 13:19:58,507 - my_logger - INFO - 跳过指标 Oman Swap c36 2024-11-19 13:19:58,508 - my_logger - INFO - 跳过指标 Oman Swap c37 2024-11-19 13:19:58,508 - my_logger - INFO - 跳过指标 Oman Swap c38 2024-11-19 13:19:58,948 - my_logger - INFO - 跳过指标 DME Oman c2 2024-11-19 13:19:58,948 - my_logger - INFO - 跳过指标 DME Oman c3 2024-11-19 13:19:58,950 - my_logger - INFO - 跳过指标 DME Oman c4 2024-11-19 13:19:58,950 - my_logger - INFO - 跳过指标 DME Oman c5 2024-11-19 13:19:58,951 - my_logger - INFO - 跳过指标 DME Oman c6 2024-11-19 13:19:59,349 - my_logger - INFO - 跳过指标 Murban Futures c2 2024-11-19 13:19:59,350 - my_logger - INFO - 跳过指标 Murban Futures c3 2024-11-19 13:19:59,351 - my_logger - INFO - 跳过指标 Murban Futures c4 2024-11-19 13:19:59,351 - my_logger - INFO - 跳过指标 Murban Futures c5 2024-11-19 13:19:59,352 - my_logger - INFO - 跳过指标 Murban Futures c6 2024-11-19 13:20:08,670 - my_logger - INFO - 跳过指标 EFS c1-c2 2024-11-19 13:20:08,672 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2 2024-11-19 13:20:11,163 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA 2024-11-19 13:20:11,338 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差 2024-11-19 13:20:11,338 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算) 2024-11-19 13:20:17,123 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B) 2024-11-19 13:20:17,462 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B) 2024-11-19 13:20:17,717 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估 2024-11-19 13:20:17,718 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估 2024-11-19 13:20:18,167 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA 2024-11-19 13:20:20,706 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差 2024-11-19 13:20:20,707 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差 2024-11-19 13:20:20,707 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差 2024-11-19 13:20:20,707 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差 2024-11-19 13:20:20,708 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差 2024-11-19 13:20:20,708 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差 2024-11-19 13:20:22,765 - my_logger - INFO - 跳过指标 库欣原油库存1周环差 2024-11-19 13:20:23,058 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差 2024-11-19 13:20:23,060 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差 2024-11-19 13:20:29,486 - my_logger - INFO - 跳过指标 中东原油成本+运费 2024-11-19 13:20:31,425 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA 2024-11-19 13:20:31,426 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA 2024-11-19 13:20:55,799 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3 2024-11-19 13:20:55,800 - my_logger - INFO - 跳过指标 BrentC1-C21日环差 2024-11-19 13:21:07,560 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA 2024-11-19 13:21:09,522 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本） 2024-11-19 13:21:15,329 - my_logger - INFO - 跳过指标 中东-中国原油运费 2024-11-19 13:21:19,379 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天） 2024-11-19 13:21:19,380 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费 2024-11-19 13:21:22,214 - my_logger - INFO - 跳过指标 原油波动率 2024-11-19 13:21:32,739 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL 2024-11-19 13:21:33,917 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA 2024-11-19 13:21:45,706 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差 2024-11-19 13:21:46,210 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价 2024-11-19 13:21:46,471 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差 2024-11-19 13:21:46,472 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比 2024-11-19 13:21:46,473 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比 2024-11-19 13:21:46,627 - my_logger - INFO - 跳过指标 原油：主营炼厂：产能利用率：中国（周）日度变频 2024-11-19 13:21:46,989 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA 2024-11-19 13:21:46,990 - my_logger - INFO - 跳过指标 美国FCC装置检修量 2024-11-19 13:21:46,991 - my_logger - INFO - 跳过指标 美国VDU装置检修量 2024-11-19 13:21:47,258 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量 2024-11-19 13:21:47,259 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量 2024-11-19 13:21:47,421 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量 2024-11-19 13:21:47,690 - my_logger - INFO - 跳过指标 法国CDU检修量 2024-11-19 13:21:47,691 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA 2024-11-19 13:21:47,692 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年 2024-11-19 13:21:47,906 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年 2024-11-19 13:21:47,908 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量 2024-11-19 13:21:47,908 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA 2024-11-19 13:21:47,909 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量 2024-11-19 13:21:47,909 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA 2024-11-19 13:21:47,910 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA 2024-11-19 13:21:47,910 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年 2024-11-19 13:21:47,911 - my_logger - INFO - 跳过指标 中国CDU检修量 2024-11-19 13:21:48,518 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日） 2024-11-19 13:21:48,519 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日） 2024-11-19 13:21:48,520 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日） 2024-11-19 13:21:49,990 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量 2024-11-19 13:21:49,990 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量 2024-11-19 13:21:49,992 - my_logger - INFO - 跳过指标 东欧CDU装置检修量 2024-11-19 13:21:49,992 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量 2024-11-19 13:21:55,686 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差 2024-11-19 13:21:57,196 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价 2024-11-19 13:21:57,197 - my_logger - INFO - 跳过指标 康菲石油公司股价 2024-11-19 13:21:57,198 - my_logger - INFO - 跳过指标 Pioneer公司股价 2024-11-19 13:21:57,198 - my_logger - INFO - 跳过指标 HESS公司股价 2024-11-19 13:21:57,199 - my_logger - INFO - 跳过指标 西方石油公司股价 2024-11-19 13:21:57,200 - my_logger - INFO - 跳过指标 Coterra公司股价 2024-11-19 13:21:57,201 - my_logger - INFO - 跳过指标 Concho Resources 公司股价 2024-11-19 13:21:57,201 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价 2024-11-19 13:21:57,203 - my_logger - INFO - 跳过指标 Continental Resources Inc股价 2024-11-19 13:21:57,203 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价 2024-11-19 13:21:58,237 - my_logger - INFO - 跳过指标 戴文能源股价 2024-11-19 13:21:59,878 - my_logger - INFO - 跳过指标 亚洲主要国家4周平均原油海运进口合计 2024-11-19 13:21:59,880 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差 2024-11-19 13:21:59,882 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差 2024-11-19 13:21:59,882 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差 2024-11-19 13:21:59,882 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差 2024-11-19 13:22:01,961 - my_logger - INFO - 跳过指标 美国原油总出口4周平均 2024-11-19 13:22:03,516 - my_logger - INFO - 跳过指标 中东至中国原油运费 2024-11-19 13:22:05,062 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口 2024-11-19 13:22:05,062 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口 2024-11-19 13:22:05,062 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口 2024-11-19 13:22:05,062 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口 2024-11-19 13:22:05,064 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口 2024-11-19 13:22:05,064 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口 2024-11-19 13:22:05,064 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口 2024-11-19 13:22:05,065 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口 2024-11-19 13:22:05,065 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口 2024-11-19 13:22:05,066 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口 2024-11-19 13:22:05,066 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口 2024-11-19 13:22:05,067 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口 2024-11-19 13:22:05,067 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口 2024-11-19 13:22:05,067 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口 2024-11-19 13:22:05,069 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口 2024-11-19 13:22:05,069 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口 2024-11-19 13:22:05,069 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口 2024-11-19 13:22:05,070 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口 2024-11-19 13:22:05,070 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口 2024-11-19 13:22:05,070 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口 2024-11-19 13:22:05,071 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口 2024-11-19 13:22:05,071 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口 2024-11-19 13:22:05,072 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口 2024-11-19 13:22:05,073 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口 2024-11-19 13:22:05,074 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口 2024-11-19 13:22:05,074 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口 2024-11-19 13:22:05,075 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口 2024-11-19 13:22:05,075 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口 2024-11-19 13:22:05,075 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口 2024-11-19 13:22:05,075 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口 2024-11-19 13:22:05,075 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口 2024-11-19 13:22:05,077 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口 2024-11-19 13:22:05,077 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口 2024-11-19 13:22:05,078 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口 2024-11-19 13:22:05,078 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口 2024-11-19 13:22:05,078 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口 2024-11-19 13:22:05,078 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口 2024-11-19 13:22:05,080 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口 2024-11-19 13:22:05,080 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口 2024-11-19 13:22:05,080 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口 2024-11-19 13:22:05,081 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口 2024-11-19 13:22:05,081 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口 2024-11-19 13:22:05,082 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口 2024-11-19 13:22:05,082 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口 2024-11-19 13:22:05,082 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口 2024-11-19 13:22:05,083 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口 2024-11-19 13:22:05,083 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口 2024-11-19 13:22:05,084 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口 2024-11-19 13:22:05,084 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口 2024-11-19 13:22:05,084 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口 2024-11-19 13:22:05,086 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口 2024-11-19 13:22:05,086 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口 2024-11-19 13:22:05,087 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口 2024-11-19 13:22:05,088 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口 2024-11-19 13:22:05,088 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口 2024-11-19 13:22:05,090 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口 2024-11-19 13:22:05,090 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口 2024-11-19 13:22:05,090 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口 2024-11-19 13:22:05,091 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口 2024-11-19 13:22:05,091 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口 2024-11-19 13:22:05,091 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口 2024-11-19 13:22:05,093 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口 2024-11-19 13:22:05,093 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口 2024-11-19 13:22:05,093 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口 2024-11-19 13:22:05,093 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口 2024-11-19 13:22:05,093 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口 2024-11-19 13:22:05,095 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口 2024-11-19 13:22:05,095 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口 2024-11-19 13:22:05,095 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口 2024-11-19 13:22:05,096 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口 2024-11-19 13:22:05,096 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口 2024-11-19 13:22:05,097 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口 2024-11-19 13:22:05,097 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口 2024-11-19 13:22:05,097 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口 2024-11-19 13:22:05,097 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口 2024-11-19 13:22:05,099 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口 2024-11-19 13:22:05,099 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口 2024-11-19 13:22:05,099 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口 2024-11-19 13:22:05,100 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口 2024-11-19 13:22:05,100 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口 2024-11-19 13:22:05,100 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口 2024-11-19 13:22:05,101 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口 2024-11-19 13:22:20,285 - my_logger - INFO - 跳过指标 日本周度原油海运进口 2024-11-19 13:22:22,886 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA 2024-11-19 13:22:22,886 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA 2024-11-19 13:22:22,887 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA 2024-11-19 13:22:23,041 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA 2024-11-19 13:22:23,042 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA 2024-11-19 13:22:23,042 - my_logger - INFO - 跳过指标 iraq/4WMA 2024-11-19 13:22:23,043 - my_logger - INFO - 跳过指标 Venezuela/4WMA 2024-11-19 13:22:23,043 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA 2024-11-19 13:22:23,043 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA 2024-11-19 13:22:23,045 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA 2024-11-19 13:22:23,045 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口 2024-11-19 13:22:23,045 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口 2024-11-19 13:22:23,045 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口 2024-11-19 13:22:23,046 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口 2024-11-19 13:22:23,046 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口 2024-11-19 13:22:23,047 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口 2024-11-19 13:22:23,047 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口 2024-11-19 13:22:23,047 - my_logger - INFO - 跳过指标 美国原油海运出口 2024-11-19 13:22:23,108 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA 2024-11-19 13:22:23,109 - my_logger - INFO - 跳过指标 日本原油海运进口 2024-11-19 13:22:23,109 - my_logger - INFO - 跳过指标 德国原油海运进口 2024-11-19 13:22:23,110 - my_logger - INFO - 跳过指标 欧洲原油海运进口 2024-11-19 13:22:23,110 - my_logger - INFO - 跳过指标 印度原油海运进口 2024-11-19 13:22:23,110 - my_logger - INFO - 跳过指标 中国原油海运进口 2024-11-19 13:22:23,204 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比 2024-11-19 13:22:23,205 - my_logger - INFO - 跳过指标 SCvsBrent 2024-11-19 13:22:23,205 - my_logger - INFO - 跳过指标 WTI连1合约价格与美国汽油裂解价差(领先17天)60天滚动相关性 2024-11-19 13:22:23,206 - my_logger - INFO - 跳过指标 美国汽油裂解价差拟合残差/NYMEX RBOB汽油与美国汽油裂解价差(领先18天)90天滚动相关性 2024-11-19 13:22:23,206 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数与Brent连1合约价格2周滚动相关性 2024-11-19 13:22:23,208 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值 2024-11-19 13:22:23,208 - my_logger - INFO - 跳过指标 山东独立炼厂综合炼油利润与Brent连1合约价格(领先4天)60天滚动相关性 2024-11-19 13:22:23,208 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1 2024-11-19 13:22:23,209 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1 2024-11-19 13:22:23,209 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA 2024-11-19 13:22:23,209 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA 2024-11-19 13:22:23,209 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA 2024-11-19 13:22:23,210 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30 2024-11-19 13:22:23,210 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4 2024-11-19 13:22:23,210 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比 2024-11-19 13:22:23,210 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数 2024-11-19 13:22:23,212 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent连1-连2月差 2024-11-19 13:22:23,212 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/BRENT 211裂解价差150天滚动相关性 2024-11-19 13:22:23,212 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/DFL150天滚动相关性 2024-11-19 13:22:23,213 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国 2024-11-19 13:22:23,290 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA 2024-11-19 13:22:23,292 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA 2024-11-19 13:22:23,293 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA 2024-11-19 13:22:23,293 - my_logger - INFO - 跳过指标 印度成品油海运进口 2024-11-19 13:22:23,293 - my_logger - INFO - 跳过指标 中国汽油海运进口 2024-11-19 13:22:23,295 - my_logger - INFO - 跳过指标 印度柴油海运进口 2024-11-19 13:22:23,295 - my_logger - INFO - 跳过指标 印度汽油海运进口 2024-11-19 13:22:23,296 - my_logger - INFO - 跳过指标 中国柴油海运进口 2024-11-19 13:22:23,296 - my_logger - INFO - 跳过指标 中国成品油海运进口 2024-11-19 13:22:23,296 - my_logger - INFO - 跳过指标 欧洲航煤海运进口 2024-11-19 13:22:23,297 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口 2024-11-19 13:22:23,297 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口 2024-11-19 13:22:23,297 - my_logger - INFO - 跳过指标 欧洲汽油海运进口 2024-11-19 13:22:23,298 - my_logger - INFO - 跳过指标 欧洲柴油海运进口 2024-11-19 13:22:23,298 - my_logger - INFO - 跳过指标 欧洲成品油海运进口 2024-11-19 13:22:23,369 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA 2024-11-19 13:22:23,369 - my_logger - INFO - 跳过指标 美国汽油海运出口 2024-11-19 13:22:23,369 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口 2024-11-19 13:22:23,371 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口 2024-11-19 13:22:23,371 - my_logger - INFO - 跳过指标 美国柴油海运出口 2024-11-19 13:22:23,371 - my_logger - INFO - 跳过指标 美国成品油海运出口 2024-11-19 13:22:23,373 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口 2024-11-19 13:22:24,857 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855'] 2024-11-19 13:22:24,859 - my_logger - INFO - ovx index 2024-11-19 13:22:25,407 - my_logger - INFO - dxy curncy 2024-11-19 13:22:26,156 - my_logger - INFO - C2403128043 2024-11-19 13:22:27,149 - my_logger - INFO - C2403150124 2024-11-19 13:22:27,989 - my_logger - INFO - FVHCM1 INDEX 2024-11-19 13:22:28,535 - my_logger - INFO - doedtprd index 2024-11-19 13:22:28,869 - my_logger - INFO - CFFDQMMN INDEX 2024-11-19 13:22:29,183 - my_logger - INFO - C2403083739 2024-11-19 13:22:29,440 - my_logger - INFO - C2404167878 2024-11-19 13:22:29,666 - my_logger - INFO - lmcads03 lme comdty 2024-11-19 13:22:30,129 - my_logger - INFO - GC1 COMB Comdty 2024-11-19 13:22:30,775 - my_logger - INFO - C2404167855 2024-11-19 13:22:31,690 - my_logger - INFO - date 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 美国:炼油厂的投入与使用情况:开工率:当周值 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 ... C2404167878 lmcads03 lme comdty GC1 COMB Comdty C2404167855 9425 2024-11-19 NaN NaN NaN ... NaN NaN NaN NaN 8289 2024-11-18 NaN NaN NaN ... NaN NaN 2615.3 38.5293 10772 2024-11-17 NaN NaN NaN ... NaN NaN NaN NaN 11274 2024-11-16 NaN NaN NaN ... NaN NaN NaN NaN 1733 2024-11-15 NaN NaN NaN ... NaN 9002.5 2570.1 38.3483 [5 rows x 504 columns] 2024-11-19 13:24:08,589 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:24:08,592 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:24:08,596 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:24:08,598 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-19 13:24:08,600 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:24:08,602 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:24:08,604 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-19 13:24:08,609 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-19 13:24:08,614 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-19 13:24:08,618 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-19 13:24:08,619 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-19 13:24:08,621 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-19 13:24:08,625 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:24:08,632 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:24:08,636 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:24:08,638 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-19 13:24:08,641 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-19 13:24:08,644 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-19 13:24:08,649 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-19 13:24:08,651 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-19 13:24:08,653 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-19 13:24:08,656 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 13:24:08,659 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:24:08,664 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 13:24:08,667 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:24:08,670 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:24:08,671 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:24:08,673 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:24:08,676 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:24:08,679 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-19 13:24:08,683 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-19 13:24:08,685 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-19 13:24:08,689 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-19 13:24:08,692 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:24:08,698 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:24:08,701 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:24:08,704 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:24:08,707 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:24:08,711 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:24:08,716 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-18 2024-11-19 13:24:08,718 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-18 2024-11-19 13:24:08,721 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-18 2024-11-19 13:24:08,724 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-18 2024-11-19 13:24:08,727 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-18 2024-11-19 13:24:08,732 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 2024-11-19 13:24:08,735 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 2024-11-19 13:24:08,738 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 2024-11-19 13:24:08,741 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 2024-11-19 13:24:08,747 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-18 2024-11-19 13:24:08,752 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-18 2024-11-19 13:24:08,760 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-15 2024-11-19 13:24:08,767 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-15 2024-11-19 13:24:08,770 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:24:08,773 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:24:08,775 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-18 2024-11-19 13:24:08,784 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:24:08,789 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-18 2024-11-19 13:24:08,794 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-18 2024-11-19 13:24:08,821 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-18 2024-11-19 13:24:08,837 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-18 2024-11-19 13:24:08,845 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-18 2024-11-19 13:24:08,891 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-18 2024-11-19 13:24:08,923 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-18 2024-11-19 13:24:08,947 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-18 2024-11-19 13:24:08,951 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-18 2024-11-19 13:24:08,955 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:24:08,957 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:24:08,961 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-18 2024-11-19 13:24:08,965 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-18 2024-11-19 13:24:08,968 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-18 2024-11-19 13:24:08,971 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-19 13:24:08,974 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 2024-11-19 13:24:08,978 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 2024-11-19 13:24:08,985 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 2024-11-19 13:24:08,989 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 2024-11-19 13:24:08,992 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 2024-11-19 13:24:08,998 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 2024-11-19 13:24:09,001 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 2024-11-19 13:24:09,004 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 2024-11-19 13:24:09,006 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-18 2024-11-19 13:24:09,010 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-18 2024-11-19 13:24:09,017 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-19 13:24:09,021 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-19 13:24:09,027 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-19 13:24:09,035 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-19 13:24:09,039 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-18 2024-11-19 13:24:09,047 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-18 2024-11-19 13:24:09,052 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-18 2024-11-19 13:24:09,055 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-19 2024-11-19 13:24:09,057 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-18 2024-11-19 13:24:09,060 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-19 13:24:09,067 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-19 13:24:09,071 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-19 13:24:09,073 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-19 13:24:09,075 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-19 13:24:09,081 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-19 13:24:09,085 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-19 13:24:09,088 - my_logger - INFO - Column y was last updated at 2024-11-18 2024-11-19 13:24:09,091 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 2024-11-19 13:24:09,095 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 2024-11-19 13:24:09,102 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 2024-11-19 13:24:09,107 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 2024-11-19 13:24:09,113 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 2024-11-19 13:24:09,120 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 2024-11-19 13:24:09,122 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 2024-11-19 13:24:09,126 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-18 2024-11-19 13:24:09,131 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-18 2024-11-19 13:24:09,135 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-18 2024-11-19 13:24:09,137 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-18 2024-11-19 13:24:09,141 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-18 2024-11-19 13:24:09,149 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-18 2024-11-19 13:24:09,152 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-18 2024-11-19 13:24:09,155 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-15 2024-11-19 13:24:09,157 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 2024-11-19 13:24:09,161 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 2024-11-19 13:24:09,166 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,169 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,172 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,175 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-19 2024-11-19 13:24:09,179 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,185 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,188 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,192 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,200 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,204 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-18 2024-11-19 13:24:09,211 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:24:09,222 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:24:09,228 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:24:09,236 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 2024-11-19 13:24:09,239 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 2024-11-19 13:24:09,244 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 2024-11-19 13:24:09,250 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-18 2024-11-19 13:24:09,254 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,258 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,266 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,272 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-18 2024-11-19 13:24:09,276 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-19 13:24:09,286 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 2024-11-19 13:24:09,289 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 2024-11-19 13:24:09,300 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:24:09,315 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:24:09,325 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:24:09,335 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:24:09,351 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,361 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,367 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,370 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 13:24:09,373 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 13:24:09,376 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:24:09,381 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:24:09,385 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:24:09,388 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:24:09,393 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:24:09,399 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-19 13:24:09,402 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-19 13:24:09,406 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:24:09,414 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-19 13:24:09,420 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:24:09,422 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:24:09,427 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-19 13:24:09,434 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-19 13:24:09,437 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-19 13:24:09,440 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:24:09,445 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-19 13:24:09,450 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-19 13:24:09,453 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-19 13:24:09,457 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,471 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-19 13:24:09,473 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,478 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-19 13:24:09,485 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-19 13:24:09,489 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-19 13:24:09,495 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-19 13:24:09,503 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-19 13:24:09,505 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-19 13:24:09,510 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-19 13:24:09,516 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-19 13:24:09,520 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-19 13:24:09,522 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-19 13:24:09,525 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-19 13:24:09,529 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,532 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,535 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,537 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,540 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,543 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,547 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,550 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,553 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 13:24:09,554 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 13:24:09,557 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:24:09,560 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,566 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,568 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-19 13:24:09,572 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:24:09,578 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-18 2024-11-19 13:24:09,584 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 2024-11-19 13:24:09,586 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-18 2024-11-19 13:24:09,589 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-18 2024-11-19 13:24:09,606 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-18 2024-11-19 13:24:09,613 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-18 2024-11-19 13:24:09,620 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-19 13:24:09,624 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-19 13:24:09,630 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-18 2024-11-19 13:24:09,636 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-18 2024-11-19 13:24:09,640 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-18 2024-11-19 13:24:09,645 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:24:09,652 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:24:09,655 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:24:09,657 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-18 2024-11-19 13:24:09,663 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-18 2024-11-19 13:24:09,669 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-18 2024-11-19 13:24:09,672 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-18 2024-11-19 13:24:09,675 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-18 2024-11-19 13:24:09,684 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-18 2024-11-19 13:24:09,690 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-18 2024-11-19 13:24:09,697 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-18 2024-11-19 13:24:09,705 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-18 2024-11-19 13:24:09,708 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-18 2024-11-19 13:24:09,712 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-18 2024-11-19 13:24:09,717 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-18 2024-11-19 13:24:09,722 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-18 2024-11-19 13:24:09,733 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-18 2024-11-19 13:24:09,737 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-18 2024-11-19 13:24:09,740 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:24:09,746 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-15 2024-11-19 13:24:09,750 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-18 2024-11-19 13:24:09,754 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 2024-11-19 13:24:09,759 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-18 2024-11-19 13:24:09,765 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-18 2024-11-19 13:24:09,769 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 2024-11-19 13:24:09,775 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-15 2024-11-19 13:24:09,789 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-18 2024-11-19 13:24:09,797 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-18 2024-11-19 13:24:09,802 - my_logger - INFO - Column DFL was last updated at 2024-11-18 2024-11-19 13:24:09,805 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-18 2024-11-19 13:24:09,813 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-19 2024-11-19 13:24:09,824 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-18 2024-11-19 13:24:09,829 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-18 2024-11-19 13:24:09,835 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-19 13:24:09,837 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-18 2024-11-19 13:24:09,840 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-18 2024-11-19 13:24:09,849 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-18 2024-11-19 13:24:09,852 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-18 2024-11-19 13:24:09,855 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-18 2024-11-19 13:24:09,858 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 2024-11-19 13:24:09,865 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-18 2024-11-19 13:24:09,870 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-19 2024-11-19 13:24:09,874 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-19 13:24:09,878 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-19 2024-11-19 13:24:09,886 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-19 2024-11-19 13:24:09,889 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-15 2024-11-19 13:24:09,896 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-19 13:24:09,903 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-18 2024-11-19 13:24:09,906 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-19 2024-11-19 13:24:09,913 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-19 2024-11-19 13:24:09,920 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-18 2024-11-19 13:24:09,923 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-19 2024-11-19 13:24:09,930 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-18 2024-11-19 13:24:09,933 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-15 2024-11-19 13:24:09,937 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-15 2024-11-19 13:24:09,941 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-15 2024-11-19 13:24:09,949 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-15 2024-11-19 13:24:09,953 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-18 2024-11-19 13:24:09,956 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-15 2024-11-19 13:24:09,967 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-19 13:24:09,973 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-15 2024-11-19 13:24:09,977 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-19 13:24:09,984 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-18 2024-11-19 13:24:09,987 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-18 2024-11-19 13:24:09,989 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-18 2024-11-19 13:24:09,995 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-19 13:24:10,000 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-18 2024-11-19 13:24:10,003 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-18 2024-11-19 13:24:10,007 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-19 2024-11-19 13:24:10,015 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-18 2024-11-19 13:24:10,020 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-18 2024-11-19 13:24:10,022 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-18 2024-11-19 13:24:10,028 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-18 2024-11-19 13:24:10,032 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-18 2024-11-19 13:24:10,037 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-19 13:24:10,040 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 2024-11-19 13:24:10,043 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 2024-11-19 13:24:10,068 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 2024-11-19 13:24:10,071 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 2024-11-19 13:24:10,073 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 2024-11-19 13:24:10,077 - my_logger - INFO - Column Oman FOB M2 was last updated at None 2024-11-19 13:24:10,083 - my_logger - INFO - Column Oman FOB M3 was last updated at None 2024-11-19 13:24:10,087 - my_logger - INFO - Column Oman FOB M4 was last updated at None 2024-11-19 13:24:10,091 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 2024-11-19 13:24:10,100 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 2024-11-19 13:24:10,102 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-11 2024-11-19 13:24:10,105 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-11 2024-11-19 13:24:10,107 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-18 2024-11-19 13:24:10,114 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-15 2024-11-19 13:24:10,118 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-18 2024-11-19 13:24:10,121 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-18 2024-11-19 13:24:10,123 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-18 2024-11-19 13:24:10,129 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-18 2024-11-19 13:24:10,133 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-18 2024-11-19 13:24:10,137 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-18 2024-11-19 13:24:10,139 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-18 2024-11-19 13:24:10,143 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-18 2024-11-19 13:24:10,148 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-18 2024-11-19 13:24:10,151 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 2024-11-19 13:24:10,155 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 2024-11-19 13:24:10,171 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-18 2024-11-19 13:24:10,179 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-18 2024-11-19 13:24:10,190 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-18 2024-11-19 13:24:10,200 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 13:24:10,205 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 13:24:10,210 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:24:10,215 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:24:10,222 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:24:10,226 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:24:10,231 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:24:10,236 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:24:10,240 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:24:10,245 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:24:10,252 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 13:24:10,256 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 13:24:10,261 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-18 2024-11-19 13:24:10,268 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-18 2024-11-19 13:24:10,273 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-17 2024-11-19 13:24:10,281 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-18 2024-11-19 13:24:10,286 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-18 2024-11-19 13:24:10,293 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 13:24:10,300 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 13:24:10,305 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-18 2024-11-19 13:24:10,308 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 13:24:10,318 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 13:24:10,320 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 2024-11-19 13:24:10,324 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-18 2024-11-19 13:24:10,327 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:24:10,334 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-18 2024-11-19 13:24:10,336 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:24:10,340 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:24:10,343 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:24:10,348 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:24:10,352 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-19 13:24:10,355 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-19 13:24:10,357 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:24:10,362 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:24:10,367 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-19 13:24:10,370 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-19 13:24:10,373 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-19 13:24:10,378 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-19 13:24:10,386 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-19 13:24:10,390 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,400 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:24:10,405 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-19 13:24:10,407 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-19 13:24:10,414 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-19 13:24:10,419 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-19 13:24:10,423 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-19 13:24:10,427 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-19 13:24:10,435 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-19 13:24:10,440 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-19 13:24:10,448 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,455 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,460 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,470 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,477 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,483 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,487 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,490 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,495 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,500 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,504 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,508 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,518 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-19 13:24:10,522 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-19 13:24:10,528 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-19 13:24:10,535 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-19 13:24:10,537 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-19 13:24:10,543 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-19 13:24:10,549 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-19 13:24:10,553 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,559 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,564 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,570 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-19 13:24:10,573 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-19 13:24:10,576 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-19 13:24:10,582 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:24:10,585 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-19 13:24:10,589 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-19 13:24:10,593 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:24:10,600 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-19 13:24:10,602 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-19 13:24:10,605 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-19 13:24:10,608 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-19 13:24:10,615 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-19 13:24:10,620 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-19 13:24:10,626 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-19 13:24:10,637 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-19 13:24:10,651 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-19 13:24:10,658 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-19 13:24:10,671 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-19 13:24:10,682 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-19 13:24:10,694 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-19 13:24:10,703 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-15 2024-11-19 13:24:10,710 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-15 2024-11-19 13:24:10,721 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-19 13:24:10,732 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-19 13:24:10,738 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-19 13:24:10,746 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-19 13:24:10,754 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-19 13:24:10,765 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-19 13:24:10,772 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-19 13:24:10,781 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,787 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:24:10,793 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:24:10,800 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,805 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,812 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,820 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,829 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,838 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,847 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,856 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:24:10,865 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,871 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:24:10,886 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,891 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:24:10,898 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,903 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-19 13:24:10,910 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,918 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,922 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,935 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,953 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,957 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-19 13:24:10,968 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,974 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,983 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,989 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:10,995 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,005 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,012 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,019 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,025 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,032 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,036 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,045 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,052 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,059 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,066 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,071 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,076 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,083 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,088 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,092 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,099 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,103 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,109 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:24:11,115 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,120 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:24:11,127 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,133 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,136 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,139 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,143 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,149 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:24:11,151 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,155 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,158 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,164 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,168 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,170 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:24:11,173 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,176 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,182 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,186 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,189 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,193 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,199 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,202 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,205 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,210 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,215 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,220 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,227 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,236 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,239 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,246 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,253 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,257 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,263 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,269 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,272 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:24:11,276 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-18 2024-11-19 13:24:11,285 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 2024-11-19 13:24:11,289 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 2024-11-19 13:24:11,299 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 2024-11-19 13:24:11,301 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 2024-11-19 13:24:11,306 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 2024-11-19 13:24:11,312 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-19 13:24:11,319 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-19 13:24:11,323 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-19 13:24:11,327 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-19 13:24:11,333 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 2024-11-19 13:24:11,338 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 2024-11-19 13:24:11,341 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 2024-11-19 13:24:48,024 - my_logger - INFO - 从eta获取数据... 2024-11-19 13:24:48,577 - my_logger - INFO - 跳过指标 美国:东海岸地区:炼油厂的投入与使用情况:开工率:四周均值 2024-11-19 13:24:48,814 - my_logger - INFO - 跳过指标 美国:炼油厂的投入与使用情况:开工率:四周均值 2024-11-19 13:24:48,993 - my_logger - INFO - 跳过指标 美国:洛基山地区:炼油厂的投入与使用情况:开工率:四周均值 2024-11-19 13:24:49,185 - my_logger - INFO - 跳过指标 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:四周均值 2024-11-19 13:24:49,369 - my_logger - INFO - 跳过指标 美国:西海岸地区:炼油厂的投入与使用情况:开工率:四周均值 2024-11-19 13:24:49,584 - my_logger - INFO - 跳过指标 美国:中西部地区:炼油厂的投入与使用情况:开工率:四周均值 2024-11-19 13:24:50,627 - my_logger - INFO - 跳过指标 中国航班执行数/7DMA 2024-11-19 13:24:51,085 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差负值 2024-11-19 13:24:51,086 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差 2024-11-19 13:24:51,396 - my_logger - INFO - 跳过指标 美国汽油产量（周度）1周环差 2024-11-19 13:24:52,620 - my_logger - INFO - 跳过指标 美国原油周度表需/4WMA 2024-11-19 13:24:52,620 - my_logger - INFO - 跳过指标 美国油品表需/4WMA 2024-11-19 13:24:52,621 - my_logger - INFO - 跳过指标 美国油品表需4周环差 2024-11-19 13:24:52,819 - my_logger - INFO - 跳过指标 道琼斯旅游与休闲/标普500 2024-11-19 13:24:52,820 - my_logger - INFO - 跳过指标 DOE-柴油产量1周环差 2024-11-19 13:24:52,821 - my_logger - INFO - 跳过指标 DOE-美国汽油产量1周环差 2024-11-19 13:24:52,821 - my_logger - INFO - 跳过指标 美国航煤表需一周环差负值 2024-11-19 13:24:52,822 - my_logger - INFO - 跳过指标 美国馏分油表需一周环差负值 2024-11-19 13:24:52,822 - my_logger - INFO - 跳过指标 美国汽油表需一周环差负值 2024-11-19 13:24:52,822 - my_logger - INFO - 跳过指标 欧洲汽油裂差 2024-11-19 13:24:52,823 - my_logger - INFO - 跳过指标 欧洲柴油裂差 2024-11-19 13:24:53,207 - my_logger - INFO - 跳过指标 中国主营炼厂产能利用率1周环差 2024-11-19 13:24:53,696 - my_logger - INFO - 跳过指标 美国零售拥堵指数（周环比）/3WMA 2024-11-19 13:24:53,697 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差 2024-11-19 13:24:54,968 - my_logger - INFO - 跳过指标 美国炼厂原油输入量4周均值 2024-11-19 13:24:56,074 - my_logger - INFO - 跳过指标 美国柴油期货裂差 2024-11-19 13:24:56,076 - my_logger - INFO - 跳过指标 美国墨西哥湾柴油裂差 2024-11-19 13:24:56,179 - my_logger - INFO - 跳过指标 美国纽约港柴油裂差 2024-11-19 13:24:56,179 - my_logger - INFO - 跳过指标 欧洲柴油期货裂差 2024-11-19 13:24:56,180 - my_logger - INFO - 跳过指标 西北欧轻柴油裂差 2024-11-19 13:24:56,180 - my_logger - INFO - 跳过指标 新加坡柴油裂差 2024-11-19 13:24:56,181 - my_logger - INFO - 跳过指标 美国汽油期货裂差 2024-11-19 13:24:56,181 - my_logger - INFO - 跳过指标 美国墨西哥湾汽油裂差 2024-11-19 13:24:56,182 - my_logger - INFO - 跳过指标 美国纽约港汽油裂差 2024-11-19 13:24:56,182 - my_logger - INFO - 跳过指标 欧洲鹿特丹汽油裂差 2024-11-19 13:24:56,182 - my_logger - INFO - 跳过指标 新加坡汽油裂差 2024-11-19 13:24:59,224 - my_logger - INFO - 跳过指标 美国汽柴航煤4周平均表需 2024-11-19 13:25:01,038 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差/65DMA 2024-11-19 13:25:01,039 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差/65DMA 2024-11-19 13:25:01,039 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/65DMA 2024-11-19 13:25:01,040 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/65DMA 2024-11-19 13:25:01,040 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差 2024-11-19 13:25:01,041 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差 2024-11-19 13:25:01,041 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA 2024-11-19 13:25:01,042 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA 2024-11-19 13:25:05,060 - my_logger - INFO - 跳过指标 Brent连1合约价格/2DMA 2024-11-19 13:25:05,062 - my_logger - INFO - 跳过指标 Brent连1合约价格/7DMA 2024-11-19 13:25:05,062 - my_logger - INFO - 跳过指标 Brent连1合约价格/23DMA 2024-11-19 13:25:05,063 - my_logger - INFO - 跳过指标 库欣原油库存超季节性/5年拟合残差/WTI c1-c6 2024-11-19 13:25:05,063 - my_logger - INFO - 跳过指标 Brent连1合约价格/5DMA 2024-11-19 13:25:05,063 - my_logger - INFO - 跳过指标 Brent c1-c2超季节性/3年 2024-11-19 13:25:05,064 - my_logger - INFO - 跳过指标 PP主力收盘价拟合残差/期货收盘价（活跃）：布伦特原油 2024-11-19 13:25:05,064 - my_logger - INFO - 跳过指标 Brent连1合约价格/11DMA 2024-11-19 13:25:05,064 - my_logger - INFO - 跳过指标 山东地炼柴油裂解价差拟合残差/期货结算价（活跃）：布伦特原油 2024-11-19 13:25:05,066 - my_logger - INFO - 跳过指标 山东地炼汽油裂解价差拟合残差/ 2024-11-19 13:25:05,066 - my_logger - INFO - 跳过指标 原油(中国胜利)拟合残差/布伦特原油 2024-11-19 13:25:05,066 - my_logger - INFO - 跳过指标 Brent连1合约价格/21DMA 2024-11-19 13:25:05,066 - my_logger - INFO - 跳过指标 Brent连1合约价格/14DMA 2024-11-19 13:25:05,067 - my_logger - INFO - 跳过指标 Brent连1合约价格/15DMA 2024-11-19 13:25:05,068 - my_logger - INFO - 跳过指标 Brent连1-连12 2024-11-19 13:25:12,328 - my_logger - INFO - 跳过指标 WTI c1-c36 2024-11-19 13:25:12,328 - my_logger - INFO - 跳过指标 WTI c1-c24 2024-11-19 13:25:12,328 - my_logger - INFO - 跳过指标 WTI c1-c12 2024-11-19 13:25:14,403 - my_logger - INFO - 跳过指标 Brent c1-c36 2024-11-19 13:25:14,403 - my_logger - INFO - 跳过指标 Brent c1-c24 2024-11-19 13:25:14,405 - my_logger - INFO - 跳过指标 Brent c1-c12 2024-11-19 13:25:20,608 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环差 2024-11-19 13:25:20,609 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环比 2024-11-19 13:25:20,609 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/美国标普500指数 2024-11-19 13:25:20,976 - my_logger - INFO - 跳过指标 Dubai连2合约价格 2024-11-19 13:25:20,976 - my_logger - INFO - 跳过指标 Dubai连4合约价格 2024-11-19 13:25:21,357 - my_logger - INFO - 跳过指标 美国RBOB期货2212月份合约价格 2024-11-19 13:25:21,360 - my_logger - INFO - 跳过指标 美国RBOB期货2301月份合约价格 2024-11-19 13:25:21,360 - my_logger - INFO - 跳过指标 美国RBOB期货2306月份合约价格 2024-11-19 13:25:23,216 - my_logger - INFO - 跳过指标 Dubai连7合约价格 2024-11-19 13:25:23,217 - my_logger - INFO - 跳过指标 Dubai连9合约价格 2024-11-19 13:25:23,218 - my_logger - INFO - 跳过指标 迪拜连7-连9月差 2024-11-19 13:25:24,399 - my_logger - INFO - 跳过指标 Brent连2 2024-11-19 13:25:24,399 - my_logger - INFO - 跳过指标 WTI连2合约价格 2024-11-19 13:25:25,384 - my_logger - INFO - 跳过指标 WTI连4合约价格 2024-11-19 13:25:26,194 - my_logger - INFO - 跳过指标 Brent连4合约价格 2024-11-19 13:25:27,383 - my_logger - INFO - 跳过指标 WTI连7合约价格 2024-11-19 13:25:27,637 - my_logger - INFO - 跳过指标 WTI连12合约价格 2024-11-19 13:25:27,953 - my_logger - INFO - 跳过指标 布伦特连24合约价格 2024-11-19 13:25:28,507 - my_logger - INFO - 跳过指标 Brent连6合约价格 2024-11-19 13:25:28,508 - my_logger - INFO - 跳过指标 Brent连12合约价格 2024-11-19 13:25:28,509 - my_logger - INFO - 跳过指标 Brent连9合约 2024-11-19 13:25:28,509 - my_logger - INFO - 跳过指标 brent连3合约 2024-11-19 13:25:28,510 - my_logger - INFO - 跳过指标 Brent连5 2024-11-19 13:25:28,510 - my_logger - INFO - 跳过指标 Brent连10合约 2024-11-19 13:25:28,510 - my_logger - INFO - 跳过指标 Brent连11合约 2024-11-19 13:25:28,511 - my_logger - INFO - 跳过指标 WTI连3合约价格 2024-11-19 13:25:28,511 - my_logger - INFO - 跳过指标 Brent 连7合约价格 2024-11-19 13:25:28,511 - my_logger - INFO - 跳过指标 Brent连8合约价格 2024-11-19 13:25:28,513 - my_logger - INFO - 跳过指标 Brent连13 2024-11-19 13:25:29,047 - my_logger - INFO - 跳过指标 ICE Brent c15 2024-11-19 13:25:29,047 - my_logger - INFO - 跳过指标 ICE Brent c16 2024-11-19 13:25:29,048 - my_logger - INFO - 跳过指标 ICE Brent c17 2024-11-19 13:25:29,049 - my_logger - INFO - 跳过指标 ICE Brent c18 2024-11-19 13:25:29,049 - my_logger - INFO - 跳过指标 ICE Brent c19 2024-11-19 13:25:29,050 - my_logger - INFO - 跳过指标 ICE Brent c20 2024-11-19 13:25:29,294 - my_logger - INFO - 跳过指标 ICE Brent c21 2024-11-19 13:25:29,295 - my_logger - INFO - 跳过指标 ICE Brent c22 2024-11-19 13:25:29,295 - my_logger - INFO - 跳过指标 ICE Brent c23 2024-11-19 13:25:29,296 - my_logger - INFO - 跳过指标 ICE Brent c25 2024-11-19 13:25:29,297 - my_logger - INFO - 跳过指标 ICE Brent c26 2024-11-19 13:25:29,297 - my_logger - INFO - 跳过指标 ICE Brent c27 2024-11-19 13:25:29,297 - my_logger - INFO - 跳过指标 ICE Brent c28 2024-11-19 13:25:29,298 - my_logger - INFO - 跳过指标 ICE Brent c29 2024-11-19 13:25:29,298 - my_logger - INFO - 跳过指标 ICE Brent c30 2024-11-19 13:25:29,298 - my_logger - INFO - 跳过指标 ICE Brent c31 2024-11-19 13:25:29,300 - my_logger - INFO - 跳过指标 ICE Brent c32 2024-11-19 13:25:29,301 - my_logger - INFO - 跳过指标 ICE Brent c33 2024-11-19 13:25:29,301 - my_logger - INFO - 跳过指标 ICE Brent c34 2024-11-19 13:25:29,301 - my_logger - INFO - 跳过指标 ICE Brent c35 2024-11-19 13:25:29,302 - my_logger - INFO - 跳过指标 ICE Brent c36 2024-11-19 13:25:30,455 - my_logger - INFO - 跳过指标 NYMWX WTI c6 2024-11-19 13:25:30,456 - my_logger - INFO - 跳过指标 NYMWX WTI c8 2024-11-19 13:25:30,456 - my_logger - INFO - 跳过指标 NYMWX WTI c9 2024-11-19 13:25:30,458 - my_logger - INFO - 跳过指标 NYMWX WTI c10 2024-11-19 13:25:30,459 - my_logger - INFO - 跳过指标 NYMWX WTI c11 2024-11-19 13:25:30,459 - my_logger - INFO - 跳过指标 NYMWX WTI c13 2024-11-19 13:25:30,459 - my_logger - INFO - 跳过指标 NYMWX WTI c14 2024-11-19 13:25:30,460 - my_logger - INFO - 跳过指标 NYMWX WTI c15 2024-11-19 13:25:30,460 - my_logger - INFO - 跳过指标 NYMWX WTI c16 2024-11-19 13:25:30,461 - my_logger - INFO - 跳过指标 NYMWX WTI c17 2024-11-19 13:25:30,461 - my_logger - INFO - 跳过指标 NYMWX WTI c18 2024-11-19 13:25:30,461 - my_logger - INFO - 跳过指标 NYMWX WTI c19 2024-11-19 13:25:30,463 - my_logger - INFO - 跳过指标 NYMWX WTI c20 2024-11-19 13:25:30,464 - my_logger - INFO - 跳过指标 NYMWX WTI c21 2024-11-19 13:25:30,464 - my_logger - INFO - 跳过指标 NYMWX WTI c22 2024-11-19 13:25:30,465 - my_logger - INFO - 跳过指标 NYMWX WTI c23 2024-11-19 13:25:30,465 - my_logger - INFO - 跳过指标 NYMWX WTI c25 2024-11-19 13:25:30,465 - my_logger - INFO - 跳过指标 NYMWX WTI c26 2024-11-19 13:25:30,466 - my_logger - INFO - 跳过指标 NYMWX WTI c27 2024-11-19 13:25:30,466 - my_logger - INFO - 跳过指标 NYMWX WTI c28 2024-11-19 13:25:30,466 - my_logger - INFO - 跳过指标 NYMWX WTI c29 2024-11-19 13:25:30,467 - my_logger - INFO - 跳过指标 NYMWX WTI c30 2024-11-19 13:25:30,467 - my_logger - INFO - 跳过指标 NYMWX WTI c31 2024-11-19 13:25:30,468 - my_logger - INFO - 跳过指标 NYMWX WTI c32 2024-11-19 13:25:30,468 - my_logger - INFO - 跳过指标 NYMWX WTI c33 2024-11-19 13:25:30,468 - my_logger - INFO - 跳过指标 NYMWX WTI c34 2024-11-19 13:25:30,469 - my_logger - INFO - 跳过指标 NYMWX WTI c35 2024-11-19 13:25:30,470 - my_logger - INFO - 跳过指标 NYMWX WTI c36 2024-11-19 13:25:30,774 - my_logger - INFO - 跳过指标 INE SC c2 2024-11-19 13:25:30,775 - my_logger - INFO - 跳过指标 INE SC c3 2024-11-19 13:25:30,777 - my_logger - INFO - 跳过指标 INE SC c4 2024-11-19 13:25:30,778 - my_logger - INFO - 跳过指标 INE SC c5 2024-11-19 13:25:30,778 - my_logger - INFO - 跳过指标 INE SC c6 2024-11-19 13:25:30,779 - my_logger - INFO - 跳过指标 INE SC c7 2024-11-19 13:25:30,779 - my_logger - INFO - 跳过指标 INE SC c8 2024-11-19 13:25:30,780 - my_logger - INFO - 跳过指标 INE SC c9 2024-11-19 13:25:30,780 - my_logger - INFO - 跳过指标 INE SC c10 2024-11-19 13:25:30,780 - my_logger - INFO - 跳过指标 INE SC c11 2024-11-19 13:25:30,781 - my_logger - INFO - 跳过指标 INE SC c12 2024-11-19 13:25:30,781 - my_logger - INFO - 跳过指标 INE SC c13 2024-11-19 13:25:30,781 - my_logger - INFO - 跳过指标 INE SC c14 2024-11-19 13:25:30,783 - my_logger - INFO - 跳过指标 INE SC c15 2024-11-19 13:25:30,783 - my_logger - INFO - 跳过指标 INE SC c16 2024-11-19 13:25:30,784 - my_logger - INFO - 跳过指标 INE SC c17 2024-11-19 13:25:30,784 - my_logger - INFO - 跳过指标 INE SC c18 2024-11-19 13:25:30,785 - my_logger - INFO - 跳过指标 INE SC c19 2024-11-19 13:25:30,785 - my_logger - INFO - 跳过指标 INE SC c20 2024-11-19 13:25:30,785 - my_logger - INFO - 跳过指标 EFS c1 2024-11-19 13:25:30,786 - my_logger - INFO - 跳过指标 EFS c2 2024-11-19 13:25:30,786 - my_logger - INFO - 跳过指标 EFS c3 2024-11-19 13:25:30,786 - my_logger - INFO - 跳过指标 EFS c4 2024-11-19 13:25:30,787 - my_logger - INFO - 跳过指标 EFS c5 2024-11-19 13:25:30,787 - my_logger - INFO - 跳过指标 EFS c6 2024-11-19 13:25:30,787 - my_logger - INFO - 跳过指标 Dubai Swap c15 2024-11-19 13:25:30,789 - my_logger - INFO - 跳过指标 Dubai Swap c16 2024-11-19 13:25:30,789 - my_logger - INFO - 跳过指标 Dubai Swap c17 2024-11-19 13:25:30,789 - my_logger - INFO - 跳过指标 Dubai Swap c18 2024-11-19 13:25:30,790 - my_logger - INFO - 跳过指标 Dubai Swap c19 2024-11-19 13:25:30,790 - my_logger - INFO - 跳过指标 Dubai Swap c20 2024-11-19 13:25:30,791 - my_logger - INFO - 跳过指标 Dubai Swap c21 2024-11-19 13:25:30,791 - my_logger - INFO - 跳过指标 Dubai Swap c22 2024-11-19 13:25:31,002 - my_logger - INFO - 跳过指标 Oman Swap c2 2024-11-19 13:25:31,004 - my_logger - INFO - 跳过指标 Oman Swap c3 2024-11-19 13:25:31,004 - my_logger - INFO - 跳过指标 Oman Swap c4 2024-11-19 13:25:31,005 - my_logger - INFO - 跳过指标 Oman Swap c5 2024-11-19 13:25:31,005 - my_logger - INFO - 跳过指标 Oman Swap c6 2024-11-19 13:25:31,006 - my_logger - INFO - 跳过指标 Oman Swap c7 2024-11-19 13:25:31,006 - my_logger - INFO - 跳过指标 Oman Swap c8 2024-11-19 13:25:31,006 - my_logger - INFO - 跳过指标 Oman Swap c9 2024-11-19 13:25:31,007 - my_logger - INFO - 跳过指标 Oman Swap c10 2024-11-19 13:25:31,007 - my_logger - INFO - 跳过指标 Oman Swap c11 2024-11-19 13:25:31,007 - my_logger - INFO - 跳过指标 Oman Swap c12 2024-11-19 13:25:31,007 - my_logger - INFO - 跳过指标 Oman Swap c13 2024-11-19 13:25:31,009 - my_logger - INFO - 跳过指标 Oman Swap c14 2024-11-19 13:25:31,009 - my_logger - INFO - 跳过指标 Oman Swap c15 2024-11-19 13:25:31,010 - my_logger - INFO - 跳过指标 Oman Swap c16 2024-11-19 13:25:31,010 - my_logger - INFO - 跳过指标 Oman Swap c17 2024-11-19 13:25:31,011 - my_logger - INFO - 跳过指标 Oman Swap c18 2024-11-19 13:25:31,011 - my_logger - INFO - 跳过指标 Oman Swap c19 2024-11-19 13:25:31,011 - my_logger - INFO - 跳过指标 Oman Swap c20 2024-11-19 13:25:31,011 - my_logger - INFO - 跳过指标 Oman Swap c21 2024-11-19 13:25:31,012 - my_logger - INFO - 跳过指标 Oman Swap c22 2024-11-19 13:25:31,012 - my_logger - INFO - 跳过指标 Oman Swap c23 2024-11-19 13:25:31,014 - my_logger - INFO - 跳过指标 Oman Swap c24 2024-11-19 13:25:31,014 - my_logger - INFO - 跳过指标 Oman Swap c25 2024-11-19 13:25:31,015 - my_logger - INFO - 跳过指标 Oman Swap c26 2024-11-19 13:25:31,015 - my_logger - INFO - 跳过指标 Oman Swap c27 2024-11-19 13:25:31,016 - my_logger - INFO - 跳过指标 Oman Swap c28 2024-11-19 13:25:31,018 - my_logger - INFO - 跳过指标 Oman Swap c29 2024-11-19 13:25:31,019 - my_logger - INFO - 跳过指标 Oman Swap c30 2024-11-19 13:25:31,019 - my_logger - INFO - 跳过指标 Oman Swap c31 2024-11-19 13:25:31,019 - my_logger - INFO - 跳过指标 Oman Swap c32 2024-11-19 13:25:31,020 - my_logger - INFO - 跳过指标 Oman Swap c33 2024-11-19 13:25:31,020 - my_logger - INFO - 跳过指标 Oman Swap c34 2024-11-19 13:25:31,021 - my_logger - INFO - 跳过指标 Oman Swap c35 2024-11-19 13:25:31,021 - my_logger - INFO - 跳过指标 Oman Swap c36 2024-11-19 13:25:31,021 - my_logger - INFO - 跳过指标 Oman Swap c37 2024-11-19 13:25:31,022 - my_logger - INFO - 跳过指标 Oman Swap c38 2024-11-19 13:25:31,519 - my_logger - INFO - 跳过指标 DME Oman c2 2024-11-19 13:25:31,519 - my_logger - INFO - 跳过指标 DME Oman c3 2024-11-19 13:25:31,519 - my_logger - INFO - 跳过指标 DME Oman c4 2024-11-19 13:25:31,519 - my_logger - INFO - 跳过指标 DME Oman c5 2024-11-19 13:25:31,521 - my_logger - INFO - 跳过指标 DME Oman c6 2024-11-19 13:25:31,709 - my_logger - INFO - 跳过指标 Murban Futures c2 2024-11-19 13:25:31,711 - my_logger - INFO - 跳过指标 Murban Futures c3 2024-11-19 13:25:31,711 - my_logger - INFO - 跳过指标 Murban Futures c4 2024-11-19 13:25:31,712 - my_logger - INFO - 跳过指标 Murban Futures c5 2024-11-19 13:25:31,712 - my_logger - INFO - 跳过指标 Murban Futures c6 2024-11-19 13:25:42,162 - my_logger - INFO - 跳过指标 EFS c1-c2 2024-11-19 13:25:42,162 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2 2024-11-19 13:25:44,488 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA 2024-11-19 13:25:44,625 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差 2024-11-19 13:25:44,627 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算) 2024-11-19 13:25:49,877 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B) 2024-11-19 13:25:50,119 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B) 2024-11-19 13:25:50,376 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估 2024-11-19 13:25:50,377 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估 2024-11-19 13:25:50,864 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA 2024-11-19 13:25:53,539 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差 2024-11-19 13:25:53,539 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差 2024-11-19 13:25:53,540 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差 2024-11-19 13:25:53,541 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差 2024-11-19 13:25:53,541 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差 2024-11-19 13:25:53,542 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差 2024-11-19 13:25:55,548 - my_logger - INFO - 跳过指标 库欣原油库存1周环差 2024-11-19 13:25:55,801 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差 2024-11-19 13:25:55,801 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差 2024-11-19 13:26:03,151 - my_logger - INFO - 跳过指标 中东原油成本+运费 2024-11-19 13:26:05,058 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA 2024-11-19 13:26:05,059 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA 2024-11-19 13:26:31,926 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3 2024-11-19 13:26:31,927 - my_logger - INFO - 跳过指标 BrentC1-C21日环差 2024-11-19 13:26:43,984 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA 2024-11-19 13:26:45,973 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本） 2024-11-19 13:26:50,715 - my_logger - INFO - 跳过指标 中东-中国原油运费 2024-11-19 13:26:54,317 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天） 2024-11-19 13:26:54,317 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费 2024-11-19 13:26:56,774 - my_logger - INFO - 跳过指标 原油波动率 2024-11-19 13:27:08,136 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL 2024-11-19 13:27:08,884 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA 2024-11-19 13:27:19,869 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差 2024-11-19 13:27:20,356 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价 2024-11-19 13:27:20,623 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差 2024-11-19 13:27:20,624 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比 2024-11-19 13:27:20,624 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比 2024-11-19 13:27:20,799 - my_logger - INFO - 跳过指标 原油：主营炼厂：产能利用率：中国（周）日度变频 2024-11-19 13:27:21,141 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA 2024-11-19 13:27:21,141 - my_logger - INFO - 跳过指标 美国FCC装置检修量 2024-11-19 13:27:21,143 - my_logger - INFO - 跳过指标 美国VDU装置检修量 2024-11-19 13:27:21,390 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量 2024-11-19 13:27:21,391 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量 2024-11-19 13:27:21,553 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量 2024-11-19 13:27:21,882 - my_logger - INFO - 跳过指标 法国CDU检修量 2024-11-19 13:27:21,884 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA 2024-11-19 13:27:21,884 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年 2024-11-19 13:27:22,110 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年 2024-11-19 13:27:22,112 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量 2024-11-19 13:27:22,112 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA 2024-11-19 13:27:22,113 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量 2024-11-19 13:27:22,113 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA 2024-11-19 13:27:22,113 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA 2024-11-19 13:27:22,114 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年 2024-11-19 13:27:22,114 - my_logger - INFO - 跳过指标 中国CDU检修量 2024-11-19 13:27:22,719 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日） 2024-11-19 13:27:22,720 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日） 2024-11-19 13:27:22,721 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日） 2024-11-19 13:27:23,966 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量 2024-11-19 13:27:23,967 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量 2024-11-19 13:27:23,967 - my_logger - INFO - 跳过指标 东欧CDU装置检修量 2024-11-19 13:27:23,969 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量 2024-11-19 13:27:29,654 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差 2024-11-19 13:27:31,322 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价 2024-11-19 13:27:31,324 - my_logger - INFO - 跳过指标 康菲石油公司股价 2024-11-19 13:27:31,324 - my_logger - INFO - 跳过指标 Pioneer公司股价 2024-11-19 13:27:31,326 - my_logger - INFO - 跳过指标 HESS公司股价 2024-11-19 13:27:31,326 - my_logger - INFO - 跳过指标 西方石油公司股价 2024-11-19 13:27:31,327 - my_logger - INFO - 跳过指标 Coterra公司股价 2024-11-19 13:27:31,328 - my_logger - INFO - 跳过指标 Concho Resources 公司股价 2024-11-19 13:27:31,328 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价 2024-11-19 13:27:31,328 - my_logger - INFO - 跳过指标 Continental Resources Inc股价 2024-11-19 13:27:31,330 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价 2024-11-19 13:27:31,845 - my_logger - INFO - 跳过指标 戴文能源股价 2024-11-19 13:27:33,756 - my_logger - INFO - 跳过指标 亚洲主要国家4周平均原油海运进口合计 2024-11-19 13:27:33,758 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差 2024-11-19 13:27:33,759 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差 2024-11-19 13:27:33,759 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差 2024-11-19 13:27:33,761 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差 2024-11-19 13:27:35,557 - my_logger - INFO - 跳过指标 美国原油总出口4周平均 2024-11-19 13:27:36,705 - my_logger - INFO - 跳过指标 中东至中国原油运费 2024-11-19 13:27:38,370 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口 2024-11-19 13:27:38,371 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口 2024-11-19 13:27:38,371 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口 2024-11-19 13:27:38,371 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口 2024-11-19 13:27:38,372 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口 2024-11-19 13:27:38,373 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口 2024-11-19 13:27:38,373 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口 2024-11-19 13:27:38,375 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口 2024-11-19 13:27:38,375 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口 2024-11-19 13:27:38,375 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口 2024-11-19 13:27:38,375 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口 2024-11-19 13:27:38,376 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口 2024-11-19 13:27:38,376 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口 2024-11-19 13:27:38,377 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口 2024-11-19 13:27:38,378 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口 2024-11-19 13:27:38,379 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口 2024-11-19 13:27:38,379 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口 2024-11-19 13:27:38,379 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口 2024-11-19 13:27:38,379 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口 2024-11-19 13:27:38,380 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口 2024-11-19 13:27:38,380 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口 2024-11-19 13:27:38,381 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口 2024-11-19 13:27:38,381 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口 2024-11-19 13:27:38,382 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口 2024-11-19 13:27:38,382 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口 2024-11-19 13:27:38,383 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口 2024-11-19 13:27:38,383 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口 2024-11-19 13:27:38,383 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口 2024-11-19 13:27:38,384 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口 2024-11-19 13:27:38,384 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口 2024-11-19 13:27:38,385 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口 2024-11-19 13:27:38,385 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口 2024-11-19 13:27:38,385 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口 2024-11-19 13:27:38,387 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口 2024-11-19 13:27:38,387 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口 2024-11-19 13:27:38,388 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口 2024-11-19 13:27:38,388 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口 2024-11-19 13:27:38,389 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口 2024-11-19 13:27:38,389 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口 2024-11-19 13:27:38,390 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口 2024-11-19 13:27:38,390 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口 2024-11-19 13:27:38,391 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口 2024-11-19 13:27:38,392 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口 2024-11-19 13:27:38,393 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口 2024-11-19 13:27:38,394 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口 2024-11-19 13:27:38,395 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口 2024-11-19 13:27:38,396 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口 2024-11-19 13:27:38,396 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口 2024-11-19 13:27:38,398 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口 2024-11-19 13:27:38,398 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口 2024-11-19 13:27:38,399 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口 2024-11-19 13:27:38,400 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口 2024-11-19 13:27:38,401 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口 2024-11-19 13:27:38,402 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口 2024-11-19 13:27:38,402 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口 2024-11-19 13:27:38,402 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口 2024-11-19 13:27:38,404 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口 2024-11-19 13:27:38,404 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口 2024-11-19 13:27:38,404 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口 2024-11-19 13:27:38,405 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口 2024-11-19 13:27:38,405 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口 2024-11-19 13:27:38,405 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口 2024-11-19 13:27:38,406 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口 2024-11-19 13:27:38,408 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口 2024-11-19 13:27:38,409 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口 2024-11-19 13:27:38,410 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口 2024-11-19 13:27:38,410 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口 2024-11-19 13:27:38,411 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口 2024-11-19 13:27:38,411 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口 2024-11-19 13:27:38,411 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口 2024-11-19 13:27:38,411 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口 2024-11-19 13:27:38,413 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口 2024-11-19 13:27:38,414 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口 2024-11-19 13:27:38,414 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口 2024-11-19 13:27:38,415 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口 2024-11-19 13:27:38,416 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口 2024-11-19 13:27:38,416 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口 2024-11-19 13:27:38,416 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口 2024-11-19 13:27:38,417 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口 2024-11-19 13:27:38,462 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口 2024-11-19 13:27:38,464 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口 2024-11-19 13:27:38,465 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口 2024-11-19 13:27:53,168 - my_logger - INFO - 跳过指标 日本周度原油海运进口 2024-11-19 13:27:55,361 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA 2024-11-19 13:27:55,363 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA 2024-11-19 13:27:55,364 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA 2024-11-19 13:27:55,476 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA 2024-11-19 13:27:55,478 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA 2024-11-19 13:27:55,478 - my_logger - INFO - 跳过指标 iraq/4WMA 2024-11-19 13:27:55,478 - my_logger - INFO - 跳过指标 Venezuela/4WMA 2024-11-19 13:27:55,479 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA 2024-11-19 13:27:55,479 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA 2024-11-19 13:27:55,479 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA 2024-11-19 13:27:55,479 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口 2024-11-19 13:27:55,481 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口 2024-11-19 13:27:55,481 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口 2024-11-19 13:27:55,481 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口 2024-11-19 13:27:55,482 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口 2024-11-19 13:27:55,482 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口 2024-11-19 13:27:55,482 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口 2024-11-19 13:27:55,482 - my_logger - INFO - 跳过指标 美国原油海运出口 2024-11-19 13:27:55,543 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA 2024-11-19 13:27:55,544 - my_logger - INFO - 跳过指标 日本原油海运进口 2024-11-19 13:27:55,544 - my_logger - INFO - 跳过指标 德国原油海运进口 2024-11-19 13:27:55,546 - my_logger - INFO - 跳过指标 欧洲原油海运进口 2024-11-19 13:27:55,547 - my_logger - INFO - 跳过指标 印度原油海运进口 2024-11-19 13:27:55,547 - my_logger - INFO - 跳过指标 中国原油海运进口 2024-11-19 13:27:55,648 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比 2024-11-19 13:27:55,651 - my_logger - INFO - 跳过指标 SCvsBrent 2024-11-19 13:27:55,651 - my_logger - INFO - 跳过指标 WTI连1合约价格与美国汽油裂解价差(领先17天)60天滚动相关性 2024-11-19 13:27:55,652 - my_logger - INFO - 跳过指标 美国汽油裂解价差拟合残差/NYMEX RBOB汽油与美国汽油裂解价差(领先18天)90天滚动相关性 2024-11-19 13:27:55,652 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数与Brent连1合约价格2周滚动相关性 2024-11-19 13:27:55,653 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值 2024-11-19 13:27:55,653 - my_logger - INFO - 跳过指标 山东独立炼厂综合炼油利润与Brent连1合约价格(领先4天)60天滚动相关性 2024-11-19 13:27:55,653 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1 2024-11-19 13:27:55,654 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1 2024-11-19 13:27:55,654 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA 2024-11-19 13:27:55,654 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA 2024-11-19 13:27:55,654 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA 2024-11-19 13:27:55,655 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30 2024-11-19 13:27:55,655 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4 2024-11-19 13:27:55,656 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比 2024-11-19 13:27:55,656 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数 2024-11-19 13:27:55,656 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent连1-连2月差 2024-11-19 13:27:55,658 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/BRENT 211裂解价差150天滚动相关性 2024-11-19 13:27:55,658 - my_logger - INFO - 跳过指标 Brent连1合约价格与Brent连1合约价格拟合残差/DFL150天滚动相关性 2024-11-19 13:27:55,659 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国 2024-11-19 13:27:55,732 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA 2024-11-19 13:27:55,733 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA 2024-11-19 13:27:55,733 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA 2024-11-19 13:27:55,734 - my_logger - INFO - 跳过指标 印度成品油海运进口 2024-11-19 13:27:55,734 - my_logger - INFO - 跳过指标 中国汽油海运进口 2024-11-19 13:27:55,734 - my_logger - INFO - 跳过指标 印度柴油海运进口 2024-11-19 13:27:55,736 - my_logger - INFO - 跳过指标 印度汽油海运进口 2024-11-19 13:27:55,737 - my_logger - INFO - 跳过指标 中国柴油海运进口 2024-11-19 13:27:55,737 - my_logger - INFO - 跳过指标 中国成品油海运进口 2024-11-19 13:27:55,738 - my_logger - INFO - 跳过指标 欧洲航煤海运进口 2024-11-19 13:27:55,738 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口 2024-11-19 13:27:55,738 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口 2024-11-19 13:27:55,738 - my_logger - INFO - 跳过指标 欧洲汽油海运进口 2024-11-19 13:27:55,740 - my_logger - INFO - 跳过指标 欧洲柴油海运进口 2024-11-19 13:27:55,740 - my_logger - INFO - 跳过指标 欧洲成品油海运进口 2024-11-19 13:27:55,812 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA 2024-11-19 13:27:55,813 - my_logger - INFO - 跳过指标 美国汽油海运出口 2024-11-19 13:27:55,813 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口 2024-11-19 13:27:55,814 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口 2024-11-19 13:27:55,814 - my_logger - INFO - 跳过指标 美国柴油海运出口 2024-11-19 13:27:55,815 - my_logger - INFO - 跳过指标 美国成品油海运出口 2024-11-19 13:27:55,815 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口 2024-11-19 13:27:57,242 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855'] 2024-11-19 13:27:57,243 - my_logger - INFO - ovx index 2024-11-19 13:27:57,807 - my_logger - INFO - dxy curncy 2024-11-19 13:27:58,557 - my_logger - INFO - C2403128043 2024-11-19 13:27:59,258 - my_logger - INFO - C2403150124 2024-11-19 13:28:00,101 - my_logger - INFO - FVHCM1 INDEX 2024-11-19 13:28:00,542 - my_logger - INFO - doedtprd index 2024-11-19 13:28:00,859 - my_logger - INFO - CFFDQMMN INDEX 2024-11-19 13:28:01,124 - my_logger - INFO - C2403083739 2024-11-19 13:28:01,380 - my_logger - INFO - C2404167878 2024-11-19 13:28:01,605 - my_logger - INFO - lmcads03 lme comdty 2024-11-19 13:28:02,029 - my_logger - INFO - GC1 COMB Comdty 2024-11-19 13:28:02,695 - my_logger - INFO - C2404167855 2024-11-19 13:28:03,481 - my_logger - INFO - date 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 美国:炼油厂的投入与使用情况:开工率:当周值 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 ... C2404167878 lmcads03 lme comdty GC1 COMB Comdty C2404167855 9425 2024-11-19 NaN NaN NaN ... NaN NaN NaN NaN 8289 2024-11-18 NaN NaN NaN ... NaN NaN 2615.3 38.5293 10772 2024-11-17 NaN NaN NaN ... NaN NaN NaN NaN 11274 2024-11-16 NaN NaN NaN ... NaN NaN NaN NaN 1733 2024-11-15 NaN NaN NaN ... NaN 9002.5 2570.1 38.3483 [5 rows x 504 columns] 2024-11-19 13:29:35,398 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:29:35,403 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:29:35,407 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:29:35,410 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-19 13:29:35,414 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:29:35,416 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:29:35,419 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-19 13:29:35,422 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-19 13:29:35,428 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-19 13:29:35,430 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-19 13:29:35,433 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-19 13:29:35,436 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-19 13:29:35,443 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:29:35,446 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:29:35,448 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:29:35,450 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-19 13:29:35,454 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-19 13:29:35,458 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-19 13:29:35,463 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-19 13:29:35,465 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-19 13:29:35,468 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-19 13:29:35,472 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 13:29:35,477 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:29:35,482 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 13:29:35,486 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:29:35,490 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:29:35,495 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:29:35,498 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:29:35,500 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:29:35,503 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-19 13:29:35,509 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-19 13:29:35,512 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-19 13:29:35,516 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-19 13:29:35,518 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:29:35,522 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:29:35,527 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:29:35,530 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:29:35,534 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:29:35,536 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:29:35,539 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-18 2024-11-19 13:29:35,545 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-18 2024-11-19 13:29:35,548 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-18 2024-11-19 13:29:35,551 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-18 2024-11-19 13:29:35,554 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-18 2024-11-19 13:29:35,558 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 2024-11-19 13:29:35,563 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 2024-11-19 13:29:35,567 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 2024-11-19 13:29:35,569 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 2024-11-19 13:29:35,573 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-18 2024-11-19 13:29:35,579 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-18 2024-11-19 13:29:35,582 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-15 2024-11-19 13:29:35,585 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-15 2024-11-19 13:29:35,587 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:29:35,592 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:29:35,596 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-18 2024-11-19 13:29:35,600 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:29:35,605 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-18 2024-11-19 13:29:35,609 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-18 2024-11-19 13:29:35,615 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-18 2024-11-19 13:29:35,618 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-18 2024-11-19 13:29:35,622 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-18 2024-11-19 13:29:35,627 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-18 2024-11-19 13:29:35,630 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-18 2024-11-19 13:29:35,632 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-18 2024-11-19 13:29:35,634 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-18 2024-11-19 13:29:35,637 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:29:35,644 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:29:35,646 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-18 2024-11-19 13:29:35,649 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-18 2024-11-19 13:29:35,651 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-18 2024-11-19 13:29:35,655 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-19 13:29:35,660 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 2024-11-19 13:29:35,663 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 2024-11-19 13:29:35,665 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 2024-11-19 13:29:35,669 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 2024-11-19 13:29:35,672 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 2024-11-19 13:29:35,678 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 2024-11-19 13:29:35,682 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 2024-11-19 13:29:35,684 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 2024-11-19 13:29:35,688 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-18 2024-11-19 13:29:35,693 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-18 2024-11-19 13:29:35,695 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-19 13:29:35,698 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-19 13:29:35,701 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-19 13:29:35,704 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-19 13:29:35,708 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-18 2024-11-19 13:29:35,712 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-18 2024-11-19 13:29:35,715 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-18 2024-11-19 13:29:35,717 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-19 2024-11-19 13:29:35,720 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-18 2024-11-19 13:29:35,724 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-19 13:29:35,731 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-19 13:29:35,738 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-19 13:29:35,744 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-19 13:29:35,746 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-19 13:29:35,750 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-19 13:29:35,752 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-19 13:29:35,755 - my_logger - INFO - Column y was last updated at 2024-11-18 2024-11-19 13:29:35,760 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 2024-11-19 13:29:35,762 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 2024-11-19 13:29:35,765 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 2024-11-19 13:29:35,767 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 2024-11-19 13:29:35,770 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 2024-11-19 13:29:35,773 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 2024-11-19 13:29:35,779 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 2024-11-19 13:29:35,782 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-18 2024-11-19 13:29:35,785 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-18 2024-11-19 13:29:35,788 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-18 2024-11-19 13:29:35,794 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-18 2024-11-19 13:29:35,797 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-18 2024-11-19 13:29:35,800 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-18 2024-11-19 13:29:35,802 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-18 2024-11-19 13:29:35,806 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-15 2024-11-19 13:29:35,813 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 2024-11-19 13:29:35,816 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 2024-11-19 13:29:35,819 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,822 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,828 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,830 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-19 2024-11-19 13:29:35,833 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,836 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,843 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,849 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,852 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,855 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-18 2024-11-19 13:29:35,860 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:29:35,864 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:29:35,866 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:29:35,869 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 2024-11-19 13:29:35,873 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 2024-11-19 13:29:35,878 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 2024-11-19 13:29:35,881 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-18 2024-11-19 13:29:35,883 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,884 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,888 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,894 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-18 2024-11-19 13:29:35,897 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-19 13:29:35,899 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 2024-11-19 13:29:35,901 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 2024-11-19 13:29:35,904 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:29:35,909 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:29:35,913 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:29:35,915 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:29:35,918 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,921 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,926 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:29:35,929 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 13:29:35,932 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 13:29:35,934 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:29:35,937 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:29:35,941 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:29:35,946 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:29:35,949 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:29:35,952 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-19 13:29:35,958 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-19 13:29:35,963 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:29:35,966 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-19 13:29:35,969 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:29:35,972 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:29:35,977 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-19 13:29:35,981 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-19 13:29:35,983 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-19 13:29:35,985 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:29:35,989 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-19 13:29:35,996 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-19 13:29:35,998 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-19 13:29:36,001 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,005 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-19 13:29:36,010 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,012 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-19 13:29:36,016 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-19 13:29:36,018 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-19 13:29:36,022 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-19 13:29:36,026 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-19 13:29:36,030 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-19 13:29:36,033 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-19 13:29:36,035 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-19 13:29:36,042 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-19 13:29:36,047 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-19 13:29:36,049 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-19 13:29:36,053 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,055 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,062 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,064 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,066 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,071 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,079 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,084 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,089 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 13:29:36,095 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 13:29:36,098 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:29:36,100 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,103 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,108 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-19 13:29:36,113 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:29:36,115 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-18 2024-11-19 13:29:36,118 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 2024-11-19 13:29:36,122 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-18 2024-11-19 13:29:36,130 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-18 2024-11-19 13:29:36,132 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-18 2024-11-19 13:29:36,135 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-18 2024-11-19 13:29:36,138 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-19 13:29:36,144 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-19 13:29:36,147 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-18 2024-11-19 13:29:36,150 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-18 2024-11-19 13:29:36,154 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-18 2024-11-19 13:29:36,159 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:29:36,162 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:29:36,165 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:29:36,167 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-18 2024-11-19 13:29:36,169 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-18 2024-11-19 13:29:36,171 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-18 2024-11-19 13:29:36,177 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-18 2024-11-19 13:29:36,178 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-18 2024-11-19 13:29:36,181 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-18 2024-11-19 13:29:36,183 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-18 2024-11-19 13:29:36,184 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-18 2024-11-19 13:29:36,187 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-18 2024-11-19 13:29:36,192 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-18 2024-11-19 13:29:36,197 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-18 2024-11-19 13:29:36,198 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-18 2024-11-19 13:29:36,200 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-18 2024-11-19 13:29:36,201 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-18 2024-11-19 13:29:36,205 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-18 2024-11-19 13:29:36,210 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:29:36,212 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-15 2024-11-19 13:29:36,214 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-18 2024-11-19 13:29:36,216 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 2024-11-19 13:29:36,217 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-18 2024-11-19 13:29:36,220 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-18 2024-11-19 13:29:36,223 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 2024-11-19 13:29:36,226 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-15 2024-11-19 13:29:36,229 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-18 2024-11-19 13:29:36,230 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-18 2024-11-19 13:29:36,233 - my_logger - INFO - Column DFL was last updated at 2024-11-18 2024-11-19 13:29:36,235 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-18 2024-11-19 13:29:36,238 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-19 2024-11-19 13:29:36,242 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-18 2024-11-19 13:29:36,244 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-18 2024-11-19 13:29:36,246 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-19 13:29:36,248 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-18 2024-11-19 13:29:36,250 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-18 2024-11-19 13:29:36,252 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-18 2024-11-19 13:29:36,254 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-18 2024-11-19 13:29:36,258 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-18 2024-11-19 13:29:36,261 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 2024-11-19 13:29:36,263 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-18 2024-11-19 13:29:36,264 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-19 2024-11-19 13:29:36,267 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-19 13:29:36,268 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-19 2024-11-19 13:29:36,270 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-19 2024-11-19 13:29:36,276 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-15 2024-11-19 13:29:36,279 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-19 13:29:36,282 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-18 2024-11-19 13:29:36,284 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-19 2024-11-19 13:29:36,286 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-19 2024-11-19 13:29:36,290 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-18 2024-11-19 13:29:36,294 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-19 2024-11-19 13:29:36,296 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-18 2024-11-19 13:29:36,298 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-15 2024-11-19 13:29:36,300 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-15 2024-11-19 13:29:36,303 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-15 2024-11-19 13:29:36,305 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-15 2024-11-19 13:29:36,311 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-18 2024-11-19 13:29:36,315 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-15 2024-11-19 13:29:36,318 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-19 13:29:36,322 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-15 2024-11-19 13:29:36,326 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-19 13:29:36,329 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-18 2024-11-19 13:29:36,330 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-18 2024-11-19 13:29:36,333 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-18 2024-11-19 13:29:36,334 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-19 13:29:36,337 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-18 2024-11-19 13:29:36,341 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-18 2024-11-19 13:29:36,343 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-19 2024-11-19 13:29:36,346 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-18 2024-11-19 13:29:36,347 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-18 2024-11-19 13:29:36,349 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-18 2024-11-19 13:29:36,352 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-18 2024-11-19 13:29:36,354 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-18 2024-11-19 13:29:36,358 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-19 13:29:36,362 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 2024-11-19 13:29:36,363 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 2024-11-19 13:29:36,366 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 2024-11-19 13:29:36,368 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 2024-11-19 13:29:36,369 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 2024-11-19 13:29:36,371 - my_logger - INFO - Column Oman FOB M2 was last updated at None 2024-11-19 13:29:36,377 - my_logger - INFO - Column Oman FOB M3 was last updated at None 2024-11-19 13:29:36,379 - my_logger - INFO - Column Oman FOB M4 was last updated at None 2024-11-19 13:29:36,382 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 2024-11-19 13:29:36,383 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 2024-11-19 13:29:36,388 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-11 2024-11-19 13:29:36,423 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-11 2024-11-19 13:29:36,462 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-18 2024-11-19 13:29:36,465 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-15 2024-11-19 13:29:36,467 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-18 2024-11-19 13:29:36,470 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-18 2024-11-19 13:29:36,476 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-18 2024-11-19 13:29:36,483 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-18 2024-11-19 13:29:36,491 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-18 2024-11-19 13:29:36,498 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-18 2024-11-19 13:29:36,501 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-18 2024-11-19 13:29:36,504 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-18 2024-11-19 13:29:36,506 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-18 2024-11-19 13:29:36,510 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 2024-11-19 13:29:36,513 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 2024-11-19 13:29:36,515 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-18 2024-11-19 13:29:36,517 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-18 2024-11-19 13:29:36,520 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-18 2024-11-19 13:29:36,522 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 13:29:36,527 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 13:29:36,529 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:29:36,530 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:29:36,533 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:29:36,535 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:29:36,538 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:29:36,543 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:29:36,547 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:29:36,553 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:29:36,559 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 13:29:36,563 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 13:29:36,565 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-18 2024-11-19 13:29:36,567 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-18 2024-11-19 13:29:36,569 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-17 2024-11-19 13:29:36,573 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-18 2024-11-19 13:29:36,577 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-18 2024-11-19 13:29:36,579 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 13:29:36,581 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 13:29:36,584 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-18 2024-11-19 13:29:36,586 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 13:29:36,588 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 13:29:36,594 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 2024-11-19 13:29:36,596 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-18 2024-11-19 13:29:36,597 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:29:36,600 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-18 2024-11-19 13:29:36,602 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:29:36,604 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:29:36,606 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:29:36,610 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:29:36,613 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-19 13:29:36,614 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-19 13:29:36,616 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:29:36,618 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:29:36,621 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-19 13:29:36,624 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-19 13:29:36,628 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-19 13:29:36,630 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-19 13:29:36,633 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-19 13:29:36,635 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,637 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:29:36,640 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-19 13:29:36,644 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-19 13:29:36,645 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-19 13:29:36,647 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-19 13:29:36,649 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-19 13:29:36,651 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-19 13:29:36,653 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-19 13:29:36,655 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-19 13:29:36,662 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,665 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,669 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,672 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,678 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,680 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,684 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,685 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,687 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,692 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,695 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,697 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,698 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-19 13:29:36,700 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-19 13:29:36,702 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-19 13:29:36,704 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-19 13:29:36,710 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-19 13:29:36,712 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-19 13:29:36,713 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-19 13:29:36,715 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,717 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,719 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,722 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-19 13:29:36,727 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-19 13:29:36,729 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-19 13:29:36,731 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:29:36,732 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-19 13:29:36,734 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-19 13:29:36,736 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:29:36,742 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-19 13:29:36,744 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-19 13:29:36,745 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-19 13:29:36,748 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-19 13:29:36,749 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-19 13:29:36,752 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-19 13:29:36,754 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-19 13:29:36,758 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-19 13:29:36,761 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-19 13:29:36,763 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-19 13:29:36,764 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-19 13:29:36,767 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-19 13:29:36,769 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-19 13:29:36,772 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-15 2024-11-19 13:29:36,777 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-15 2024-11-19 13:29:36,779 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-19 13:29:36,780 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-19 13:29:36,783 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-19 13:29:36,784 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-19 13:29:36,787 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-19 13:29:36,792 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-19 13:29:36,797 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-19 13:29:36,799 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,801 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:29:36,803 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:29:36,806 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,810 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,813 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,815 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,816 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,817 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,821 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,825 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:29:36,828 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,830 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:29:36,833 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,834 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:29:36,836 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,840 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-19 13:29:36,844 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,845 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,847 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,849 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,850 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,852 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-19 13:29:36,854 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,858 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,861 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,863 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,864 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,867 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,868 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,870 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,875 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,877 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,879 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,881 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,882 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,885 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,887 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,889 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,894 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,896 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,898 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,900 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,903 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,906 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,912 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:29:36,914 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,917 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:29:36,920 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,927 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,929 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,932 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,934 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,938 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:29:36,943 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,946 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,949 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,951 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,955 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,960 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:29:36,964 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,965 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,968 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,971 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,976 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,979 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,982 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,986 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,993 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,997 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:36,999 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,001 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,005 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,011 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,014 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,017 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,020 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,028 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,030 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,032 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,036 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:29:37,039 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-18 2024-11-19 13:29:37,044 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 2024-11-19 13:29:37,046 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 2024-11-19 13:29:37,050 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 2024-11-19 13:29:37,053 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 2024-11-19 13:29:37,056 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 2024-11-19 13:29:37,061 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-19 13:29:37,064 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-19 13:29:37,065 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-19 13:29:37,068 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-19 13:29:37,071 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 2024-11-19 13:29:37,077 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 2024-11-19 13:29:37,080 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 2024-11-19 13:29:37,090 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-19 13:29:37,095 - my_logger - INFO - 删除预警的特征前数据量：(2515, 504) 2024-11-19 13:29:37,098 - my_logger - INFO - 删除预警的特征后数据量：(2515, 435) 2024-11-19 13:29:37,099 - my_logger - INFO - 上传预警信息 2024-11-19 13:29:37,232 - my_logger - INFO - 预警上传中... 2024-11-19 13:29:37,232 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIwMzAxNzcsImp0aSI6ImQwNTk3NjFhYmRmMjQ2MTI5NmMyZjMyZmFhOGQ4Y2QzIn0.AxbBfzAGmhQog2GBlEyqz17-mQ0fggByYFyqp5Gc2sw 2024-11-19 13:29:37,233 - my_logger - INFO - warning_data:{'funcModule': '原油特征停更预警', 'funcOperation': '原油特征停更预警', 'data': {'WARNING_TYPE_NAME': '特征数据停更预警test', 'WARNING_CONTENT': ' 停更周期 预警日期 最后更新时间 更新周期 特征名称\n 2218 2018-10-27 2018-10-24 1.0 西北欧即期Brent211利润\n 1023 2022-02-03 2022-01-31 1.0 W-B活跃合约价差\n 1023 2022-02-03 2022-01-31 1.0 B-W活跃合约价差\n 734 2022-11-19 2022-11-16 1.0 Brent/迪拜原油升贴水\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 美国RBOB期货2309月份合约价格\n 293 2024-02-03 2024-01-31 1.0 美国墨西哥湾87#汽油现货价格\n 265 2024-03-02 2024-02-28 1.0 Ebob连1合约\n 223 2024-04-13 2024-04-10 1.0 中国航班执行数\n 91 2024-08-23 2024-08-20 1.0 Kpler-海运在途原油\n 86 2023-04-15 2023-03-31 7.0 原油：开工率：东北地区：独立炼厂（周）\n 68 2023-08-19 2023-08-04 7.0 原油：港口库存：中国（周）\n 30 2024-05-13 2024-04-28 7.0 中东-巴林周度原油海运出口\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）超季节性/3年\n 23 2024-06-29 2024-06-14 7.0 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 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\n 23 2024-06-29 2024-06-14 7.0 美国:炼油厂的投入与使用情况:开工率:当周值\n 22 2023-10-09 2023-08-27 21.0 中东-也门周度原油海运出口\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30收盘价滞后1天\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(结算B)\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(结算B)\n 18 2024-08-05 2024-07-21 7.0 全球原油库存（剔除富查伊拉）\n 13 2024-09-09 2024-08-25 7.0 Kpler-美国原油净进口（周度）\n 8 2024-10-12 2024-09-27 7.0 美国墨西哥湾原油钻机数\n 7 2024-10-19 2024-10-04 7.0 美国汽油产量占比\n 7 2024-10-19 2024-10-04 7.0 美国柴油产量占比\n 6 2024-11-16 2024-11-13 1.0 丙烷CFR华南/布伦特原油比价\n 6 2024-11-16 2024-11-13 1.0 国内马瑞与SC比价\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：重质：DES价：委内瑞拉（日）\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：现货价：山东（日）\n 5 2024-11-17 2024-11-14 1.0 OMAN原油：中质：远期现货DES价：山东（日）\n 4 2024-11-18 2024-11-15 1.0 Midland原油现货价格\n 4 2024-11-18 2024-11-15 1.0 WTI原油Cushing-C1\n 4 2024-11-18 2024-11-15 1.0 HO近12月合约均价裂解\n 4 2024-11-18 2024-11-15 1.0 HO近12月合约均价\n 4 2024-11-18 2024-11-15 1.0 Suezmax：阿拉伯海湾-地中海\n 4 2024-11-18 2024-11-15 1.0 VLCC:中东-中国\n 4 2024-11-18 2024-11-15 1.0 ICEBrentc14\n 4 2024-11-18 2024-11-15 1.0 HO连12合约\n 4 2024-11-18 2024-11-15 1.0 欧洲柴油现货价格\n 4 2024-11-18 2024-11-15 1.0 DFL(即期布伦特-布伦特期货C1）\n 4 2024-11-18 2024-11-15 1.0 LLS-Brent价差\n 4 2024-11-18 2024-11-15 1.0 DFL(Dated-主力布伦特）\n 4 2024-11-18 2024-11-15 1.0 lmcads03lmecomdty\n 4 2024-11-18 2024-11-15 1.0 美国MEH轻原油现货价格（美湾）\n 4 2024-11-18 2024-11-15 1.0 美国MARS原油现货价格\n 4 2024-11-18 2024-11-15 1.0 美湾低硫柴油现货价格\n 4 2024-11-18 2024-11-15 1.0 WTI原油现货价格Cushing\n 4 2024-11-18 2024-11-15 1.0 美国MARS贴水（WTI）\n 4 2024-11-18 2024-11-15 1.0 LLS原油现货价格\n 3 2024-11-18 2024-11-03 7.0 南美-多巴哥岛周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 越南周度原油海运进口\n 3 2024-11-18 2024-11-03 7.0 南非周度原油海运进口\n 3 2024-11-18 2024-11-03 7.0 缅甸周度原油海运进口\n 3 2024-11-18 2024-11-03 7.0 文莱周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 马来西亚周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 中西非-加蓬周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 北非-苏丹周度原油海运出口\n 2 2024-11-20 2024-11-17 1.0 SCc1-SCc2(夜盘)滞后1天\n 1 None 0.0 OmanFOBM2\n 1 None 0.0 OmanFOBM3\n 1 None 0.0 OmanFOBM4', 'WARNING_DATE': '2024-11-19 13:29:37'}} 2024-11-19 13:29:37,631 - my_logger - INFO - 上传预警信息成功 2024-11-19 13:29:37,633 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 435) 2024-11-19 13:29:38,108 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 434) 2024-11-19 13:29:38,111 - my_logger - INFO - 删除预测列为空值的行后数据量：(1779, 434) 2024-11-19 13:29:38,115 - my_logger - INFO - 删除全为空值的列后数据量：(1779, 363) 2024-11-19 13:29:42,563 - my_logger - INFO - 日度(231) 周度(130) 月度(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 226 C2403128043 227 C2403150124 228 FVHCM1 INDEX 229 GC1 COMB Comdty 230 C2404167855 [231 rows x 3 columns] 2024-11-19 13:29:42,581 - my_logger - INFO - 特征信息：总共有360个,日度(231),周度(130),月度(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 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： 2024-11-19 13:29:42,583 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 13:29:44,195 - my_logger - INFO - 开始训练模型... 2024-11-19 13:29:44,214 - my_logger - INFO - Training set head: 2024-11-19 13:29:44,214 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 2849 2018-01-02 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 2848 2018-01-03 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 2847 2018-01-04 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 336 2018-01-05 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 2846 2018-01-08 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 378 columns] 2024-11-19 13:29:44,541 - my_logger - INFO - Testing set head: 2024-11-19 13:29:44,542 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 8789 2019-05-21 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 8788 2019-05-22 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 8787 2019-05-23 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 264 2019-05-24 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 8786 2019-05-27 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 378 columns] 2024-11-19 13:36:08,107 - my_logger - INFO - 读取本地数据：dataset\原油指标数据.xlsx 2024-11-19 13:36:08,107 - my_logger - INFO - getdata接收：dataset\原油指标数据.xlsx date 2024-11-19 13:36:52,991 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:36:52,995 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:36:52,997 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:36:52,999 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-19 13:36:53,001 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:36:53,002 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-19 13:36:53,006 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-19 13:36:53,009 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-19 13:36:53,012 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-19 13:36:53,014 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-19 13:36:53,016 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-19 13:36:53,020 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-19 13:36:53,022 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:36:53,023 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:36:53,025 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-19 13:36:53,026 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-19 13:36:53,029 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-19 13:36:53,031 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-19 13:36:53,032 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-19 13:36:53,037 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-19 13:36:53,040 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-19 13:36:53,041 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 13:36:53,043 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:36:53,045 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-19 13:36:53,048 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:36:53,052 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:36:53,054 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:36:53,055 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:36:53,057 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-19 13:36:53,059 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-19 13:36:53,061 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-19 13:36:53,064 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-19 13:36:53,067 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-19 13:36:53,070 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:36:53,071 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:36:53,073 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-18 2024-11-19 13:36:53,075 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:36:53,076 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:36:53,079 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-18 2024-11-19 13:36:53,082 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-18 2024-11-19 13:36:53,085 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-18 2024-11-19 13:36:53,087 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-18 2024-11-19 13:36:53,089 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-18 2024-11-19 13:36:53,090 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-18 2024-11-19 13:36:53,092 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 2024-11-19 13:36:53,093 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 2024-11-19 13:36:53,096 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 2024-11-19 13:36:53,102 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 2024-11-19 13:36:53,105 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-18 2024-11-19 13:36:53,107 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-18 2024-11-19 13:36:53,108 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-15 2024-11-19 13:36:53,110 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-15 2024-11-19 13:36:53,117 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:36:53,120 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:36:53,122 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-18 2024-11-19 13:36:53,123 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:36:53,125 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-18 2024-11-19 13:36:53,127 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-18 2024-11-19 13:36:53,130 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-18 2024-11-19 13:36:53,135 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-18 2024-11-19 13:36:53,137 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-18 2024-11-19 13:36:53,138 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-18 2024-11-19 13:36:53,140 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-18 2024-11-19 13:36:53,142 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-18 2024-11-19 13:36:53,144 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-18 2024-11-19 13:36:53,147 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:36:53,151 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-18 2024-11-19 13:36:53,152 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-18 2024-11-19 13:36:53,153 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-18 2024-11-19 13:36:53,155 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-18 2024-11-19 13:36:53,157 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-19 13:36:53,159 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 2024-11-19 13:36:53,162 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 2024-11-19 13:36:53,167 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 2024-11-19 13:36:53,168 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 2024-11-19 13:36:53,170 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 2024-11-19 13:36:53,172 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 2024-11-19 13:36:53,173 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 2024-11-19 13:36:53,176 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 2024-11-19 13:36:53,177 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-18 2024-11-19 13:36:53,179 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-18 2024-11-19 13:36:53,184 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-19 13:36:53,186 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-19 13:36:53,188 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-19 13:36:53,189 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-19 13:36:53,191 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-18 2024-11-19 13:36:53,193 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-18 2024-11-19 13:36:53,195 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-18 2024-11-19 13:36:53,198 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-19 2024-11-19 13:36:53,201 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-18 2024-11-19 13:36:53,203 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-19 13:36:53,204 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-19 13:36:53,206 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-19 13:36:53,207 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-19 13:36:53,209 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-19 13:36:53,212 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-19 13:36:53,216 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-19 13:36:53,218 - my_logger - INFO - Column y was last updated at 2024-11-18 2024-11-19 13:36:53,219 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 2024-11-19 13:36:53,221 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 2024-11-19 13:36:53,222 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 2024-11-19 13:36:53,223 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 2024-11-19 13:36:53,226 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 2024-11-19 13:36:53,228 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 2024-11-19 13:36:53,232 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 2024-11-19 13:36:53,235 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-18 2024-11-19 13:36:53,236 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-18 2024-11-19 13:36:53,238 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-18 2024-11-19 13:36:53,240 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-18 2024-11-19 13:36:53,241 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-18 2024-11-19 13:36:53,243 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-18 2024-11-19 13:36:53,246 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-18 2024-11-19 13:36:53,250 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-15 2024-11-19 13:36:53,252 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 2024-11-19 13:36:53,254 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 2024-11-19 13:36:53,256 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,258 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,261 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,263 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-19 2024-11-19 13:36:53,267 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,269 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,271 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,272 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,274 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,276 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-18 2024-11-19 13:36:53,280 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:36:53,284 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:36:53,287 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-18 2024-11-19 13:36:53,288 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 2024-11-19 13:36:53,290 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 2024-11-19 13:36:53,292 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 2024-11-19 13:36:53,294 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-18 2024-11-19 13:36:53,296 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,300 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,303 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,306 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-18 2024-11-19 13:36:53,308 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-19 13:36:53,310 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 2024-11-19 13:36:53,312 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 2024-11-19 13:36:53,316 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:36:53,318 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:36:53,320 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:36:53,321 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-18 2024-11-19 13:36:53,323 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,325 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,327 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,328 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 13:36:53,333 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-19 13:36:53,336 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:36:53,338 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:36:53,339 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-18 2024-11-19 13:36:53,341 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:36:53,347 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:36:53,353 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-19 13:36:53,355 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-19 13:36:53,356 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:36:53,358 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-19 13:36:53,359 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:36:53,361 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:36:53,363 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-19 13:36:53,367 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-19 13:36:53,368 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-19 13:36:53,370 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:36:53,372 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-19 13:36:53,373 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-19 13:36:53,375 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-19 13:36:53,376 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,378 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-19 13:36:53,381 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,383 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-19 13:36:53,385 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-19 13:36:53,386 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-19 13:36:53,387 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-19 13:36:53,389 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-19 13:36:53,391 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-19 13:36:53,392 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-19 13:36:53,394 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-19 13:36:53,398 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-19 13:36:53,400 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-19 13:36:53,402 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-19 13:36:53,403 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,405 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,408 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,410 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,412 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,415 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,418 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,419 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,422 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 13:36:53,423 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-19 13:36:53,425 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-19 13:36:53,426 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,428 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,432 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-19 13:36:53,433 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-19 13:36:53,436 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,438 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 2024-11-19 13:36:53,439 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-18 2024-11-19 13:36:53,441 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-18 2024-11-19 13:36:53,443 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-18 2024-11-19 13:36:53,446 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-18 2024-11-19 13:36:53,449 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-19 13:36:53,452 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-19 13:36:53,453 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-18 2024-11-19 13:36:53,458 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-18 2024-11-19 13:36:53,461 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-18 2024-11-19 13:36:53,467 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:36:53,470 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:36:53,472 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:36:53,474 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-18 2024-11-19 13:36:53,476 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-18 2024-11-19 13:36:53,477 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-18 2024-11-19 13:36:53,480 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-18 2024-11-19 13:36:53,483 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-18 2024-11-19 13:36:53,485 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-18 2024-11-19 13:36:53,486 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-18 2024-11-19 13:36:53,488 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-18 2024-11-19 13:36:53,489 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-18 2024-11-19 13:36:53,491 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-18 2024-11-19 13:36:53,492 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-18 2024-11-19 13:36:53,494 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-18 2024-11-19 13:36:53,497 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-18 2024-11-19 13:36:53,501 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-18 2024-11-19 13:36:53,502 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-18 2024-11-19 13:36:53,504 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-18 2024-11-19 13:36:53,505 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-15 2024-11-19 13:36:53,507 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-18 2024-11-19 13:36:53,508 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 2024-11-19 13:36:53,510 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-18 2024-11-19 13:36:53,512 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-18 2024-11-19 13:36:53,516 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 2024-11-19 13:36:53,518 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-15 2024-11-19 13:36:53,521 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-18 2024-11-19 13:36:53,522 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-18 2024-11-19 13:36:53,523 - my_logger - INFO - Column DFL was last updated at 2024-11-18 2024-11-19 13:36:53,525 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-18 2024-11-19 13:36:53,527 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-19 2024-11-19 13:36:53,528 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-18 2024-11-19 13:36:53,533 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-18 2024-11-19 13:36:53,535 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-19 13:36:53,537 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-18 2024-11-19 13:36:53,539 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-18 2024-11-19 13:36:53,540 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-18 2024-11-19 13:36:53,542 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-18 2024-11-19 13:36:53,543 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-18 2024-11-19 13:36:53,546 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 2024-11-19 13:36:53,550 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-18 2024-11-19 13:36:53,552 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-19 2024-11-19 13:36:53,554 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-19 13:36:53,556 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-19 2024-11-19 13:36:53,557 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-19 2024-11-19 13:36:53,559 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-15 2024-11-19 13:36:53,562 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-19 13:36:53,564 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-18 2024-11-19 13:36:53,568 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-19 2024-11-19 13:36:53,569 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-19 2024-11-19 13:36:53,571 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-18 2024-11-19 13:36:53,574 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-19 2024-11-19 13:36:53,576 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-18 2024-11-19 13:36:53,581 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-15 2024-11-19 13:36:53,585 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-15 2024-11-19 13:36:53,588 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-15 2024-11-19 13:36:53,590 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-15 2024-11-19 13:36:53,593 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-18 2024-11-19 13:36:53,596 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-15 2024-11-19 13:36:53,600 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-19 13:36:53,601 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-15 2024-11-19 13:36:53,603 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-19 13:36:53,605 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-18 2024-11-19 13:36:53,607 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-18 2024-11-19 13:36:53,609 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-18 2024-11-19 13:36:53,610 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-19 13:36:53,612 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-18 2024-11-19 13:36:53,616 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-18 2024-11-19 13:36:53,618 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-19 2024-11-19 13:36:53,620 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-18 2024-11-19 13:36:53,621 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-18 2024-11-19 13:36:53,623 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-18 2024-11-19 13:36:53,625 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-18 2024-11-19 13:36:53,627 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-18 2024-11-19 13:36:53,629 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-19 13:36:53,633 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 2024-11-19 13:36:53,635 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 2024-11-19 13:36:53,636 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 2024-11-19 13:36:53,638 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 2024-11-19 13:36:53,639 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 2024-11-19 13:36:53,642 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 2024-11-19 13:36:53,644 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 2024-11-19 13:36:53,648 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-11 2024-11-19 13:36:53,651 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-11 2024-11-19 13:36:53,653 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-18 2024-11-19 13:36:53,653 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-15 2024-11-19 13:36:53,657 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-18 2024-11-19 13:36:53,659 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-18 2024-11-19 13:36:53,660 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-18 2024-11-19 13:36:53,662 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-18 2024-11-19 13:36:53,666 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-18 2024-11-19 13:36:53,669 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-18 2024-11-19 13:36:53,671 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-18 2024-11-19 13:36:53,672 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-18 2024-11-19 13:36:53,673 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-18 2024-11-19 13:36:53,675 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 2024-11-19 13:36:53,678 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 2024-11-19 13:36:53,682 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-18 2024-11-19 13:36:53,684 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-18 2024-11-19 13:36:53,685 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-18 2024-11-19 13:36:53,687 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 13:36:53,689 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-18 2024-11-19 13:36:53,691 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:36:53,692 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:36:53,695 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:36:53,699 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-19 2024-11-19 13:36:53,702 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:36:53,703 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:36:53,705 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:36:53,707 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-18 2024-11-19 13:36:53,709 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,710 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,712 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-18 2024-11-19 13:36:53,716 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-18 2024-11-19 13:36:53,719 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-17 2024-11-19 13:36:53,721 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-18 2024-11-19 13:36:53,723 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-18 2024-11-19 13:36:53,725 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 13:36:53,725 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-18 2024-11-19 13:36:53,728 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-18 2024-11-19 13:36:53,732 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 13:36:53,734 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-18 2024-11-19 13:36:53,736 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 2024-11-19 13:36:53,737 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-18 2024-11-19 13:36:53,740 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-18 2024-11-19 13:36:53,741 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-18 2024-11-19 13:36:53,743 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:36:53,745 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:36:53,749 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:36:53,752 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-19 13:36:53,753 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-19 13:36:53,755 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-19 13:36:53,756 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-19 13:36:53,759 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:36:53,760 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-19 13:36:53,763 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-19 13:36:53,767 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-19 13:36:53,769 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-19 13:36:53,770 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-19 13:36:53,772 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,774 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:36:53,775 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-19 13:36:53,777 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-19 13:36:53,780 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-19 13:36:53,784 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-19 13:36:53,786 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-19 13:36:53,788 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-19 13:36:53,789 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-19 13:36:53,791 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-19 13:36:53,793 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,795 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,800 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,802 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,804 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,805 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,807 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,809 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,810 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,814 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,819 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,821 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,823 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-19 13:36:53,825 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-19 13:36:53,827 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-19 13:36:53,831 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-19 13:36:53,834 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-19 13:36:53,835 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-19 13:36:53,837 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-19 13:36:53,839 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,840 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,843 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,845 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-19 13:36:53,849 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-19 13:36:53,852 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-19 13:36:53,854 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-19 13:36:53,855 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-19 13:36:53,856 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-19 13:36:53,859 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-19 13:36:53,860 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-19 13:36:53,862 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-19 13:36:53,866 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-19 13:36:53,869 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-19 13:36:53,870 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-19 13:36:53,871 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-19 13:36:53,874 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-19 13:36:53,875 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-19 13:36:53,877 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-19 13:36:53,879 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-19 13:36:53,883 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-19 13:36:53,885 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-19 13:36:53,887 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-19 13:36:53,889 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-15 2024-11-19 13:36:53,890 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-15 2024-11-19 13:36:53,892 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-19 13:36:53,893 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-19 13:36:53,896 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-19 13:36:53,901 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-19 13:36:53,902 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-19 13:36:53,905 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-19 13:36:53,906 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-19 13:36:53,908 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:53,909 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:36:53,912 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:36:53,915 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:53,951 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:53,965 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:53,988 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:53,991 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:53,995 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:53,998 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,001 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:36:54,018 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,023 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:36:54,026 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,030 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-19 13:36:54,034 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,035 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-19 13:36:54,037 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,039 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,040 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,043 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,046 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,051 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-19 13:36:54,054 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,056 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,058 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,059 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,062 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,066 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,067 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,069 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,070 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,072 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,074 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,075 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,077 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,079 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,083 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,085 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,086 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,087 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,089 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,091 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,092 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,095 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,098 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-19 13:36:54,102 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,103 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:36:54,105 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,106 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,109 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,110 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,112 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,115 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:36:54,117 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,119 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,122 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,123 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,125 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,127 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-19 13:36:54,129 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,133 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,134 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,136 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,138 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,139 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,141 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,142 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,144 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,146 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,150 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,152 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,155 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,157 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,159 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,162 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,167 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,171 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,173 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,175 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,176 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-19 13:36:54,178 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-18 2024-11-19 13:36:54,183 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 2024-11-19 13:36:54,185 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 2024-11-19 13:36:54,187 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 2024-11-19 13:36:54,189 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 2024-11-19 13:36:54,191 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 2024-11-19 13:36:54,192 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-19 13:36:54,194 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-19 13:36:54,201 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-19 13:36:54,202 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-19 13:36:54,203 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 2024-11-19 13:36:54,206 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 2024-11-19 13:36:54,207 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 2024-11-19 13:36:54,215 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-19 13:36:54,217 - my_logger - INFO - 删除预警的特征前数据量：(2515, 504) 2024-11-19 13:36:54,221 - my_logger - INFO - 删除预警的特征后数据量：(2515, 438) 2024-11-19 13:36:54,222 - my_logger - INFO - 上传预警信息 2024-11-19 13:36:54,346 - my_logger - INFO - 预警上传中... 2024-11-19 13:36:54,346 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIwMzA2MTQsImp0aSI6IjUxNWJjMWE1MzE5MTQ2OTU4N2VkZDIzZTZjYzg1ZjBiIn0.l5oRzdXI93Jl0i2xDvWWrtwNJM-RzIb1EQazp6jlN20 2024-11-19 13:36:54,347 - my_logger - INFO - warning_data:{'funcModule': '原油特征停更预警', 'funcOperation': '原油特征停更预警', 'data': {'WARNING_TYPE_NAME': '特征数据停更预警test', 'WARNING_CONTENT': ' 停更周期 预警日期 最后更新时间 更新周期 特征名称\n 2218 2018-10-27 2018-10-24 1.0 西北欧即期Brent211利润\n 1023 2022-02-03 2022-01-31 1.0 B-W活跃合约价差\n 1023 2022-02-03 2022-01-31 1.0 W-B活跃合约价差\n 734 2022-11-19 2022-11-16 1.0 Brent/迪拜原油升贴水\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 美国RBOB期货2309月份合约价格\n 293 2024-02-03 2024-01-31 1.0 美国墨西哥湾87#汽油现货价格\n 265 2024-03-02 2024-02-28 1.0 Ebob连1合约\n 223 2024-04-13 2024-04-10 1.0 中国航班执行数\n 91 2024-08-23 2024-08-20 1.0 Kpler-海运在途原油\n 86 2023-04-15 2023-03-31 7.0 原油：开工率：东北地区：独立炼厂（周）\n 68 2023-08-19 2023-08-04 7.0 原油：港口库存：中国（周）\n 30 2024-05-13 2024-04-28 7.0 中东-巴林周度原油海运出口\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）超季节性/3年\n 23 2024-06-29 2024-06-14 7.0 美国:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 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\n 22 2023-10-09 2023-08-27 21.0 中东-也门周度原油海运出口\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30收盘价滞后1天\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(结算B)\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(结算B)\n 18 2024-08-05 2024-07-21 7.0 全球原油库存（剔除富查伊拉）\n 13 2024-09-09 2024-08-25 7.0 Kpler-美国原油净进口（周度）\n 8 2024-10-12 2024-09-27 7.0 美国墨西哥湾原油钻机数\n 7 2024-10-19 2024-10-04 7.0 美国汽油产量占比\n 7 2024-10-19 2024-10-04 7.0 美国柴油产量占比\n 6 2024-11-16 2024-11-13 1.0 丙烷CFR华南/布伦特原油比价\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：现货价：山东（日）\n 6 2024-11-16 2024-11-13 1.0 国内马瑞与SC比价\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：重质：DES价：委内瑞拉（日）\n 5 2024-11-17 2024-11-14 1.0 OMAN原油：中质：远期现货DES价：山东（日）\n 4 2024-11-18 2024-11-15 1.0 美国MARS贴水（WTI）\n 4 2024-11-18 2024-11-15 1.0 VLCC:中东-中国\n 4 2024-11-18 2024-11-15 1.0 Suezmax：阿拉伯海湾-地中海\n 4 2024-11-18 2024-11-15 1.0 美国MEH轻原油现货价格（美湾）\n 4 2024-11-18 2024-11-15 1.0 美国MARS原油现货价格\n 4 2024-11-18 2024-11-15 1.0 LLS-Brent价差\n 4 2024-11-18 2024-11-15 1.0 HO近12月合约均价裂解\n 4 2024-11-18 2024-11-15 1.0 HO近12月合约均价\n 4 2024-11-18 2024-11-15 1.0 LLS原油现货价格\n 4 2024-11-18 2024-11-15 1.0 HO连12合约\n 4 2024-11-18 2024-11-15 1.0 DFL(Dated-主力布伦特）\n 4 2024-11-18 2024-11-15 1.0 DFL(即期布伦特-布伦特期货C1）\n 4 2024-11-18 2024-11-15 1.0 ICEBrentc14\n 4 2024-11-18 2024-11-15 1.0 WTI原油Cushing-C1\n 4 2024-11-18 2024-11-15 1.0 美湾低硫柴油现货价格\n 4 2024-11-18 2024-11-15 1.0 Midland原油现货价格\n 4 2024-11-18 2024-11-15 1.0 欧洲柴油现货价格\n 4 2024-11-18 2024-11-15 1.0 WTI原油现货价格Cushing\n 4 2024-11-18 2024-11-15 1.0 lmcads03lmecomdty\n 3 2024-11-18 2024-11-03 7.0 北非-苏丹周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 文莱周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 中西非-加蓬周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 马来西亚周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 南美-多巴哥岛周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 缅甸周度原油海运进口\n 3 2024-11-18 2024-11-03 7.0 南非周度原油海运进口\n 3 2024-11-18 2024-11-03 7.0 越南周度原油海运进口\n 2 2024-11-20 2024-11-17 1.0 SCc1-SCc2(夜盘)滞后1天', 'WARNING_DATE': '2024-11-19 13:36:54'}} 2024-11-19 13:36:54,877 - my_logger - INFO - 上传预警信息成功 2024-11-19 13:36:54,879 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 438) 2024-11-19 13:36:55,365 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 434) 2024-11-19 13:36:55,369 - my_logger - INFO - 删除预测列为空值的行后数据量：(1779, 434) 2024-11-19 13:36:55,374 - my_logger - INFO - 删除全为空值的列后数据量：(1779, 363) 2024-11-19 13:36:59,136 - my_logger - INFO - 日度(231) 周度(130) 月度(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 226 C2403128043 227 C2403150124 228 FVHCM1 INDEX 229 GC1 COMB Comdty 230 C2404167855 [231 rows x 3 columns] 2024-11-19 13:36:59,151 - my_logger - INFO - 特征信息：总共有360个,日度(231),周度(130),月度(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 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： 2024-11-19 13:36:59,152 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 13:37:00,256 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '73.3' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 13:37:00,260 - my_logger - INFO - 开始训练模型... 2024-11-19 13:37:00,272 - my_logger - INFO - Training set head: 2024-11-19 13:37:00,272 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 2513 2018-01-02 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 2512 2018-01-03 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 2511 2018-01-04 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 2510 2018-01-05 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 2507 2018-01-08 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 378 columns] 2024-11-19 13:37:00,536 - my_logger - INFO - Testing set head: 2024-11-19 13:37:00,537 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 2009 2019-05-21 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 2008 2019-05-22 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 2007 2019-05-23 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 2006 2019-05-24 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 2003 2019-05-27 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 378 columns] 2024-11-19 16:14:33,948 - my_logger - INFO - 从eta获取数据... 2024-11-19 16:14:33,948 - my_logger - INFO - 从eta获取数据... 2024-11-19 16:15:52,753 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:15:52,753 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:15:52,754 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:15:52,754 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:16:23,304 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:16:23,304 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:16:23,891 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:16:23,891 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:16:23,894 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:16:23,894 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:16:23,898 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:16:23,898 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:16:26,574 - my_logger - INFO - 日度(219) 周度(94) 168天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:16:26,574 - my_logger - INFO - 日度(219) 周度(94) 168天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:16:26,608 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),168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： 2024-11-19 16:16:26,608 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),168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： 2024-11-19 16:16:26,611 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:16:26,611 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:16:27,683 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:16:27,683 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:16:27,687 - my_logger - INFO - 开始训练模型... 2024-11-19 16:16:27,687 - my_logger - INFO - 开始训练模型... 2024-11-19 16:16:27,687 - my_logger - INFO - 模型训练完成 2024-11-19 16:16:27,687 - my_logger - INFO - 模型训练完成 2024-11-19 16:16:27,688 - my_logger - INFO - 训练数据绘图ing 2024-11-19 16:16:27,688 - my_logger - INFO - 训练数据绘图ing 2024-11-19 16:16:29,005 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 16:16:29,005 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 16:16:30,766 - my_logger - INFO - 训练数据绘图end 2024-11-19 16:16:30,766 - my_logger - INFO - 训练数据绘图end 2024-11-19 16:16:30,767 - my_logger - INFO - 制作报告ing 2024-11-19 16:16:30,767 - my_logger - INFO - 制作报告ing 2024-11-19 16:16:30,919 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 16:16:30,919 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 16:16:33,209 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 16:16:33,209 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 16:16:33,211 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 16:16:33,211 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 16:16:35,408 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 16:16:35,408 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 16:16:35,409 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 16:16:35,409 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 16:16:37,991 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 16:16:37,991 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 16:16:37,993 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 16:16:37,993 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 16:16:40,012 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 16:16:40,012 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 16:16:40,014 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 16:16:40,014 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 16:16:42,085 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 16:16:42,085 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 16:16:42,087 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 16:16:42,087 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 16:16:42,626 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 16:16:42,626 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 16:16:42,627 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 16:16:42,627 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 16:16:44,661 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 16:16:44,661 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 16:16:44,663 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 16:16:44,663 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 16:16:44,988 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 16:16:44,988 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 16:16:48,434 - my_logger - INFO - 制作报告end 2024-11-19 16:16:48,434 - my_logger - INFO - 制作报告end 2024-11-19 16:16:48,435 - my_logger - INFO - 模型训练完成 2024-11-19 16:16:48,435 - my_logger - INFO - 模型训练完成 2024-11-19 16:27:46,496 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:27:46,496 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:27:46,497 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:27:46,497 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:29:08,350 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:29:08,350 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:29:09,230 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:29:09,230 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:29:09,235 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:29:09,235 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:29:09,239 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:29:09,239 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:29:14,418 - my_logger - INFO - 日度(219) 周度(94) 21天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:29:14,418 - my_logger - INFO - 日度(219) 周度(94) 21天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:29:14,487 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),21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： 2024-11-19 16:29:14,487 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),21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： 2024-11-19 16:29:14,489 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:29:14,489 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:29:15,407 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:29:15,407 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:29:15,410 - my_logger - INFO - 开始训练模型... 2024-11-19 16:29:15,410 - my_logger - INFO - 开始训练模型... 2024-11-19 16:29:15,412 - my_logger - INFO - 模型训练完成 2024-11-19 16:29:15,412 - my_logger - INFO - 模型训练完成 2024-11-19 16:29:15,413 - my_logger - INFO - 训练数据绘图ing 2024-11-19 16:29:15,413 - my_logger - INFO - 训练数据绘图ing 2024-11-19 16:29:18,036 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 16:29:18,036 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 16:29:21,429 - my_logger - INFO - 训练数据绘图end 2024-11-19 16:29:21,429 - my_logger - INFO - 训练数据绘图end 2024-11-19 16:29:21,429 - my_logger - INFO - 制作报告ing 2024-11-19 16:29:21,429 - my_logger - INFO - 制作报告ing 2024-11-19 16:29:21,639 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 16:29:21,639 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 16:29:25,628 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 16:29:25,628 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 16:29:25,631 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 16:29:25,631 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 16:29:29,962 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 16:29:29,962 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 16:29:29,964 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 16:29:29,964 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 16:29:34,145 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 16:29:34,145 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 16:29:34,147 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 16:29:34,147 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 16:29:38,835 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 16:29:38,835 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 16:29:38,838 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 16:29:38,838 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 16:29:42,982 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 16:29:42,982 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 16:29:42,985 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 16:29:42,985 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 16:29:44,017 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 16:29:44,017 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 16:29:44,019 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 16:29:44,019 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 16:29:46,905 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 16:29:46,905 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 16:29:46,907 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 16:29:46,907 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 16:29:47,554 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 16:29:47,554 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 16:29:53,347 - my_logger - INFO - 制作报告end 2024-11-19 16:29:53,347 - my_logger - INFO - 制作报告end 2024-11-19 16:29:53,348 - my_logger - INFO - 模型训练完成 2024-11-19 16:29:53,348 - my_logger - INFO - 模型训练完成 2024-11-19 16:30:59,746 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:30:59,746 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:30:59,748 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:30:59,748 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:32:28,484 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:32:28,484 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:32:29,550 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:32:29,550 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:32:29,554 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:32:29,554 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:32:29,561 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:32:29,561 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:32:34,950 - my_logger - INFO - 日度(219) 周度(94) 168天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:32:34,950 - my_logger - INFO - 日度(219) 周度(94) 168天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:32:35,025 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),168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： 2024-11-19 16:32:35,025 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),168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： 2024-11-19 16:32:35,028 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:32:35,028 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:32:36,083 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:32:36,083 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:32:36,086 - my_logger - INFO - 开始训练模型... 2024-11-19 16:32:36,086 - my_logger - INFO - 开始训练模型... 2024-11-19 16:32:36,088 - my_logger - INFO - 模型训练完成 2024-11-19 16:32:36,088 - my_logger - INFO - 模型训练完成 2024-11-19 16:32:36,089 - my_logger - INFO - 训练数据绘图ing 2024-11-19 16:32:36,089 - my_logger - INFO - 训练数据绘图ing 2024-11-19 16:32:38,710 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 16:32:38,710 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 16:32:42,254 - my_logger - INFO - 训练数据绘图end 2024-11-19 16:32:42,254 - my_logger - INFO - 训练数据绘图end 2024-11-19 16:32:42,255 - my_logger - INFO - 制作报告ing 2024-11-19 16:32:42,255 - my_logger - INFO - 制作报告ing 2024-11-19 16:32:42,468 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 16:32:42,468 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 16:32:46,566 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 16:32:46,566 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 16:32:46,573 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 16:32:46,573 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 16:32:51,307 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 16:32:51,307 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 16:32:51,309 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 16:32:51,309 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 16:32:55,792 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 16:32:55,792 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 16:32:55,795 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 16:32:55,795 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 16:33:01,050 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 16:33:01,050 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 16:33:01,053 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 16:33:01,053 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 16:33:05,628 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 16:33:05,628 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 16:33:05,630 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 16:33:05,630 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 16:33:06,716 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 16:33:06,716 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 16:33:06,719 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 16:33:06,719 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 16:33:10,018 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 16:33:10,018 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 16:33:10,020 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 16:33:10,020 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 16:33:10,820 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 16:33:10,820 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 16:33:16,716 - my_logger - INFO - 制作报告end 2024-11-19 16:33:16,716 - my_logger - INFO - 制作报告end 2024-11-19 16:33:16,717 - my_logger - INFO - 模型训练完成 2024-11-19 16:33:16,717 - my_logger - INFO - 模型训练完成 2024-11-19 16:34:37,006 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:34:37,006 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:34:37,008 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:34:37,008 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:36:06,729 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:36:06,729 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:36:07,586 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:36:07,586 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:36:07,590 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:36:07,590 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:36:07,595 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:36:07,595 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:36:12,947 - my_logger - INFO - 日度(219) 周度(94) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:36:12,947 - my_logger - INFO - 日度(219) 周度(94) 84天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:36:13,038 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),84天(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 3. 删除近两月不再更新值的指标 4. 非日度数据填充为日度数据，填充规则： -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 数据特征相关性分析： 2024-11-19 16:36:13,038 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),84天(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 3. 删除近两月不再更新值的指标 4. 非日度数据填充为日度数据，填充规则： -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 数据特征相关性分析： 2024-11-19 16:36:13,040 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:36:13,040 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:36:13,954 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:36:13,954 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:37:37,765 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:37:37,765 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:37:37,768 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:37:37,768 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:39:09,361 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:39:09,361 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:39:10,276 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:39:10,276 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:39:10,281 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:39:10,281 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:39:10,286 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:39:10,286 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:39:15,685 - my_logger - INFO - 日度(219) 周度(94) 49天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:39:15,685 - my_logger - INFO - 日度(219) 周度(94) 49天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:39:15,759 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),49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： 2024-11-19 16:39:15,759 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),49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： 2024-11-19 16:39:15,761 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:39:15,761 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:39:16,797 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:39:16,797 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:39:49,539 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:39:49,539 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:48:21,787 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:48:21,787 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx 2024-11-19 16:48:21,789 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:48:21,789 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date 2024-11-19 16:48:57,297 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:48:57,297 - my_logger - INFO - 删除两月不更新特征前数据量：(2515, 354) 2024-11-19 16:48:57,759 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:48:57,759 - my_logger - INFO - 删除两月不更新特征后数据量：(2515, 315) 2024-11-19 16:48:57,764 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:48:57,764 - my_logger - INFO - 删除预测列为空值的行后数据量：(771, 315) 2024-11-19 16:48:57,767 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:48:57,767 - my_logger - INFO - 删除全为空值的列后数据量：(771, 315) 2024-11-19 16:48:59,738 - my_logger - INFO - 日度(219) 周度(94) 21天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:48:59,738 - my_logger - INFO - 日度(219) 周度(94) 21天(1) 0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） 2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） 3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） 4 煤制聚丙烯利润 PP看空情绪指数环差 .. ... ... ... 214 PE期货收盘价 215 PP连续-1月 216 PP连续-5月 217 PP连续-9月 218 y [219 rows x 3 columns] 2024-11-19 16:48:59,751 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),21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： 2024-11-19 16:48:59,751 - my_logger - INFO - 特征信息：总共有312个,日度(219),周度(94),21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： 2024-11-19 16:48:59,755 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:48:59,755 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-19 16:49:12,428 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:49:12,428 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' 2024-11-19 16:49:51,530 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:49:51,530 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:50:44,447 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:50:44,447 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:52:59,904 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:52:59,904 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:54:22,267 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:54:22,267 - my_logger - INFO - 今天是周一，更新预测模型 2024-11-19 16:54:22,300 - my_logger - INFO - 最近20天预测残差最低的模型名称：NHITS 2024-11-19 16:54:22,300 - my_logger - INFO - 最近20天预测残差最低的模型名称：NHITS 2024-11-19 17:08:22,549 - my_logger - INFO - 开始训练模型... 2024-11-19 17:08:22,549 - my_logger - INFO - 开始训练模型... 2024-11-19 17:08:27,380 - my_logger - INFO - 模型训练完成 2024-11-19 17:08:27,380 - my_logger - INFO - 模型训练完成 2024-11-19 17:08:27,384 - my_logger - INFO - 训练数据绘图ing 2024-11-19 17:08:27,384 - my_logger - INFO - 训练数据绘图ing 2024-11-19 17:08:28,454 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 17:08:28,454 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 17:08:30,651 - my_logger - INFO - 训练数据绘图end 2024-11-19 17:08:30,651 - my_logger - INFO - 训练数据绘图end 2024-11-19 17:08:38,711 - my_logger - INFO - 制作报告ing 2024-11-19 17:08:38,711 - my_logger - INFO - 制作报告ing 2024-11-19 17:08:38,888 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 17:08:38,888 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 2024-11-19 17:08:41,357 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 17:08:41,357 - my_logger - INFO - 价差类指标的相关性总和为：11.045084254496823 2024-11-19 17:08:41,359 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 17:08:41,359 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-19 17:08:43,624 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 17:08:43,624 - my_logger - INFO - 价格类指标的相关性总和为：91.9826336555467 2024-11-19 17:08:43,626 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 17:08:43,626 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-19 17:08:45,836 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 17:08:45,836 - my_logger - INFO - 供应类指标的相关性总和为：19.676577761750373 2024-11-19 17:08:45,838 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 17:08:45,838 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-19 17:08:47,949 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 17:08:47,949 - my_logger - INFO - 其他类指标的相关性总和为：12.061155519572203 2024-11-19 17:08:47,951 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 17:08:47,951 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-19 17:08:50,380 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 17:08:50,380 - my_logger - INFO - 库存类指标的相关性总和为：11.265124823866078 2024-11-19 17:08:50,384 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 17:08:50,384 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-19 17:08:50,915 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 17:08:50,915 - my_logger - INFO - 进出口类指标的相关性总和为：1.621285695326623 2024-11-19 17:08:50,917 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 17:08:50,917 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-19 17:08:52,415 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 17:08:52,415 - my_logger - INFO - 需求类指标的相关性总和为：6.76636659497056 2024-11-19 17:08:52,418 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 17:08:52,418 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-19 17:08:52,788 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 17:08:52,788 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-19 17:08:55,983 - my_logger - INFO - 制作报告end 2024-11-19 17:08:55,983 - my_logger - INFO - 制作报告end 2024-11-19 17:08:55,986 - my_logger - INFO - 模型训练完成 2024-11-19 17:08:55,986 - my_logger - INFO - 模型训练完成 2024-11-19 18:12:18,831 - my_logger - INFO - 模型训练完成 2024-11-19 18:12:18,831 - my_logger - INFO - 模型训练完成 2024-11-19 18:12:18,837 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:12:18,837 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:13:08,569 - my_logger - INFO - 模型训练完成 2024-11-19 18:13:08,569 - my_logger - INFO - 模型训练完成 2024-11-19 18:13:08,572 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:13:08,572 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:14:08,296 - my_logger - INFO - 模型训练完成 2024-11-19 18:14:08,296 - my_logger - INFO - 模型训练完成 2024-11-19 18:14:08,332 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:14:08,332 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:14:10,122 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 18:14:10,122 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' 2024-11-19 18:14:37,406 - my_logger - INFO - 模型训练完成 2024-11-19 18:14:37,406 - my_logger - INFO - 模型训练完成 2024-11-19 18:14:37,412 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:14:37,412 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:15:08,384 - my_logger - INFO - 模型训练完成 2024-11-19 18:15:08,384 - my_logger - INFO - 模型训练完成 2024-11-19 18:15:08,387 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:15:08,387 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:15:41,733 - my_logger - INFO - 模型训练完成 2024-11-19 18:15:41,733 - my_logger - INFO - 模型训练完成 2024-11-19 18:15:41,737 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:15:41,737 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:16:37,016 - my_logger - INFO - 模型训练完成 2024-11-19 18:16:37,016 - my_logger - INFO - 模型训练完成 2024-11-19 18:16:37,021 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:16:37,021 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:17:07,852 - my_logger - INFO - 模型训练完成 2024-11-19 18:17:07,852 - my_logger - INFO - 模型训练完成 2024-11-19 18:17:07,857 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:17:07,857 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:20:21,874 - my_logger - INFO - 模型训练完成 2024-11-19 18:20:21,874 - my_logger - INFO - 模型训练完成 2024-11-19 18:20:21,878 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:20:21,878 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:20:23,056 - my_logger - INFO - 训练数据绘图end 2024-11-19 18:20:23,056 - my_logger - INFO - 训练数据绘图end 2024-11-19 18:24:37,395 - my_logger - INFO - 模型训练完成 2024-11-19 18:24:37,395 - my_logger - INFO - 模型训练完成 2024-11-19 18:24:37,400 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:24:37,400 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:25:15,837 - my_logger - INFO - 模型训练完成 2024-11-19 18:25:15,837 - my_logger - INFO - 模型训练完成 2024-11-19 18:25:15,842 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:25:15,842 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:25:16,991 - my_logger - INFO - 训练数据绘图end 2024-11-19 18:25:16,991 - my_logger - INFO - 训练数据绘图end 2024-11-19 18:26:27,771 - my_logger - INFO - 模型训练完成 2024-11-19 18:26:27,771 - my_logger - INFO - 模型训练完成 2024-11-19 18:26:27,777 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:26:27,777 - my_logger - INFO - 训练数据绘图ing 2024-11-19 18:26:29,029 - my_logger - INFO - 训练数据绘图end 2024-11-19 18:26:29,029 - my_logger - INFO - 训练数据绘图end 2024-11-20 10:50:48,031 - my_logger - INFO - 棰勮涓婁紶涓... 2024-11-20 10:50:48,037 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIxMDcwNDUsImp0aSI6ImM0Njk5ZGY3YWYwMTQ1Y2I4NWUzYjJhZTg2ZjMzYzRiIn0.EuDSlyPRNA3ULUyNHCKpj2nZCCyRqpOY72A_qkoSkJs 2024-11-20 10:50:48,039 - my_logger - INFO - warning_data:{'funcModule': '鍘熸补鐗瑰緛鍋滄洿棰勮', 'funcOperation': '鍘熸补鐗瑰緛鍋滄洿棰勮', 'data': {'WARNING_TYPE_NAME': '鐗瑰緛鏁版嵁鍋滄洿棰勮', 'WARNING_CONTENT': ' 鍋滄洿鍛ㄦ湡 棰勮鏃ユ湡 鏈鍚庢洿鏂版椂闂 鏇存柊鍛ㄦ湡 鐗瑰緛鍚嶇О\n 2218 2018-10-27 2018-10-24 1.0 瑗垮寳娆у嵆鏈烞rent211鍒╂鼎\n 1023 2022-02-03 2022-01-31 1.0 B-W娲昏穬鍚堢害浠峰樊\n 1023 2022-02-03 2022-01-31 1.0 W-B娲昏穬鍚堢害浠峰樊\n 734 2022-11-19 2022-11-16 1.0 Brent/杩嫓鍘熸补鍗囪创姘碶n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 缇庡浗RBOB鏈熻揣2309鏈堜唤鍚堢害浠锋牸\n 293 2024-02-03 2024-01-31 1.0 缇庡浗澧ㄨタ鍝ユ咕87#姹芥补鐜拌揣浠锋牸\n 265 2024-03-02 2024-02-28 1.0 Ebob杩1鍚堢害\n 223 2024-04-13 2024-04-10 1.0 涓浗鑸彮鎵ц鏁癨n 91 2024-08-23 2024-08-20 1.0 Kpler-娴疯繍鍦ㄩ斿師娌筡n 86 2023-04-15 2023-03-31 7.0 鍘熸补锛氬紑宸ョ巼锛氫笢鍖楀湴鍖猴細鐙珛鐐煎巶锛堝懆锛塡n 68 2023-08-19 2023-08-04 7.0 鍘熸补锛氭腐鍙ｅ簱瀛橈細涓浗锛堝懆锛塡n 30 2024-05-13 2024-04-28 7.0 涓笢-宸存灄鍛ㄥ害鍘熸补娴疯繍鍑哄彛\n 26 2024-06-08 2024-05-24 7.0 鍘熸补锛氬北涓滄腐鍙ｏ細搴撳瓨锛氭柊鍙ｅ緞锛堝懆锛塡n 26 2024-06-08 2024-05-24 7.0 鍘熸补锛氬北涓滄腐鍙ｏ細搴撳瓨锛氭柊鍙ｅ緞锛堝懆锛夎秴瀛ｈ妭鎬/3骞碶n 23 2024-06-29 2024-06-14 7.0 缇庡浗:鐐兼补鍘傜殑鎶曞叆涓庝娇鐢ㄦ儏鍐:寮宸ョ巼:褰撳懆鍊糪n 23 2024-06-29 2024-06-14 7.0 缇庡浗:澧ㄨタ鍝ユ咕娌垮哺:鐐兼补鍘傜殑鎶曞叆涓庝娇鐢ㄦ儏鍐:寮宸ョ巼:褰撳懆鍊糪n 23 2024-06-29 2024-06-14 7.0 缇庡浗:娲涘熀灞卞湴鍖:鐐兼补鍘傜殑鎶曞叆涓庝娇鐢ㄦ儏鍐:寮宸ョ巼:褰撳懆鍊糪n 23 2024-06-29 2024-06-14 7.0 缇庡浗:瑗挎捣宀稿湴鍖:鐐兼补鍘傜殑鎶曞叆涓庝娇鐢ㄦ儏鍐:寮宸ョ巼:褰撳懆鍊糪n 23 2024-06-29 2024-06-14 7.0 缇庡浗:涓滄捣宀稿湴鍖:鐐兼补鍘傜殑鎶曞叆涓庝娇鐢ㄦ儏鍐:寮宸ョ巼:褰撳懆鍊糪n 23 2024-06-29 2024-06-14 7.0 缇庡浗:涓タ閮ㄥ湴鍖:鐐兼补鍘傜殑鎶曞叆涓庝娇鐢ㄦ儏鍐:寮宸ョ巼:褰撳懆鍊糪n 22 2023-10-09 2023-08-27 21.0 涓笢-涔熼棬鍛ㄥ害鍘熸补娴疯繍鍑哄彛\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30鏀剁洏浠锋粸鍚1澶‐n 20 2024-11-02 2024-10-30 1.0 Brentc202:30鏀剁洏浠锋粸鍚1澶‐n 20 2024-11-02 2024-10-30 1.0 EFSc102:30鏀剁洏浠锋粸鍚1澶‐n 20 2024-11-02 2024-10-30 1.0 EFSc202:30鏀剁洏浠锋粸鍚1澶‐n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(缁撶畻B)\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(缁撶畻B)\n 18 2024-08-05 2024-07-21 7.0 鍏ㄧ悆鍘熸补搴撳瓨锛堝墧闄ゅ瘜鏌ヤ紛鎷夛級\n 13 2024-09-09 2024-08-25 7.0 Kpler-缇庡浗鍘熸补鍑杩涘彛锛堝懆搴︼級\n 8 2024-10-12 2024-09-27 7.0 缇庡浗澧ㄨタ鍝ユ咕鍘熸补閽绘満鏁癨n 7 2024-10-19 2024-10-04 7.0 缇庡浗鏌存补浜ч噺鍗犳瘮\n 7 2024-10-19 2024-10-04 7.0 缇庡浗姹芥补浜ч噺鍗犳瘮\n 6 2024-11-16 2024-11-13 1.0 椹憺鍘熸补锛氶噸璐細DES浠凤細濮斿唴鐟炴媺锛堟棩锛塡n 6 2024-11-16 2024-11-13 1.0 涓欑兎CFR鍗庡崡/甯冧鸡鐗瑰師娌规瘮浠穃n 6 2024-11-16 2024-11-13 1.0 鍥藉唴椹憺涓嶴C姣斾环\n 6 2024-11-16 2024-11-13 1.0 椹憺鍘熸补锛氱幇璐т环锛氬北涓滐紙鏃ワ級\n 5 2024-11-17 2024-11-14 1.0 OMAN鍘熸补锛氫腑璐細杩滄湡鐜拌揣DES浠凤細灞变笢锛堟棩锛', 'WARNING_DATE': '2024-11-20 10:50:47'}} 2024-11-20 14:29:35,536 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 14:29:35,536 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 14:29:35,540 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 14:29:35,540 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 14:32:02,307 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 14:32:02,307 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 14:32:02,310 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 14:32:02,310 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 14:35:46,689 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 14:35:46,689 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 14:35:46,695 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 14:35:46,695 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 14:36:44,623 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 14:36:44,623 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 14:39:58,504 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 14:39:58,504 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 14:40:55,408 - my_logger - INFO - 璺宠繃鎸囨爣 PE澶氬ご涓嶱P绌哄ご姣斾緥鍜 2024-11-20 14:40:55,408 - my_logger - INFO - 璺宠繃鎸囨爣 PE澶氬ご涓嶱P绌哄ご姣斾緥鍜 2024-11-20 14:40:55,414 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20澶氬崟閲 2024-11-20 14:40:55,414 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20澶氬崟閲 2024-11-20 14:40:55,420 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20绌哄崟閲 2024-11-20 14:40:55,420 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20绌哄崟閲 2024-11-20 14:41:24,965 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] 2024-11-20 14:41:24,965 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] 2024-11-20 14:41:24,973 - my_logger - INFO - lmcads03 lme comdty 2024-11-20 14:41:24,973 - my_logger - INFO - lmcads03 lme comdty 2024-11-20 14:41:25,541 - my_logger - INFO - GC1 COMB Comdty 2024-11-20 14:41:25,541 - my_logger - INFO - GC1 COMB Comdty 2024-11-20 14:41:26,365 - my_logger - INFO - C2404171822 2024-11-20 14:41:26,365 - my_logger - INFO - C2404171822 2024-11-20 14:41:27,382 - my_logger - INFO - dxy curncy 2024-11-20 14:41:27,382 - my_logger - INFO - dxy curncy 2024-11-20 14:41:28,202 - my_logger - INFO - S5443199 2024-11-20 14:41:28,202 - my_logger - INFO - S5443199 2024-11-20 14:41:28,608 - my_logger - INFO - S5479800 2024-11-20 14:41:28,608 - my_logger - INFO - S5479800 2024-11-20 14:41:29,044 - my_logger - INFO - S5443108 2024-11-20 14:41:29,044 - my_logger - INFO - S5443108 2024-11-20 14:41:29,460 - my_logger - INFO - H7358586 2024-11-20 14:41:29,460 - my_logger - INFO - H7358586 2024-11-20 14:41:29,728 - my_logger - INFO - LC3FM1 INDEX 2024-11-20 14:41:29,728 - my_logger - INFO - LC3FM1 INDEX 2024-11-20 14:41:30,116 - my_logger - INFO - CNY REGN Curncy 2024-11-20 14:41:30,116 - my_logger - INFO - CNY REGN Curncy 2024-11-20 14:41:31,315 - my_logger - INFO - s0105897 2024-11-20 14:41:31,315 - my_logger - INFO - s0105897 2024-11-20 14:41:32,077 - my_logger - INFO - M0067419 2024-11-20 14:41:32,077 - my_logger - INFO - M0067419 2024-11-20 14:41:32,600 - my_logger - INFO - M0066351 2024-11-20 14:41:32,600 - my_logger - INFO - M0066351 2024-11-20 14:41:33,194 - my_logger - INFO - S0266372 2024-11-20 14:41:33,194 - my_logger - INFO - S0266372 2024-11-20 14:41:33,648 - my_logger - INFO - S0266438 2024-11-20 14:41:33,648 - my_logger - INFO - S0266438 2024-11-20 14:41:34,101 - my_logger - INFO - S0266506 2024-11-20 14:41:34,101 - my_logger - INFO - S0266506 2024-11-20 14:41:34,769 - my_logger - INFO - date PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鑱氫笝鐑搧绫讳环宸細鍏辫仛涓庢媺涓濓紙鍗庝笢锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 ... 灞变笢涓欑儻涓绘祦浠 涓欑兎锛堝北涓滐級 FEI涓欑兎 M1 鍦ㄥ哺浜烘皯甯佹眹鐜 鍗楀崕宸ヤ笟鍝佹寚鏁 PVC鏈熻揣涓诲姏 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE鏈熻揣鏀剁洏浠 PP杩炵画-1鏈 PP杩炵画-5鏈 PP杩炵画-9鏈 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 14:41:34,769 - my_logger - INFO - date PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鑱氫笝鐑搧绫讳环宸細鍏辫仛涓庢媺涓濓紙鍗庝笢锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 ... 灞变笢涓欑儻涓绘祦浠 涓欑兎锛堝北涓滐級 FEI涓欑兎 M1 鍦ㄥ哺浜烘皯甯佹眹鐜 鍗楀崕宸ヤ笟鍝佹寚鏁 PVC鏈熻揣涓诲姏 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE鏈熻揣鏀剁洏浠 PP杩炵画-1鏈 PP杩炵画-5鏈 PP杩炵画-9鏈 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 14:44:05,780 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 14:44:05,780 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 14:44:06,932 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 14:44:06,932 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 14:44:06,938 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 14:44:06,938 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 14:44:06,946 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 14:44:06,946 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 14:44:10,722 - my_logger - INFO - 鏃ュ害(218) 6澶(1) 鍛ㄥ害(93) 105澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 BOPP寮宸ョ巼(闅嗕紬)鍚屽樊 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 4 columns] 2024-11-20 14:44:10,722 - my_logger - INFO - 鏃ュ害(218) 6澶(1) 鍛ㄥ害(93) 105澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 BOPP寮宸ョ巼(闅嗕紬)鍚屽樊 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 4 columns] 2024-11-20 14:44:10,770 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),6澶(1),鍛ㄥ害(93),105澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 14:44:10,770 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),6澶(1),鍛ㄥ害(93),105澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 14:44:10,773 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 14:44:10,773 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 14:44:12,508 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 14:44:12,508 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 14:44:12,549 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 14:44:12,549 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 14:44:12,679 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 14:44:12,679 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 14:44:12,686 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 14:44:12,686 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 15:30:39,001 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:30:39,001 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:36:20,004 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:36:20,004 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:37:15,898 - my_logger - INFO - 璺宠繃鎸囨爣 PE澶氬ご涓嶱P绌哄ご姣斾緥鍜 2024-11-20 15:37:15,898 - my_logger - INFO - 璺宠繃鎸囨爣 PE澶氬ご涓嶱P绌哄ご姣斾緥鍜 2024-11-20 15:37:15,902 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20澶氬崟閲 2024-11-20 15:37:15,902 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20澶氬崟閲 2024-11-20 15:37:15,904 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20绌哄崟閲 2024-11-20 15:37:15,904 - my_logger - INFO - 璺宠繃鎸囨爣 PP2409鍓20绌哄崟閲 2024-11-20 15:37:42,083 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] 2024-11-20 15:37:42,083 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] 2024-11-20 15:37:42,089 - my_logger - INFO - lmcads03 lme comdty 2024-11-20 15:37:42,089 - my_logger - INFO - lmcads03 lme comdty 2024-11-20 15:37:42,570 - my_logger - INFO - GC1 COMB Comdty 2024-11-20 15:37:42,570 - my_logger - INFO - GC1 COMB Comdty 2024-11-20 15:37:43,415 - my_logger - INFO - C2404171822 2024-11-20 15:37:43,415 - my_logger - INFO - C2404171822 2024-11-20 15:37:44,379 - my_logger - INFO - dxy curncy 2024-11-20 15:37:44,379 - my_logger - INFO - dxy curncy 2024-11-20 15:37:45,115 - my_logger - INFO - S5443199 2024-11-20 15:37:45,115 - my_logger - INFO - S5443199 2024-11-20 15:37:45,525 - my_logger - INFO - S5479800 2024-11-20 15:37:45,525 - my_logger - INFO - S5479800 2024-11-20 15:37:46,001 - my_logger - INFO - S5443108 2024-11-20 15:37:46,001 - my_logger - INFO - S5443108 2024-11-20 15:37:46,417 - my_logger - INFO - H7358586 2024-11-20 15:37:46,417 - my_logger - INFO - H7358586 2024-11-20 15:37:46,658 - my_logger - INFO - LC3FM1 INDEX 2024-11-20 15:37:46,658 - my_logger - INFO - LC3FM1 INDEX 2024-11-20 15:37:47,008 - my_logger - INFO - CNY REGN Curncy 2024-11-20 15:37:47,008 - my_logger - INFO - CNY REGN Curncy 2024-11-20 15:37:48,022 - my_logger - INFO - s0105897 2024-11-20 15:37:48,022 - my_logger - INFO - s0105897 2024-11-20 15:37:48,697 - my_logger - INFO - M0067419 2024-11-20 15:37:48,697 - my_logger - INFO - M0067419 2024-11-20 15:37:49,170 - my_logger - INFO - M0066351 2024-11-20 15:37:49,170 - my_logger - INFO - M0066351 2024-11-20 15:37:49,651 - my_logger - INFO - S0266372 2024-11-20 15:37:49,651 - my_logger - INFO - S0266372 2024-11-20 15:37:50,073 - my_logger - INFO - S0266438 2024-11-20 15:37:50,073 - my_logger - INFO - S0266438 2024-11-20 15:37:50,461 - my_logger - INFO - S0266506 2024-11-20 15:37:50,461 - my_logger - INFO - S0266506 2024-11-20 15:37:51,004 - my_logger - INFO - date PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鑱氫笝鐑搧绫讳环宸細鍏辫仛涓庢媺涓濓紙鍗庝笢锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 ... 灞变笢涓欑儻涓绘祦浠 涓欑兎锛堝北涓滐級 FEI涓欑兎 M1 鍦ㄥ哺浜烘皯甯佹眹鐜 鍗楀崕宸ヤ笟鍝佹寚鏁 PVC鏈熻揣涓诲姏 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE鏈熻揣鏀剁洏浠 PP杩炵画-1鏈 PP杩炵画-5鏈 PP杩炵画-9鏈 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 15:37:51,004 - my_logger - INFO - date PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 \ 6556 2024-11-20 NaN NaN NaN 6462 2024-11-19 NaN NaN NaN 950 2024-11-18 NaN NaN NaN 6557 2024-11-17 NaN NaN NaN 6558 2024-11-16 NaN NaN NaN 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 鑱氫笝鐑搧绫讳环宸細鍏辫仛涓庢媺涓濓紙鍗庝笢锛 鐓ゅ埗鑱氫笝鐑埄娑 PP绮夋枡锛堝北涓滐級/鎷兼帴 BOPP锛氭垚鏈細涓浗锛堟棩锛 \ 6556 NaN NaN NaN NaN NaN 6462 NaN NaN NaN NaN NaN 950 NaN NaN -1183.0 NaN NaN 6557 NaN NaN NaN NaN NaN 6558 NaN NaN NaN NaN NaN PP鏃犵汉甯冪敓浜ф垚鏈紙鏃ワ級 ... 灞变笢涓欑儻涓绘祦浠 涓欑兎锛堝北涓滐級 FEI涓欑兎 M1 鍦ㄥ哺浜烘皯甯佹眹鐜 鍗楀崕宸ヤ笟鍝佹寚鏁 PVC鏈熻揣涓诲姏 \ 6556 NaN ... NaN NaN NaN NaN NaN NaN 6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN 950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 6557 NaN ... NaN NaN NaN NaN NaN NaN 6558 NaN ... NaN NaN NaN NaN NaN NaN PE鏈熻揣鏀剁洏浠 PP杩炵画-1鏈 PP杩炵画-5鏈 PP杩炵画-9鏈 6556 NaN NaN NaN NaN 6462 NaN NaN NaN NaN 950 NaN NaN NaN NaN 6557 NaN NaN NaN NaN 6558 NaN NaN NaN NaN [5 rows x 357 columns] 2024-11-20 15:39:10,907 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 15:39:10,907 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 15:39:11,529 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 15:39:11,529 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 15:39:11,537 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:39:11,537 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:39:11,543 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:39:11,543 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:39:13,727 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 84澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 15:39:13,727 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 84澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 15:39:13,739 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),84澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 15:39:13,739 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),84澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 15:39:13,743 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 15:39:13,743 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 15:39:14,694 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 15:39:14,694 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 15:39:14,732 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 15:39:14,732 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 15:39:14,807 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 15:39:14,807 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 15:39:14,817 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 15:39:14,817 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 15:53:34,022 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:53:34,022 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:54:17,075 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:54:17,075 - my_logger - INFO - 浠巈ta鑾峰彇鏁版嵁... 2024-11-20 15:54:33,897 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 15:54:33,897 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 15:54:33,898 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 15:54:33,898 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 15:55:12,401 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 15:55:12,401 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 15:55:12,777 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 15:55:12,777 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 15:55:12,781 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:55:12,781 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:55:12,785 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:55:12,785 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 15:55:14,220 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 112澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 15:55:14,220 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 112澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 15:55:14,233 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),112澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 15:55:14,233 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),112澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 15:55:14,235 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 15:55:14,235 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 15:55:15,045 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 15:55:15,045 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 15:55:15,082 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 15:55:15,082 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 15:55:15,172 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 15:55:15,172 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 15:55:15,179 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 15:55:15,179 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 15:56:13,617 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 15:56:13,617 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 15:56:13,628 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 15:56:13,628 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 15:56:15,628 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 15:56:15,628 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 15:56:18,463 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 15:56:18,463 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 16:08:02,536 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:08:02,536 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:08:02,546 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:08:02,546 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:08:31,365 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:08:31,365 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:08:31,375 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:08:31,375 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:16:20,931 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:16:20,931 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:16:20,942 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:16:20,942 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:18:02,876 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 16:18:02,876 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 16:18:09,464 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:18:09,464 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:18:09,475 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:18:09,475 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:19:59,819 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:19:59,819 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:19:59,855 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:19:59,855 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:29:29,224 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:29:29,224 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:29:29,232 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:29:29,232 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:31:15,273 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:31:15,273 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:31:15,281 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:31:15,281 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:32:12,430 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:32:12,430 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 16:32:12,437 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:32:12,437 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 16:32:51,174 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 16:32:51,174 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 16:32:54,841 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 16:32:54,841 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 17:00:33,088 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:00:33,088 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:00:33,097 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:00:33,097 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:02:11,068 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:02:11,068 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:02:11,086 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:02:11,086 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:13:51,742 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:13:51,742 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:13:51,750 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:13:51,750 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:25:53,045 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:25:53,045 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:25:53,056 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:25:53,056 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:34:18,009 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:34:18,009 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:34:18,019 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:34:18,019 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:37:57,485 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:37:57,485 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:37:57,493 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:37:57,493 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:39:34,532 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:39:34,532 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:39:34,541 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:39:34,541 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:46:26,255 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:46:26,255 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:46:26,262 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:46:26,262 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:46:50,803 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 17:46:50,803 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 17:46:50,805 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 17:46:50,805 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 17:48:20,278 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 17:48:20,278 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 17:48:21,238 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 17:48:21,238 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 17:48:21,246 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:48:21,246 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:48:21,251 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:48:21,251 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:48:25,313 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 112澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 17:48:25,313 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 112澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 17:48:25,343 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),112澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 17:48:25,343 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),112澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 17:48:25,346 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 17:48:25,346 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 17:48:26,188 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 17:48:26,188 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' 2024-11-20 17:49:13,075 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 17:49:13,075 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 17:49:19,542 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:49:19,542 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:49:19,548 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:49:19,548 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:50:48,629 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:50:48,629 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:50:48,635 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:50:48,635 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:52:31,637 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 17:52:31,637 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-20 17:52:31,639 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 17:52:31,639 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-20 17:53:01,502 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 17:53:01,502 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-20 17:53:01,886 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 17:53:01,886 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 314) 2024-11-20 17:53:01,891 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:53:01,891 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:53:01,894 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:53:01,894 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 314) 2024-11-20 17:53:03,262 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 84澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 17:53:03,262 - my_logger - INFO - 鏃ュ害(218) 鍛ㄥ害(94) 84澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 213 PE鏈熻揣鏀剁洏浠 214 PP杩炵画-1鏈 215 PP杩炵画-5鏈 216 PP杩炵画-9鏈 217 y [218 rows x 3 columns] 2024-11-20 17:53:03,275 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),84澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 17:53:03,275 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈311涓,鏃ュ害(218),鍛ㄥ害(94),84澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-20 17:53:03,277 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 17:53:03,277 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-20 17:53:03,960 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 17:53:03,960 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-20 17:53:04,039 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:53:04,039 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:53:04,044 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:53:04,044 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:54:22,592 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:54:22,592 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 17:54:26,171 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 17:54:26,171 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:01:14,148 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:01:14,148 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:01:14,157 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:01:14,157 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:01:51,916 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:01:51,916 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:01:51,926 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:01:51,926 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:03:23,321 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:03:23,321 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:03:23,331 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:03:23,331 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:08:10,910 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:08:10,910 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:08:10,920 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:08:10,920 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:09:30,758 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:09:30,758 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:09:30,767 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:09:30,767 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:10:22,625 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:10:22,625 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:10:22,636 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:10:22,636 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:11:11,097 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:11:11,097 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:11:11,108 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:11:11,108 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:15:06,226 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:15:06,226 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:15:06,235 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:15:06,235 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:17:34,624 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:17:34,624 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:17:34,631 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:17:34,631 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:19:16,902 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:19:16,902 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:19:16,908 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:19:16,908 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:20:55,276 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:20:55,276 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:20:55,286 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:20:55,286 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:22:25,477 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:22:25,477 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:22:25,487 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:22:25,487 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:23:22,386 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:23:22,386 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:23:22,396 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:23:22,396 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:26:39,826 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:26:39,826 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:26:39,843 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:26:39,843 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:31:58,890 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:31:58,890 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:31:58,902 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:31:58,902 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:33:19,060 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:33:19,060 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:33:19,073 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:33:19,073 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:34:14,757 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:34:14,757 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:34:14,766 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:34:14,766 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:35:31,659 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:35:31,659 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:35:31,667 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:35:31,667 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:35:35,027 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:35:35,027 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:35:39,824 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:35:39,824 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:37:01,511 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:37:01,511 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:37:01,520 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:37:01,520 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:37:05,172 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:37:05,172 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:37:09,320 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:37:09,320 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:37:33,387 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:37:33,387 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:37:33,393 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:37:33,393 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:37:36,979 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:37:36,979 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:37:41,173 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:37:41,173 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:38:34,067 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:38:34,067 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:38:34,075 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:38:34,075 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:38:37,716 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:38:37,716 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:38:41,989 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:38:41,989 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:39:16,268 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:39:16,268 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-20 18:39:16,280 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:39:16,280 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-20 18:39:19,817 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:39:19,817 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-20 18:39:24,116 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-20 18:39:24,116 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:49:13,630 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-21 09:49:13,630 - my_logger - INFO - 璇诲彇鏈湴鏁版嵁锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx 2024-11-21 09:49:13,632 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-21 09:49:13,632 - my_logger - INFO - getdata鎺ユ敹锛歫uxitingdataset\PP鎸囨爣鏁版嵁.xlsx date 2024-11-21 09:50:40,607 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-21 09:50:40,607 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸墠鏁版嵁閲忥細(2516, 354) 2024-11-21 09:50:41,440 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 312) 2024-11-21 09:50:41,440 - my_logger - INFO - 鍒犻櫎涓ゆ湀涓嶆洿鏂扮壒寰佸悗鏁版嵁閲忥細(2516, 312) 2024-11-21 09:50:41,446 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 312) 2024-11-21 09:50:41,446 - my_logger - INFO - 鍒犻櫎棰勬祴鍒椾负绌哄肩殑琛屽悗鏁版嵁閲忥細(772, 312) 2024-11-21 09:50:41,453 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 312) 2024-11-21 09:50:41,453 - my_logger - INFO - 鍒犻櫎鍏ㄤ负绌哄肩殑鍒楀悗鏁版嵁閲忥細(772, 312) 2024-11-21 09:50:45,398 - my_logger - INFO - 鏃ュ害(216) 鍛ㄥ害(94) 154澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 211 PE鏈熻揣鏀剁洏浠 212 PP杩炵画-1鏈 213 PP杩炵画-5鏈 214 PP杩炵画-9鏈 215 y [216 rows x 3 columns] 2024-11-21 09:50:45,398 - my_logger - INFO - 鏃ュ害(216) 鍛ㄥ害(94) 154澶(1) 0 PP涓诲姏鏀剁洏浠锋嫙鍚堟畫宸/涓欑兎 CP M1 PE娉ㄥ寮宸ョ巼/鍛 涓浗锛氬崕涓滃湴鍖猴細甯傚満骞冲潎浠凤細BOPP鍘氬厜鑶 1 鍗庡崡鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅璺屾瘮渚嬶細涓浗锛堝懆锛 2 鍗庡寳鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅骞虫瘮渚嬶細涓浗锛堝懆锛 3 鍗庝笢鑱氫笝鐑熀宸紙鎶樼洏闈㈡敹鐩樹环锛 PP锛氱湅鍗囨瘮渚嬶細涓浗锛堝懆锛 4 鐓ゅ埗鑱氫笝鐑埄娑 PP鐪嬬┖鎯呯华鎸囨暟鐜樊 .. ... ... ... 211 PE鏈熻揣鏀剁洏浠 212 PP杩炵画-1鏈 213 PP杩炵画-5鏈 214 PP杩炵画-9鏈 215 y [216 rows x 3 columns] 2024-11-21 09:50:45,425 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈309涓,鏃ュ害(216),鍛ㄥ害(94),154澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-21 09:50:45,425 - my_logger - INFO - 鐗瑰緛淇℃伅锛氭诲叡鏈309涓,鏃ュ害(216),鍛ㄥ害(94),154澶(1), 璇︾湅 闄1銆佺壒寰佸垪琛 鏁版嵁鐗瑰緛宸ョ▼锛 1. 鏁版嵁鏃ユ湡鎺掑簭锛屾柊鏃ユ湡鍦ㄦ渶鍚 2. 鍒犻櫎绌哄垪锛岀壒寰佹暟鎹垪娌℃湁鍊硷紝灏卞垹闄 3. 鍒犻櫎杩戜袱鏈堜笉鍐嶆洿鏂板肩殑鎸囨爣 4. 闈炴棩搴︽暟鎹～鍏呬负鏃ュ害鏁版嵁锛屽～鍏呰鍒欙細 -- 鍚戝悗濉厖锛屼妇渚嬶細鍋囪鍛ㄤ簲鍑虹幇涓涓懆搴︽寚鏍囨暟鎹紝閭ｄ箞鍦ㄨ繖涔嬪墠鐨勬暟鎹敤涓婂懆浜旂殑鏁版嵁 -- 鍚戝墠濉厖锛屼妇渚嬶細閲囬泦鏁版嵁寮濮嬫棩鏈熶负2018骞1鏈1鏃ワ紝閭ｄ箞鍛ㄥ害鏁版嵁鍙兘鏄2018骞1鏈3鏃ワ紝閭ｄ箞3鏃ョ殑鏁版嵁鍚戝墠濉厖锛屼娇1鏃2鏃ラ兘鏈夋暟鍊 鏁版嵁鐗瑰緛鐩稿叧鎬у垎鏋愶細 2024-11-21 09:50:45,429 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 09:50:45,429 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 09:50:46,253 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-21 09:50:46,253 - my_logger - INFO - 寮濮嬭缁冩ā鍨... 2024-11-21 09:50:46,370 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:50:46,370 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:50:46,378 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:50:46,378 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:50:50,325 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:50:50,325 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:50:54,939 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:50:54,939 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:50:54,954 - my_logger - INFO - 鍒朵綔鎶ュ憡ing 2024-11-21 09:50:54,954 - my_logger - INFO - 鍒朵綔鎶ュ憡ing 2024-11-21 09:50:55,230 - my_logger - INFO - 寮濮嬬粯鍒朵环宸被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:50:55,230 - my_logger - INFO - 寮濮嬬粯鍒朵环宸被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:50:59,925 - my_logger - INFO - 浠峰樊绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.033279360751804 2024-11-21 09:50:59,925 - my_logger - INFO - 浠峰樊绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.033279360751804 2024-11-21 09:50:59,931 - my_logger - INFO - 寮濮嬬粯鍒朵环鏍肩被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:50:59,931 - my_logger - INFO - 寮濮嬬粯鍒朵环鏍肩被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:04,002 - my_logger - INFO - 浠锋牸绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細89.50783619014288 2024-11-21 09:51:04,002 - my_logger - INFO - 浠锋牸绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細89.50783619014288 2024-11-21 09:51:04,006 - my_logger - INFO - 寮濮嬬粯鍒朵緵搴旂被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:04,006 - my_logger - INFO - 寮濮嬬粯鍒朵緵搴旂被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:08,415 - my_logger - INFO - 渚涘簲绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細19.68970163194788 2024-11-21 09:51:08,415 - my_logger - INFO - 渚涘簲绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細19.68970163194788 2024-11-21 09:51:08,421 - my_logger - INFO - 寮濮嬬粯鍒跺叾浠栫被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:08,421 - my_logger - INFO - 寮濮嬬粯鍒跺叾浠栫被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:12,461 - my_logger - INFO - 鍏朵粬绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細12.062003637554202 2024-11-21 09:51:12,461 - my_logger - INFO - 鍏朵粬绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細12.062003637554202 2024-11-21 09:51:12,465 - my_logger - INFO - 寮濮嬬粯鍒跺簱瀛樼被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:12,465 - my_logger - INFO - 寮濮嬬粯鍒跺簱瀛樼被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:16,669 - my_logger - INFO - 搴撳瓨绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.266242723870176 2024-11-21 09:51:16,669 - my_logger - INFO - 搴撳瓨绫绘寚鏍囩殑鐩稿叧鎬ф诲拰涓猴細11.266242723870176 2024-11-21 09:51:16,673 - my_logger - INFO - 寮濮嬬粯鍒惰繘鍑哄彛绫绘寚鏍囩殑鐩稿叧鎬х洿鏂瑰浘 2024-11-21 09:51:16,673 - my_logger - INFO - 寮濮嬬粯鍒惰繘鍑哄彛绫绘寚鏍囩殑鐩稿叧鎬х洿鏂瑰浘 2024-11-21 09:51:17,772 - my_logger - INFO - 杩涘嚭鍙ｇ被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細1.6205427630454334 2024-11-21 09:51:17,772 - my_logger - INFO - 杩涘嚭鍙ｇ被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細1.6205427630454334 2024-11-21 09:51:17,775 - my_logger - INFO - 寮濮嬬粯鍒堕渶姹傜被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:17,775 - my_logger - INFO - 寮濮嬬粯鍒堕渶姹傜被鎸囨爣鐨勭浉鍏虫х洿鏂瑰浘 2024-11-21 09:51:21,740 - my_logger - INFO - 闇姹傜被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細6.761200339955732 2024-11-21 09:51:21,740 - my_logger - INFO - 闇姹傜被鎸囨爣鐨勭浉鍏虫ф诲拰涓猴細6.761200339955732 2024-11-21 09:51:21,745 - my_logger - INFO - 寮濮嬬粯鍒剁浉鍏虫ф诲拰鐨勬皵娉″浘 2024-11-21 09:51:21,745 - my_logger - INFO - 寮濮嬬粯鍒剁浉鍏虫ф诲拰鐨勬皵娉″浘 2024-11-21 09:51:22,561 - my_logger - INFO - 缁樺埗鐩稿叧鎬ф诲拰鐨勬皵娉″浘缁撴潫 2024-11-21 09:51:22,561 - my_logger - INFO - 缁樺埗鐩稿叧鎬ф诲拰鐨勬皵娉″浘缁撴潫 2024-11-21 09:51:28,000 - my_logger - INFO - 鍒朵綔鎶ュ憡end 2024-11-21 09:51:28,000 - my_logger - INFO - 鍒朵綔鎶ュ憡end 2024-11-21 09:51:28,005 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:51:28,005 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:53:23,805 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:53:23,805 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:53:23,811 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:53:23,811 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:53:27,694 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:53:27,694 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:53:32,390 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:53:32,390 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:54:44,909 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:54:44,909 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:54:44,920 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:54:44,920 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:54:48,743 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:54:48,743 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:54:53,303 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:54:53,303 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:55:32,192 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:55:32,192 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:55:32,203 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:55:32,203 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:55:35,731 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:55:35,731 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:55:39,928 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:55:39,928 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:56:34,060 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:56:34,060 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:56:34,070 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:56:34,070 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:56:38,066 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:56:38,066 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:56:42,717 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:56:42,717 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:57:28,829 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:57:28,829 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:57:28,850 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:57:28,850 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:57:32,689 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:57:32,689 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:57:37,248 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:57:37,248 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:58:31,109 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:58:31,109 - my_logger - INFO - 妯″瀷璁粌瀹屾垚 2024-11-21 09:58:31,116 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:58:31,116 - my_logger - INFO - 璁粌鏁版嵁缁樺浘ing 2024-11-21 09:58:34,834 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:58:34,834 - my_logger - INFO - 鏇存柊鏁版嵁sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 09:58:39,171 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 09:58:39,171 - my_logger - INFO - 璁粌鏁版嵁缁樺浘end 2024-11-21 13:41:19,545 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 13:41:19,547 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 13:42:04,250 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:42:04,254 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:42:04,256 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:42:04,258 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-21 13:42:04,261 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:42:04,262 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:42:04,264 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-21 13:42:04,265 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 13:42:04,267 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 13:42:04,270 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-21 13:42:04,271 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-21 13:42:04,272 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-21 13:42:04,274 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:42:04,275 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:42:04,276 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:42:04,278 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 13:42:04,280 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 13:42:04,283 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 13:42:04,286 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-21 13:42:04,288 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-21 13:42:04,291 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-21 13:42:04,292 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 13:42:04,294 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:42:04,295 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 13:42:04,298 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:42:04,299 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:42:04,302 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:42:04,304 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:42:04,307 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:42:04,316 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-21 13:42:04,320 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-21 13:42:04,324 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 13:42:04,331 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 13:42:04,334 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:42:04,335 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:42:04,338 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:42:04,344 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:42:04,347 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:42:04,351 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:42:04,352 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-21 13:42:04,354 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-21 13:42:04,361 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-21 13:42:04,363 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-21 13:42:04,366 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-21 13:42:04,367 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 13:42:04,369 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 13:42:04,373 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-21 13:42:04,379 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-21 13:42:04,383 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-21 13:42:04,385 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 13:42:04,386 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 13:42:04,387 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:42:04,393 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:42:04,396 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:42:04,398 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-21 13:42:04,399 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 13:42:04,402 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 13:42:04,404 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 13:42:04,407 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 13:42:04,410 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-21 13:42:04,414 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-21 13:42:04,415 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-21 13:42:04,417 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-21 13:42:04,419 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-21 13:42:04,421 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-21 13:42:04,426 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-21 13:42:04,430 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-21 13:42:04,433 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-21 13:42:04,436 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-21 13:42:04,438 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-21 13:42:04,442 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 13:42:04,445 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-21 13:42:04,447 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-21 13:42:04,450 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 13:42:04,454 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-21 13:42:04,457 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-21 13:42:04,462 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-21 13:42:04,464 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-21 13:42:04,467 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-21 13:42:04,468 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-21 13:42:04,470 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-21 13:42:04,472 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-21 13:42:04,477 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-21 13:42:04,479 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 13:42:04,482 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 13:42:04,484 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 13:42:04,485 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-21 13:42:04,487 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-21 13:42:04,489 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-21 13:42:04,493 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-21 13:42:04,497 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 13:42:04,499 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 13:42:04,502 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-21 13:42:04,503 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 13:42:04,504 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 13:42:04,510 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 13:42:04,513 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-21 13:42:04,516 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-21 13:42:04,518 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 13:42:04,520 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-21 13:42:04,523 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-21 13:42:04,529 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-21 13:42:04,531 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-21 13:42:04,533 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-21 13:42:04,535 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-21 13:42:04,535 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-21 13:42:04,538 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-21 13:42:04,544 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-21 13:42:04,546 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-21 13:42:04,548 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-21 13:42:04,551 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-21 13:42:04,553 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-21 13:42:04,555 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-21 13:42:04,561 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-21 13:42:04,563 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-21 13:42:04,565 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-21 13:42:04,567 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 13:42:04,569 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 13:42:04,571 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-21 13:42:04,574 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 13:42:04,580 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-21 13:42:04,583 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:42:04,585 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:42:04,588 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:42:04,593 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-21 13:42:04,596 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:42:04,597 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:42:04,600 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:42:04,601 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-21 13:42:04,603 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-21 13:42:04,606 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-21 13:42:04,611 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 13:42:04,614 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:42:04,616 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:42:04,617 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:42:04,620 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-21 13:42:04,622 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 13:42:04,628 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-21 13:42:04,630 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-21 13:42:04,633 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:42:04,635 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:42:04,637 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:42:04,638 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:42:04,644 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:42:04,646 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:42:04,648 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:42:04,651 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 13:42:04,654 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 13:42:04,655 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:42:04,658 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:42:04,661 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:42:04,665 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:42:04,667 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:42:04,670 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-21 13:42:04,673 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-21 13:42:04,677 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:42:04,681 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-21 13:42:04,685 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:42:04,688 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:42:04,693 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-21 13:42:04,695 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-21 13:42:04,698 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-21 13:42:04,701 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:42:04,702 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 13:42:04,704 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-21 13:42:04,706 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 13:42:04,711 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,714 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-21 13:42:04,715 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,717 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-21 13:42:04,720 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 13:42:04,722 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 13:42:04,728 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 13:42:04,730 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-21 13:42:04,732 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-21 13:42:04,734 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-21 13:42:04,736 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 13:42:04,738 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 13:42:04,743 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 13:42:04,747 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-21 13:42:04,749 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,752 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,753 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,755 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,762 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,763 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,767 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,768 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,769 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 13:42:04,772 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 13:42:04,777 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:42:04,781 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,784 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,785 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-21 13:42:04,786 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:42:04,790 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 13:42:04,794 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-21 13:42:04,810 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-21 13:42:04,815 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-21 13:42:04,831 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-21 13:42:04,845 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-21 13:42:04,861 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 13:42:04,864 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-21 13:42:04,866 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-21 13:42:04,869 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-21 13:42:04,887 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-21 13:42:04,888 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:42:04,893 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:42:04,895 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:42:04,897 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-21 13:42:04,898 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-21 13:42:04,901 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-21 13:42:04,903 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-21 13:42:04,903 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-21 13:42:04,907 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-21 13:42:04,911 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-21 13:42:04,913 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-21 13:42:04,915 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-21 13:42:04,916 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-21 13:42:04,918 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-21 13:42:04,920 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-21 13:42:04,922 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-21 13:42:04,927 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-21 13:42:04,932 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-21 13:42:04,934 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:42:04,936 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-21 13:42:04,937 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-21 13:42:04,940 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-21 13:42:04,943 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-21 13:42:04,946 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 13:42:04,948 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-21 13:42:04,950 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-21 13:42:04,951 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-21 13:42:04,952 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-21 13:42:04,953 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-21 13:42:04,957 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-21 13:42:04,961 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-21 13:42:04,966 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-21 13:42:04,967 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-21 13:42:04,969 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-21 13:42:04,971 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-21 13:42:04,976 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-21 13:42:04,979 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-21 13:42:04,982 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-21 13:42:04,984 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-21 13:42:04,985 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-21 13:42:04,986 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-21 13:42:04,988 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-21 13:42:04,994 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-21 13:42:04,996 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-21 13:42:04,997 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-21 13:42:04,998 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-21 13:42:05,001 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-21 13:42:05,002 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-21 13:42:05,004 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-21 13:42:05,005 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-21 13:42:05,011 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-21 13:42:05,013 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-21 13:42:05,016 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 13:42:05,017 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-21 13:42:05,019 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-21 13:42:05,020 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-21 13:42:05,026 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-21 13:42:05,030 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-21 13:42:05,032 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-21 13:42:05,034 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-21 13:42:05,035 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-21 13:42:05,036 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-21 13:42:05,039 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-21 13:42:05,045 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-21 13:42:05,047 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-21 13:42:05,048 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-21 13:42:05,050 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-21 13:42:05,051 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-21 13:42:05,053 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 13:42:05,055 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-21 13:42:05,060 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 13:42:05,062 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-21 13:42:05,064 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-21 13:42:05,067 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-21 13:42:05,068 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 13:42:05,071 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-21 13:42:05,076 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-21 13:42:05,079 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-21 13:42:05,082 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-21 13:42:05,085 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-21 13:42:05,088 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-21 13:42:05,092 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-21 13:42:05,094 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 13:42:05,095 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 13:42:05,099 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-21 13:42:05,101 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-21 13:42:05,102 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-21 13:42:05,104 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-21 13:42:05,105 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-21 13:42:05,109 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-21 13:42:05,111 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-21 13:42:05,113 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-21 13:42:05,116 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-21 13:42:05,118 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-21 13:42:05,120 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-21 13:42:05,121 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-21 13:42:05,126 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-21 13:42:05,130 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-21 13:42:05,132 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-21 13:42:05,133 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 13:42:05,135 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 13:42:05,137 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 13:42:05,138 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:42:05,143 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:42:05,146 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:42:05,148 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:42:05,150 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:42:05,153 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:42:05,154 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:42:05,160 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:42:05,162 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 13:42:05,165 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 13:42:05,167 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-21 13:42:05,168 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-21 13:42:05,171 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-21 13:42:05,176 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-21 13:42:05,179 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-21 13:42:05,182 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 13:42:05,185 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 13:42:05,187 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-21 13:42:05,188 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 13:42:05,194 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 13:42:05,196 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-21 13:42:05,199 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-21 13:42:05,200 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:42:05,202 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-21 13:42:05,204 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:42:05,209 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:42:05,212 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:42:05,214 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:42:05,216 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-21 13:42:05,218 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-21 13:42:05,220 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:42:05,221 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:42:05,226 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-21 13:42:05,231 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 13:42:05,233 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-21 13:42:05,234 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 13:42:05,236 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-21 13:42:05,238 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,243 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:42:05,245 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-21 13:42:05,248 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-21 13:42:05,251 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-21 13:42:05,253 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-21 13:42:05,254 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-21 13:42:05,257 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 13:42:05,262 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-21 13:42:05,264 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-21 13:42:05,266 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,267 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,275 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,282 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,285 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,287 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,291 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,296 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,297 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,299 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,302 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,304 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,307 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 13:42:05,312 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 13:42:05,313 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 13:42:05,315 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 13:42:05,318 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 13:42:05,319 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 13:42:05,321 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-21 13:42:05,326 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,330 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,333 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,334 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-21 13:42:05,336 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 13:42:05,337 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-21 13:42:05,339 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:42:05,344 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-21 13:42:05,347 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-21 13:42:05,349 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:42:05,351 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 13:42:05,352 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-21 13:42:05,354 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-21 13:42:05,357 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-21 13:42:05,363 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-21 13:42:05,365 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-21 13:42:05,367 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-21 13:42:05,368 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-21 13:42:05,370 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-21 13:42:05,372 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-21 13:42:05,377 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-21 13:42:05,378 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-21 13:42:05,381 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-21 13:42:05,383 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-21 13:42:05,386 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-21 13:42:05,387 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-21 13:42:05,389 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-21 13:42:05,394 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-21 13:42:05,398 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-21 13:42:05,400 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-21 13:42:05,401 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-21 13:42:05,403 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 13:42:05,404 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,408 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:42:05,412 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:42:05,414 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,414 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,417 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,418 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,420 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,426 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,430 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,432 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:42:05,435 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,437 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:42:05,438 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,444 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:42:05,447 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,448 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-21 13:42:05,450 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,452 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,454 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,456 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,462 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,465 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-21 13:42:05,467 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,469 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,474 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,478 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,482 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,483 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,485 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,488 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,493 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,497 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,498 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,500 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,502 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,504 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,507 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,512 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,514 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,515 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,518 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,519 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,521 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,525 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,528 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:42:05,531 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,533 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:42:05,535 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,537 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,539 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,545 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,548 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,552 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:42:05,553 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,555 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,560 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,562 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,564 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,566 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:42:05,569 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,571 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,575 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,579 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,582 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,584 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,587 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,589 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,593 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,595 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,598 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,600 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,601 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,603 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,605 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,609 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,614 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,615 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,617 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,619 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,621 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:42:05,624 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-21 13:42:05,629 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-21 13:42:05,631 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-21 13:42:05,633 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-21 13:42:05,635 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-21 13:42:05,637 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-21 13:42:05,640 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-21 13:42:05,646 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 13:42:05,648 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 13:42:05,651 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 13:42:05,652 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-21 13:42:05,654 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-21 13:42:05,657 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-21 13:42:05,666 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 13:42:05,669 - my_logger - INFO - 删除预警的特征前数据量：(2516, 504) 2024-11-21 13:42:05,675 - my_logger - INFO - 删除预警的特征后数据量：(2516, 431) 2024-11-21 13:42:05,677 - my_logger - INFO - 上传预警信息 2024-11-21 13:42:05,925 - my_logger - INFO - 预警上传中... 2024-11-21 13:42:05,926 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIyMDM3MjUsImp0aSI6IjRiMjdmMjM4YWEzZDRjNTNiMzQ0MzRmZmMwMTE4MzgzIn0.N13AOOPOn0YGALFP8EeSM_ALMctlHnxjV-GUP0bifm8 2024-11-21 13:42:05,930 - my_logger - INFO - warning_data:{'funcModule': '原油特征停更预警', 'funcOperation': '原油特征停更预警', 'data': {'WARNING_TYPE_NAME': '特征数据停更预警', 'WARNING_CONTENT': ' 停更周期 预警日期 最后更新时间 更新周期 特征名称\n 2220 2018-10-27 2018-10-24 1.0 西北欧即期Brent211利润\n 1025 2022-02-03 2022-01-31 1.0 W-B活跃合约价差\n 1025 2022-02-03 2022-01-31 1.0 B-W活跃合约价差\n 736 2022-11-19 2022-11-16 1.0 Brent/迪拜原油升贴水\n 688 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 448 2023-09-03 2023-08-31 1.0 美国RBOB期货2309月份合约价格\n 295 2024-02-03 2024-01-31 1.0 美国墨西哥湾87#汽油现货价格\n 267 2024-03-02 2024-02-28 1.0 Ebob连1合约\n 225 2024-04-13 2024-04-10 1.0 中国航班执行数\n 93 2024-08-23 2024-08-20 1.0 Kpler-海运在途原油\n 86 2023-04-15 2023-03-31 7.0 原油：开工率：东北地区：独立炼厂（周）\n 68 2023-08-19 2023-08-04 7.0 原油：港口库存：中国（周）\n 30 2024-05-13 2024-04-28 7.0 中东-巴林周度原油海运出口\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）超季节性/3年\n 23 2024-06-29 2024-06-14 7.0 美国:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 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\n 23 2024-06-29 2024-06-14 7.0 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 22 2024-11-02 2024-10-30 1.0 Brentc102:30收盘价滞后1天\n 22 2023-10-09 2023-08-27 21.0 中东-也门周度原油海运出口\n 22 2024-11-02 2024-10-30 1.0 EFSc202:30收盘价滞后1天\n 22 2024-11-02 2024-10-30 1.0 EFSc102:30收盘价滞后1天\n 22 2024-11-02 2024-10-30 1.0 Brentc202:30收盘价滞后1天\n 21 2024-11-03 2024-10-31 1.0 Brentc2-c3(结算B)\n 21 2024-11-03 2024-10-31 1.0 WTIc2-c3(结算B)\n 18 2024-08-05 2024-07-21 7.0 全球原油库存（剔除富查伊拉）\n 13 2024-09-09 2024-08-25 7.0 Kpler-美国原油净进口（周度）\n 8 2024-11-16 2024-11-13 1.0 国内马瑞与SC比价\n 8 2024-11-16 2024-11-13 1.0 丙烷CFR华南/布伦特原油比价\n 8 2024-11-16 2024-11-13 1.0 马瑞原油：重质：DES价：委内瑞拉（日）\n 8 2024-10-12 2024-09-27 7.0 美国墨西哥湾原油钻机数\n 8 2024-11-16 2024-11-13 1.0 马瑞原油：现货价：山东（日）\n 7 2024-10-19 2024-10-04 7.0 美国汽油产量占比\n 7 2024-11-17 2024-11-14 1.0 OMAN原油：中质：远期现货DES价：山东（日）\n 7 2024-10-19 2024-10-04 7.0 美国柴油产量占比\n 6 2024-11-18 2024-11-15 1.0 DFL(即期布伦特-布伦特期货C1）\n 6 2024-11-18 2024-11-15 1.0 DFL(Dated-主力布伦特）\n 3 2024-11-18 2024-11-03 7.0 马来西亚周度原油海运出口\n 3 2024-11-21 2024-11-18 1.0 VLCC:中东-中国\n 3 2024-11-21 2024-11-18 1.0 Suezmax：阿拉伯海湾-地中海\n 3 2024-11-21 2024-11-18 1.0 WTI连24合约\n 3 2024-11-18 2024-11-03 7.0 北非-苏丹周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 文莱周度原油海运出口\n 3 2024-11-18 2024-11-03 7.0 中西非-加蓬周度原油海运出口\n 3 2024-11-21 2024-11-18 1.0 WTI原油Cushing-C1\n 3 2024-11-21 2024-11-18 1.0 SCc1夜盘-Brentc1(结算)*汇率\n 3 2024-11-18 2024-11-03 7.0 南美-多巴哥岛周度原油海运出口\n 3 2024-11-21 2024-11-18 1.0 SC/ZC（活跃合约）\n 3 2024-11-21 2024-11-18 1.0 SC内外价差\n 3 2024-11-18 2024-11-03 7.0 缅甸周度原油海运进口\n 3 2024-11-18 2024-11-03 7.0 南非周度原油海运进口\n 3 2024-11-18 2024-11-03 7.0 越南周度原油海运进口\n 3 2024-11-21 2024-11-18 1.0 BU-SC（活跃合约）\n 3 2024-11-21 2024-11-18 1.0 SCc2夜盘-Brentc1(结算)*汇率\n 3 2024-11-21 2024-11-18 1.0 美国MEH轻原油现货价格（美湾）\n 3 2024-11-21 2024-11-18 1.0 SCc2夜盘-Brentc2(结算)*汇率\n 3 2024-11-21 2024-11-18 1.0 Brentc2-c3(结算)\n 3 2024-11-21 2024-11-18 1.0 SC期货库存10期滚动标准差\n 3 2024-11-21 2024-11-18 1.0 SCc1-SCc2(夜盘)滞后1天\n 3 2024-11-21 2024-11-18 1.0 美国MARS贴水（WTI）\n 3 2024-11-21 2024-11-18 1.0 SC期货库存1000天百分位\n 3 2024-11-21 2024-11-18 1.0 SC仓单（百万桶）\n 3 2024-11-21 2024-11-18 1.0 美国MARS原油现货价格\n 3 2024-11-21 2024-11-18 1.0 LLS原油现货价格\n 3 2024-11-21 2024-11-18 1.0 WTI原油现货价格Cushing\n 3 2024-11-21 2024-11-18 1.0 欧洲柴油现货价格\n 3 2024-11-21 2024-11-18 1.0 Midland原油现货价格\n 3 2024-11-21 2024-11-18 1.0 美湾低硫柴油现货价格\n 3 2024-11-21 2024-11-18 1.0 LLS-Brent价差\n 3 2024-11-21 2024-11-18 1.0 lmcads03lmecomdty', 'WARNING_DATE': '2024-11-21 13:42:05'}} 2024-11-21 13:42:06,768 - my_logger - INFO - 上传预警信息成功 2024-11-21 13:42:06,768 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 431) 2024-11-21 13:42:07,199 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 427) 2024-11-21 13:42:07,203 - my_logger - INFO - 删除预测列为空值的行后数据量：(1780, 427) 2024-11-21 13:42:07,206 - my_logger - INFO - 删除全为空值的列后数据量：(1780, 356) 2024-11-21 13:42:11,886 - my_logger - INFO - 日度(224) 周度(130) 61天(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 219 C2403128043 220 C2403150124 221 FVHCM1 INDEX 222 GC1 COMB Comdty 223 C2404167855 [224 rows x 3 columns] 2024-11-21 13:42:11,902 - my_logger - INFO - 特征信息：总共有353个,日度(224),周度(130),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： 2024-11-21 13:42:11,903 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 13:42:13,494 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 13:42:13,498 - my_logger - INFO - 开始训练模型... 2024-11-21 13:42:13,498 - my_logger - INFO - 模型训练完成 2024-11-21 13:42:13,500 - my_logger - INFO - 训练数据绘图ing 2024-11-21 13:42:14,400 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 13:43:49,774 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 13:43:49,775 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 13:44:37,185 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:44:37,189 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:44:37,192 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:44:37,195 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-21 13:44:37,197 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:44:37,200 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:44:37,204 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-21 13:44:37,208 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 13:44:37,211 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 13:44:37,215 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-21 13:44:37,219 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-21 13:44:37,221 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-21 13:44:37,222 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:44:37,225 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:44:37,228 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:44:37,233 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 13:44:37,235 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 13:44:37,236 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 13:44:37,238 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-21 13:44:37,242 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-21 13:44:37,244 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-21 13:44:37,245 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 13:44:37,248 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:44:37,252 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 13:44:37,255 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:44:37,256 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:44:37,261 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:44:37,264 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:44:37,265 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:44:37,268 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-21 13:44:37,269 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-21 13:44:37,270 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 13:44:37,274 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 13:44:37,278 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:44:37,281 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:44:37,283 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:44:37,284 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:44:37,287 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:44:37,290 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:44:37,293 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-21 13:44:37,298 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-21 13:44:37,300 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-21 13:44:37,301 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-21 13:44:37,303 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-21 13:44:37,305 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 13:44:37,308 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 13:44:37,313 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-21 13:44:37,315 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-21 13:44:37,318 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-21 13:44:37,320 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 13:44:37,321 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 13:44:37,324 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:44:37,326 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:44:37,329 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:44:37,334 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-21 13:44:37,336 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 13:44:37,337 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 13:44:37,340 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 13:44:37,342 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 13:44:37,346 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-21 13:44:37,349 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-21 13:44:37,351 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-21 13:44:37,353 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-21 13:44:37,354 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-21 13:44:37,356 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-21 13:44:37,358 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-21 13:44:37,362 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-21 13:44:37,365 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-21 13:44:37,365 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-21 13:44:37,368 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-21 13:44:37,370 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 13:44:37,372 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-21 13:44:37,374 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-21 13:44:37,379 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 13:44:37,381 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-21 13:44:37,383 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-21 13:44:37,385 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-21 13:44:37,387 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-21 13:44:37,389 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-21 13:44:37,392 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-21 13:44:37,396 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-21 13:44:37,399 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-21 13:44:37,401 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-21 13:44:37,403 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 13:44:37,405 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 13:44:37,427 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 13:44:37,454 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-21 13:44:37,464 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-21 13:44:37,468 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-21 13:44:37,475 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-21 13:44:37,488 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 13:44:37,492 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 13:44:37,496 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-21 13:44:37,498 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 13:44:37,501 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 13:44:37,503 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 13:44:37,505 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-21 13:44:37,508 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-21 13:44:37,511 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 13:44:37,514 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-21 13:44:37,516 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-21 13:44:37,518 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-21 13:44:37,519 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-21 13:44:37,522 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-21 13:44:37,524 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-21 13:44:37,528 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-21 13:44:37,530 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-21 13:44:37,534 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-21 13:44:37,536 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-21 13:44:37,538 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-21 13:44:37,541 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-21 13:44:37,545 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-21 13:44:37,548 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-21 13:44:37,551 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-21 13:44:37,552 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-21 13:44:37,555 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-21 13:44:37,557 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 13:44:37,559 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 13:44:37,563 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-21 13:44:37,564 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 13:44:37,567 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-21 13:44:37,569 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:44:37,571 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:44:37,572 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:44:37,574 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-21 13:44:37,580 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:44:37,582 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:44:37,585 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:44:37,586 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-21 13:44:37,588 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-21 13:44:37,589 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-21 13:44:37,593 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 13:44:37,596 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:44:37,599 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:44:37,600 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:44:37,602 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-21 13:44:37,604 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 13:44:37,606 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-21 13:44:37,609 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-21 13:44:37,615 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:44:37,617 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:44:37,618 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:44:37,620 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:44:37,622 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:44:37,626 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:44:37,630 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:44:37,633 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 13:44:37,634 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 13:44:37,635 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:44:37,637 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:44:37,640 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:44:37,642 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:44:37,647 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:44:37,648 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-21 13:44:37,652 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-21 13:44:37,654 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:44:37,656 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-21 13:44:37,659 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:44:37,663 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:44:37,665 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-21 13:44:37,667 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-21 13:44:37,669 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-21 13:44:37,671 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:44:37,674 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 13:44:37,677 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-21 13:44:37,680 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 13:44:37,683 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,685 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-21 13:44:37,686 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,688 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-21 13:44:37,692 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 13:44:37,695 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 13:44:37,697 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 13:44:37,700 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-21 13:44:37,702 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-21 13:44:37,703 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-21 13:44:37,705 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 13:44:37,706 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 13:44:37,713 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 13:44:37,716 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-21 13:44:37,719 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,723 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,728 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,731 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,733 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,735 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,737 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,738 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,741 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 13:44:37,747 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 13:44:37,749 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:44:37,753 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,755 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,757 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-21 13:44:37,763 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:44:37,766 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 13:44:37,768 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-21 13:44:37,771 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-21 13:44:37,773 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-21 13:44:37,778 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-21 13:44:37,782 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-21 13:44:37,785 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 13:44:37,787 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-21 13:44:37,789 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-21 13:44:37,792 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-21 13:44:37,797 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-21 13:44:37,799 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:44:37,801 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:44:37,803 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:44:37,804 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-21 13:44:37,807 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-21 13:44:37,812 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-21 13:44:37,815 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-21 13:44:37,818 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-21 13:44:37,820 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-21 13:44:37,822 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-21 13:44:37,825 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-21 13:44:37,827 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-21 13:44:37,831 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-21 13:44:37,833 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-21 13:44:37,835 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-21 13:44:37,837 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-21 13:44:37,841 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-21 13:44:37,844 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-21 13:44:37,849 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:44:37,851 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-21 13:44:37,852 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-21 13:44:37,855 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-21 13:44:37,858 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-21 13:44:37,861 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 13:44:37,863 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-21 13:44:37,866 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-21 13:44:37,868 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-21 13:44:37,870 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-21 13:44:37,873 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-21 13:44:37,880 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-21 13:44:37,882 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-21 13:44:37,884 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-21 13:44:37,886 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-21 13:44:37,889 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-21 13:44:37,893 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-21 13:44:37,896 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-21 13:44:37,899 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-21 13:44:37,900 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-21 13:44:37,903 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-21 13:44:37,904 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-21 13:44:37,906 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-21 13:44:37,908 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-21 13:44:37,911 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-21 13:44:37,915 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-21 13:44:37,917 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-21 13:44:37,918 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-21 13:44:37,921 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-21 13:44:37,923 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-21 13:44:37,927 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-21 13:44:37,931 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-21 13:44:37,934 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-21 13:44:37,936 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-21 13:44:37,937 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 13:44:37,939 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-21 13:44:37,941 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-21 13:44:37,945 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-21 13:44:37,948 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-21 13:44:37,950 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-21 13:44:37,952 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-21 13:44:37,954 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-21 13:44:37,956 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-21 13:44:37,958 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-21 13:44:37,963 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-21 13:44:37,966 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-21 13:44:37,968 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-21 13:44:37,970 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-21 13:44:37,972 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-21 13:44:37,974 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-21 13:44:37,978 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 13:44:37,982 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-21 13:44:37,984 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 13:44:37,986 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-21 13:44:37,987 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-21 13:44:37,989 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-21 13:44:37,994 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 13:44:37,999 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-21 13:44:38,001 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-21 13:44:38,003 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-21 13:44:38,004 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-21 13:44:38,006 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-21 13:44:38,012 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-21 13:44:38,015 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-21 13:44:38,018 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 13:44:38,019 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 13:44:38,021 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-21 13:44:38,023 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-21 13:44:38,030 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-21 13:44:38,033 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-21 13:44:38,035 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-21 13:44:38,037 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-21 13:44:38,040 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-21 13:44:38,042 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-21 13:44:38,047 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-21 13:44:38,049 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-21 13:44:38,052 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-21 13:44:38,053 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-21 13:44:38,057 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-21 13:44:38,062 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-21 13:44:38,064 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-21 13:44:38,066 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 13:44:38,067 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 13:44:38,071 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 13:44:38,073 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:44:38,076 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:44:38,079 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:44:38,082 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:44:38,083 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:44:38,086 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:44:38,088 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:44:38,091 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:44:38,093 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 13:44:38,096 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 13:44:38,099 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-21 13:44:38,102 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-21 13:44:38,104 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-21 13:44:38,106 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-21 13:44:38,109 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-21 13:44:38,114 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 13:44:38,117 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 13:44:38,119 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-21 13:44:38,121 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 13:44:38,124 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 13:44:38,128 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-21 13:44:38,131 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-21 13:44:38,133 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:44:38,135 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-21 13:44:38,137 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:44:38,138 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:44:38,141 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:44:38,145 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:44:38,148 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-21 13:44:38,152 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-21 13:44:38,155 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:44:38,158 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:44:38,163 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-21 13:44:38,166 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 13:44:38,168 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-21 13:44:38,169 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 13:44:38,170 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-21 13:44:38,173 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,179 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:44:38,183 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-21 13:44:38,185 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-21 13:44:38,187 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-21 13:44:38,190 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-21 13:44:38,196 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-21 13:44:38,198 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 13:44:38,200 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-21 13:44:38,201 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-21 13:44:38,203 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,205 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,208 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,212 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,215 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,217 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,219 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,221 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,224 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,230 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,233 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,235 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,237 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 13:44:38,239 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 13:44:38,243 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 13:44:38,247 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 13:44:38,250 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 13:44:38,252 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 13:44:38,254 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-21 13:44:38,255 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,258 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,262 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,264 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-21 13:44:38,266 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 13:44:38,268 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-21 13:44:38,268 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:44:38,271 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-21 13:44:38,274 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-21 13:44:38,278 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:44:38,281 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 13:44:38,283 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-21 13:44:38,286 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-21 13:44:38,288 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-21 13:44:38,292 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-21 13:44:38,297 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-21 13:44:38,300 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-21 13:44:38,302 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-21 13:44:38,304 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-21 13:44:38,305 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-21 13:44:38,308 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-21 13:44:38,313 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-21 13:44:38,315 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-21 13:44:38,318 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-21 13:44:38,320 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-21 13:44:38,321 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-21 13:44:38,323 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-21 13:44:38,326 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-21 13:44:38,328 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-21 13:44:38,332 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-21 13:44:38,335 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-21 13:44:38,337 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 13:44:38,338 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,340 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:44:38,345 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:44:38,348 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,349 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,352 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,354 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,356 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,359 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,364 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,367 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:44:38,369 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,370 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:44:38,372 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,374 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:44:38,379 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,381 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-21 13:44:38,384 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,386 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,388 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,390 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,393 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,397 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-21 13:44:38,399 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,402 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,403 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,405 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,407 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,412 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,414 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,416 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,418 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,420 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,423 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,426 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,430 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,433 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,434 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,437 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,438 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,442 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,446 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,450 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,452 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,454 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,456 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:44:38,461 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,464 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:44:38,467 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,469 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,470 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,471 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,474 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,477 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:44:38,481 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,483 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,485 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,487 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,490 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,495 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:44:38,498 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,499 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,501 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,504 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,506 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,508 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,513 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,515 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,518 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,520 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,522 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,523 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,525 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,530 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,533 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,534 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,536 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,537 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,541 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,544 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,548 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:44:38,550 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-21 13:44:38,552 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-21 13:44:38,554 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-21 13:44:38,556 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-21 13:44:38,558 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-21 13:44:38,564 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-21 13:44:38,566 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-21 13:44:38,568 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 13:44:38,570 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 13:44:38,572 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 13:44:38,573 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-21 13:44:38,579 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-21 13:44:38,582 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-21 13:44:38,586 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 13:44:38,588 - my_logger - INFO - 删除预警的特征前数据量：(2516, 504) 2024-11-21 13:44:38,595 - my_logger - INFO - 删除预警的特征后数据量：(2516, 431) 2024-11-21 13:44:38,597 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 431) 2024-11-21 13:44:39,050 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 427) 2024-11-21 13:44:39,054 - my_logger - INFO - 删除预测列为空值的行后数据量：(1780, 427) 2024-11-21 13:44:39,059 - my_logger - INFO - 删除全为空值的列后数据量：(1780, 356) 2024-11-21 13:44:43,046 - my_logger - INFO - 日度(224) 周度(130) 月度(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 219 C2403128043 220 C2403150124 221 FVHCM1 INDEX 222 GC1 COMB Comdty 223 C2404167855 [224 rows x 3 columns] 2024-11-21 13:44:43,062 - my_logger - INFO - 特征信息：总共有353个,日度(224),周度(130),月度(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 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： 2024-11-21 13:44:43,063 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 13:44:44,106 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 13:44:44,109 - my_logger - INFO - 开始训练模型... 2024-11-21 13:44:44,109 - my_logger - INFO - 模型训练完成 2024-11-21 13:44:44,110 - my_logger - INFO - 训练数据绘图ing 2024-11-21 13:44:44,902 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 13:44:46,528 - my_logger - INFO - 训练数据绘图end 2024-11-21 13:44:46,528 - my_logger - INFO - 制作报告ing 2024-11-21 13:44:46,806 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 13:44:49,421 - my_logger - INFO - 价格类指标的相关性总和为：67.3553417985951 2024-11-21 13:44:49,424 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 13:44:51,572 - my_logger - INFO - 供应类指标的相关性总和为：15.185628739201855 2024-11-21 13:44:51,573 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 13:44:54,413 - my_logger - INFO - 其他类指标的相关性总和为：6.24635506638453 2024-11-21 13:44:54,414 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 13:44:56,308 - my_logger - INFO - 库存类指标的相关性总和为：19.08669774926328 2024-11-21 13:44:56,311 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 13:44:58,148 - my_logger - INFO - 期货市场类指标的相关性总和为：51.928047677314126 2024-11-21 13:44:58,150 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 13:44:58,466 - my_logger - INFO - 运输类指标的相关性总和为：1.024712499327046 2024-11-21 13:44:58,467 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 13:45:00,708 - my_logger - INFO - 进出口类指标的相关性总和为：5.690866753195581 2024-11-21 13:45:00,709 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 13:45:02,644 - my_logger - INFO - 需求类指标的相关性总和为：12.425850166531935 2024-11-21 13:45:02,645 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 13:45:02,942 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 13:45:06,555 - my_logger - INFO - 制作报告end 2024-11-21 13:45:06,555 - my_logger - INFO - 模型训练完成 2024-11-21 13:45:10,319 - my_logger - INFO - 邮件发送成功！ 2024-11-21 13:55:08,508 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 13:55:08,508 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 13:55:59,987 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:55:59,990 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:55:59,992 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:55:59,997 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-21 13:56:00,001 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:56:00,006 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 13:56:00,012 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-21 13:56:00,018 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 13:56:00,031 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 13:56:00,038 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-21 13:56:00,041 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-21 13:56:00,047 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-21 13:56:00,050 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:56:00,055 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:56:00,060 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 13:56:00,064 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 13:56:00,068 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 13:56:00,071 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 13:56:00,076 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-21 13:56:00,079 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-21 13:56:00,083 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-21 13:56:00,085 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 13:56:00,090 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:56:00,093 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 13:56:00,096 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:56:00,098 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:56:00,104 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:56:00,105 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:56:00,108 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-21 13:56:00,110 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-21 13:56:00,112 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-21 13:56:00,117 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 13:56:00,119 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 13:56:00,121 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:56:00,123 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:56:00,126 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-21 13:56:00,128 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:56:00,130 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:56:00,135 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 13:56:00,139 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-21 13:56:00,141 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-21 13:56:00,143 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-21 13:56:00,145 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-21 13:56:00,149 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-21 13:56:00,152 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 13:56:00,155 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 13:56:00,157 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-21 13:56:00,160 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-21 13:56:00,163 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-21 13:56:00,165 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 13:56:00,168 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 13:56:00,173 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:56:00,176 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:56:00,178 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:56:00,181 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-21 13:56:00,186 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 13:56:00,189 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 13:56:00,192 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 13:56:00,195 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 13:56:00,199 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-21 13:56:00,203 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-21 13:56:00,206 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-21 13:56:00,207 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-21 13:56:00,209 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-21 13:56:00,212 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-21 13:56:00,214 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-21 13:56:00,219 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-21 13:56:00,221 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-21 13:56:00,224 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-21 13:56:00,225 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-21 13:56:00,228 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 13:56:00,233 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-21 13:56:00,236 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-21 13:56:00,239 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 13:56:00,240 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-21 13:56:00,242 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-21 13:56:00,244 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-21 13:56:00,247 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-21 13:56:00,253 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-21 13:56:00,254 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-21 13:56:00,256 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-21 13:56:00,259 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-21 13:56:00,261 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-21 13:56:00,265 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 13:56:00,269 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 13:56:00,271 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 13:56:00,273 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-21 13:56:00,273 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-21 13:56:00,276 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-21 13:56:00,278 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-21 13:56:00,282 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 13:56:00,285 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 13:56:00,288 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-21 13:56:00,289 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 13:56:00,291 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 13:56:00,292 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 13:56:00,295 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-21 13:56:00,299 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-21 13:56:00,304 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 13:56:00,305 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-21 13:56:00,307 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-21 13:56:00,310 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-21 13:56:00,312 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-21 13:56:00,314 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-21 13:56:00,319 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-21 13:56:00,320 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-21 13:56:00,322 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-21 13:56:00,325 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-21 13:56:00,327 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-21 13:56:00,329 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-21 13:56:00,334 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-21 13:56:00,339 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-21 13:56:00,343 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-21 13:56:00,346 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-21 13:56:00,351 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-21 13:56:00,355 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,357 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 13:56:00,360 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 13:56:00,362 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-21 13:56:00,363 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 13:56:00,369 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,371 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:56:00,373 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:56:00,374 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 13:56:00,376 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-21 13:56:00,377 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:56:00,380 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:56:00,386 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 13:56:00,389 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-21 13:56:00,391 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-21 13:56:00,393 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-21 13:56:00,395 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 13:56:00,398 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:56:00,403 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:56:00,405 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 13:56:00,406 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-21 13:56:00,409 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 13:56:00,410 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-21 13:56:00,412 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-21 13:56:00,415 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:56:00,419 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:56:00,421 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:56:00,423 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 13:56:00,425 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,426 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,429 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,432 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 13:56:00,437 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 13:56:00,439 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:56:00,441 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:56:00,443 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 13:56:00,445 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:56:00,449 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:56:00,453 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-21 13:56:00,456 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-21 13:56:00,458 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:56:00,460 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-21 13:56:00,463 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:56:00,464 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:56:00,469 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-21 13:56:00,471 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-21 13:56:00,473 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-21 13:56:00,473 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:56:00,476 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 13:56:00,480 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-21 13:56:00,485 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 13:56:00,487 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,490 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-21 13:56:00,492 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,494 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-21 13:56:00,496 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 13:56:00,500 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 13:56:00,503 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 13:56:00,505 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-21 13:56:00,506 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-21 13:56:00,509 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-21 13:56:00,510 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 13:56:00,513 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 13:56:00,516 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 13:56:00,520 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-21 13:56:00,521 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,522 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,524 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,526 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,527 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,530 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,534 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,537 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,539 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 13:56:00,541 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 13:56:00,542 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 13:56:00,543 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,546 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,550 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-21 13:56:00,553 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 13:56:00,555 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 13:56:00,557 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-21 13:56:00,558 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-21 13:56:00,560 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-21 13:56:00,561 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-21 13:56:00,563 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-21 13:56:00,569 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 13:56:00,570 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-21 13:56:00,572 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-21 13:56:00,573 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-21 13:56:00,575 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-21 13:56:00,577 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:56:00,579 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:56:00,586 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:56:00,588 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-21 13:56:00,591 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-21 13:56:00,592 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-21 13:56:00,596 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-21 13:56:00,600 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-21 13:56:00,603 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-21 13:56:00,605 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-21 13:56:00,607 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-21 13:56:00,609 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-21 13:56:00,611 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-21 13:56:00,613 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-21 13:56:00,619 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-21 13:56:00,623 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-21 13:56:00,624 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-21 13:56:00,626 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-21 13:56:00,629 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-21 13:56:00,633 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-21 13:56:00,637 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-21 13:56:00,639 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-21 13:56:00,641 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-21 13:56:00,642 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 13:56:00,647 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-21 13:56:00,650 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-21 13:56:00,652 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-21 13:56:00,654 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-21 13:56:00,656 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-21 13:56:00,658 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-21 13:56:00,659 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-21 13:56:00,662 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-21 13:56:00,664 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-21 13:56:00,666 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-21 13:56:00,670 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-21 13:56:00,672 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-21 13:56:00,673 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-21 13:56:00,676 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-21 13:56:00,677 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-21 13:56:00,680 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-21 13:56:00,685 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-21 13:56:00,689 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-21 13:56:00,691 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-21 13:56:00,694 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-21 13:56:00,695 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-21 13:56:00,699 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-21 13:56:00,702 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-21 13:56:00,704 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-21 13:56:00,706 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-21 13:56:00,709 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-21 13:56:00,710 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-21 13:56:00,713 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-21 13:56:00,717 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 13:56:00,719 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-21 13:56:00,723 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-21 13:56:00,725 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-21 13:56:00,728 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-21 13:56:00,732 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-21 13:56:00,737 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-21 13:56:00,739 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-21 13:56:00,743 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-21 13:56:00,748 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-21 13:56:00,753 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-21 13:56:00,759 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-21 13:56:00,764 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-21 13:56:00,772 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-21 13:56:00,775 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-21 13:56:00,778 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-21 13:56:00,782 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 13:56:00,787 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-21 13:56:00,790 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 13:56:00,793 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-21 13:56:00,795 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-21 13:56:00,800 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-21 13:56:00,803 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 13:56:00,805 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-21 13:56:00,808 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-21 13:56:00,810 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-21 13:56:00,814 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-21 13:56:00,818 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-21 13:56:00,821 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-21 13:56:00,824 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-21 13:56:00,826 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 13:56:00,827 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 13:56:00,831 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-21 13:56:00,834 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-21 13:56:00,838 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-21 13:56:00,841 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-21 13:56:00,842 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-21 13:56:00,845 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-21 13:56:00,847 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-21 13:56:00,851 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-21 13:56:00,853 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-21 13:56:00,855 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-21 13:56:00,857 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-21 13:56:00,858 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-21 13:56:00,860 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-21 13:56:00,862 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-21 13:56:00,869 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-21 13:56:00,871 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 13:56:00,873 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 13:56:00,877 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 13:56:00,879 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:56:00,882 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:56:00,887 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:56:00,890 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-21 13:56:00,892 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:56:00,893 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:56:00,896 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:56:00,898 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 13:56:00,902 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,905 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,906 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-21 13:56:00,908 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-21 13:56:00,910 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-21 13:56:00,912 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-21 13:56:00,915 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-21 13:56:00,919 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 13:56:00,921 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 13:56:00,924 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-21 13:56:00,925 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 13:56:00,927 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 13:56:00,929 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-21 13:56:00,935 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-21 13:56:00,937 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-21 13:56:00,940 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-21 13:56:00,941 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:56:00,943 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:56:00,945 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:56:00,949 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 13:56:00,953 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-21 13:56:00,955 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-21 13:56:00,957 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-21 13:56:00,960 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:56:00,961 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-21 13:56:00,964 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 13:56:00,969 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-21 13:56:00,971 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 13:56:00,974 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-21 13:56:00,975 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 13:56:00,976 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:56:00,979 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-21 13:56:00,983 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-21 13:56:00,986 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-21 13:56:00,989 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-21 13:56:00,991 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-21 13:56:00,993 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 13:56:00,994 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-21 13:56:00,997 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-21 13:56:01,001 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,004 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,006 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,008 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,010 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,012 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,015 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,020 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,023 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,025 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,026 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,028 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,032 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 13:56:01,036 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 13:56:01,039 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 13:56:01,040 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 13:56:01,042 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 13:56:01,043 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 13:56:01,047 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-21 13:56:01,051 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,054 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,057 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,059 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-21 13:56:01,061 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 13:56:01,064 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-21 13:56:01,068 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 13:56:01,070 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-21 13:56:01,071 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-21 13:56:01,074 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 13:56:01,075 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 13:56:01,078 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-21 13:56:01,081 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-21 13:56:01,085 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-21 13:56:01,089 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-21 13:56:01,091 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-21 13:56:01,094 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-21 13:56:01,096 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-21 13:56:01,100 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-21 13:56:01,102 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-21 13:56:01,103 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-21 13:56:01,106 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-21 13:56:01,108 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-21 13:56:01,110 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-21 13:56:01,113 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-21 13:56:01,116 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-21 13:56:01,119 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-21 13:56:01,121 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-21 13:56:01,123 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-21 13:56:01,125 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-21 13:56:01,127 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-21 13:56:01,129 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 13:56:01,133 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,137 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:56:01,141 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:56:01,143 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,146 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,151 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,153 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,155 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,156 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,159 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,160 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:56:01,161 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,164 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:56:01,167 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,171 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-21 13:56:01,174 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,176 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-21 13:56:01,179 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,181 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,186 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,190 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,192 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,193 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-21 13:56:01,194 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,198 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,201 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,204 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,206 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,208 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,209 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,211 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,213 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,256 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,264 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,273 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,276 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,291 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,293 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,296 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,300 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,305 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,308 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,310 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,313 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,317 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,320 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-21 13:56:01,323 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,326 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:56:01,328 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,331 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,338 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,340 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,342 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,344 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:56:01,346 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,350 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,354 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,356 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,358 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,360 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 13:56:01,362 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,368 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,370 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,372 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,375 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,376 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,380 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,385 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,388 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,390 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,392 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,394 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,396 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,401 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,404 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,405 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,407 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,409 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,411 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,413 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,417 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 13:56:01,420 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-21 13:56:01,422 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-21 13:56:01,424 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-21 13:56:01,426 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-21 13:56:01,429 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-21 13:56:01,434 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-21 13:56:01,436 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-21 13:56:01,439 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 13:56:01,441 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 13:56:01,442 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 13:56:01,445 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-21 13:56:01,447 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-21 13:56:01,451 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-21 13:56:01,457 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 13:56:01,460 - my_logger - INFO - 删除预警的特征前数据量：(2516, 504) 2024-11-21 13:56:01,466 - my_logger - INFO - 删除预警的特征后数据量：(2516, 431) 2024-11-21 13:56:01,469 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 431) 2024-11-21 13:56:01,936 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 427) 2024-11-21 13:56:01,941 - my_logger - INFO - 删除预测列为空值的行后数据量：(1780, 427) 2024-11-21 13:56:01,945 - my_logger - INFO - 删除全为空值的列后数据量：(1780, 356) 2024-11-21 13:56:05,875 - my_logger - INFO - 日度(224) 周度(130) 61天(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 219 C2403128043 220 C2403150124 221 FVHCM1 INDEX 222 GC1 COMB Comdty 223 C2404167855 [224 rows x 3 columns] 2024-11-21 13:56:05,895 - my_logger - INFO - 特征信息：总共有353个,日度(224),周度(130),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： 2024-11-21 13:56:05,896 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 13:56:06,967 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 13:56:06,969 - my_logger - INFO - 开始训练模型... 2024-11-21 13:56:06,970 - my_logger - INFO - 模型训练完成 2024-11-21 13:56:06,970 - my_logger - INFO - 训练数据绘图ing 2024-11-21 13:56:07,777 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 13:56:09,425 - my_logger - INFO - 训练数据绘图end 2024-11-21 13:56:09,425 - my_logger - INFO - 制作报告ing 2024-11-21 13:56:09,670 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 13:56:11,796 - my_logger - INFO - 价格类指标的相关性总和为：67.3553417985951 2024-11-21 13:56:11,798 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 13:56:13,654 - my_logger - INFO - 供应类指标的相关性总和为：15.185628739201855 2024-11-21 13:56:13,655 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 13:56:16,069 - my_logger - INFO - 其他类指标的相关性总和为：6.24635506638453 2024-11-21 13:56:16,070 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 13:56:18,213 - my_logger - INFO - 库存类指标的相关性总和为：19.08669774926328 2024-11-21 13:56:18,214 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 13:56:20,376 - my_logger - INFO - 期货市场类指标的相关性总和为：51.928047677314126 2024-11-21 13:56:20,378 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 13:56:20,682 - my_logger - INFO - 运输类指标的相关性总和为：1.024712499327046 2024-11-21 13:56:20,683 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 13:56:23,162 - my_logger - INFO - 进出口类指标的相关性总和为：5.690866753195581 2024-11-21 13:56:23,164 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 13:56:25,229 - my_logger - INFO - 需求类指标的相关性总和为：12.425850166531935 2024-11-21 13:56:25,230 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 13:56:25,542 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 13:56:29,516 - my_logger - INFO - 制作报告end 2024-11-21 13:56:29,516 - my_logger - INFO - 模型训练完成 2024-11-21 14:01:49,278 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 14:01:49,279 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 14:02:33,210 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 14:02:33,213 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 14:02:33,215 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 14:02:33,217 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-21 14:02:33,220 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 14:02:33,223 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-21 14:02:33,228 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-21 14:02:33,231 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 14:02:33,234 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 14:02:33,236 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-21 14:02:33,241 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-21 14:02:33,244 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-21 14:02:33,246 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 14:02:33,247 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 14:02:33,249 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-21 14:02:33,252 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 14:02:33,254 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 14:02:33,260 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 14:02:33,261 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-21 14:02:33,263 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-21 14:02:33,265 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:02:33,267 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 14:02:33,268 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-21 14:02:33,270 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 14:02:33,275 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-21 14:02:33,278 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-21 14:02:33,281 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-21 14:02:33,283 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-21 14:02:33,285 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-21 14:02:33,289 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-21 14:02:33,291 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-21 14:02:33,293 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 14:02:33,294 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 14:02:33,296 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-21 14:02:33,299 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-21 14:02:33,304 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-21 14:02:33,308 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 14:02:33,309 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 14:02:33,311 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-21 14:02:33,314 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-21 14:02:33,316 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-21 14:02:33,318 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-21 14:02:33,322 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-21 14:02:33,324 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-21 14:02:33,325 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 14:02:33,326 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 14:02:33,328 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-21 14:02:33,330 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-21 14:02:33,333 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-21 14:02:33,335 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 14:02:33,339 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-21 14:02:33,341 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-21 14:02:33,342 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-21 14:02:33,345 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-21 14:02:33,345 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-21 14:02:33,348 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:02:33,350 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 14:02:33,355 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 14:02:33,357 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 14:02:33,358 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-21 14:02:33,361 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-21 14:02:33,363 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-21 14:02:33,364 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-21 14:02:33,366 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-21 14:02:33,371 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-21 14:02:33,374 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-21 14:02:33,377 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-21 14:02:33,378 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-21 14:02:33,381 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-21 14:02:33,383 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-21 14:02:33,420 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 14:02:33,427 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-21 14:02:33,430 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-21 14:02:33,434 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 14:02:33,440 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-21 14:02:33,442 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-21 14:02:33,455 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-21 14:02:33,462 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-21 14:02:33,467 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-21 14:02:33,470 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-21 14:02:33,474 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-21 14:02:33,475 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-21 14:02:33,477 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-21 14:02:33,478 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 14:02:33,480 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 14:02:33,483 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 14:02:33,485 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-21 14:02:33,488 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-21 14:02:33,491 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-21 14:02:33,492 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-21 14:02:33,494 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:02:33,496 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 14:02:33,498 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-21 14:02:33,501 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:02:33,504 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:02:33,506 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:02:33,507 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-21 14:02:33,509 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-21 14:02:33,511 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 14:02:33,513 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-21 14:02:33,514 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-21 14:02:33,515 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-21 14:02:33,518 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-21 14:02:33,521 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-21 14:02:33,523 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-21 14:02:33,525 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-21 14:02:33,527 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-21 14:02:33,530 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-21 14:02:33,532 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-21 14:02:33,537 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-21 14:02:33,540 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-21 14:02:33,542 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-21 14:02:33,545 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-21 14:02:33,547 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-21 14:02:33,548 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-21 14:02:33,551 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-21 14:02:33,553 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:02:33,556 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:02:33,558 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-21 14:02:33,561 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:02:33,563 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-21 14:02:33,564 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:02:33,566 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:02:33,569 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:02:33,571 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-21 14:02:33,573 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 14:02:33,576 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 14:02:33,578 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-21 14:02:33,580 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-21 14:02:33,581 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-21 14:02:33,583 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-21 14:02:33,588 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 14:02:33,591 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:02:33,594 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:02:33,595 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:02:33,597 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-21 14:02:33,599 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 14:02:33,605 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-21 14:02:33,607 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-21 14:02:33,610 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 14:02:33,612 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 14:02:33,613 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 14:02:33,615 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-21 14:02:33,616 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 14:02:33,622 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 14:02:33,625 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-21 14:02:33,628 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:02:33,629 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:02:33,632 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 14:02:33,634 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 14:02:33,638 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-21 14:02:33,642 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 14:02:33,643 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-21 14:02:33,646 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-21 14:02:33,647 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-21 14:02:33,649 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 14:02:33,656 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-21 14:02:33,658 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 14:02:33,661 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 14:02:33,663 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-21 14:02:33,666 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-21 14:02:33,671 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-21 14:02:33,674 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-21 14:02:33,675 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 14:02:33,678 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-21 14:02:33,679 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 14:02:33,682 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,685 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-21 14:02:33,688 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,691 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-21 14:02:33,692 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 14:02:33,694 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 14:02:33,696 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 14:02:33,697 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-21 14:02:33,699 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-21 14:02:33,703 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-21 14:02:33,706 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 14:02:33,708 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 14:02:33,710 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 14:02:33,711 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-21 14:02:33,713 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,715 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,717 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,721 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,723 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,724 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,727 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,727 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,728 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 14:02:33,731 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-21 14:02:33,734 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-21 14:02:33,738 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,740 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,741 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-21 14:02:33,744 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-21 14:02:33,747 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 14:02:33,749 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-21 14:02:33,752 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-21 14:02:33,754 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-21 14:02:33,757 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-21 14:02:33,758 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-21 14:02:33,760 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 14:02:33,763 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-21 14:02:33,764 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-21 14:02:33,767 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-21 14:02:33,772 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-21 14:02:33,774 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-21 14:02:33,775 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 14:02:33,777 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-21 14:02:33,779 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-21 14:02:33,780 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-21 14:02:33,783 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-21 14:02:33,787 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-21 14:02:33,789 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-21 14:02:33,791 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-21 14:02:33,793 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-21 14:02:33,795 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-21 14:02:33,798 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-21 14:02:33,799 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-21 14:02:33,804 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-21 14:02:33,807 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-21 14:02:33,810 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-21 14:02:33,812 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-21 14:02:33,813 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-21 14:02:33,816 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-21 14:02:33,818 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-21 14:02:33,823 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-21 14:02:33,825 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-21 14:02:33,827 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-21 14:02:33,829 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 14:02:33,831 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-21 14:02:33,833 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-21 14:02:33,836 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-21 14:02:33,840 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-21 14:02:33,843 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-21 14:02:33,845 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-21 14:02:33,846 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:02:33,847 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-21 14:02:33,849 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-21 14:02:33,853 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-21 14:02:33,857 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-21 14:02:33,859 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-21 14:02:33,861 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-21 14:02:33,863 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-21 14:02:33,865 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-21 14:02:33,870 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-21 14:02:33,873 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-21 14:02:33,874 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-21 14:02:33,877 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-21 14:02:33,879 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-21 14:02:33,881 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-21 14:02:33,883 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-21 14:02:33,887 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-21 14:02:33,890 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-21 14:02:33,892 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-21 14:02:33,894 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-21 14:02:33,896 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-21 14:02:33,897 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-21 14:02:33,899 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 14:02:33,904 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-21 14:02:33,907 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-21 14:02:33,909 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-21 14:02:33,911 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-21 14:02:33,912 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-21 14:02:33,914 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-21 14:02:33,917 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-21 14:02:33,921 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-21 14:02:33,923 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-21 14:02:33,925 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-21 14:02:33,926 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-21 14:02:33,927 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-21 14:02:33,930 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-21 14:02:33,932 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-21 14:02:33,935 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-21 14:02:33,940 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 14:02:33,944 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-21 14:02:33,946 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 14:02:33,948 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-21 14:02:33,952 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-21 14:02:33,957 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-21 14:02:33,958 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 14:02:33,959 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-21 14:02:33,962 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-21 14:02:33,963 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-21 14:02:33,965 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-21 14:02:33,969 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-21 14:02:33,973 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-21 14:02:33,975 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-21 14:02:33,977 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 14:02:33,979 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 14:02:33,981 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-21 14:02:33,982 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-21 14:02:33,986 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-21 14:02:33,989 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-21 14:02:33,993 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-21 14:02:33,996 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-21 14:02:33,997 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-21 14:02:34,001 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-21 14:02:34,004 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-21 14:02:34,008 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-21 14:02:34,011 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-21 14:02:34,013 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-21 14:02:34,015 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-21 14:02:34,019 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-21 14:02:34,022 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-21 14:02:34,023 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 14:02:34,025 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:02:34,026 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:02:34,029 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-21 14:02:34,030 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-21 14:02:34,032 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-21 14:02:34,035 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-21 14:02:34,039 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 14:02:34,042 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 14:02:34,045 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 14:02:34,047 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-21 14:02:34,048 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 14:02:34,051 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-21 14:02:34,056 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-21 14:02:34,058 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-21 14:02:34,060 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-21 14:02:34,062 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-21 14:02:34,063 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-21 14:02:34,066 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 14:02:34,069 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-21 14:02:34,073 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-21 14:02:34,076 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 14:02:34,078 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-21 14:02:34,079 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-21 14:02:34,082 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-21 14:02:34,086 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-21 14:02:34,089 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-21 14:02:34,092 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 14:02:34,094 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 14:02:34,095 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 14:02:34,096 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-21 14:02:34,099 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-21 14:02:34,101 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-21 14:02:34,106 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-21 14:02:34,108 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 14:02:34,109 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-21 14:02:34,111 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-21 14:02:34,112 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-21 14:02:34,114 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 14:02:34,116 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-21 14:02:34,120 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,124 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 14:02:34,128 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-21 14:02:34,130 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-21 14:02:34,135 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-21 14:02:34,141 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-21 14:02:34,143 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-21 14:02:34,144 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 14:02:34,147 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-21 14:02:34,150 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-21 14:02:34,153 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,156 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,158 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,160 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,161 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,164 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,165 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,167 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,170 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,173 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,174 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,176 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,177 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 14:02:34,179 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 14:02:34,182 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:02:34,184 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:02:34,188 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 14:02:34,190 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 14:02:34,191 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-21 14:02:34,194 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,196 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,199 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,201 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-21 14:02:34,204 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 14:02:34,208 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-21 14:02:34,211 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:02:34,213 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-21 14:02:34,215 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-21 14:02:34,220 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 14:02:34,223 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 14:02:34,226 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-21 14:02:34,227 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-21 14:02:34,229 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-21 14:02:34,232 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-21 14:02:34,235 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-21 14:02:34,238 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-21 14:02:34,241 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-21 14:02:34,243 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-21 14:02:34,245 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-21 14:02:34,246 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-21 14:02:34,248 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-21 14:02:34,250 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-21 14:02:34,254 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-21 14:02:34,257 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-21 14:02:34,258 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-21 14:02:34,260 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-21 14:02:34,262 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-21 14:02:34,263 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-21 14:02:34,265 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-21 14:02:34,268 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-21 14:02:34,274 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 14:02:34,276 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,277 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:02:34,279 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:02:34,280 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,282 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,285 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,289 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,292 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,293 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,294 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,297 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:02:34,298 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,301 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:02:34,305 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,308 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:02:34,310 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,312 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-21 14:02:34,314 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,317 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,322 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,324 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,326 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,327 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-21 14:02:34,329 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,331 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,333 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,337 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,340 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,342 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,344 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,344 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,347 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,350 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,354 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,356 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,357 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,360 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,361 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,363 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,365 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,369 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,373 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,375 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,377 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,378 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,380 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:02:34,383 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,387 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:02:34,390 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,392 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,394 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,396 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,397 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,399 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:02:34,405 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,407 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,409 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,411 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,413 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,414 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:02:34,416 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,420 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,422 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,424 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,426 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,428 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,431 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,433 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,437 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,439 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,440 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,443 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,445 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,447 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,448 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,453 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,456 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,459 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,461 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,464 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,466 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:02:34,470 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-21 14:02:34,472 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-21 14:02:34,475 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-21 14:02:34,477 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-21 14:02:34,478 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-21 14:02:34,479 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-21 14:02:34,482 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-21 14:02:34,485 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 14:02:34,489 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 14:02:34,491 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 14:02:34,494 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-21 14:02:34,495 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-21 14:02:34,497 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-21 14:02:34,503 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 14:02:34,506 - my_logger - INFO - 删除预警的特征前数据量：(2516, 504) 2024-11-21 14:02:34,510 - my_logger - INFO - 删除预警的特征后数据量：(2516, 431) 2024-11-21 14:02:34,510 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 431) 2024-11-21 14:02:34,941 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 427) 2024-11-21 14:02:34,945 - my_logger - INFO - 删除预测列为空值的行后数据量：(1780, 427) 2024-11-21 14:02:34,949 - my_logger - INFO - 删除全为空值的列后数据量：(1780, 356) 2024-11-21 14:02:38,513 - my_logger - INFO - 日度(224) 周度(130) 61天(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 219 C2403128043 220 C2403150124 221 FVHCM1 INDEX 222 GC1 COMB Comdty 223 C2404167855 [224 rows x 3 columns] 2024-11-21 14:02:38,532 - my_logger - INFO - 特征信息：总共有353个,日度(224),周度(130),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： 2024-11-21 14:02:38,533 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 14:02:39,657 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 14:02:39,661 - my_logger - INFO - 开始训练模型... 2024-11-21 14:02:39,662 - my_logger - INFO - 模型训练完成 2024-11-21 14:02:39,662 - my_logger - INFO - 训练数据绘图ing 2024-11-21 14:02:40,618 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' 2024-11-21 14:02:42,587 - my_logger - INFO - 训练数据绘图end 2024-11-21 14:02:42,589 - my_logger - INFO - 制作报告ing 2024-11-21 14:02:42,835 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 14:02:45,592 - my_logger - INFO - 价格类指标的相关性总和为：67.3553417985951 2024-11-21 14:02:45,594 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 14:02:48,464 - my_logger - INFO - 供应类指标的相关性总和为：15.185628739201855 2024-11-21 14:02:48,466 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 14:02:51,727 - my_logger - INFO - 其他类指标的相关性总和为：6.24635506638453 2024-11-21 14:02:51,729 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 14:02:54,363 - my_logger - INFO - 库存类指标的相关性总和为：19.08669774926328 2024-11-21 14:02:54,365 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 14:02:57,324 - my_logger - INFO - 期货市场类指标的相关性总和为：51.928047677314126 2024-11-21 14:02:57,325 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 14:02:57,696 - my_logger - INFO - 运输类指标的相关性总和为：1.024712499327046 2024-11-21 14:02:57,697 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 14:02:59,971 - my_logger - INFO - 进出口类指标的相关性总和为：5.690866753195581 2024-11-21 14:02:59,973 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 14:03:02,973 - my_logger - INFO - 需求类指标的相关性总和为：12.425850166531935 2024-11-21 14:03:02,975 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 14:03:03,324 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 14:03:07,396 - my_logger - INFO - 制作报告end 2024-11-21 14:03:07,397 - my_logger - INFO - 模型训练完成 2024-11-22 13:28:05,823 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 13:28:05,823 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 13:29:03,132 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:29:03,137 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:29:03,138 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:29:03,140 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 13:29:03,142 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:29:03,143 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:29:03,145 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 13:29:03,147 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 13:29:03,148 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 13:29:03,149 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 13:29:03,152 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 13:29:03,153 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 13:29:03,155 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 13:29:03,157 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 13:29:03,159 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 13:29:03,160 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 13:29:03,162 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 13:29:03,165 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-22 13:29:03,166 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-22 13:29:03,169 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-22 13:29:03,171 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-22 13:29:03,174 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 13:29:03,176 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-22 13:29:03,179 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 13:29:03,183 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:29:03,185 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:29:03,188 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:29:03,193 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:29:03,200 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:29:03,203 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-22 13:29:03,206 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-22 13:29:03,211 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-22 13:29:03,218 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-22 13:29:03,220 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-22 13:29:03,223 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-22 13:29:03,231 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-22 13:29:03,233 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 13:29:03,236 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 13:29:03,239 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 13:29:03,245 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-22 13:29:03,251 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-22 13:29:03,253 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-22 13:29:03,255 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-22 13:29:03,258 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-22 13:29:03,265 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-22 13:29:03,268 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-22 13:29:03,270 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-22 13:29:03,273 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-22 13:29:03,276 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-22 13:29:03,280 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 13:29:03,282 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 13:29:03,285 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:29:03,287 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:29:03,290 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:29:03,296 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-22 13:29:03,299 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-22 13:29:03,302 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-22 13:29:03,304 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-22 13:29:03,307 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-22 13:29:03,312 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-22 13:29:03,315 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-22 13:29:03,317 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-22 13:29:03,321 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-22 13:29:03,323 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-22 13:29:03,328 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-22 13:29:03,332 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-22 13:29:03,335 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-22 13:29:03,337 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-22 13:29:03,340 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-22 13:29:03,345 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-22 13:29:03,348 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-22 13:29:03,351 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-22 13:29:03,354 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-22 13:29:03,356 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-22 13:29:03,361 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-22 13:29:03,364 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-22 13:29:03,368 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-22 13:29:03,371 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-22 13:29:03,372 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-22 13:29:03,376 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-22 13:29:03,379 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-22 13:29:03,383 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-22 13:29:03,386 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-22 13:29:03,388 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-22 13:29:03,390 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-22 13:29:03,394 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-22 13:29:03,398 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-22 13:29:03,400 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-22 13:29:03,402 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-22 13:29:03,405 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-22 13:29:03,406 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-22 13:29:03,408 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-22 13:29:03,411 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-22 13:29:03,415 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-22 13:29:03,416 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-22 13:29:03,419 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-22 13:29:03,424 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-22 13:29:03,429 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-22 13:29:03,431 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-22 13:29:03,437 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-22 13:29:03,439 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-22 13:29:03,442 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-22 13:29:03,447 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-22 13:29:03,451 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-22 13:29:03,454 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-22 13:29:03,458 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-22 13:29:03,464 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-22 13:29:03,468 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-22 13:29:03,471 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-22 13:29:03,475 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-22 13:29:03,481 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-22 13:29:03,484 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-22 13:29:03,486 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-22 13:29:03,489 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-22 13:29:03,491 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-22 13:29:03,496 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-22 13:29:03,498 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 13:29:03,501 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 13:29:03,503 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-22 13:29:03,507 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-22 13:29:03,511 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-22 13:29:03,513 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 13:29:03,516 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 13:29:03,518 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 13:29:03,520 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-22 13:29:03,523 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 13:29:03,526 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 13:29:03,531 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 13:29:03,532 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-22 13:29:03,536 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-22 13:29:03,538 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-22 13:29:03,539 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-22 13:29:03,543 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 13:29:03,547 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 13:29:03,548 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 13:29:03,552 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-22 13:29:03,554 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-22 13:29:03,556 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-22 13:29:03,559 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-22 13:29:03,563 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:29:03,566 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:29:03,569 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:29:03,571 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:29:03,573 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 13:29:03,576 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 13:29:03,581 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 13:29:03,584 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 13:29:03,587 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 13:29:03,590 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 13:29:03,592 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 13:29:03,598 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 13:29:03,600 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 13:29:03,603 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-22 13:29:03,605 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-22 13:29:03,606 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-22 13:29:03,608 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 13:29:03,613 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-22 13:29:03,616 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:29:03,618 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:29:03,620 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-22 13:29:03,623 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-22 13:29:03,625 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-22 13:29:03,631 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:29:03,634 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-22 13:29:03,637 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-22 13:29:03,640 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-22 13:29:03,645 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,648 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-22 13:29:03,651 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,654 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-22 13:29:03,657 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-22 13:29:03,660 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-22 13:29:03,665 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 13:29:03,667 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-22 13:29:03,668 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-22 13:29:03,672 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-22 13:29:03,674 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-22 13:29:03,678 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-22 13:29:03,680 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-22 13:29:03,683 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-22 13:29:03,686 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,688 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,690 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,696 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,698 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,702 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,705 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,706 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,710 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 13:29:03,714 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 13:29:03,717 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 13:29:03,719 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,722 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,723 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-22 13:29:03,729 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 13:29:03,732 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-22 13:29:03,735 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-22 13:29:03,738 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-22 13:29:03,741 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-22 13:29:03,745 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-22 13:29:03,749 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-22 13:29:03,751 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-22 13:29:03,754 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-22 13:29:03,757 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-22 13:29:03,762 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-22 13:29:03,765 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-22 13:29:03,768 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:29:03,770 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:29:03,773 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:29:03,778 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-22 13:29:03,781 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-22 13:29:03,784 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-22 13:29:03,786 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-22 13:29:03,789 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-22 13:29:03,790 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-22 13:29:03,796 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-22 13:29:03,798 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-22 13:29:03,802 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-22 13:29:03,804 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-22 13:29:03,806 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-22 13:29:03,813 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-22 13:29:03,817 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-22 13:29:03,819 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-22 13:29:03,823 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-22 13:29:03,827 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:29:03,831 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-22 13:29:03,833 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-22 13:29:03,835 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-22 13:29:03,837 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-22 13:29:03,840 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-22 13:29:03,846 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-22 13:29:03,849 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-22 13:29:03,852 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-22 13:29:03,854 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-22 13:29:03,857 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-22 13:29:03,861 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-22 13:29:03,863 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-22 13:29:03,867 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-22 13:29:03,869 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-22 13:29:03,871 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-22 13:29:03,875 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-22 13:29:03,880 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-22 13:29:03,883 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-22 13:29:03,885 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-22 13:29:03,889 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-22 13:29:03,892 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-22 13:29:03,898 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-22 13:29:03,902 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-22 13:29:03,904 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-22 13:29:03,907 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-22 13:29:03,911 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-22 13:29:03,914 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-22 13:29:03,917 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-22 13:29:03,920 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-22 13:29:03,922 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-22 13:29:03,925 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-22 13:29:03,931 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-22 13:29:03,934 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-22 13:29:03,937 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-22 13:29:03,940 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-22 13:29:03,943 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-22 13:29:03,948 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-22 13:29:03,950 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-22 13:29:03,953 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-22 13:29:03,955 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-22 13:29:03,957 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-22 13:29:03,964 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-22 13:29:03,968 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-22 13:29:03,970 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-22 13:29:03,973 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-22 13:29:03,975 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-22 13:29:03,982 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-22 13:29:03,985 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-22 13:29:03,988 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-22 13:29:03,991 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-22 13:29:03,997 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-22 13:29:04,000 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-22 13:29:04,003 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-22 13:29:04,005 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-22 13:29:04,008 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-22 13:29:04,013 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-22 13:29:04,016 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-22 13:29:04,019 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-22 13:29:04,022 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-22 13:29:04,025 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-22 13:29:04,030 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-22 13:29:04,034 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-22 13:29:04,036 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-22 13:29:04,039 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-22 13:29:04,042 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-22 13:29:04,047 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-22 13:29:04,049 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-22 13:29:04,051 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-22 13:29:04,053 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-22 13:29:04,056 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-22 13:29:04,059 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-22 13:29:04,063 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-22 13:29:04,065 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-22 13:29:04,068 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-22 13:29:04,071 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-22 13:29:04,075 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-22 13:29:04,080 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-22 13:29:04,083 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-22 13:29:04,085 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-22 13:29:04,088 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-22 13:29:04,091 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-22 13:29:04,095 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 13:29:04,097 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 13:29:04,101 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:29:04,103 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:29:04,105 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:29:04,107 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:29:04,111 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:29:04,115 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:29:04,118 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:29:04,121 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:29:04,124 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 13:29:04,128 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 13:29:04,131 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-22 13:29:04,133 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-22 13:29:04,136 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-22 13:29:04,138 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-22 13:29:04,140 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-22 13:29:04,145 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 13:29:04,148 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 13:29:04,151 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-22 13:29:04,154 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 13:29:04,157 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 13:29:04,161 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-22 13:29:04,167 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-22 13:29:04,169 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:29:04,173 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-22 13:29:04,178 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:29:04,181 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:29:04,183 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:29:04,185 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:29:04,187 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-22 13:29:04,189 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-22 13:29:04,196 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:29:04,198 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 13:29:04,201 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-22 13:29:04,203 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 13:29:04,204 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-22 13:29:04,207 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-22 13:29:04,212 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-22 13:29:04,215 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,218 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 13:29:04,220 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-22 13:29:04,223 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-22 13:29:04,228 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-22 13:29:04,232 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-22 13:29:04,234 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-22 13:29:04,236 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-22 13:29:04,237 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-22 13:29:04,240 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-22 13:29:04,245 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,248 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,250 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,255 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,257 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,261 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,264 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,265 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,267 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,269 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,274 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,279 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,282 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-22 13:29:04,284 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-22 13:29:04,286 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-22 13:29:04,289 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-22 13:29:04,292 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-22 13:29:04,297 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-22 13:29:04,299 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-22 13:29:04,302 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,304 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,307 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,311 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-22 13:29:04,314 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-22 13:29:04,316 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-22 13:29:04,335 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:29:04,362 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-22 13:29:04,365 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-22 13:29:04,367 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 13:29:04,375 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-22 13:29:04,382 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-22 13:29:04,384 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-22 13:29:04,386 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-22 13:29:04,388 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-22 13:29:04,391 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-22 13:29:04,397 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-22 13:29:04,399 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-22 13:29:04,402 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-22 13:29:04,404 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-22 13:29:04,406 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-22 13:29:04,410 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-22 13:29:04,415 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-22 13:29:04,417 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-22 13:29:04,419 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-22 13:29:04,421 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-22 13:29:04,423 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-22 13:29:04,427 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-22 13:29:04,430 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-22 13:29:04,434 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-22 13:29:04,436 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-22 13:29:04,438 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-22 13:29:04,439 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,446 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:29:04,449 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:29:04,452 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,455 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,460 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,466 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,467 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,470 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,473 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,477 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:29:04,482 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,485 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:29:04,487 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,490 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:29:04,497 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,499 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-22 13:29:04,502 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,504 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,507 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,512 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,515 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,517 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-22 13:29:04,522 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,525 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,530 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,533 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,536 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,538 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,540 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,544 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,547 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,550 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,552 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,553 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,556 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,558 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,564 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,567 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,569 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,571 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,573 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,576 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,581 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,584 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,586 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:29:04,588 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,590 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-22 13:29:04,594 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,600 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,602 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,604 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,606 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,609 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-22 13:29:04,615 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,618 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,620 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,622 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,623 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,628 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-22 13:29:04,632 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,635 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,637 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,639 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,642 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,647 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,649 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,652 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,654 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,658 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,664 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,666 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,668 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,671 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,673 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,678 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,680 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,683 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,686 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,688 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,690 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:29:04,695 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-22 13:29:04,699 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-22 13:29:04,701 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-22 13:29:04,703 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-22 13:29:04,705 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-22 13:29:04,708 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-22 13:29:04,713 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-22 13:29:04,715 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-22 13:29:04,719 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-22 13:29:04,720 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-22 13:29:04,722 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-22 13:29:04,726 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-22 13:29:04,731 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-22 13:29:04,742 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-22 13:29:04,746 - my_logger - INFO - 删除预警的特征前数据量：(2516, 504) 2024-11-22 13:29:04,752 - my_logger - INFO - 删除预警的特征后数据量：(2516, 431) 2024-11-22 13:29:04,752 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 431) 2024-11-22 13:29:05,389 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 427) 2024-11-22 13:29:05,395 - my_logger - INFO - 删除预测列为空值的行后数据量：(1780, 427) 2024-11-22 13:29:05,400 - my_logger - INFO - 删除全为空值的列后数据量：(1780, 356) 2024-11-22 13:29:09,639 - my_logger - INFO - 日度(224) 周度(130) 月度(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 219 C2403128043 220 C2403150124 221 FVHCM1 INDEX 222 GC1 COMB Comdty 223 C2404167855 [224 rows x 3 columns] 2024-11-22 13:29:09,656 - my_logger - INFO - 特征信息：总共有353个,日度(224),周度(130),月度(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 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： 2024-11-22 13:29:09,659 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-22 13:29:11,311 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' 2024-11-22 13:29:11,320 - my_logger - INFO - 开始训练模型... 2024-11-22 13:29:11,320 - my_logger - INFO - 模型训练完成 2024-11-22 13:29:11,321 - my_logger - INFO - 训练数据绘图ing 2024-11-22 13:29:12,220 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' 2024-11-22 13:29:13,913 - my_logger - INFO - 训练数据绘图end 2024-11-22 13:29:13,914 - my_logger - INFO - 制作报告ing 2024-11-22 13:29:14,189 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-22 13:29:16,981 - my_logger - INFO - 价格类指标的相关性总和为：67.3553417985951 2024-11-22 13:29:16,983 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-22 13:29:19,437 - my_logger - INFO - 供应类指标的相关性总和为：15.185628739201855 2024-11-22 13:29:19,438 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-22 13:29:21,949 - my_logger - INFO - 其他类指标的相关性总和为：6.24635506638453 2024-11-22 13:29:21,951 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-22 13:29:24,123 - my_logger - INFO - 库存类指标的相关性总和为：19.08669774926328 2024-11-22 13:29:24,124 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-22 13:29:26,659 - my_logger - INFO - 期货市场类指标的相关性总和为：51.928047677314126 2024-11-22 13:29:26,662 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-22 13:29:27,053 - my_logger - INFO - 运输类指标的相关性总和为：1.024712499327046 2024-11-22 13:29:27,053 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-22 13:29:29,108 - my_logger - INFO - 进出口类指标的相关性总和为：5.690866753195581 2024-11-22 13:29:29,110 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-22 13:29:31,667 - my_logger - INFO - 需求类指标的相关性总和为：12.425850166531935 2024-11-22 13:29:31,669 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-22 13:29:31,985 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-22 13:29:36,904 - my_logger - INFO - 制作报告end 2024-11-22 13:29:36,905 - my_logger - INFO - 模型训练完成 2024-11-22 13:34:48,095 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 13:34:48,097 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 13:36:04,060 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 13:36:04,060 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 13:36:47,631 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:36:47,633 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:36:47,635 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:36:47,638 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 13:36:47,640 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:36:47,641 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 13:36:47,643 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 13:36:47,646 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 13:36:47,650 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 13:36:47,652 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 13:36:47,655 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 13:36:47,657 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 13:36:47,658 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 13:36:47,661 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 13:36:47,664 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 13:36:47,668 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 13:36:47,670 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 13:36:47,672 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-22 13:36:47,674 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-22 13:36:47,676 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-22 13:36:47,679 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-22 13:36:47,684 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 13:36:47,688 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-22 13:36:47,691 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 13:36:47,695 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:36:47,698 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:36:47,701 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:36:47,702 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:36:47,704 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-22 13:36:47,706 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-22 13:36:47,708 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-22 13:36:47,712 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-22 13:36:47,715 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-22 13:36:47,718 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-22 13:36:47,720 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-22 13:36:47,722 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-22 13:36:47,723 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 13:36:47,729 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 13:36:47,732 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 13:36:47,734 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-22 13:36:47,737 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-22 13:36:47,739 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-22 13:36:47,740 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-22 13:36:47,743 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-22 13:36:47,747 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-22 13:36:47,749 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-22 13:36:47,751 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-22 13:36:47,753 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-22 13:36:47,755 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-22 13:36:47,757 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 13:36:47,761 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 13:36:47,765 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:36:47,767 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:36:47,768 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:36:47,771 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-22 13:36:47,772 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-22 13:36:47,776 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-22 13:36:47,780 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-22 13:36:47,783 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-22 13:36:47,784 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-22 13:36:47,786 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-22 13:36:47,788 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-22 13:36:47,790 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-22 13:36:47,794 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-22 13:36:47,797 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-22 13:36:47,799 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-22 13:36:47,801 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-22 13:36:47,803 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-22 13:36:47,805 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-22 13:36:47,807 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-22 13:36:47,811 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-22 13:36:47,815 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-22 13:36:47,816 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-22 13:36:47,818 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-22 13:36:47,820 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-22 13:36:47,822 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-22 13:36:47,824 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-22 13:36:47,829 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-22 13:36:47,831 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-22 13:36:47,834 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-22 13:36:47,835 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-22 13:36:47,837 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-22 13:36:47,841 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-22 13:36:47,845 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-22 13:36:47,847 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-22 13:36:47,850 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-22 13:36:47,851 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-22 13:36:47,853 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-22 13:36:47,856 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-22 13:36:47,857 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-22 13:36:47,861 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-22 13:36:47,864 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-22 13:36:47,865 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-22 13:36:47,867 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-22 13:36:47,870 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-22 13:36:47,871 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-22 13:36:47,873 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-22 13:36:47,875 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-22 13:36:47,879 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-22 13:36:47,881 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-22 13:36:47,883 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-22 13:36:47,885 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-22 13:36:47,887 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-22 13:36:47,889 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-22 13:36:47,891 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-22 13:36:47,894 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-22 13:36:47,896 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-22 13:36:47,898 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-22 13:36:47,900 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-22 13:36:47,902 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-22 13:36:47,904 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-22 13:36:47,905 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-22 13:36:47,907 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-22 13:36:47,911 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-22 13:36:47,914 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-22 13:36:47,915 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-22 13:36:47,917 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 13:36:47,919 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 13:36:47,920 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-22 13:36:47,922 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-22 13:36:47,924 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-22 13:36:47,927 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 13:36:47,930 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 13:36:47,932 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 13:36:47,934 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-22 13:36:47,935 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 13:36:47,937 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 13:36:47,938 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 13:36:47,941 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-22 13:36:47,944 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-22 13:36:47,948 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-22 13:36:47,950 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-22 13:36:47,952 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 13:36:47,953 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 13:36:47,955 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 13:36:47,957 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-22 13:36:47,962 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-22 13:36:47,964 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-22 13:36:47,966 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-22 13:36:47,967 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:36:47,969 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:36:47,971 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:36:47,972 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 13:36:47,976 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 13:36:47,980 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 13:36:47,982 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 13:36:47,984 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 13:36:47,985 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 13:36:47,987 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 13:36:47,988 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 13:36:47,991 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 13:36:47,994 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 13:36:47,997 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-22 13:36:47,999 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-22 13:36:48,001 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-22 13:36:48,002 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 13:36:48,004 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-22 13:36:48,007 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:36:48,012 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:36:48,015 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-22 13:36:48,017 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-22 13:36:48,018 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-22 13:36:48,022 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:36:48,025 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-22 13:36:48,030 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-22 13:36:48,032 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-22 13:36:48,034 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,036 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-22 13:36:48,038 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,041 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-22 13:36:48,045 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-22 13:36:48,048 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-22 13:36:48,052 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 13:36:48,055 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-22 13:36:48,058 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-22 13:36:48,063 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-22 13:36:48,066 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-22 13:36:48,067 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-22 13:36:48,068 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-22 13:36:48,071 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-22 13:36:48,073 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,075 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,079 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,083 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,085 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,087 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,089 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,091 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,093 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 13:36:48,097 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 13:36:48,100 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 13:36:48,102 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,103 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,106 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-22 13:36:48,109 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 13:36:48,113 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-22 13:36:48,115 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-22 13:36:48,118 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-22 13:36:48,121 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-22 13:36:48,123 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-22 13:36:48,124 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-22 13:36:48,128 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-22 13:36:48,131 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-22 13:36:48,133 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-22 13:36:48,135 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-22 13:36:48,136 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-22 13:36:48,138 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:36:48,140 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:36:48,143 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:36:48,148 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-22 13:36:48,151 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-22 13:36:48,154 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-22 13:36:48,155 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-22 13:36:48,159 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-22 13:36:48,162 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-22 13:36:48,165 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-22 13:36:48,168 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-22 13:36:48,170 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-22 13:36:48,171 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-22 13:36:48,174 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-22 13:36:48,178 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-22 13:36:48,180 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-22 13:36:48,182 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-22 13:36:48,184 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-22 13:36:48,186 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-22 13:36:48,188 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-22 13:36:48,189 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-22 13:36:48,192 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-22 13:36:48,196 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-22 13:36:48,198 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-22 13:36:48,200 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-22 13:36:48,202 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-22 13:36:48,204 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-22 13:36:48,206 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-22 13:36:48,210 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-22 13:36:48,214 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-22 13:36:48,215 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-22 13:36:48,218 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-22 13:36:48,221 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-22 13:36:48,223 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-22 13:36:48,262 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-22 13:36:48,268 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-22 13:36:48,275 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-22 13:36:48,283 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-22 13:36:48,285 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-22 13:36:48,287 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-22 13:36:48,290 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-22 13:36:48,292 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-22 13:36:48,299 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-22 13:36:48,302 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-22 13:36:48,304 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-22 13:36:48,306 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-22 13:36:48,309 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-22 13:36:48,313 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-22 13:36:48,317 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-22 13:36:48,318 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-22 13:36:48,321 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-22 13:36:48,323 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-22 13:36:48,325 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-22 13:36:48,331 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-22 13:36:48,333 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-22 13:36:48,337 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-22 13:36:48,338 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-22 13:36:48,340 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-22 13:36:48,345 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-22 13:36:48,347 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-22 13:36:48,350 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-22 13:36:48,354 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-22 13:36:48,355 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-22 13:36:48,357 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-22 13:36:48,362 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-22 13:36:48,364 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-22 13:36:48,366 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-22 13:36:48,368 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-22 13:36:48,370 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-22 13:36:48,371 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-22 13:36:48,375 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-22 13:36:48,378 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-22 13:36:48,381 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-22 13:36:48,383 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-22 13:36:48,385 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-22 13:36:48,386 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-22 13:36:48,389 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-22 13:36:48,391 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-22 13:36:48,394 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-22 13:36:48,397 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-22 13:36:48,400 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-22 13:36:48,402 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-22 13:36:48,404 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-22 13:36:48,406 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-22 13:36:48,409 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-22 13:36:48,412 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-22 13:36:48,414 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-22 13:36:48,417 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-22 13:36:48,419 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-22 13:36:48,421 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-22 13:36:48,424 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-22 13:36:48,427 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-22 13:36:48,430 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-22 13:36:48,434 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-22 13:36:48,436 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-22 13:36:48,439 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-22 13:36:48,442 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-22 13:36:48,445 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-22 13:36:48,450 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-22 13:36:48,452 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-22 13:36:48,454 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 13:36:48,456 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 13:36:48,458 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:36:48,463 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:36:48,464 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:36:48,467 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-22 13:36:48,471 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:36:48,472 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:36:48,475 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:36:48,479 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 13:36:48,482 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 13:36:48,484 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 13:36:48,486 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-22 13:36:48,487 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-22 13:36:48,489 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-22 13:36:48,491 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-22 13:36:48,496 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-22 13:36:48,499 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 13:36:48,501 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 13:36:48,502 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-22 13:36:48,504 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 13:36:48,506 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 13:36:48,508 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-22 13:36:48,513 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-22 13:36:48,516 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-22 13:36:48,517 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-22 13:36:48,520 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:36:48,521 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:36:48,523 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:36:48,524 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 13:36:48,529 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-22 13:36:48,532 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-22 13:36:48,534 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-22 13:36:48,535 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 13:36:48,537 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-22 13:36:48,539 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 13:36:48,541 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-22 13:36:48,546 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-22 13:36:48,549 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-22 13:36:48,551 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,552 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 13:36:48,555 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-22 13:36:48,556 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-22 13:36:48,561 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-22 13:36:48,563 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-22 13:36:48,566 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-22 13:36:48,567 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-22 13:36:48,569 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-22 13:36:48,570 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-22 13:36:48,572 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,574 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,578 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,581 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,582 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,584 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,586 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,589 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,592 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,597 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,600 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,602 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,606 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-22 13:36:48,609 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-22 13:36:48,615 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-22 13:36:48,617 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-22 13:36:48,620 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-22 13:36:48,623 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-22 13:36:48,628 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-22 13:36:48,631 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,636 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,639 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,643 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-22 13:36:48,650 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-22 13:36:48,654 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-22 13:36:48,657 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 13:36:48,661 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-22 13:36:48,668 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-22 13:36:48,669 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 13:36:48,672 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-22 13:36:48,674 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-22 13:36:48,680 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-22 13:36:48,683 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-22 13:36:48,685 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-22 13:36:48,687 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-22 13:36:48,689 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-22 13:36:48,691 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-22 13:36:48,695 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-22 13:36:48,698 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-22 13:36:48,699 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-22 13:36:48,701 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-22 13:36:48,703 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-22 13:36:48,705 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-22 13:36:48,706 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-22 13:36:48,708 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-22 13:36:48,713 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-22 13:36:48,715 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-22 13:36:48,717 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-22 13:36:48,719 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-22 13:36:48,721 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-22 13:36:48,723 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-22 13:36:48,726 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,731 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:36:48,733 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:36:48,734 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,735 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,738 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,740 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,742 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,747 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,749 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,751 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:36:48,752 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,754 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:36:48,757 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,762 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-22 13:36:48,766 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,767 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-22 13:36:48,769 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,771 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,774 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,778 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,780 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,782 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-22 13:36:48,784 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,786 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,788 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,790 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,792 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,797 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,799 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,801 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,802 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,805 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,807 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,810 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,811 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,813 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,815 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,817 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,819 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,822 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,826 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,830 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,833 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,835 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,837 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-22 13:36:48,840 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,843 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-22 13:36:48,847 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,848 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,850 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,852 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,854 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,856 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-22 13:36:48,857 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,861 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,863 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,865 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,867 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,869 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-22 13:36:48,871 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,873 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,874 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,878 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,882 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,884 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,885 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,887 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,889 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,891 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,895 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,898 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,900 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,901 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,903 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,905 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,907 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,910 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,913 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,915 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,917 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-22 13:36:48,919 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-22 13:36:48,920 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-22 13:36:48,922 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-22 13:36:48,924 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-22 13:36:48,930 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-22 13:36:48,931 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-22 13:36:48,934 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-22 13:36:48,935 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-22 13:36:48,937 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-22 13:36:48,938 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-22 13:36:48,941 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-22 13:36:48,946 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-22 13:36:48,948 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-22 13:36:48,952 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-22 13:36:48,955 - my_logger - INFO - 删除预警的特征前数据量：(2881, 504) 2024-11-22 13:36:48,961 - my_logger - INFO - 删除预警的特征后数据量：(2881, 431) 2024-11-22 13:36:48,963 - my_logger - INFO - 删除两月不更新特征前数据量：(2881, 431) 2024-11-22 13:36:49,424 - my_logger - INFO - 删除两月不更新特征后数据量：(2881, 427) 2024-11-22 13:36:49,428 - my_logger - INFO - 删除预测列为空值的行后数据量：(1823, 427) 2024-11-22 13:36:49,431 - my_logger - INFO - 删除全为空值的列后数据量：(1823, 356) 2024-11-22 13:36:53,201 - my_logger - INFO - 日度(224) 周度(130) 月度(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 219 C2403128043 220 C2403150124 221 FVHCM1 INDEX 222 GC1 COMB Comdty 223 C2404167855 [224 rows x 3 columns] 2024-11-22 13:36:53,218 - my_logger - INFO - 特征信息：总共有353个,日度(224),周度(130),月度(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 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： 2024-11-22 13:36:53,220 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-22 13:36:54,283 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' 2024-11-22 13:36:54,285 - my_logger - INFO - 开始训练模型... 2024-11-22 13:36:54,286 - my_logger - INFO - 模型训练完成 2024-11-22 13:36:54,286 - my_logger - INFO - 训练数据绘图ing 2024-11-22 13:36:55,170 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' 2024-11-22 13:36:56,774 - my_logger - INFO - 训练数据绘图end 2024-11-22 13:36:56,774 - my_logger - INFO - 制作报告ing 2024-11-22 13:36:57,044 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-22 13:36:59,380 - my_logger - INFO - 价格类指标的相关性总和为：67.29718178974987 2024-11-22 13:36:59,382 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-22 13:37:01,595 - my_logger - INFO - 供应类指标的相关性总和为：14.985815035604956 2024-11-22 13:37:01,596 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-22 13:37:03,959 - my_logger - INFO - 其他类指标的相关性总和为：6.25197284721235 2024-11-22 13:37:03,960 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-22 13:37:06,174 - my_logger - INFO - 库存类指标的相关性总和为：18.962665261571317 2024-11-22 13:37:06,175 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-22 13:37:08,813 - my_logger - INFO - 期货市场类指标的相关性总和为：51.885481819982964 2024-11-22 13:37:08,814 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-22 13:37:09,165 - my_logger - INFO - 运输类指标的相关性总和为：1.0136936453780894 2024-11-22 13:37:09,166 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-22 13:37:11,246 - my_logger - INFO - 进出口类指标的相关性总和为：5.633477877840687 2024-11-22 13:37:11,247 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-22 13:37:13,882 - my_logger - INFO - 需求类指标的相关性总和为：12.177440218129728 2024-11-22 13:37:13,883 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-22 13:37:14,175 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-22 13:37:18,355 - my_logger - INFO - 制作报告end 2024-11-22 13:37:18,356 - my_logger - INFO - 模型训练完成 2024-11-22 14:25:59,588 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 14:25:59,588 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 14:26:51,078 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:26:51,081 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:26:51,084 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:26:51,087 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 14:26:51,090 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:26:51,096 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:26:51,105 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 14:26:51,108 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 14:26:51,115 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 14:26:51,122 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 14:26:51,126 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 14:26:51,132 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 14:26:51,133 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:26:51,136 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:26:51,140 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:26:51,144 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 14:26:51,146 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 14:26:51,147 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-22 14:26:51,150 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-22 14:26:51,153 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-22 14:26:51,154 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-22 14:26:51,159 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 14:26:51,162 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:26:51,166 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 14:26:51,169 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:26:51,171 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:26:51,175 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:26:51,179 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:26:51,182 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:26:51,184 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-22 14:26:51,188 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-22 14:26:51,191 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-22 14:26:51,194 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-22 14:26:51,195 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:26:51,197 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:26:51,198 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:26:51,201 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:26:51,205 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:26:51,208 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:26:51,210 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-22 14:26:51,211 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-22 14:26:51,213 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-22 14:26:51,217 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-22 14:26:51,223 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-22 14:26:51,227 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-22 14:26:51,230 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-22 14:26:51,234 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-22 14:26:51,237 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-22 14:26:51,240 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-22 14:26:51,242 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 14:26:51,244 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 14:26:51,247 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:26:51,249 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:26:51,250 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:26:51,256 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-22 14:26:51,258 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-22 14:26:51,259 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-22 14:26:51,261 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-22 14:26:51,263 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-22 14:26:51,265 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-22 14:26:51,266 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-22 14:26:51,271 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-22 14:26:51,273 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-22 14:26:51,275 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-22 14:26:51,276 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-22 14:26:51,279 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-22 14:26:51,281 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-22 14:26:51,283 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-22 14:26:51,288 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-22 14:26:51,292 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-22 14:26:51,294 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-22 14:26:51,295 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-22 14:26:51,297 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-22 14:26:51,299 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-22 14:26:51,301 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-22 14:26:51,306 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-22 14:26:51,308 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-22 14:26:51,309 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-22 14:26:51,311 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-22 14:26:51,313 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-22 14:26:51,315 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-22 14:26:51,319 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-22 14:26:51,323 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-22 14:26:51,325 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-22 14:26:51,327 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-22 14:26:51,329 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-22 14:26:51,331 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-22 14:26:51,335 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-22 14:26:51,339 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-22 14:26:51,341 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-22 14:26:51,343 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-22 14:26:51,346 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-22 14:26:51,348 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-22 14:26:51,349 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-22 14:26:51,353 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-22 14:26:51,356 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-22 14:26:51,358 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-22 14:26:51,360 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-22 14:26:51,361 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-22 14:26:51,364 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-22 14:26:51,365 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-22 14:26:51,368 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-22 14:26:51,370 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-22 14:26:51,374 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-22 14:26:51,375 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-22 14:26:51,377 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-22 14:26:51,379 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-22 14:26:51,381 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-22 14:26:51,383 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-22 14:26:51,389 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-22 14:26:51,392 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-22 14:26:51,394 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-22 14:26:51,396 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-22 14:26:51,398 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-22 14:26:51,400 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-22 14:26:51,404 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,407 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 14:26:51,409 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 14:26:51,411 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-22 14:26:51,411 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-22 14:26:51,414 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,416 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:26:51,418 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:26:51,424 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:26:51,425 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-22 14:26:51,427 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:26:51,429 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:26:51,430 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:26:51,432 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-22 14:26:51,435 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-22 14:26:51,440 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-22 14:26:51,442 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-22 14:26:51,443 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:26:51,446 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:26:51,448 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:26:51,450 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-22 14:26:51,453 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-22 14:26:51,457 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-22 14:26:51,459 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-22 14:26:51,461 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:26:51,463 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:26:51,464 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:26:51,466 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:26:51,473 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,475 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,477 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,479 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 14:26:51,481 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 14:26:51,483 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:26:51,489 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:26:51,491 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:26:51,493 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:26:51,495 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:26:51,497 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-22 14:26:51,499 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-22 14:26:51,501 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:26:51,506 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-22 14:26:51,508 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:26:51,510 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:26:51,512 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-22 14:26:51,513 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-22 14:26:51,518 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-22 14:26:51,522 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:26:51,523 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-22 14:26:51,526 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-22 14:26:51,527 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-22 14:26:51,529 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,531 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-22 14:26:51,533 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,535 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-22 14:26:51,539 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-22 14:26:51,542 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-22 14:26:51,543 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 14:26:51,546 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-22 14:26:51,548 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-22 14:26:51,550 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-22 14:26:51,553 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-22 14:26:51,556 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-22 14:26:51,557 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-22 14:26:51,559 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-22 14:26:51,563 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,564 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,565 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,568 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,572 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,574 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,577 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,579 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,580 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 14:26:51,583 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 14:26:51,585 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:26:51,589 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,593 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,596 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-22 14:26:51,597 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:26:51,599 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-22 14:26:51,601 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-22 14:26:51,608 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-22 14:26:51,610 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-22 14:26:51,611 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-22 14:26:51,613 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-22 14:26:51,615 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-22 14:26:51,617 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-22 14:26:51,622 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-22 14:26:51,624 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-22 14:26:51,626 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-22 14:26:51,628 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:26:51,629 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:26:51,631 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:26:51,633 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-22 14:26:51,636 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-22 14:26:51,640 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-22 14:26:51,643 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-22 14:26:51,645 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-22 14:26:51,647 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-22 14:26:51,648 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-22 14:26:51,650 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-22 14:26:51,656 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-22 14:26:51,659 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-22 14:26:51,661 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-22 14:26:51,662 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-22 14:26:51,663 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-22 14:26:51,666 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-22 14:26:51,672 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-22 14:26:51,675 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:26:51,677 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-22 14:26:51,680 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-22 14:26:51,681 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-22 14:26:51,685 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-22 14:26:51,689 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-22 14:26:51,692 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-22 14:26:51,694 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-22 14:26:51,696 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-22 14:26:51,697 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-22 14:26:51,700 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-22 14:26:51,703 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-22 14:26:51,708 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-22 14:26:51,709 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-22 14:26:51,711 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-22 14:26:51,712 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-22 14:26:51,715 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-22 14:26:51,717 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-22 14:26:51,722 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-22 14:26:51,723 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-22 14:26:51,726 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-22 14:26:51,727 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-22 14:26:51,729 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-22 14:26:51,731 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-22 14:26:51,735 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-22 14:26:51,739 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-22 14:26:51,742 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-22 14:26:51,744 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-22 14:26:51,747 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-22 14:26:51,750 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-22 14:26:51,753 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-22 14:26:51,756 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-22 14:26:51,758 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-22 14:26:51,760 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-22 14:26:51,761 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-22 14:26:51,764 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-22 14:26:51,765 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-22 14:26:51,768 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-22 14:26:51,773 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-22 14:26:51,774 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-22 14:26:51,776 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-22 14:26:51,777 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-22 14:26:51,780 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-22 14:26:51,781 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-22 14:26:51,785 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-22 14:26:51,789 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-22 14:26:51,792 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-22 14:26:51,795 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-22 14:26:51,797 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-22 14:26:51,798 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-22 14:26:51,801 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-22 14:26:51,805 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-22 14:26:51,807 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-22 14:26:51,810 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-22 14:26:51,812 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-22 14:26:51,813 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-22 14:26:51,815 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-22 14:26:51,817 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-22 14:26:51,821 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-22 14:26:51,824 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-22 14:26:51,826 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-22 14:26:51,828 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-22 14:26:51,830 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-22 14:26:51,833 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-22 14:26:51,835 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-22 14:26:51,840 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-22 14:26:51,843 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-22 14:26:51,844 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-22 14:26:51,846 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-22 14:26:51,848 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-22 14:26:51,849 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-22 14:26:51,852 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-22 14:26:51,857 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-22 14:26:51,859 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-22 14:26:51,860 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-22 14:26:51,862 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-22 14:26:51,863 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-22 14:26:51,866 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-22 14:26:51,868 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-22 14:26:51,874 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-22 14:26:51,876 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-22 14:26:51,877 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-22 14:26:51,880 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 14:26:51,881 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 14:26:51,884 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:26:51,890 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:26:51,892 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:26:51,894 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:26:51,895 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:26:51,898 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:26:51,900 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:26:51,905 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:26:51,907 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,910 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,911 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-22 14:26:51,914 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-22 14:26:51,916 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-22 14:26:51,919 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-22 14:26:51,923 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-22 14:26:51,925 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 14:26:51,928 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 14:26:51,930 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-22 14:26:51,933 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 14:26:51,940 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 14:26:51,956 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-22 14:26:51,963 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-22 14:26:51,969 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:26:51,973 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-22 14:26:51,976 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:26:51,978 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:26:51,980 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:26:51,982 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:26:51,983 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-22 14:26:51,989 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-22 14:26:51,991 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:26:51,993 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:26:51,995 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-22 14:26:51,997 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 14:26:51,998 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-22 14:26:52,000 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-22 14:26:52,003 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-22 14:26:52,008 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,009 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:26:52,011 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-22 14:26:52,013 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-22 14:26:52,014 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-22 14:26:52,018 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-22 14:26:52,023 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-22 14:26:52,025 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-22 14:26:52,027 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-22 14:26:52,029 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-22 14:26:52,031 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,032 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,037 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,041 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,043 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,044 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,047 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,049 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,090 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,098 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,111 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,113 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,115 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-22 14:26:52,119 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-22 14:26:52,123 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-22 14:26:52,125 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-22 14:26:52,128 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-22 14:26:52,129 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-22 14:26:52,131 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-22 14:26:52,133 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,136 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,140 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,143 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-22 14:26:52,144 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-22 14:26:52,147 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-22 14:26:52,148 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:26:52,151 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-22 14:26:52,156 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-22 14:26:52,159 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:26:52,161 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-22 14:26:52,163 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-22 14:26:52,165 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-22 14:26:52,167 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-22 14:26:52,172 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-22 14:26:52,175 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-22 14:26:52,178 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-22 14:26:52,179 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-22 14:26:52,181 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-22 14:26:52,182 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-22 14:26:52,187 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-22 14:26:52,191 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-22 14:26:52,193 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-22 14:26:52,195 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-22 14:26:52,197 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-22 14:26:52,198 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-22 14:26:52,202 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-22 14:26:52,208 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-22 14:26:52,211 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-22 14:26:52,213 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-22 14:26:52,219 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-22 14:26:52,225 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-22 14:26:52,228 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,230 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:26:52,236 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:26:52,240 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,242 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,244 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,247 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,250 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,254 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,256 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,258 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:26:52,261 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,263 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:26:52,264 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,266 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:26:52,270 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,273 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-22 14:26:52,275 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,277 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,279 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,280 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,283 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,286 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-22 14:26:52,291 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,293 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,295 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,296 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,298 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,299 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,304 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,306 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,309 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,310 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,311 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,314 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,315 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,320 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,325 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,328 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,331 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,334 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,340 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,343 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,345 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,348 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,350 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:26:52,352 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,356 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:26:52,359 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,361 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,363 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,364 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,366 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,369 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:26:52,373 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,375 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,377 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,381 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,385 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,391 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:26:52,393 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,395 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,397 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,403 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,408 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,411 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,413 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,415 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,418 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,422 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,423 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,425 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,428 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,429 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,431 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,434 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,439 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,441 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,443 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,445 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,448 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:26:52,450 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-22 14:26:52,453 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-22 14:26:52,456 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-22 14:26:52,458 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-22 14:26:52,461 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-22 14:26:52,462 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-22 14:26:52,464 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-22 14:26:52,467 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-22 14:26:52,472 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-22 14:26:52,474 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-22 14:26:52,475 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-22 14:26:52,478 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-22 14:26:52,480 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-22 14:26:52,485 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-22 14:26:52,488 - my_logger - INFO - 删除预警的特征前数据量：(2881, 504) 2024-11-22 14:26:52,495 - my_logger - INFO - 删除预警的特征后数据量：(2881, 431) 2024-11-22 14:26:52,495 - my_logger - INFO - 删除两月不更新特征前数据量：(2881, 431) 2024-11-22 14:26:53,018 - my_logger - INFO - 删除两月不更新特征后数据量：(2881, 427) 2024-11-22 14:26:53,022 - my_logger - INFO - 删除预测列为空值的行后数据量：(1823, 427) 2024-11-22 14:26:53,027 - my_logger - INFO - 删除全为空值的列后数据量：(1823, 356) 2024-11-22 14:26:57,341 - my_logger - INFO - 日度(224) 周度(130) 月度(1) 0 西北欧炼厂加工Brent原油CDU利润 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 美墨湾炼厂加工WTI原油CDU利润 中国汽柴油表需 2 新加坡炼厂加工Dubai原油CDU利润 DOE-美国汽油产量超季节性/3年 3 西北欧炼厂加工Brent原油CDU利润 M2 美国汽油表需（周度） 4 美墨湾炼厂加工WTI原油CDU利润 M2 美国汽油产量（周度） .. ... ... ... 219 C2403128043 220 C2403150124 221 FVHCM1 INDEX 222 GC1 COMB Comdty 223 C2404167855 [224 rows x 3 columns] 2024-11-22 14:26:57,366 - my_logger - INFO - 特征信息：总共有353个,日度(224),周度(130),月度(1), 详看 附1、特征列表 数据特征工程： 1. 数据日期排序，新日期在最后 2. 删除空列，特征数据列没有值，就删除 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： 2024-11-22 14:26:57,368 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-22 14:26:58,713 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' 2024-11-22 14:26:58,721 - my_logger - INFO - 开始训练模型... 2024-11-22 14:26:58,748 - my_logger - INFO - Training set head: 2024-11-22 14:26:58,750 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 2577 2017-10-31 37614.0 732.4702 114.0476 66472.0 71169.0 ... 1.0 0.0 0.0 0.0 0.0 1 2576 2017-11-01 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 2575 2017-11-02 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 2574 2017-11-03 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 2571 2017-11-06 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 371 columns] 2024-11-22 14:26:59,137 - my_logger - INFO - Testing set head: 2024-11-22 14:26:59,139 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 2059 2019-04-02 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 2058 2019-04-03 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 2057 2019-04-04 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 2056 2019-04-05 36407.0 732.4702 127.9048 68642.0 71183.0 ... 0.0 0.0 0.0 0.0 0.0 1 2053 2019-04-08 36407.0 732.4702 127.9048 68642.0 71183.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 371 columns] 2024-11-22 14:33:03,003 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 14:33:03,004 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 14:35:22,469 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:35:22,484 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:35:22,490 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:35:22,496 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 14:35:22,505 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:35:22,508 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:35:22,511 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 14:35:22,515 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 14:35:22,522 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 14:35:22,526 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 14:35:22,531 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 14:35:22,539 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 14:35:22,542 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:35:22,546 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:35:22,555 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:35:22,562 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 14:35:22,565 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 14:35:22,573 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-22 14:35:22,578 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-22 14:35:22,583 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-22 14:35:22,592 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-22 14:35:22,596 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 14:35:22,600 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:35:22,608 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 14:35:22,612 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:35:22,615 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:35:22,619 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:35:22,623 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:35:22,626 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:35:22,629 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-22 14:35:22,638 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-22 14:35:22,643 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-22 14:35:22,646 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-22 14:35:22,654 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:35:22,658 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:35:22,661 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:35:22,664 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:35:22,672 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:35:22,676 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:35:22,679 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-22 14:35:22,687 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-22 14:35:22,692 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-22 14:35:22,695 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-22 14:35:22,702 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-22 14:35:22,707 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-22 14:35:22,710 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-22 14:35:22,715 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-22 14:35:22,722 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-22 14:35:22,725 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-22 14:35:22,731 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 14:35:22,739 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 14:35:22,743 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:35:22,747 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:35:22,755 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:35:22,760 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-22 14:35:22,764 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-22 14:35:22,770 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-22 14:35:22,774 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-22 14:35:22,779 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-22 14:35:22,783 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-22 14:35:22,788 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-22 14:35:22,793 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-22 14:35:22,796 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-22 14:35:22,802 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-22 14:35:22,808 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-22 14:35:22,810 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-22 14:35:22,816 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-22 14:35:22,823 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-22 14:35:22,827 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-22 14:35:22,830 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-22 14:35:22,838 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-22 14:35:22,842 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-22 14:35:22,847 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-22 14:35:22,853 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-22 14:35:22,857 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-22 14:35:22,861 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-22 14:35:22,865 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-22 14:35:22,873 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-22 14:35:22,878 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-22 14:35:22,881 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-22 14:35:22,889 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-22 14:35:22,893 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-22 14:35:22,898 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-22 14:35:22,905 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-22 14:35:22,909 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-22 14:35:22,914 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-22 14:35:22,920 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-22 14:35:22,923 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-22 14:35:22,928 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-22 14:35:22,933 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-22 14:35:22,938 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-22 14:35:22,943 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-22 14:35:22,947 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-22 14:35:22,952 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-22 14:35:22,957 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-22 14:35:22,960 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-22 14:35:22,965 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-22 14:35:22,973 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-22 14:35:22,978 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-22 14:35:22,980 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-22 14:35:22,988 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-22 14:35:22,993 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-22 14:35:22,997 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-22 14:35:23,002 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-22 14:35:23,008 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-22 14:35:23,012 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-22 14:35:23,018 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-22 14:35:23,023 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-22 14:35:23,026 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-22 14:35:23,033 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-22 14:35:23,039 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-22 14:35:23,044 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-22 14:35:23,056 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-22 14:35:23,063 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-22 14:35:23,072 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-22 14:35:23,080 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-22 14:35:23,095 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 14:35:23,104 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 14:35:23,112 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-22 14:35:23,120 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-22 14:35:23,127 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-22 14:35:23,134 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:35:23,141 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:35:23,144 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:35:23,147 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-22 14:35:23,156 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:35:23,160 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:35:23,163 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:35:23,172 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-22 14:35:23,175 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-22 14:35:23,179 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-22 14:35:23,186 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-22 14:35:23,192 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:35:23,195 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:35:23,200 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:35:23,205 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-22 14:35:23,209 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-22 14:35:23,213 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-22 14:35:23,221 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-22 14:35:23,225 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:35:23,228 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:35:23,235 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:35:23,240 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:35:23,244 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:35:23,252 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:35:23,256 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:35:23,261 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 14:35:23,266 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 14:35:23,274 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:35:23,279 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:35:23,286 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:35:23,291 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:35:23,295 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:35:23,301 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-22 14:35:23,305 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-22 14:35:23,310 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:35:23,313 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-22 14:35:23,320 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:35:23,324 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:35:23,328 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-22 14:35:23,330 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-22 14:35:23,336 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-22 14:35:23,343 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:35:23,347 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-22 14:35:23,356 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-22 14:35:23,360 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-22 14:35:23,363 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,370 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-22 14:35:23,374 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,378 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-22 14:35:23,381 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-22 14:35:23,389 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-22 14:35:23,392 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 14:35:23,395 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-22 14:35:23,402 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-22 14:35:23,406 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-22 14:35:23,410 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-22 14:35:23,414 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-22 14:35:23,421 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-22 14:35:23,427 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-22 14:35:23,430 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,438 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,442 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,445 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,450 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,454 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,459 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,465 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,472 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 14:35:23,476 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 14:35:23,480 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:35:23,486 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,493 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,497 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-22 14:35:23,505 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:35:23,509 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-22 14:35:23,513 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-22 14:35:23,520 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-22 14:35:23,523 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-22 14:35:23,527 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-22 14:35:23,530 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-22 14:35:23,538 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-22 14:35:23,543 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-22 14:35:23,546 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-22 14:35:23,554 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-22 14:35:23,558 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-22 14:35:23,561 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:35:23,568 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:35:23,572 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:35:23,576 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-22 14:35:23,580 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-22 14:35:23,586 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-22 14:35:23,591 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-22 14:35:23,594 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-22 14:35:23,600 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-22 14:35:23,605 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-22 14:35:23,608 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-22 14:35:23,612 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-22 14:35:23,617 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-22 14:35:23,622 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-22 14:35:23,627 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-22 14:35:23,631 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-22 14:35:23,636 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-22 14:35:23,641 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-22 14:35:23,645 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:35:23,649 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-22 14:35:23,654 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-22 14:35:23,659 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-22 14:35:23,662 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-22 14:35:23,668 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-22 14:35:23,673 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-22 14:35:23,677 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-22 14:35:23,680 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-22 14:35:23,688 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-22 14:35:23,692 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-22 14:35:23,695 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-22 14:35:23,699 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-22 14:35:23,707 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-22 14:35:23,711 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-22 14:35:23,714 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-22 14:35:23,722 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-22 14:35:23,726 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-22 14:35:23,728 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-22 14:35:23,735 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-22 14:35:23,741 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-22 14:35:23,745 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-22 14:35:23,749 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-22 14:35:23,756 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-22 14:35:23,760 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-22 14:35:23,762 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-22 14:35:23,770 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-22 14:35:23,774 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-22 14:35:23,777 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-22 14:35:23,784 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-22 14:35:23,789 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-22 14:35:23,793 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-22 14:35:23,797 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-22 14:35:23,804 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-22 14:35:23,808 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-22 14:35:23,813 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-22 14:35:23,819 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-22 14:35:23,824 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-22 14:35:23,828 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-22 14:35:23,833 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-22 14:35:23,839 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-22 14:35:23,846 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-22 14:35:23,851 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-22 14:35:23,856 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-22 14:35:23,861 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-22 14:35:23,865 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-22 14:35:23,873 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-22 14:35:23,877 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-22 14:35:23,880 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-22 14:35:23,889 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-22 14:35:23,893 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-22 14:35:23,896 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-22 14:35:23,904 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-22 14:35:23,910 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-22 14:35:23,915 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-22 14:35:23,953 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-22 14:35:23,962 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-22 14:35:23,973 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-22 14:35:23,979 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-22 14:35:23,986 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-22 14:35:23,990 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-22 14:35:23,994 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-22 14:35:24,002 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-22 14:35:24,006 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-22 14:35:24,011 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-22 14:35:24,014 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-22 14:35:24,021 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-22 14:35:24,025 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-22 14:35:24,028 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-22 14:35:24,032 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-22 14:35:24,039 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-22 14:35:24,043 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-22 14:35:24,046 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-22 14:35:24,052 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-22 14:35:24,056 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-22 14:35:24,059 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-22 14:35:24,064 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-22 14:35:24,072 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-22 14:35:24,077 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-22 14:35:24,080 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-22 14:35:24,089 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-22 14:35:24,093 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-22 14:35:24,097 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 14:35:24,105 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 14:35:24,108 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:35:24,112 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:35:24,117 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:35:24,122 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:35:24,128 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:35:24,132 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:35:24,139 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:35:24,144 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:35:24,148 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 14:35:24,154 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 14:35:24,157 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-22 14:35:24,162 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-22 14:35:24,166 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-22 14:35:24,172 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-22 14:35:24,176 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-22 14:35:24,181 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 14:35:24,186 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 14:35:24,191 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-22 14:35:24,195 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 14:35:24,199 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 14:35:24,205 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-22 14:35:24,209 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-22 14:35:24,214 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:35:24,218 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-22 14:35:24,222 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:35:24,227 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:35:24,230 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:35:24,238 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:35:24,243 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-22 14:35:24,246 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-22 14:35:24,252 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:35:24,256 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:35:24,261 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-22 14:35:24,266 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 14:35:24,272 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-22 14:35:24,277 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-22 14:35:24,279 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-22 14:35:24,284 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,290 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:35:24,295 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-22 14:35:24,298 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-22 14:35:24,306 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-22 14:35:24,309 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-22 14:35:24,313 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-22 14:35:24,320 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-22 14:35:24,324 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-22 14:35:24,328 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-22 14:35:24,334 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,338 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,342 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,347 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,354 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,357 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,361 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,367 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,373 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,376 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,381 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,388 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,391 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-22 14:35:24,394 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-22 14:35:24,401 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-22 14:35:24,406 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-22 14:35:24,409 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-22 14:35:24,413 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-22 14:35:24,417 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-22 14:35:24,422 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,425 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,429 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,435 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-22 14:35:24,439 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-22 14:35:24,444 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-22 14:35:24,448 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:35:24,455 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-22 14:35:24,460 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-22 14:35:24,466 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:35:24,472 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-22 14:35:24,476 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-22 14:35:24,479 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-22 14:35:24,486 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-22 14:35:24,493 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-22 14:35:24,509 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-22 14:35:24,514 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-22 14:35:24,522 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-22 14:35:24,525 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-22 14:35:24,528 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-22 14:35:24,534 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-22 14:35:24,540 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-22 14:35:24,543 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-22 14:35:24,547 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-22 14:35:24,553 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-22 14:35:24,557 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-22 14:35:24,560 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-22 14:35:24,566 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-22 14:35:24,572 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-22 14:35:24,576 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-22 14:35:24,580 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-22 14:35:24,585 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-22 14:35:24,590 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,595 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:35:24,598 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:35:24,605 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,609 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,612 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,617 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,621 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,625 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,628 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,633 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:35:24,640 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,642 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:35:24,646 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,651 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:35:24,655 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,659 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-22 14:35:24,663 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,667 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,673 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,677 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,679 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,686 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-22 14:35:24,690 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,693 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,697 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,703 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,709 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,713 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,720 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,724 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,728 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,731 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,738 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,742 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,747 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,754 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,757 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,761 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,765 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,771 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,776 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,782 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,790 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,794 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,798 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:35:24,804 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,809 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:35:24,812 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,818 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,823 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,827 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,830 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,838 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:35:24,842 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,845 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,848 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,856 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,859 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,862 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:35:24,867 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,873 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,877 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,880 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,889 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,892 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,896 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,900 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,907 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,910 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,913 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,920 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,924 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,929 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,933 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,939 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,943 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,947 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,953 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,958 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,960 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:35:24,964 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-22 14:35:24,970 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-22 14:35:24,974 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-22 14:35:24,978 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-22 14:35:24,982 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-22 14:35:24,989 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-22 14:35:24,994 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-22 14:35:24,997 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-22 14:35:25,005 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-22 14:35:25,010 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-22 14:35:25,013 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-22 14:35:25,019 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-22 14:35:25,024 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-22 14:35:25,034 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-22 14:35:25,041 - my_logger - INFO - 删除预警的特征前数据量：(2881, 504) 2024-11-22 14:35:25,046 - my_logger - INFO - 删除预警的特征后数据量：(2881, 431) 2024-11-22 14:35:59,993 - my_logger - INFO - 删除两月不更新特征前数据量：(2881, 431) 2024-11-22 14:36:01,072 - my_logger - INFO - 删除两月不更新特征后数据量：(2881, 427) 2024-11-22 14:37:19,073 - my_logger - INFO - 开始训练模型... 2024-11-22 14:37:19,091 - my_logger - INFO - Training set head: 2024-11-22 14:37:19,093 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 442 columns] 2024-11-22 14:37:19,797 - my_logger - INFO - Testing set head: 2024-11-22 14:37:19,799 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 442 columns] 2024-11-22 14:40:20,053 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 14:40:20,054 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 14:41:08,011 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:41:08,013 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:41:08,018 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:41:08,020 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 14:41:08,022 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:41:08,025 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 14:41:08,029 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 14:41:08,033 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 14:41:08,036 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 14:41:08,040 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 14:41:08,042 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 14:41:08,045 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 14:41:08,047 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:41:08,051 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:41:08,053 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 14:41:08,056 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 14:41:08,059 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 14:41:08,062 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-22 14:41:08,065 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-22 14:41:08,067 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-22 14:41:08,070 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-22 14:41:08,074 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 14:41:08,077 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:41:08,081 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 14:41:08,083 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:41:08,086 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:41:08,090 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:41:08,095 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:41:08,099 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-22 14:41:08,102 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-22 14:41:08,105 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-22 14:41:08,107 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-22 14:41:08,110 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-22 14:41:08,112 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:41:08,113 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:41:08,115 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-22 14:41:08,119 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:41:08,123 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:41:08,126 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 14:41:08,127 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-22 14:41:08,129 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-22 14:41:08,131 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-22 14:41:08,134 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-22 14:41:08,139 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-22 14:41:08,142 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-22 14:41:08,144 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-22 14:41:08,145 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-22 14:41:08,147 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-22 14:41:08,149 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-22 14:41:08,156 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 14:41:08,158 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 14:41:08,160 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:41:08,161 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:41:08,163 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:41:08,165 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-22 14:41:08,170 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-22 14:41:08,173 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-22 14:41:08,174 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-22 14:41:08,177 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-22 14:41:08,178 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-22 14:41:08,182 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-22 14:41:08,187 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-22 14:41:08,191 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-22 14:41:08,192 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-22 14:41:08,194 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-22 14:41:08,195 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-22 14:41:08,199 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-22 14:41:08,205 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-22 14:41:08,207 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-22 14:41:08,208 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-22 14:41:08,210 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-22 14:41:08,212 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-22 14:41:08,215 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-22 14:41:08,221 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-22 14:41:08,224 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-22 14:41:08,226 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-22 14:41:08,228 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-22 14:41:08,230 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-22 14:41:08,233 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-22 14:41:08,237 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-22 14:41:08,240 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-22 14:41:08,241 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-22 14:41:08,244 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-22 14:41:08,246 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-22 14:41:08,250 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-22 14:41:08,252 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-22 14:41:08,257 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-22 14:41:08,260 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-22 14:41:08,261 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-22 14:41:08,263 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-22 14:41:08,265 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-22 14:41:08,270 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-22 14:41:08,273 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-22 14:41:08,275 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-22 14:41:08,277 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-22 14:41:08,280 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-22 14:41:08,281 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-22 14:41:08,287 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-22 14:41:08,290 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-22 14:41:08,291 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-22 14:41:08,294 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-22 14:41:08,296 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-22 14:41:08,297 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-22 14:41:08,300 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-22 14:41:08,304 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-22 14:41:08,306 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-22 14:41:08,310 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-22 14:41:08,312 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-22 14:41:08,313 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-22 14:41:08,316 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-22 14:41:08,321 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-22 14:41:08,322 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-22 14:41:08,325 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-22 14:41:08,327 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-22 14:41:08,328 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-22 14:41:08,330 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,333 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 14:41:08,338 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 14:41:08,342 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-22 14:41:08,344 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-22 14:41:08,345 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,347 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:41:08,353 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:41:08,355 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 14:41:08,357 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-22 14:41:08,359 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:41:08,360 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:41:08,362 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 14:41:08,363 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-22 14:41:08,368 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-22 14:41:08,372 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-22 14:41:08,374 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-22 14:41:08,376 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:41:08,377 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:41:08,378 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 14:41:08,381 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-22 14:41:08,385 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-22 14:41:08,388 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-22 14:41:08,391 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-22 14:41:08,393 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:41:08,395 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:41:08,399 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:41:08,402 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 14:41:08,406 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,409 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,411 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,413 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 14:41:08,416 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 14:41:08,419 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:41:08,422 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:41:08,424 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 14:41:08,427 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:41:08,429 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:41:08,433 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-22 14:41:08,437 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-22 14:41:08,439 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:41:08,442 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-22 14:41:08,444 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:41:08,446 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:41:08,448 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-22 14:41:08,454 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-22 14:41:08,457 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-22 14:41:08,459 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:41:08,462 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-22 14:41:08,464 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-22 14:41:08,466 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-22 14:41:08,472 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,475 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-22 14:41:08,477 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,479 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-22 14:41:08,481 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-22 14:41:08,484 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-22 14:41:08,488 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 14:41:08,491 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-22 14:41:08,493 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-22 14:41:08,496 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-22 14:41:08,497 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-22 14:41:08,500 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-22 14:41:08,505 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-22 14:41:08,507 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-22 14:41:08,509 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,511 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,513 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,516 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,522 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,525 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,527 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,530 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,532 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 14:41:08,537 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 14:41:08,539 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 14:41:08,541 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,544 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,546 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-22 14:41:08,548 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 14:41:08,554 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-22 14:41:08,557 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-22 14:41:08,558 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-22 14:41:08,560 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-22 14:41:08,562 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-22 14:41:08,565 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-22 14:41:08,571 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-22 14:41:08,573 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-22 14:41:08,575 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-22 14:41:08,577 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-22 14:41:08,579 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-22 14:41:08,583 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:41:08,588 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:41:08,590 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:41:08,592 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-22 14:41:08,593 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-22 14:41:08,597 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-22 14:41:08,600 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-22 14:41:08,605 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-22 14:41:08,607 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-22 14:41:08,609 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-22 14:41:08,610 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-22 14:41:08,612 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-22 14:41:08,616 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-22 14:41:08,621 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-22 14:41:08,623 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-22 14:41:08,626 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-22 14:41:08,628 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-22 14:41:08,630 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-22 14:41:08,632 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-22 14:41:08,638 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-22 14:41:08,640 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-22 14:41:08,643 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-22 14:41:08,645 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-22 14:41:08,647 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-22 14:41:08,649 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-22 14:41:08,655 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-22 14:41:08,658 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-22 14:41:08,659 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-22 14:41:08,661 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-22 14:41:08,663 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-22 14:41:08,665 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-22 14:41:08,670 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-22 14:41:08,672 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-22 14:41:08,675 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-22 14:41:08,677 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-22 14:41:08,678 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-22 14:41:08,681 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-22 14:41:08,684 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-22 14:41:08,688 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-22 14:41:08,692 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-22 14:41:08,694 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-22 14:41:08,696 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-22 14:41:08,698 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-22 14:41:08,702 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-22 14:41:08,706 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-22 14:41:08,707 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-22 14:41:08,709 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-22 14:41:08,711 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-22 14:41:08,713 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-22 14:41:08,715 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-22 14:41:08,721 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-22 14:41:08,724 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-22 14:41:08,726 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-22 14:41:08,727 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-22 14:41:08,729 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-22 14:41:08,731 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-22 14:41:08,734 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-22 14:41:08,739 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-22 14:41:08,742 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-22 14:41:08,744 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-22 14:41:08,746 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-22 14:41:08,751 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-22 14:41:08,756 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-22 14:41:08,758 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-22 14:41:08,760 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-22 14:41:08,762 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-22 14:41:08,764 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-22 14:41:08,769 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-22 14:41:08,772 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-22 14:41:08,774 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-22 14:41:08,776 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-22 14:41:08,778 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-22 14:41:08,780 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-22 14:41:08,784 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-22 14:41:08,788 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-22 14:41:08,791 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-22 14:41:08,792 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-22 14:41:08,796 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-22 14:41:08,798 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-22 14:41:08,801 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-22 14:41:08,806 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-22 14:41:08,808 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-22 14:41:08,811 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-22 14:41:08,813 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-22 14:41:08,816 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-22 14:41:08,819 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-22 14:41:08,821 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-22 14:41:08,823 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-22 14:41:08,826 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-22 14:41:08,828 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-22 14:41:08,830 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-22 14:41:08,832 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-22 14:41:08,836 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-22 14:41:08,840 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-22 14:41:08,842 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-22 14:41:08,845 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-22 14:41:08,847 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-22 14:41:08,849 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-22 14:41:08,852 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-22 14:41:08,857 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-22 14:41:08,860 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 14:41:08,862 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 14:41:08,863 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:41:08,866 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:41:08,871 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:41:08,873 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-22 14:41:08,876 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:41:08,879 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:41:08,879 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:41:08,883 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 14:41:08,887 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,890 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,893 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-22 14:41:08,895 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-22 14:41:08,897 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-22 14:41:08,899 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-22 14:41:08,903 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-22 14:41:08,906 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 14:41:08,908 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 14:41:08,910 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-22 14:41:08,913 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 14:41:08,914 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 14:41:08,919 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-22 14:41:08,922 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-22 14:41:08,925 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-22 14:41:08,926 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-22 14:41:08,928 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:41:08,929 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:41:08,932 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:41:08,936 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 14:41:08,940 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-22 14:41:08,942 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-22 14:41:08,944 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-22 14:41:08,946 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:41:08,949 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-22 14:41:08,954 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 14:41:08,957 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-22 14:41:08,958 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-22 14:41:08,960 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-22 14:41:08,962 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-22 14:41:08,966 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:41:08,969 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-22 14:41:08,972 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-22 14:41:08,975 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-22 14:41:08,976 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-22 14:41:08,979 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-22 14:41:08,981 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-22 14:41:08,985 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-22 14:41:08,990 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-22 14:41:08,993 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:08,994 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:08,997 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:08,999 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,003 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,006 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,008 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,010 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,013 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,015 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,020 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,024 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,026 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-22 14:41:09,030 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-22 14:41:09,033 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-22 14:41:09,037 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-22 14:41:09,040 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-22 14:41:09,042 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-22 14:41:09,045 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-22 14:41:09,047 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,050 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,054 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,056 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-22 14:41:09,059 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-22 14:41:09,061 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-22 14:41:09,062 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 14:41:09,065 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-22 14:41:09,068 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-22 14:41:09,072 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 14:41:09,074 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-22 14:41:09,076 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-22 14:41:09,078 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-22 14:41:09,080 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-22 14:41:09,082 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-22 14:41:09,090 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-22 14:41:09,092 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-22 14:41:09,096 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-22 14:41:09,099 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-22 14:41:09,104 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-22 14:41:09,107 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-22 14:41:09,108 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-22 14:41:09,109 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-22 14:41:09,112 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-22 14:41:09,114 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-22 14:41:09,117 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-22 14:41:09,121 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-22 14:41:09,124 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-22 14:41:09,127 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-22 14:41:09,128 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-22 14:41:09,129 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-22 14:41:09,132 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-22 14:41:09,137 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,141 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:41:09,143 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:41:09,145 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,147 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,149 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,159 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,188 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,193 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,197 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,201 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:41:09,212 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,216 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:41:09,221 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,223 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-22 14:41:09,225 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,228 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-22 14:41:09,231 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,234 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,239 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,242 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,244 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,245 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-22 14:41:09,248 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,251 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,255 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,257 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,260 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,263 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,265 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,269 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,273 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,275 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,278 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,279 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,282 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,287 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,291 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,292 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,295 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,298 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,303 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,306 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,308 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,311 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,313 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-22 14:41:09,316 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,321 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:41:09,323 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,327 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,329 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,331 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,334 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,340 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:41:09,343 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,345 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,347 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,351 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,355 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,358 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-22 14:41:09,360 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,361 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,366 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,371 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,373 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,376 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,378 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,383 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,388 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,392 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,396 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,401 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,407 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,411 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,417 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,423 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,428 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,431 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,437 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,444 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,447 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-22 14:41:09,451 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-22 14:41:09,456 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-22 14:41:09,460 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-22 14:41:09,462 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-22 14:41:09,465 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-22 14:41:09,470 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-22 14:41:09,475 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-22 14:41:09,477 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-22 14:41:09,478 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-22 14:41:09,480 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-22 14:41:09,483 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-22 14:41:09,487 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-22 14:41:09,490 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-22 14:41:09,496 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-22 14:41:09,499 - my_logger - INFO - 删除预警的特征前数据量：(2881, 504) 2024-11-22 14:41:09,507 - my_logger - INFO - 删除预警的特征后数据量：(2881, 431) 2024-11-22 14:41:09,508 - my_logger - INFO - 删除两月不更新特征前数据量：(2881, 431) 2024-11-22 14:41:09,949 - my_logger - INFO - 删除两月不更新特征后数据量：(2881, 427) 2024-11-22 14:41:10,799 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-24 00:00:00', y = '73.32499999999999' WHERE ds = '2024-11-24 00:00:00' 2024-11-22 14:41:10,802 - my_logger - INFO - 开始训练模型... 2024-11-22 14:41:10,811 - my_logger - INFO - Training set head: 2024-11-22 14:41:10,811 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 442 columns] 2024-11-22 14:41:11,151 - my_logger - INFO - Testing set head: 2024-11-22 14:41:11,152 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 442 columns] 2024-11-22 15:04:11,871 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 15:04:11,872 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 15:04:58,029 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:04:58,031 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:04:58,034 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:04:58,036 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 15:04:58,039 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:04:58,042 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:04:58,049 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 15:04:58,052 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 15:04:58,055 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 15:04:58,058 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 15:04:58,059 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 15:04:58,060 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 15:04:58,063 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:04:58,065 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:04:58,068 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:04:58,071 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 15:04:58,074 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 15:04:58,075 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-22 15:04:58,078 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-22 15:04:58,080 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-22 15:04:58,083 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-22 15:04:58,086 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 15:04:58,091 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-22 15:04:58,093 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 15:04:58,096 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:04:58,098 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:04:58,100 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:04:58,104 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:04:58,106 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:04:58,108 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-22 15:04:58,110 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-22 15:04:58,112 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-22 15:04:58,116 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-22 15:04:58,120 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-22 15:04:58,122 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-22 15:04:58,124 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-22 15:04:58,125 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 15:04:58,126 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 15:04:58,129 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 15:04:58,133 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-22 15:04:58,137 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-22 15:04:58,139 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-22 15:04:58,141 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-22 15:04:58,143 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-22 15:04:58,145 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-22 15:04:58,150 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-22 15:04:58,153 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-22 15:04:58,154 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-22 15:04:58,156 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-22 15:04:58,158 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 15:04:58,159 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 15:04:58,162 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:04:58,167 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:04:58,169 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:04:58,171 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-22 15:04:58,173 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-22 15:04:58,174 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-22 15:04:58,176 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-22 15:04:58,177 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-22 15:04:58,182 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-22 15:04:58,185 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-22 15:04:58,186 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-22 15:04:58,189 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-22 15:04:58,191 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-22 15:04:58,193 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-22 15:04:58,196 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-22 15:04:58,201 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-22 15:04:58,204 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-22 15:04:58,205 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-22 15:04:58,206 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-22 15:04:58,208 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-22 15:04:58,212 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-22 15:04:58,214 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-22 15:04:58,218 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-22 15:04:58,220 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-22 15:04:58,222 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-22 15:04:58,223 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-22 15:04:58,226 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-22 15:04:58,228 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-22 15:04:58,231 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-22 15:04:58,235 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-22 15:04:58,236 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-22 15:04:58,238 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-22 15:04:58,241 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-22 15:04:58,243 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-22 15:04:58,245 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-22 15:04:58,249 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-22 15:04:58,253 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-22 15:04:58,255 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-22 15:04:58,257 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-22 15:04:58,259 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-22 15:04:58,261 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-22 15:04:58,263 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-22 15:04:58,268 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-22 15:04:58,270 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-22 15:04:58,273 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-22 15:04:58,274 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-22 15:04:58,275 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-22 15:04:58,278 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-22 15:04:58,280 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-22 15:04:58,284 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-22 15:04:58,288 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-22 15:04:58,290 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-22 15:04:58,292 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-22 15:04:58,294 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-22 15:04:58,297 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-22 15:04:58,301 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-22 15:04:58,303 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-22 15:04:58,306 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-22 15:04:58,308 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-22 15:04:58,310 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-22 15:04:58,312 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-22 15:04:58,315 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-22 15:04:58,319 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-22 15:04:58,321 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-22 15:04:58,323 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,326 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 15:04:58,328 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 15:04:58,331 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-22 15:04:58,335 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-22 15:04:58,336 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,338 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 15:04:58,341 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 15:04:58,343 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 15:04:58,345 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-22 15:04:58,350 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 15:04:58,353 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 15:04:58,354 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 15:04:58,355 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-22 15:04:58,357 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-22 15:04:58,359 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-22 15:04:58,361 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-22 15:04:58,367 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 15:04:58,369 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 15:04:58,370 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 15:04:58,372 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-22 15:04:58,374 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-22 15:04:58,375 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-22 15:04:58,377 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-22 15:04:58,381 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:04:58,385 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:04:58,386 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:04:58,388 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:04:58,390 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,393 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,395 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,398 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 15:04:58,402 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 15:04:58,403 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 15:04:58,405 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 15:04:58,406 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 15:04:58,409 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 15:04:58,412 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-22 15:04:58,416 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-22 15:04:58,418 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-22 15:04:58,420 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 15:04:58,421 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-22 15:04:58,423 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:04:58,426 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:04:58,430 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-22 15:04:58,434 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-22 15:04:58,436 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-22 15:04:58,438 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:04:58,439 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-22 15:04:58,442 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-22 15:04:58,444 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-22 15:04:58,447 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,451 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-22 15:04:58,454 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,456 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-22 15:04:58,458 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-22 15:04:58,460 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-22 15:04:58,462 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 15:04:58,466 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-22 15:04:58,468 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-22 15:04:58,471 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-22 15:04:58,473 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-22 15:04:58,475 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-22 15:04:58,477 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-22 15:04:58,480 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-22 15:04:58,483 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,487 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,489 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,492 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,493 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,495 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,499 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,502 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,504 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 15:04:58,505 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 15:04:58,506 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 15:04:58,509 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,510 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,513 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-22 15:04:58,518 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 15:04:58,520 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-22 15:04:58,523 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-22 15:04:58,524 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-22 15:04:58,527 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-22 15:04:58,529 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-22 15:04:58,534 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-22 15:04:58,536 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-22 15:04:58,538 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-22 15:04:58,539 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-22 15:04:58,542 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-22 15:04:58,544 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-22 15:04:58,547 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:04:58,551 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:04:58,553 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:04:58,555 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-22 15:04:58,556 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-22 15:04:58,557 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-22 15:04:58,560 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-22 15:04:58,563 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-22 15:04:58,567 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-22 15:04:58,570 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-22 15:04:58,572 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-22 15:04:58,573 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-22 15:04:58,575 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-22 15:04:58,577 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-22 15:04:58,580 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-22 15:04:58,585 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-22 15:04:58,586 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-22 15:04:58,588 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-22 15:04:58,590 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:04:58,592 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-22 15:04:58,594 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-22 15:04:58,596 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-22 15:04:58,601 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-22 15:04:58,603 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-22 15:04:58,605 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-22 15:04:58,606 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-22 15:04:58,610 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-22 15:04:58,613 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-22 15:04:58,618 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-22 15:04:58,620 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-22 15:04:58,623 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-22 15:04:58,625 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-22 15:04:58,626 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-22 15:04:58,629 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-22 15:04:58,634 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-22 15:04:58,636 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-22 15:04:58,638 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-22 15:04:58,641 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-22 15:04:58,643 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-22 15:04:58,646 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-22 15:04:58,650 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-22 15:04:58,650 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-22 15:04:58,653 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-22 15:04:58,655 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-22 15:04:58,658 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-22 15:04:58,660 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-22 15:04:58,662 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-22 15:04:58,666 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-22 15:04:58,669 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-22 15:04:58,672 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-22 15:04:58,674 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-22 15:04:58,675 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-22 15:04:58,676 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-22 15:04:58,680 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-22 15:04:58,684 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-22 15:04:58,687 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-22 15:04:58,690 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-22 15:04:58,693 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-22 15:04:58,695 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-22 15:04:58,700 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-22 15:04:58,702 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-22 15:04:58,706 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-22 15:04:58,708 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-22 15:04:58,709 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-22 15:04:58,711 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-22 15:04:58,717 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-22 15:04:58,720 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-22 15:04:58,722 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-22 15:04:58,725 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-22 15:04:58,726 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-22 15:04:58,728 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-22 15:04:58,734 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-22 15:04:58,736 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-22 15:04:58,738 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-22 15:04:58,740 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-22 15:04:58,741 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-22 15:04:58,743 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-22 15:04:58,745 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-22 15:04:58,750 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-22 15:04:58,752 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-22 15:04:58,755 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-22 15:04:58,756 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-22 15:04:58,758 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-22 15:04:58,760 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-22 15:04:58,764 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-22 15:04:58,768 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-22 15:04:58,771 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-22 15:04:58,772 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-22 15:04:58,774 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-22 15:04:58,776 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-22 15:04:58,778 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-22 15:04:58,783 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-22 15:04:58,786 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-22 15:04:58,789 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-22 15:04:58,791 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-22 15:04:58,792 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-22 15:04:58,795 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-22 15:04:58,803 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-22 15:04:58,815 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-22 15:04:58,844 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-22 15:04:58,849 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 15:04:58,853 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 15:04:58,874 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:04:58,877 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:04:58,880 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:04:58,887 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:04:58,891 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:04:58,894 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:04:58,902 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:04:58,906 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:04:58,908 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,911 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,914 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-22 15:04:58,919 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-22 15:04:58,922 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-22 15:04:58,924 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-22 15:04:58,926 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-22 15:04:58,928 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 15:04:58,933 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 15:04:58,936 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-22 15:04:58,938 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 15:04:58,939 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 15:04:58,942 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-22 15:04:58,944 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-22 15:04:58,946 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:04:58,952 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-22 15:04:58,954 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:04:58,956 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:04:58,957 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:04:58,959 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:04:58,960 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-22 15:04:58,964 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-22 15:04:58,969 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:04:58,972 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 15:04:58,973 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-22 15:04:58,976 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 15:04:58,978 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-22 15:04:58,980 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-22 15:04:58,983 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-22 15:04:58,984 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-22 15:04:58,987 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 15:04:58,988 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-22 15:04:58,990 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-22 15:04:58,991 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-22 15:04:58,994 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-22 15:04:58,996 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-22 15:04:59,000 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-22 15:04:59,002 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-22 15:04:59,003 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-22 15:04:59,005 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,006 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,009 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,010 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,013 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,017 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,020 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,021 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,022 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,025 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,026 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,028 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,034 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-22 15:04:59,037 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-22 15:04:59,038 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-22 15:04:59,041 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-22 15:04:59,042 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-22 15:04:59,045 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-22 15:04:59,050 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-22 15:04:59,052 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,055 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,057 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,058 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-22 15:04:59,060 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-22 15:04:59,062 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-22 15:04:59,065 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:04:59,070 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-22 15:04:59,072 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-22 15:04:59,073 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 15:04:59,075 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-22 15:04:59,078 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-22 15:04:59,080 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-22 15:04:59,083 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-22 15:04:59,086 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-22 15:04:59,089 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-22 15:04:59,090 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-22 15:04:59,092 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-22 15:04:59,093 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-22 15:04:59,095 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-22 15:04:59,100 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-22 15:04:59,103 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-22 15:04:59,104 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-22 15:04:59,106 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-22 15:04:59,108 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-22 15:04:59,109 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-22 15:04:59,112 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-22 15:04:59,115 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-22 15:04:59,119 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-22 15:04:59,122 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-22 15:04:59,124 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-22 15:04:59,125 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-22 15:04:59,126 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,129 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:04:59,134 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:04:59,138 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,140 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,142 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,143 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,145 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,149 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,152 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,154 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:04:59,155 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,157 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:04:59,159 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,160 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:04:59,164 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,166 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-22 15:04:59,170 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,170 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,173 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,175 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,177 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,182 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-22 15:04:59,185 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,188 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,190 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,191 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,194 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,196 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,201 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,202 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,205 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,206 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,208 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,211 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,212 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,216 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,218 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,220 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,222 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,224 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,226 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,229 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,232 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,235 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,236 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:04:59,239 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,241 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-22 15:04:59,242 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,245 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,249 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,251 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,253 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,255 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-22 15:04:59,256 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,259 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,261 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,263 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,268 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,271 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-22 15:04:59,273 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,274 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,276 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,279 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,281 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,285 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,288 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,290 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,292 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,294 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,296 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,302 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,303 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,306 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,308 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,309 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,311 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,316 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,318 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,321 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,323 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:04:59,325 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-22 15:04:59,326 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-22 15:04:59,329 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-22 15:04:59,333 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-22 15:04:59,336 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-22 15:04:59,338 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-22 15:04:59,340 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-22 15:04:59,342 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-22 15:04:59,344 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-22 15:04:59,347 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-22 15:04:59,352 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-22 15:04:59,353 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-22 15:04:59,355 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-22 15:04:59,359 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-22 15:04:59,362 - my_logger - INFO - 删除预警的特征前数据量：(2881, 504) 2024-11-22 15:04:59,370 - my_logger - INFO - 删除预警的特征后数据量：(2881, 431) 2024-11-22 15:04:59,371 - my_logger - INFO - 删除两月不更新特征前数据量：(2881, 431) 2024-11-22 15:04:59,790 - my_logger - INFO - 删除两月不更新特征后数据量：(2881, 427) 2024-11-22 15:04:59,807 - my_logger - INFO - 删除预测列为空值的行后数据量：(413, 427) 2024-11-22 15:04:59,809 - my_logger - INFO - 删除全为空值的列后数据量：(413, 427) 2024-11-22 15:05:28,074 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 15:05:28,074 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 15:06:13,362 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:06:13,365 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:06:13,367 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:06:13,369 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 15:06:13,371 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:06:13,373 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:06:13,375 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 15:06:13,382 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 15:06:13,385 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 15:06:13,390 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 15:06:13,392 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 15:06:13,399 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 15:06:13,404 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:06:13,407 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:06:13,409 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:06:13,413 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 15:06:13,417 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 15:06:13,421 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-22 15:06:13,424 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-08 2024-11-22 15:06:13,427 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-08 2024-11-22 15:06:13,432 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周）超季节性/3年 was last updated at 2024-11-15 2024-11-22 15:06:13,435 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 15:06:13,438 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-08 2024-11-22 15:06:13,441 - my_logger - INFO - Column 中国独立炼厂原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-22 15:06:13,443 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:06:13,450 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:06:13,455 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:06:13,457 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:06:13,460 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-08 2024-11-22 15:06:13,464 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-08 2024-11-22 15:06:13,469 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-08 2024-11-22 15:06:13,471 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-22 15:06:13,473 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-22 15:06:13,475 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-20 2024-11-22 15:06:13,477 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-20 2024-11-22 15:06:13,483 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-20 2024-11-22 15:06:13,486 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 15:06:13,488 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 15:06:13,490 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-19 2024-11-22 15:06:13,493 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-19 2024-11-22 15:06:13,498 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-19 2024-11-22 15:06:13,501 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-19 2024-11-22 15:06:13,504 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-19 2024-11-22 15:06:13,506 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-19 2024-11-22 15:06:13,507 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-22 15:06:13,510 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-22 15:06:13,515 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 2024-11-22 15:06:13,518 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 2024-11-22 15:06:13,521 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-19 2024-11-22 15:06:13,522 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 15:06:13,524 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-19 2024-11-22 15:06:13,526 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:06:13,532 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:06:13,535 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:06:13,537 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-19 2024-11-22 15:06:13,539 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-22 15:06:13,540 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-22 15:06:13,543 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-22 15:06:13,549 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-22 15:06:13,551 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-19 2024-11-22 15:06:13,554 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-19 2024-11-22 15:06:13,556 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-19 2024-11-22 15:06:13,557 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-19 2024-11-22 15:06:13,561 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-19 2024-11-22 15:06:13,567 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-19 2024-11-22 15:06:13,570 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-19 2024-11-22 15:06:13,573 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-19 2024-11-22 15:06:13,575 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-19 2024-11-22 15:06:13,579 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-19 2024-11-22 15:06:13,584 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-19 2024-11-22 15:06:13,586 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-22 15:06:13,587 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 2024-11-22 15:06:13,591 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 2024-11-22 15:06:13,597 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-22 15:06:13,600 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 2024-11-22 15:06:13,603 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 2024-11-22 15:06:13,605 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 2024-11-22 15:06:13,607 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 2024-11-22 15:06:13,610 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 2024-11-22 15:06:13,616 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-19 2024-11-22 15:06:13,618 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-19 2024-11-22 15:06:13,620 - my_logger - INFO - Column 美国RBOB期货2309月份合约价格 was last updated at 2023-08-31 2024-11-22 15:06:13,622 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-14 2024-11-22 15:06:13,624 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-22 15:06:13,626 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-22 15:06:13,630 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-22 15:06:13,634 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-19 2024-11-22 15:06:13,636 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-19 2024-11-22 15:06:13,638 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-20 2024-11-22 15:06:13,641 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-20 2024-11-22 15:06:13,642 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-22 15:06:13,648 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-22 15:06:13,650 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-18 2024-11-22 15:06:13,653 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-22 15:06:13,655 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-22 15:06:13,657 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-22 15:06:13,660 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-19 2024-11-22 15:06:13,663 - my_logger - INFO - Column y was last updated at 2024-11-19 2024-11-22 15:06:13,667 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-22 15:06:13,669 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 2024-11-22 15:06:13,671 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 2024-11-22 15:06:13,673 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 2024-11-22 15:06:13,674 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 2024-11-22 15:06:13,676 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 2024-11-22 15:06:13,681 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 2024-11-22 15:06:13,684 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-19 2024-11-22 15:06:13,686 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-19 2024-11-22 15:06:13,688 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-19 2024-11-22 15:06:13,690 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-19 2024-11-22 15:06:13,692 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-19 2024-11-22 15:06:13,697 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-19 2024-11-22 15:06:13,701 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-19 2024-11-22 15:06:13,702 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-19 2024-11-22 15:06:13,705 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 2024-11-22 15:06:13,706 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 2024-11-22 15:06:13,709 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-19 2024-11-22 15:06:13,710 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 15:06:13,717 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-22 15:06:13,719 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-20 2024-11-22 15:06:13,721 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-22 15:06:13,723 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-19 2024-11-22 15:06:13,725 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 15:06:13,727 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 15:06:13,734 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-22 15:06:13,736 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-19 2024-11-22 15:06:13,739 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 15:06:13,741 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 15:06:13,743 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-19 2024-11-22 15:06:13,748 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 2024-11-22 15:06:13,750 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 2024-11-22 15:06:13,753 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 2024-11-22 15:06:13,755 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-22 15:06:13,757 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 15:06:13,758 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 15:06:13,762 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-22 15:06:13,767 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-19 2024-11-22 15:06:13,771 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-22 15:06:13,773 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 2024-11-22 15:06:13,774 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 2024-11-22 15:06:13,776 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:06:13,783 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:06:13,786 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:06:13,788 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-19 2024-11-22 15:06:13,789 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 15:06:13,791 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 15:06:13,793 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-19 2024-11-22 15:06:13,800 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 15:06:13,801 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-22 15:06:13,803 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 15:06:13,805 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 15:06:13,807 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-19 2024-11-22 15:06:13,809 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 15:06:13,815 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-08 2024-11-22 15:06:13,817 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-08 2024-11-22 15:06:13,819 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-08 2024-11-22 15:06:13,821 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 15:06:13,823 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR）超季节性/4年(含今年) was last updated at 2024-11-08 2024-11-22 15:06:13,824 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:06:13,827 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:06:13,830 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-08 2024-11-22 15:06:13,833 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-08 2024-11-22 15:06:13,836 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-08 2024-11-22 15:06:13,838 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:06:13,840 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-22 15:06:13,843 - my_logger - INFO - Column 全球原油库存（剔除富查伊拉） was last updated at 2024-07-21 2024-11-22 15:06:13,847 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-22 15:06:13,850 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,852 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-08 2024-11-22 15:06:13,854 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,856 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周）超季节性/3年 was last updated at 2024-05-24 2024-11-22 15:06:13,858 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-22 15:06:13,859 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-22 15:06:13,864 - my_logger - INFO - Column 原油：库容比：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 15:06:13,866 - my_logger - INFO - Column 原油：山东独立炼厂：厂内库存：新口径（周） was last updated at 2024-11-15 2024-11-22 15:06:13,869 - my_logger - INFO - Column 原油：山东港口：库存：新口径（周） was last updated at 2024-05-24 2024-11-22 15:06:13,870 - my_logger - INFO - Column SC期货库存10期滚动标准差 was last updated at 2024-11-18 2024-11-22 15:06:13,873 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-22 15:06:13,874 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-22 15:06:13,875 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-22 15:06:13,881 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-08 2024-11-22 15:06:13,883 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,886 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,889 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,891 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,894 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,900 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,903 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,905 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,908 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 15:06:13,909 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 2024-11-22 15:06:13,911 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-08 2024-11-22 15:06:13,916 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,918 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,921 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-08 2024-11-22 15:06:13,924 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-08 2024-11-22 15:06:13,926 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-22 15:06:13,930 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 2024-11-22 15:06:13,933 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-19 2024-11-22 15:06:13,935 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-19 2024-11-22 15:06:13,938 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-19 2024-11-22 15:06:13,940 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-19 2024-11-22 15:06:13,943 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-22 15:06:13,946 - my_logger - INFO - Column DFL(即期布伦特-布伦特期货C1） was last updated at 2024-11-15 2024-11-22 15:06:13,950 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-19 2024-11-22 15:06:13,952 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-19 2024-11-22 15:06:13,954 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-19 2024-11-22 15:06:13,956 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:06:13,957 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:06:13,959 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:06:13,964 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-19 2024-11-22 15:06:13,967 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-19 2024-11-22 15:06:13,969 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-19 2024-11-22 15:06:13,971 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-19 2024-11-22 15:06:13,973 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-19 2024-11-22 15:06:13,975 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-19 2024-11-22 15:06:13,976 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-19 2024-11-22 15:06:13,979 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-19 2024-11-22 15:06:13,985 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-19 2024-11-22 15:06:13,986 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-19 2024-11-22 15:06:13,988 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-19 2024-11-22 15:06:13,990 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-19 2024-11-22 15:06:13,992 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-19 2024-11-22 15:06:13,998 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-19 2024-11-22 15:06:14,001 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-19 2024-11-22 15:06:14,002 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-19 2024-11-22 15:06:14,005 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-18 2024-11-22 15:06:14,006 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-19 2024-11-22 15:06:14,009 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 2024-11-22 15:06:14,010 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-19 2024-11-22 15:06:14,016 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-22 15:06:14,018 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 2024-11-22 15:06:14,020 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-18 2024-11-22 15:06:14,021 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-19 2024-11-22 15:06:14,025 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-19 2024-11-22 15:06:14,027 - my_logger - INFO - Column DFL was last updated at 2024-11-19 2024-11-22 15:06:14,032 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-19 2024-11-22 15:06:14,034 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-20 2024-11-22 15:06:14,036 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-19 2024-11-22 15:06:14,039 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-19 2024-11-22 15:06:14,042 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-19 2024-11-22 15:06:14,044 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-19 2024-11-22 15:06:14,050 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-19 2024-11-22 15:06:14,053 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-19 2024-11-22 15:06:14,055 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-19 2024-11-22 15:06:14,057 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-19 2024-11-22 15:06:14,058 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 2024-11-22 15:06:14,061 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-19 2024-11-22 15:06:14,066 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-20 2024-11-22 15:06:14,069 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-13 2024-11-22 15:06:14,071 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-20 2024-11-22 15:06:14,073 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-20 2024-11-22 15:06:14,075 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-18 2024-11-22 15:06:14,076 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-13 2024-11-22 15:06:14,081 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-19 2024-11-22 15:06:14,084 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-20 2024-11-22 15:06:14,088 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-20 2024-11-22 15:06:14,091 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-19 2024-11-22 15:06:14,093 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-20 2024-11-22 15:06:14,097 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-22 15:06:14,101 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-18 2024-11-22 15:06:14,103 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-18 2024-11-22 15:06:14,106 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-18 2024-11-22 15:06:14,107 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-18 2024-11-22 15:06:14,110 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-19 2024-11-22 15:06:14,116 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-18 2024-11-22 15:06:14,119 - my_logger - INFO - Column 美国墨西哥湾87#汽油现货价格 was last updated at 2024-01-31 2024-11-22 15:06:14,122 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-18 2024-11-22 15:06:14,123 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-13 2024-11-22 15:06:14,125 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-19 2024-11-22 15:06:14,128 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-19 2024-11-22 15:06:14,135 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-19 2024-11-22 15:06:14,137 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-13 2024-11-22 15:06:14,141 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-19 2024-11-22 15:06:14,142 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-19 2024-11-22 15:06:14,149 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-22 15:06:14,152 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-19 2024-11-22 15:06:14,154 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-22 15:06:14,156 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-19 2024-11-22 15:06:14,158 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-19 2024-11-22 15:06:14,159 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-19 2024-11-22 15:06:14,165 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-22 15:06:14,168 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 2024-11-22 15:06:14,170 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 2024-11-22 15:06:14,173 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 2024-11-22 15:06:14,174 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 2024-11-22 15:06:14,176 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 2024-11-22 15:06:14,182 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 2024-11-22 15:06:14,185 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 2024-11-22 15:06:14,187 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-22 15:06:14,190 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-22 15:06:14,192 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-19 2024-11-22 15:06:14,195 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-18 2024-11-22 15:06:14,200 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-19 2024-11-22 15:06:14,201 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-19 2024-11-22 15:06:14,204 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-19 2024-11-22 15:06:14,205 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-19 2024-11-22 15:06:14,207 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-19 2024-11-22 15:06:14,210 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-19 2024-11-22 15:06:14,215 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-19 2024-11-22 15:06:14,218 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-19 2024-11-22 15:06:14,220 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-19 2024-11-22 15:06:14,221 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 2024-11-22 15:06:14,224 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 2024-11-22 15:06:14,225 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-19 2024-11-22 15:06:14,227 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-19 2024-11-22 15:06:14,233 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-22 15:06:14,236 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 15:06:14,239 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-22 15:06:14,241 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:06:14,243 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:06:14,246 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:06:14,250 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-20 2024-11-22 15:06:14,252 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:06:14,254 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:06:14,256 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:06:14,258 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-19 2024-11-22 15:06:14,259 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 15:06:14,265 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-19 2024-11-22 15:06:14,267 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-19 2024-11-22 15:06:14,270 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-19 2024-11-22 15:06:14,272 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-18 2024-11-22 15:06:14,274 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-19 2024-11-22 15:06:14,276 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-19 2024-11-22 15:06:14,279 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 15:06:14,283 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-19 2024-11-22 15:06:14,285 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-19 2024-11-22 15:06:14,287 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 15:06:14,290 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-19 2024-11-22 15:06:14,292 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 2024-11-22 15:06:14,296 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-19 2024-11-22 15:06:14,301 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-19 2024-11-22 15:06:14,303 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-19 2024-11-22 15:06:14,305 - my_logger - INFO - Column Brent c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:06:14,307 - my_logger - INFO - Column Brent c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:06:14,308 - my_logger - INFO - Column EFS c1 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:06:14,311 - my_logger - INFO - Column EFS c2 02:30收盘价滞后1天 was last updated at 2024-10-30 2024-11-22 15:06:14,317 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-08 2024-11-22 15:06:14,320 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-08 2024-11-22 15:06:14,322 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-08 2024-11-22 15:06:14,324 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 15:06:14,326 - my_logger - INFO - Column 原油：开工率：东北地区：独立炼厂（周） was last updated at 2023-03-31 2024-11-22 15:06:14,331 - my_logger - INFO - Column 原油：常减压：产能利用率：山东：独立炼厂（周） was last updated at 2024-11-15 2024-11-22 15:06:14,335 - my_logger - INFO - Column 美国原油活跃钻机数同差 was last updated at 2024-11-15 2024-11-22 15:06:14,337 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-22 15:06:14,340 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-08 2024-11-22 15:06:14,341 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,345 - my_logger - INFO - Column 原油：独立炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 15:06:14,351 - my_logger - INFO - Column 原油：常减压：独立炼厂：产能利用率：中国（周） was last updated at 2024-11-08 2024-11-22 15:06:14,353 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-22 15:06:14,355 - my_logger - INFO - Column 原油：山东独立炼厂：开工率：新口径（周） was last updated at 2024-11-15 2024-11-22 15:06:14,357 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-08 2024-11-22 15:06:14,359 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-08 2024-11-22 15:06:14,364 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-22 15:06:14,368 - my_logger - INFO - Column 美国原油和天然气钻机总数 was last updated at 2024-11-15 2024-11-22 15:06:14,370 - my_logger - INFO - Column 彭博美国墨西哥湾海上浮仓 was last updated at 2024-11-15 2024-11-22 15:06:14,372 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,376 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,383 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,386 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,388 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,392 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,395 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,400 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,403 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,405 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,407 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,410 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,416 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-22 15:06:14,418 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-22 15:06:14,442 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-22 15:06:14,454 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-22 15:06:14,457 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-22 15:06:14,461 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-22 15:06:14,465 - my_logger - INFO - Column 美国墨西哥湾原油钻机数 was last updated at 2024-09-27 2024-11-22 15:06:14,467 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,470 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,472 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,474 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-08 2024-11-22 15:06:14,478 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-22 15:06:14,483 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-08 2024-11-22 15:06:14,486 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-22 15:06:14,488 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-08 2024-11-22 15:06:14,491 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-08 2024-11-22 15:06:14,493 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-22 15:06:14,498 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-22 15:06:14,501 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-08 2024-11-22 15:06:14,503 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-08 2024-11-22 15:06:14,506 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-08 2024-11-22 15:06:14,508 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-08 2024-11-22 15:06:14,509 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-08 2024-11-22 15:06:14,514 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-08 2024-11-22 15:06:14,517 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-08 2024-11-22 15:06:14,519 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-08 2024-11-22 15:06:14,521 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-08 2024-11-22 15:06:14,523 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-08 2024-11-22 15:06:14,524 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-08 2024-11-22 15:06:14,526 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-08 2024-11-22 15:06:14,532 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-18 2024-11-22 15:06:14,535 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-18 2024-11-22 15:06:14,538 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-08 2024-11-22 15:06:14,540 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-08 2024-11-22 15:06:14,542 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-08 2024-11-22 15:06:14,544 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-08 2024-11-22 15:06:14,550 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-08 2024-11-22 15:06:14,552 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-08 2024-11-22 15:06:14,554 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-22 15:06:14,557 - my_logger - INFO - Column 西非-安哥拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,559 - my_logger - INFO - Column 北非-苏丹周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:06:14,565 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:06:14,568 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,571 - my_logger - INFO - Column OPEC减产国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,573 - my_logger - INFO - Column OPEC豁免国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,575 - my_logger - INFO - Column 拉美-墨西哥周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,580 - my_logger - INFO - Column 中美-巴拿马周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,583 - my_logger - INFO - Column 南美-厄瓜多尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,587 - my_logger - INFO - Column 中东-沙特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,589 - my_logger - INFO - Column 中西非-加蓬周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:06:14,592 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,597 - my_logger - INFO - Column 马来西亚周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:06:14,600 - my_logger - INFO - Column FSU-阿塞拜疆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,603 - my_logger - INFO - Column 南美-多巴哥岛周度原油海运出口 was last updated at 2024-11-03 2024-11-22 15:06:14,604 - my_logger - INFO - Column 中东-科威特周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,607 - my_logger - INFO - Column 中东-也门周度原油海运出口 was last updated at 2023-08-27 2024-11-22 15:06:14,609 - my_logger - INFO - Column 中西非-喀麦隆周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,615 - my_logger - INFO - Column 北非-阿尔及利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,617 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,620 - my_logger - INFO - Column 北美-加拿大周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,621 - my_logger - INFO - Column 南美-巴西周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,625 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-22 15:06:14,627 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,634 - my_logger - INFO - Column FSU-哈萨克斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,635 - my_logger - INFO - Column 北美-美国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,639 - my_logger - INFO - Column 南美-哥伦比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,642 - my_logger - INFO - Column 中东-卡塔尔周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,646 - my_logger - INFO - Column 中西非-刚果布周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,659 - my_logger - INFO - Column 北非-埃及周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,685 - my_logger - INFO - Column 印度尼西亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,690 - my_logger - INFO - Column 西非-尼日利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,713 - my_logger - INFO - Column FSU-土库曼斯坦周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,718 - my_logger - INFO - Column 南美-委内瑞拉周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,723 - my_logger - INFO - Column 西非-几内亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,735 - my_logger - INFO - Column 澳大利亚周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,738 - my_logger - INFO - Column FSU-俄罗斯周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,740 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,742 - my_logger - INFO - Column 中东-阿曼周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,747 - my_logger - INFO - Column 西非-加纳周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,751 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,753 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,755 - my_logger - INFO - Column 南美-圭亚那周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,757 - my_logger - INFO - Column 南美-阿根廷周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,759 - my_logger - INFO - Column 中东-伊拉克周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,764 - my_logger - INFO - Column 中东-阿联酋周度原油海运出口 was last updated at 2024-11-10 2024-11-22 15:06:14,768 - my_logger - INFO - Column 以色列周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,770 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-22 15:06:14,772 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,774 - my_logger - INFO - Column 澳大利亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,776 - my_logger - INFO - Column 马来西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,782 - my_logger - INFO - Column 巴基斯坦周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,784 - my_logger - INFO - Column 土耳其周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,786 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-22 15:06:14,789 - my_logger - INFO - Column 中国台湾周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,791 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,793 - my_logger - INFO - Column 立陶宛周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,797 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,801 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,804 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-22 15:06:14,806 - my_logger - INFO - Column 巴拿马周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,809 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,813 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,815 - my_logger - INFO - Column 阿联酋周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,818 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,821 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,822 - my_logger - INFO - Column 意大利周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,825 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,827 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,833 - my_logger - INFO - Column 罗马尼亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,835 - my_logger - INFO - Column 新加坡周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,838 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,840 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,844 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,848 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,851 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,853 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,855 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,857 - my_logger - INFO - Column 西班牙周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,860 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,864 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-22 15:06:14,867 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-19 2024-11-22 15:06:14,869 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 2024-11-22 15:06:14,871 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 2024-11-22 15:06:14,873 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 2024-11-22 15:06:14,876 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 2024-11-22 15:06:14,879 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 2024-11-22 15:06:14,883 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 2024-11-22 15:06:14,885 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-22 15:06:14,887 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-22 15:06:14,890 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-22 15:06:14,892 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 2024-11-22 15:06:14,897 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 2024-11-22 15:06:14,900 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 2024-11-22 15:06:14,905 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-22 15:06:14,909 - my_logger - INFO - 删除预警的特征前数据量：(2881, 504) 2024-11-22 15:06:14,918 - my_logger - INFO - 删除预警的特征后数据量：(2881, 431) 2024-11-22 15:06:14,920 - my_logger - INFO - 删除两月不更新特征前数据量：(2881, 431) 2024-11-22 15:06:15,548 - my_logger - INFO - 删除两月不更新特征后数据量：(2881, 427) 2024-11-22 15:06:15,571 - my_logger - INFO - 删除预测列为空值的行后数据量：(413, 427) 2024-11-22 15:06:15,576 - my_logger - INFO - 删除全为空值的列后数据量：(413, 427) 2024-11-22 15:06:18,053 - my_logger - INFO - 周度(425) 28天(1) 0 EIA美国油品需求 EIA美国柴油产量（千桶日） 1 中国汽柴油表需 2 DOE-美国汽油产量超季节性/3年 3 美国汽油表需（周度） 4 美国汽油产量（周度） .. ... ... 420 CFFDQMMN INDEX 421 C2403083739 422 C2404167878 423 GC1 COMB Comdty 424 C2404167855 [425 rows x 2 columns] 2024-11-22 15:06:18,068 - my_logger - INFO - 特征信息：总共有424个,周度(425),28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： 2024-11-22 15:06:18,070 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-22 15:06:18,827 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-24 00:00:00', y = '73.32499999999999' WHERE ds = '2024-11-24 00:00:00' 2024-11-22 15:06:18,831 - my_logger - INFO - 开始训练模型... 2024-11-22 15:06:18,839 - my_logger - INFO - Training set head: 2024-11-22 15:06:18,840 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 442 columns] 2024-11-22 15:06:19,212 - my_logger - INFO - Testing set head: 2024-11-22 15:06:19,213 - my_logger - INFO - ds EIA美国油品需求 中国汽柴油表需 DOE-美国汽油产量超季节性/3年 美国汽油表需（周度） 美国汽油产量（周度） ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id 83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 [5 rows x 442 columns] 2024-11-22 15:16:39,726 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-22 15:16:39,726 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-22 15:17:24,046 - my_logger - INFO - Column 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:17:24,048 - my_logger - INFO - Column 美国:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:17:24,051 - my_logger - INFO - Column 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:17:24,053 - my_logger - INFO - Column 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 was last updated at 2024-06-14 2024-11-22 15:17:24,056 - my_logger - INFO - Column 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:17:24,061 - my_logger - INFO - Column 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值 was last updated at 2024-06-14 2024-11-22 15:17:24,066 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-08 2024-11-22 15:17:24,068 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-22 15:17:24,071 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-22 15:17:24,072 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-08 2024-11-22 15:17:24,074 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-08 2024-11-22 15:17:24,076 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-08 2024-11-22 15:17:24,078 - my_logger - INFO - Column 中国炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:17:24,081 - my_logger - INFO - Column 中国独立炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:17:24,085 - my_logger - INFO - Column 中国主营炼厂原油加工量-隆众 was last updated at 2024-11-15 2024-11-22 15:17:24,087 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-22 15:17:24,090 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-22 15:17:24,092 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04