2024-11-21 14:15:06,194 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口 2024-11-21 14:15:06,198 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口 2024-11-21 14:15:06,199 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口 2024-11-21 14:15:06,199 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口 2024-11-21 14:15:06,200 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口 2024-11-21 14:15:06,200 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口 2024-11-21 14:15:06,200 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口 2024-11-21 14:15:06,201 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口 2024-11-21 14:15:06,201 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口 2024-11-21 14:15:06,202 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口 2024-11-21 14:15:06,202 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口 2024-11-21 14:15:06,203 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口 2024-11-21 14:15:06,203 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口 2024-11-21 14:15:06,204 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口 2024-11-21 14:15:06,205 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口 2024-11-21 14:15:06,205 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口 2024-11-21 14:15:06,206 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口 2024-11-21 14:15:06,206 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口 2024-11-21 14:15:06,207 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口 2024-11-21 14:15:06,207 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口 2024-11-21 14:15:06,208 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口 2024-11-21 14:15:06,208 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口 2024-11-21 14:15:06,209 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口 2024-11-21 14:15:06,209 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口 2024-11-21 14:15:06,210 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口 2024-11-21 14:15:06,210 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口 2024-11-21 14:15:06,212 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口 2024-11-21 14:15:06,212 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口 2024-11-21 14:15:06,212 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口 2024-11-21 14:15:06,212 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口 2024-11-21 14:15:06,213 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口 2024-11-21 14:15:06,213 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口 2024-11-21 14:15:06,214 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口 2024-11-21 14:15:06,214 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口 2024-11-21 14:15:06,215 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口 2024-11-21 14:15:06,215 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口 2024-11-21 14:15:19,497 - my_logger - INFO - 跳过指标 日本周度原油海运进口 2024-11-21 14:15:21,613 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA 2024-11-21 14:15:21,614 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA 2024-11-21 14:15:21,614 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA 2024-11-21 14:15:21,740 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA 2024-11-21 14:15:21,741 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA 2024-11-21 14:15:21,741 - my_logger - INFO - 跳过指标 iraq/4WMA 2024-11-21 14:15:21,742 - my_logger - INFO - 跳过指标 Venezuela/4WMA 2024-11-21 14:15:21,742 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA 2024-11-21 14:15:21,743 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA 2024-11-21 14:15:21,743 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA 2024-11-21 14:15:21,744 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口 2024-11-21 14:15:21,744 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口 2024-11-21 14:15:21,745 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口 2024-11-21 14:15:21,745 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口 2024-11-21 14:15:21,746 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口 2024-11-21 14:15:21,746 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口 2024-11-21 14:15:21,746 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口 2024-11-21 14:15:21,747 - my_logger - INFO - 跳过指标 美国原油海运出口 2024-11-21 14:15:21,827 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA 2024-11-21 14:15:21,828 - my_logger - INFO - 跳过指标 日本原油海运进口 2024-11-21 14:15:21,829 - my_logger - INFO - 跳过指标 德国原油海运进口 2024-11-21 14:15:21,829 - my_logger - INFO - 跳过指标 欧洲原油海运进口 2024-11-21 14:15:21,829 - my_logger - INFO - 跳过指标 印度原油海运进口 2024-11-21 14:15:21,830 - my_logger - INFO - 跳过指标 中国原油海运进口 2024-11-21 14:15:21,957 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比 2024-11-21 14:15:21,958 - my_logger - INFO - 跳过指标 SCvsBrent 2024-11-21 14:15:21,959 - 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 2024-11-21 14:15:21,959 - 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 2024-11-21 14:15:21,960 - 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 2024-11-21 14:15:21,960 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值 2024-11-21 14:15:21,961 - 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 2024-11-21 14:15:21,961 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1 2024-11-21 14:15:21,962 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1 2024-11-21 14:15:21,962 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA 2024-11-21 14:15:21,962 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA 2024-11-21 14:15:21,963 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA 2024-11-21 14:15:21,963 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30 2024-11-21 14:15:21,964 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4 2024-11-21 14:15:21,964 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比 2024-11-21 14:15:21,965 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数 2024-11-21 14:15:21,965 - 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 2024-11-21 14:15:21,966 - 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 2024-11-21 14:15:21,966 - 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 2024-11-21 14:15:21,966 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国 2024-11-21 14:15:22,048 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA 2024-11-21 14:15:22,048 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA 2024-11-21 14:15:22,049 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA 2024-11-21 14:15:22,049 - my_logger - INFO - 跳过指标 印度成品油海运进口 2024-11-21 14:15:22,050 - my_logger - INFO - 跳过指标 中国汽油海运进口 2024-11-21 14:15:22,050 - my_logger - INFO - 跳过指标 印度柴油海运进口 2024-11-21 14:15:22,051 - my_logger - INFO - 跳过指标 印度汽油海运进口 2024-11-21 14:15:22,051 - my_logger - INFO - 跳过指标 中国柴油海运进口 2024-11-21 14:15:22,052 - my_logger - INFO - 跳过指标 中国成品油海运进口 2024-11-21 14:15:22,052 - my_logger - INFO - 跳过指标 欧洲航煤海运进口 2024-11-21 14:15:22,052 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口 2024-11-21 14:15:22,053 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口 2024-11-21 14:15:22,054 - my_logger - INFO - 跳过指标 欧洲汽油海运进口 2024-11-21 14:15:22,054 - my_logger - INFO - 跳过指标 欧洲柴油海运进口 2024-11-21 14:15:22,055 - my_logger - INFO - 跳过指标 欧洲成品油海运进口 2024-11-21 14:15:22,137 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA 2024-11-21 14:15:22,138 - my_logger - INFO - 跳过指标 美国汽油海运出口 2024-11-21 14:15:22,139 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口 2024-11-21 14:15:22,139 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口 2024-11-21 14:15:22,139 - my_logger - INFO - 跳过指标 美国柴油海运出口 2024-11-21 14:15:22,139 - my_logger - INFO - 跳过指标 美国成品油海运出口 2024-11-21 14:15:22,141 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口 2024-11-21 14:15:23,499 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855'] 2024-11-21 14:15:23,499 - my_logger - INFO - ovx index 2024-11-21 14:15:24,050 - my_logger - INFO - dxy curncy 2024-11-21 14:15:24,769 - my_logger - INFO - C2403128043 2024-11-21 14:15:25,480 - my_logger - INFO - C2403150124 2024-11-21 14:15:26,362 - my_logger - INFO - FVHCM1 INDEX 2024-11-21 14:15:26,796 - my_logger - INFO - doedtprd index 2024-11-21 14:15:27,064 - my_logger - INFO - CFFDQMMN INDEX 2024-11-21 14:15:27,293 - my_logger - INFO - C2403083739 2024-11-21 14:15:27,533 - my_logger - INFO - C2404167878 2024-11-21 14:15:27,806 - my_logger - INFO - lmcads03 lme comdty 2024-11-21 14:15:28,431 - my_logger - INFO - GC1 COMB Comdty 2024-11-21 14:15:29,348 - my_logger - INFO - C2404167855 2024-11-21 14:15:30,416 - 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 ... lmcads03 lme comdty GC1 COMB Comdty C2404167855 8289 2024-11-21 NaN NaN ... NaN NaN NaN 8290 2024-11-20 NaN NaN ... NaN 2653.1 38.0919 8291 2024-11-19 NaN NaN ... 9087.5 2631.0 37.9161 8292 2024-11-18 NaN NaN ... 9072.5 2614.6 37.8051 11273 2024-11-17 NaN NaN ... NaN NaN NaN [5 rows x 504 columns] 2024-11-21 14:16:54,229 - 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 14:16:54,233 - 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 14:16:54,235 - 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 14:16:54,236 - 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 14:16:54,238 - 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 14:16:54,240 - 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 14:16:54,243 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 14:16:54,245 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 14:16:54,247 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 14:16:54,249 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:16:54,251 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 14:16:54,253 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 14:16:54,255 - 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 14:16:54,258 - 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 14:16:54,260 - 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 14:16:54,263 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 14:16:54,265 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 14:16:54,266 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 14:16:54,268 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 14:16:54,270 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 14:16:54,272 - 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 14:16:54,275 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 14:16:54,277 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:16:54,279 - 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 14:16:54,281 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:16:54,283 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:16:54,285 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:16:54,288 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:16:54,291 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:16:54,293 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 14:16:54,295 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 14:16:54,297 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 14:16:54,299 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 14:16:54,301 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:16:54,302 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:16:54,305 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:16:54,307 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:16:54,309 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:16:54,311 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:16:54,312 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 14:16:54,315 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:16:54,317 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 14:16:54,318 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:16:54,321 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 14:16:54,323 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 14:16:54,325 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 14:16:54,327 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 14:16:54,329 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 14:16:54,331 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 14:16:54,333 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:16:54,334 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:16:54,336 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:16:54,338 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:16:54,340 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:16:54,343 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 14:16:54,345 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:16:54,346 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 14:16:54,348 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 14:16:54,351 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 14:16:54,354 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 14:16:54,356 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 14:16:54,359 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 14:16:54,361 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 14:16:54,363 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 14:16:54,365 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 14:16:54,366 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:16:54,369 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:16:54,371 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 14:16:54,373 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 14:16:54,375 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 14:16:54,377 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 14:16:54,379 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 14:16:54,381 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 14:16:54,383 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 14:16:54,385 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 14:16:54,387 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 14:16:54,389 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 14:16:54,391 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 14:16:54,394 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 14:16:54,395 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 14:16:54,397 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 14:16:54,399 - 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 14:16:54,401 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 14:16:54,402 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 14:16:54,404 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 14:16:54,407 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 14:16:54,409 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 14:16:54,411 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 14:16:54,412 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 14:16:54,415 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 14:16:54,417 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:16:54,419 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 14:16:54,422 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 14:16:54,425 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:16:54,427 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:16:54,429 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:16:54,431 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 14:16:54,433 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 14:16:54,435 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 14:16:54,437 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 14:16:54,439 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 14:16:54,442 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 14:16:54,443 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 14:16:54,446 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 14:16:54,448 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 14:16:54,449 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 14:16:54,452 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 14:16:54,453 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 14:16:54,456 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 14:16:54,458 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 14:16:54,460 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 14:16:54,462 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 14:16:54,464 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 14:16:54,466 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 14:16:54,467 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 14:16:54,469 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,472 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,474 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,476 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 14:16:54,479 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,481 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,482 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,484 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,486 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,488 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 14:16:54,491 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:16:54,493 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:16:54,495 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:16:54,498 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 14:16:54,500 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 14:16:54,501 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 14:16:54,504 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 14:16:54,506 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:16:54,509 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:16:54,511 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:16:54,513 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 14:16:54,515 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 14:16:54,516 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 14:16:54,518 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 14:16:54,520 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:16:54,522 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:16:54,525 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:16:54,527 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:16:54,529 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,531 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,533 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,535 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:16:54,537 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:16:54,539 - 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 2024-11-20 2024-11-21 14:16:54,542 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:16:54,544 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:16:54,546 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:16:54,547 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:16:54,549 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 14:16:54,551 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 14:16:54,553 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:16:54,555 - 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 2024-11-15 2024-11-21 14:16:54,558 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:16:54,560 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:16:54,562 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 14:16:54,564 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 14:16:54,566 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 14:16:54,568 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:16:54,570 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 14:16:54,573 - 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 14:16:54,575 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 14:16:54,577 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,579 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 14:16:54,581 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,583 - 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 14:16:54,584 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 14:16:54,586 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 14:16:54,589 - 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 14:16:54,592 - 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 14:16:54,594 - 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 14:16:54,596 - 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 14:16:54,597 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 14:16:54,599 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 14:16:54,601 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 14:16:54,603 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 14:16:54,606 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,608 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,610 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,612 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,614 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,616 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,618 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,620 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,623 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:16:54,625 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:16:54,627 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:16:54,629 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,630 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,632 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 14:16:54,634 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:16:54,636 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,638 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 14:16:54,641 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 14:16:54,642 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:16:54,644 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:16:54,646 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 14:16:54,649 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 14:16:54,650 - 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 14:16:54,653 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 14:16:54,655 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 14:16:54,657 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 14:16:54,659 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:16:54,661 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:16:54,663 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:16:54,665 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 14:16:54,667 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 14:16:54,669 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 14:16:54,671 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 14:16:54,673 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 14:16:54,676 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 14:16:54,677 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 14:16:54,679 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 14:16:54,681 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 14:16:54,683 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 14:16:54,685 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 14:16:54,687 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 14:16:54,691 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 14:16:54,693 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 14:16:54,695 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 14:16:54,697 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:16:54,699 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 14:16:54,700 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 14:16:54,702 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 14:16:54,704 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 14:16:54,706 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 14:16:54,708 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 14:16:54,710 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 14:16:54,712 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 14:16:54,714 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,716 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 14:16:54,717 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 14:16:54,719 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 14:16:54,722 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 14:16:54,724 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 14:16:54,726 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:16:54,728 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 14:16:54,730 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 14:16:54,731 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 14:16:54,733 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:16:54,735 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 14:16:54,736 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 14:16:54,738 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 14:16:54,741 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 14:16:54,743 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 14:16:54,745 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 14:16:54,747 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 14:16:54,749 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 14:16:54,752 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 14:16:54,754 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 14:16:54,756 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 14:16:54,759 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 14:16:54,761 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 14:16:54,763 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 14:16:54,764 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 14:16:54,766 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:16:54,768 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 14:16:54,770 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:16:54,772 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 14:16:54,775 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 14:16:54,776 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:16:54,778 - 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 14:16:54,780 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:16:54,781 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 14:16:54,784 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,786 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,788 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,790 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 14:16:54,792 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,794 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,795 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,797 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 14:16:54,799 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 14:16:54,801 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 14:16:54,802 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 14:16:54,805 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 14:16:54,807 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 14:16:54,810 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 14:16:54,811 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 14:16:54,813 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 14:16:54,815 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 14:16:54,817 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 14:16:54,821 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 14:16:54,824 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 14:16:54,826 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 14:16:54,828 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 14:16:54,829 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 14:16:54,831 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 14:16:54,833 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 14:16:54,835 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 14:16:54,837 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 14:16:54,839 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 14:16:54,842 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 14:16:54,844 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 14:16:54,846 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 14:16:54,848 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 14:16:54,849 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 14:16:54,851 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 14:16:54,853 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 14:16:54,855 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:16:54,858 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:16:54,860 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 14:16:54,861 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:16:54,863 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:16:54,865 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:16:54,867 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:16:54,869 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:16:54,871 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:16:54,873 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:16:54,875 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:16:54,877 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:16:54,879 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:16:54,881 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,884 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,885 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 14:16:54,887 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 14:16:54,890 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 14:16:54,893 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 14:16:54,895 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 14:16:54,897 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:16:54,899 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:16:54,901 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 14:16:54,902 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:16:54,904 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:16:54,907 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 14:16:54,909 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 14:16:54,911 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:16:54,913 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 14:16:54,915 - 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 14:16:54,916 - 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 14:16:54,918 - 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 14:16:54,920 - 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 14:16:54,921 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 14:16:54,925 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 14:16:54,926 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:16:54,928 - 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 14:16:54,930 - 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 14:16:54,932 - 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 14:16:54,933 - 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 14:16:54,935 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 14:16:54,937 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:16:54,938 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,941 - 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 14:16:54,944 - 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 2024-11-15 2024-11-21 14:16:54,946 - 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 14:16:54,948 - 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 14:16:54,950 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 14:16:54,951 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 14:16:54,953 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 14:16:54,956 - 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 14:16:54,961 - 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 14:16:54,975 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,978 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,982 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,985 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,988 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,990 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,992 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,995 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:16:54,998 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,001 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,003 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,006 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,009 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 14:16:55,012 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 14:16:55,014 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:16:55,015 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:16:55,017 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 14:16:55,019 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 14:16:55,021 - 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 14:16:55,024 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,027 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,029 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,030 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 14:16:55,032 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 14:16:55,034 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 14:16:55,036 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:16:55,038 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 14:16:55,040 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 14:16:55,043 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 14:16:55,045 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 14:16:55,046 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 14:16:55,048 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 14:16:55,050 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 14:16:55,052 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 14:16:55,053 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 14:16:55,055 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 14:16:55,058 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 14:16:55,059 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 14:16:55,061 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 14:16:55,064 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 14:16:55,066 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 14:16:55,067 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 14:16:55,070 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 14:16:55,071 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 14:16:55,074 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 14:16:55,076 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 14:16:55,078 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 14:16:55,079 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 14:16:55,081 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 14:16:55,083 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 14:16:55,085 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 14:16:55,087 - 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 14:16:55,090 - 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 14:16:55,092 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:16:55,094 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:16:55,095 - 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 14:16:55,097 - 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 14:16:55,099 - 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 14:16:55,101 - 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 14:16:55,103 - 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 14:16:55,105 - 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 14:16:55,107 - 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 14:16:55,109 - 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 14:16:55,111 - 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 14:16:55,113 - 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 14:16:55,114 - 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 14:16:55,116 - 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 14:16:55,118 - 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 14:16:55,119 - 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 14:16:55,121 - 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 14:16:55,123 - 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 14:16:55,125 - 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 14:16:55,127 - 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 14:16:55,129 - 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 14:16:55,131 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:16:55,133 - 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 14:16:55,135 - 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 14:16:55,136 - 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 14:16:55,138 - 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 14:16:55,140 - 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 14:16:55,143 - 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 14:16:55,145 - 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 14:16:55,147 - 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 14:16:55,149 - 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 14:16:55,151 - 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 14:16:55,152 - 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 14:16:55,154 - 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 14:16:55,157 - 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 14:16:55,159 - 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 14:16:55,161 - 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 14:16:55,163 - 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 14:16:55,165 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:16:55,167 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:16:55,169 - 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 14:16:55,170 - 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 14:16:55,173 - 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 14:16:55,175 - 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 14:16:55,177 - 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 14:16:55,179 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:16:55,181 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,182 - 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 14:16:55,184 - 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 14:16:55,186 - 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 14:16:55,187 - 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 14:16:55,189 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:16:55,191 - 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 14:16:55,194 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,196 - 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 14:16:55,198 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,199 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,201 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:16:55,203 - 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 14:16:55,204 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,207 - 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 14:16:55,209 - 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 14:16:55,211 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,213 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,216 - 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 14:16:55,218 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,220 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,222 - 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 14:16:55,224 - 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 14:16:55,227 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,229 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,231 - 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 14:16:55,233 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,234 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,237 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,239 - 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 14:16:55,242 - 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 14:16:55,244 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,246 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:16:55,248 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 14:16:55,250 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 14:16:55,251 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 14:16:55,253 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 14:16:55,255 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 14:16:55,259 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 14:16:55,261 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 14:16:55,262 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 14:16:55,264 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 14:16:55,266 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 14:16:55,268 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 14:16:55,270 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 14:16:55,272 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 14:16:55,277 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 14:16:55,279 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 14:16:55,282 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 14:16:55,283 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 14:16:55,770 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 14:16:55,773 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 14:16:55,777 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 14:16:59,245 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 14:16:59,260 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 14:16:59,262 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 14:17:00,509 - my_logger - INFO - 开始训练模型... 2024-11-21 14:17:00,526 - my_logger - INFO - Training set head: 2024-11-21 14:17:00,527 - 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） ... 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 ... 0.0 0.0 0.0 0.0 1 2848 2018-01-03 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 2847 2018-01-04 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 336 2018-01-05 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 2846 2018-01-08 37951.0 732.4702 205.1905 61698.0 ... 0.0 0.0 0.0 0.0 1 [5 rows x 369 columns] 2024-11-21 14:17:00,794 - my_logger - INFO - Testing set head: 2024-11-21 14:17:00,795 - 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） ... is_quarter_start is_quarter_end is_year_start is_year_end unique_id 8791 2019-05-22 36227.0 732.4702 -174.6190 66003.0 ... 0.0 0.0 0.0 0.0 1 8790 2019-05-23 36227.0 732.4702 -174.6190 66003.0 ... 0.0 0.0 0.0 0.0 1 264 2019-05-24 38186.0 732.4702 -343.0476 65758.0 ... 0.0 0.0 0.0 0.0 1 8789 2019-05-27 38186.0 732.4702 -343.0476 65758.0 ... 0.0 0.0 0.0 0.0 1 8788 2019-05-28 38186.0 732.4702 -343.0476 65758.0 ... 0.0 0.0 0.0 0.0 1 [5 rows x 369 columns] 2024-11-21 14:25:58,761 - my_logger - INFO - 模型训练完成 2024-11-21 14:25:58,762 - my_logger - INFO - 训练数据绘图ing 2024-11-21 14:32:47,147 - my_logger - INFO - 从eta获取数据... 2024-11-21 14:32:47,726 - 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 2024-11-21 14:32:47,981 - 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 2024-11-21 14:32:48,168 - 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 2024-11-21 14:32:48,363 - 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 2024-11-21 14:32:48,562 - 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 2024-11-21 14:32:48,758 - 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 2024-11-21 14:32:49,816 - my_logger - INFO - 跳过指标 中国航班执行数/7DMA 2024-11-21 14:32:50,286 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差负值 2024-11-21 14:32:50,287 - my_logger - INFO - 跳过指标 美国汽油表需（周度）1周环差 2024-11-21 14:32:50,547 - my_logger - INFO - 跳过指标 美国汽油产量（周度）1周环差 2024-11-21 14:32:51,810 - my_logger - INFO - 跳过指标 美国原油周度表需/4WMA 2024-11-21 14:32:51,811 - my_logger - INFO - 跳过指标 美国油品表需/4WMA 2024-11-21 14:32:51,812 - my_logger - INFO - 跳过指标 美国油品表需4周环差 2024-11-21 14:32:52,049 - my_logger - INFO - 跳过指标 道琼斯旅游与休闲/标普500 2024-11-21 14:32:52,050 - my_logger - INFO - 跳过指标 DOE-柴油产量1周环差 2024-11-21 14:32:52,050 - my_logger - INFO - 跳过指标 DOE-美国汽油产量1周环差 2024-11-21 14:32:52,051 - my_logger - INFO - 跳过指标 美国航煤表需一周环差负值 2024-11-21 14:32:52,051 - my_logger - INFO - 跳过指标 美国馏分油表需一周环差负值 2024-11-21 14:32:52,052 - my_logger - INFO - 跳过指标 美国汽油表需一周环差负值 2024-11-21 14:32:52,052 - my_logger - INFO - 跳过指标 欧洲汽油裂差 2024-11-21 14:32:52,053 - my_logger - INFO - 跳过指标 欧洲柴油裂差 2024-11-21 14:32:52,475 - my_logger - INFO - 跳过指标 中国主营炼厂产能利用率1周环差 2024-11-21 14:32:53,046 - my_logger - INFO - 跳过指标 美国零售拥堵指数（周环比）/3WMA 2024-11-21 14:32:53,047 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差 2024-11-21 14:32:54,220 - my_logger - INFO - 跳过指标 美国炼厂原油输入量4周均值 2024-11-21 14:32:55,470 - my_logger - INFO - 跳过指标 美国柴油期货裂差 2024-11-21 14:32:55,471 - my_logger - INFO - 跳过指标 美国墨西哥湾柴油裂差 2024-11-21 14:32:55,587 - my_logger - INFO - 跳过指标 美国纽约港柴油裂差 2024-11-21 14:32:55,588 - my_logger - INFO - 跳过指标 欧洲柴油期货裂差 2024-11-21 14:32:55,589 - my_logger - INFO - 跳过指标 西北欧轻柴油裂差 2024-11-21 14:32:55,589 - my_logger - INFO - 跳过指标 新加坡柴油裂差 2024-11-21 14:32:55,589 - my_logger - INFO - 跳过指标 美国汽油期货裂差 2024-11-21 14:32:55,590 - my_logger - INFO - 跳过指标 美国墨西哥湾汽油裂差 2024-11-21 14:32:55,590 - my_logger - INFO - 跳过指标 美国纽约港汽油裂差 2024-11-21 14:32:55,591 - my_logger - INFO - 跳过指标 欧洲鹿特丹汽油裂差 2024-11-21 14:32:55,591 - my_logger - INFO - 跳过指标 新加坡汽油裂差 2024-11-21 14:32:58,593 - my_logger - INFO - 跳过指标 美国汽柴航煤4周平均表需 2024-11-21 14:33:00,439 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差/65DMA 2024-11-21 14:33:00,439 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差/65DMA 2024-11-21 14:33:00,440 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/65DMA 2024-11-21 14:33:00,440 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/65DMA 2024-11-21 14:33:00,441 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA5日环差 2024-11-21 14:33:00,441 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA5日环差 2024-11-21 14:33:00,442 - my_logger - INFO - 跳过指标 HO近12月合约均价裂解/5DMA 2024-11-21 14:33:00,442 - my_logger - INFO - 跳过指标 RBOB近12月合约均价裂解/5DMA 2024-11-21 14:33:04,274 - my_logger - INFO - 跳过指标 Brent连1合约价格/2DMA 2024-11-21 14:33:04,274 - my_logger - INFO - 跳过指标 Brent连1合约价格/7DMA 2024-11-21 14:33:04,275 - my_logger - INFO - 跳过指标 Brent连1合约价格/23DMA 2024-11-21 14:33:04,275 - 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 2024-11-21 14:33:04,276 - my_logger - INFO - 跳过指标 Brent连1合约价格/5DMA 2024-11-21 14:33:04,277 - my_logger - INFO - 跳过指标 Brent c1-c2超季节性/3年 2024-11-21 14:33:04,277 - 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 2024-11-21 14:33:04,277 - my_logger - INFO - 跳过指标 Brent连1合约价格/11DMA 2024-11-21 14:33:04,278 - 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 2024-11-21 14:33:04,278 - my_logger - INFO - 跳过指标 山东地炼汽油裂解价差拟合残差/ 2024-11-21 14:33:04,279 - my_logger - INFO - 跳过指标 原油(中国胜利)拟合残差/布伦特原油 2024-11-21 14:33:04,279 - my_logger - INFO - 跳过指标 Brent连1合约价格/21DMA 2024-11-21 14:33:04,280 - my_logger - INFO - 跳过指标 Brent连1合约价格/14DMA 2024-11-21 14:33:04,280 - my_logger - INFO - 跳过指标 Brent连1合约价格/15DMA 2024-11-21 14:33:04,281 - my_logger - INFO - 跳过指标 Brent连1-连12 2024-11-21 14:33:13,288 - my_logger - INFO - 跳过指标 WTI c1-c36 2024-11-21 14:33:13,289 - my_logger - INFO - 跳过指标 WTI c1-c24 2024-11-21 14:33:13,289 - my_logger - INFO - 跳过指标 WTI c1-c12 2024-11-21 14:33:15,929 - my_logger - INFO - 跳过指标 Brent c1-c36 2024-11-21 14:33:15,930 - my_logger - INFO - 跳过指标 Brent c1-c24 2024-11-21 14:33:15,931 - my_logger - INFO - 跳过指标 Brent c1-c12 2024-11-21 14:33:20,542 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环差 2024-11-21 14:33:20,543 - my_logger - INFO - 跳过指标 Brent连1合约价格1日环比 2024-11-21 14:33:20,543 - 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 2024-11-21 14:33:20,990 - my_logger - INFO - 跳过指标 Dubai连2合约价格 2024-11-21 14:33:20,991 - my_logger - INFO - 跳过指标 Dubai连4合约价格 2024-11-21 14:33:21,441 - my_logger - INFO - 跳过指标 美国RBOB期货2212月份合约价格 2024-11-21 14:33:21,441 - my_logger - INFO - 跳过指标 美国RBOB期货2301月份合约价格 2024-11-21 14:33:21,442 - my_logger - INFO - 跳过指标 美国RBOB期货2306月份合约价格 2024-11-21 14:33:23,382 - my_logger - INFO - 跳过指标 Dubai连7合约价格 2024-11-21 14:33:23,383 - my_logger - INFO - 跳过指标 Dubai连9合约价格 2024-11-21 14:33:23,384 - my_logger - INFO - 跳过指标 迪拜连7-连9月差 2024-11-21 14:33:24,599 - my_logger - INFO - 跳过指标 Brent连2 2024-11-21 14:33:24,600 - my_logger - INFO - 跳过指标 WTI连2合约价格 2024-11-21 14:33:25,450 - my_logger - INFO - 跳过指标 WTI连4合约价格 2024-11-21 14:33:26,314 - my_logger - INFO - 跳过指标 Brent连4合约价格 2024-11-21 14:33:27,917 - my_logger - INFO - 跳过指标 WTI连7合约价格 2024-11-21 14:33:28,203 - my_logger - INFO - 跳过指标 WTI连12合约价格 2024-11-21 14:33:28,566 - my_logger - INFO - 跳过指标 布伦特连24合约价格 2024-11-21 14:33:29,166 - my_logger - INFO - 跳过指标 Brent连6合约价格 2024-11-21 14:33:29,167 - my_logger - INFO - 跳过指标 Brent连12合约价格 2024-11-21 14:33:29,167 - my_logger - INFO - 跳过指标 Brent连9合约 2024-11-21 14:33:29,168 - my_logger - INFO - 跳过指标 brent连3合约 2024-11-21 14:33:29,168 - my_logger - INFO - 跳过指标 Brent连5 2024-11-21 14:33:29,168 - my_logger - INFO - 跳过指标 Brent连10合约 2024-11-21 14:33:29,168 - my_logger - INFO - 跳过指标 Brent连11合约 2024-11-21 14:33:29,169 - my_logger - INFO - 跳过指标 WTI连3合约价格 2024-11-21 14:33:29,169 - my_logger - INFO - 跳过指标 Brent 连7合约价格 2024-11-21 14:33:29,170 - my_logger - INFO - 跳过指标 Brent连8合约价格 2024-11-21 14:33:29,170 - my_logger - INFO - 跳过指标 Brent连13 2024-11-21 14:33:29,886 - my_logger - INFO - 跳过指标 ICE Brent c15 2024-11-21 14:33:29,887 - my_logger - INFO - 跳过指标 ICE Brent c16 2024-11-21 14:33:29,888 - my_logger - INFO - 跳过指标 ICE Brent c17 2024-11-21 14:33:29,888 - my_logger - INFO - 跳过指标 ICE Brent c18 2024-11-21 14:33:29,889 - my_logger - INFO - 跳过指标 ICE Brent c19 2024-11-21 14:33:29,889 - my_logger - INFO - 跳过指标 ICE Brent c20 2024-11-21 14:33:30,213 - my_logger - INFO - 跳过指标 ICE Brent c21 2024-11-21 14:33:30,214 - my_logger - INFO - 跳过指标 ICE Brent c22 2024-11-21 14:33:30,215 - my_logger - INFO - 跳过指标 ICE Brent c23 2024-11-21 14:33:30,215 - my_logger - INFO - 跳过指标 ICE Brent c25 2024-11-21 14:33:30,216 - my_logger - INFO - 跳过指标 ICE Brent c26 2024-11-21 14:33:30,217 - my_logger - INFO - 跳过指标 ICE Brent c27 2024-11-21 14:33:30,217 - my_logger - INFO - 跳过指标 ICE Brent c28 2024-11-21 14:33:30,218 - my_logger - INFO - 跳过指标 ICE Brent c29 2024-11-21 14:33:30,218 - my_logger - INFO - 跳过指标 ICE Brent c30 2024-11-21 14:33:30,219 - my_logger - INFO - 跳过指标 ICE Brent c31 2024-11-21 14:33:30,219 - my_logger - INFO - 跳过指标 ICE Brent c32 2024-11-21 14:33:30,219 - my_logger - INFO - 跳过指标 ICE Brent c33 2024-11-21 14:33:30,220 - my_logger - INFO - 跳过指标 ICE Brent c34 2024-11-21 14:33:30,221 - my_logger - INFO - 跳过指标 ICE Brent c35 2024-11-21 14:33:30,221 - my_logger - INFO - 跳过指标 ICE Brent c36 2024-11-21 14:33:31,072 - my_logger - INFO - 跳过指标 NYMWX WTI c6 2024-11-21 14:33:31,073 - my_logger - INFO - 跳过指标 NYMWX WTI c8 2024-11-21 14:33:31,073 - my_logger - INFO - 跳过指标 NYMWX WTI c9 2024-11-21 14:33:31,074 - my_logger - INFO - 跳过指标 NYMWX WTI c10 2024-11-21 14:33:31,074 - my_logger - INFO - 跳过指标 NYMWX WTI c11 2024-11-21 14:33:31,075 - my_logger - INFO - 跳过指标 NYMWX WTI c13 2024-11-21 14:33:31,076 - my_logger - INFO - 跳过指标 NYMWX WTI c14 2024-11-21 14:33:31,076 - my_logger - INFO - 跳过指标 NYMWX WTI c15 2024-11-21 14:33:31,077 - my_logger - INFO - 跳过指标 NYMWX WTI c16 2024-11-21 14:33:31,077 - my_logger - INFO - 跳过指标 NYMWX WTI c17 2024-11-21 14:33:31,078 - my_logger - INFO - 跳过指标 NYMWX WTI c18 2024-11-21 14:33:31,078 - my_logger - INFO - 跳过指标 NYMWX WTI c19 2024-11-21 14:33:31,079 - my_logger - INFO - 跳过指标 NYMWX WTI c20 2024-11-21 14:33:31,079 - my_logger - INFO - 跳过指标 NYMWX WTI c21 2024-11-21 14:33:31,080 - my_logger - INFO - 跳过指标 NYMWX WTI c22 2024-11-21 14:33:31,080 - my_logger - INFO - 跳过指标 NYMWX WTI c23 2024-11-21 14:33:31,081 - my_logger - INFO - 跳过指标 NYMWX WTI c25 2024-11-21 14:33:31,082 - my_logger - INFO - 跳过指标 NYMWX WTI c26 2024-11-21 14:33:31,082 - my_logger - INFO - 跳过指标 NYMWX WTI c27 2024-11-21 14:33:31,083 - my_logger - INFO - 跳过指标 NYMWX WTI c28 2024-11-21 14:33:31,083 - my_logger - INFO - 跳过指标 NYMWX WTI c29 2024-11-21 14:33:31,084 - my_logger - INFO - 跳过指标 NYMWX WTI c30 2024-11-21 14:33:31,084 - my_logger - INFO - 跳过指标 NYMWX WTI c31 2024-11-21 14:33:31,085 - my_logger - INFO - 跳过指标 NYMWX WTI c32 2024-11-21 14:33:31,085 - my_logger - INFO - 跳过指标 NYMWX WTI c33 2024-11-21 14:33:31,086 - my_logger - INFO - 跳过指标 NYMWX WTI c34 2024-11-21 14:33:31,086 - my_logger - INFO - 跳过指标 NYMWX WTI c35 2024-11-21 14:33:31,087 - my_logger - INFO - 跳过指标 NYMWX WTI c36 2024-11-21 14:33:31,379 - my_logger - INFO - 跳过指标 INE SC c2 2024-11-21 14:33:31,379 - my_logger - INFO - 跳过指标 INE SC c3 2024-11-21 14:33:31,380 - my_logger - INFO - 跳过指标 INE SC c4 2024-11-21 14:33:31,380 - my_logger - INFO - 跳过指标 INE SC c5 2024-11-21 14:33:31,381 - my_logger - INFO - 跳过指标 INE SC c6 2024-11-21 14:33:31,381 - my_logger - INFO - 跳过指标 INE SC c7 2024-11-21 14:33:31,382 - my_logger - INFO - 跳过指标 INE SC c8 2024-11-21 14:33:31,382 - my_logger - INFO - 跳过指标 INE SC c9 2024-11-21 14:33:31,383 - my_logger - INFO - 跳过指标 INE SC c10 2024-11-21 14:33:31,383 - my_logger - INFO - 跳过指标 INE SC c11 2024-11-21 14:33:31,384 - my_logger - INFO - 跳过指标 INE SC c12 2024-11-21 14:33:31,385 - my_logger - INFO - 跳过指标 INE SC c13 2024-11-21 14:33:31,385 - my_logger - INFO - 跳过指标 INE SC c14 2024-11-21 14:33:31,386 - my_logger - INFO - 跳过指标 INE SC c15 2024-11-21 14:33:31,386 - my_logger - INFO - 跳过指标 INE SC c16 2024-11-21 14:33:31,387 - my_logger - INFO - 跳过指标 INE SC c17 2024-11-21 14:33:31,387 - my_logger - INFO - 跳过指标 INE SC c18 2024-11-21 14:33:31,388 - my_logger - INFO - 跳过指标 INE SC c19 2024-11-21 14:33:31,388 - my_logger - INFO - 跳过指标 INE SC c20 2024-11-21 14:33:31,389 - my_logger - INFO - 跳过指标 EFS c1 2024-11-21 14:33:31,389 - my_logger - INFO - 跳过指标 EFS c2 2024-11-21 14:33:31,390 - my_logger - INFO - 跳过指标 EFS c3 2024-11-21 14:33:31,390 - my_logger - INFO - 跳过指标 EFS c4 2024-11-21 14:33:31,391 - my_logger - INFO - 跳过指标 EFS c5 2024-11-21 14:33:31,391 - my_logger - INFO - 跳过指标 EFS c6 2024-11-21 14:33:31,391 - my_logger - INFO - 跳过指标 Dubai Swap c15 2024-11-21 14:33:31,392 - my_logger - INFO - 跳过指标 Dubai Swap c16 2024-11-21 14:33:31,392 - my_logger - INFO - 跳过指标 Dubai Swap c17 2024-11-21 14:33:31,393 - my_logger - INFO - 跳过指标 Dubai Swap c18 2024-11-21 14:33:31,393 - my_logger - INFO - 跳过指标 Dubai Swap c19 2024-11-21 14:33:31,394 - my_logger - INFO - 跳过指标 Dubai Swap c20 2024-11-21 14:33:31,394 - my_logger - INFO - 跳过指标 Dubai Swap c21 2024-11-21 14:33:31,395 - my_logger - INFO - 跳过指标 Dubai Swap c22 2024-11-21 14:33:31,631 - my_logger - INFO - 跳过指标 Oman Swap c2 2024-11-21 14:33:31,632 - my_logger - INFO - 跳过指标 Oman Swap c3 2024-11-21 14:33:31,633 - my_logger - INFO - 跳过指标 Oman Swap c4 2024-11-21 14:33:31,633 - my_logger - INFO - 跳过指标 Oman Swap c5 2024-11-21 14:33:31,634 - my_logger - INFO - 跳过指标 Oman Swap c6 2024-11-21 14:33:31,634 - my_logger - INFO - 跳过指标 Oman Swap c7 2024-11-21 14:33:31,635 - my_logger - INFO - 跳过指标 Oman Swap c8 2024-11-21 14:33:31,635 - my_logger - INFO - 跳过指标 Oman Swap c9 2024-11-21 14:33:31,636 - my_logger - INFO - 跳过指标 Oman Swap c10 2024-11-21 14:33:31,636 - my_logger - INFO - 跳过指标 Oman Swap c11 2024-11-21 14:33:31,637 - my_logger - INFO - 跳过指标 Oman Swap c12 2024-11-21 14:33:31,637 - my_logger - INFO - 跳过指标 Oman Swap c13 2024-11-21 14:33:31,637 - my_logger - INFO - 跳过指标 Oman Swap c14 2024-11-21 14:33:31,639 - my_logger - INFO - 跳过指标 Oman Swap c15 2024-11-21 14:33:31,639 - my_logger - INFO - 跳过指标 Oman Swap c16 2024-11-21 14:33:31,639 - my_logger - INFO - 跳过指标 Oman Swap c17 2024-11-21 14:33:31,640 - my_logger - INFO - 跳过指标 Oman Swap c18 2024-11-21 14:33:31,640 - my_logger - INFO - 跳过指标 Oman Swap c19 2024-11-21 14:33:31,641 - my_logger - INFO - 跳过指标 Oman Swap c20 2024-11-21 14:33:31,641 - my_logger - INFO - 跳过指标 Oman Swap c21 2024-11-21 14:33:31,642 - my_logger - INFO - 跳过指标 Oman Swap c22 2024-11-21 14:33:31,642 - my_logger - INFO - 跳过指标 Oman Swap c23 2024-11-21 14:33:31,643 - my_logger - INFO - 跳过指标 Oman Swap c24 2024-11-21 14:33:31,643 - my_logger - INFO - 跳过指标 Oman Swap c25 2024-11-21 14:33:31,644 - my_logger - INFO - 跳过指标 Oman Swap c26 2024-11-21 14:33:31,644 - my_logger - INFO - 跳过指标 Oman Swap c27 2024-11-21 14:33:31,645 - my_logger - INFO - 跳过指标 Oman Swap c28 2024-11-21 14:33:31,645 - my_logger - INFO - 跳过指标 Oman Swap c29 2024-11-21 14:33:31,646 - my_logger - INFO - 跳过指标 Oman Swap c30 2024-11-21 14:33:31,646 - my_logger - INFO - 跳过指标 Oman Swap c31 2024-11-21 14:33:31,647 - my_logger - INFO - 跳过指标 Oman Swap c32 2024-11-21 14:33:31,647 - my_logger - INFO - 跳过指标 Oman Swap c33 2024-11-21 14:33:31,648 - my_logger - INFO - 跳过指标 Oman Swap c34 2024-11-21 14:33:31,648 - my_logger - INFO - 跳过指标 Oman Swap c35 2024-11-21 14:33:31,648 - my_logger - INFO - 跳过指标 Oman Swap c36 2024-11-21 14:33:31,648 - my_logger - INFO - 跳过指标 Oman Swap c37 2024-11-21 14:33:31,649 - my_logger - INFO - 跳过指标 Oman Swap c38 2024-11-21 14:33:32,193 - my_logger - INFO - 跳过指标 DME Oman c2 2024-11-21 14:33:32,194 - my_logger - INFO - 跳过指标 DME Oman c3 2024-11-21 14:33:32,194 - my_logger - INFO - 跳过指标 DME Oman c4 2024-11-21 14:33:32,195 - my_logger - INFO - 跳过指标 DME Oman c5 2024-11-21 14:33:32,195 - my_logger - INFO - 跳过指标 DME Oman c6 2024-11-21 14:33:32,411 - my_logger - INFO - 跳过指标 Murban Futures c2 2024-11-21 14:33:32,412 - my_logger - INFO - 跳过指标 Murban Futures c3 2024-11-21 14:33:32,413 - my_logger - INFO - 跳过指标 Murban Futures c4 2024-11-21 14:33:32,413 - my_logger - INFO - 跳过指标 Murban Futures c5 2024-11-21 14:33:32,414 - my_logger - INFO - 跳过指标 Murban Futures c6 2024-11-21 14:33:43,056 - my_logger - INFO - 跳过指标 EFS c1-c2 2024-11-21 14:33:43,056 - my_logger - INFO - 跳过指标 TD3C 运费 c1-c2 2024-11-21 14:33:45,735 - my_logger - INFO - 跳过指标 SC c1-c2/7DMA 2024-11-21 14:33:45,897 - my_logger - INFO - 跳过指标 美国柴油裂差-美国汽油裂差 2024-11-21 14:33:45,897 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算) 2024-11-21 14:33:51,399 - my_logger - INFO - 跳过指标 Brent c1-c2 (结算B) 2024-11-21 14:33:51,688 - my_logger - INFO - 跳过指标 WTI c1-c2 (结算B) 2024-11-21 14:33:51,984 - my_logger - INFO - 跳过指标 DME Oman c1 02:30收盘价预估 2024-11-21 14:33:51,985 - my_logger - INFO - 跳过指标 DME Oman c2 02:30收盘价预估 2024-11-21 14:33:52,482 - my_logger - INFO - 跳过指标 Brent连1合约价格/12DMA 2024-11-21 14:33:55,214 - my_logger - INFO - 跳过指标 美国成品车用汽油库存1周环差 2024-11-21 14:33:55,216 - my_logger - INFO - 跳过指标 美国PADD1原油库存1周环差 2024-11-21 14:33:55,217 - my_logger - INFO - 跳过指标 美国PADD3原油库存1周环差 2024-11-21 14:33:55,217 - my_logger - INFO - 跳过指标 美国PADD2原油库存1周环差 2024-11-21 14:33:55,218 - my_logger - INFO - 跳过指标 美国PADD5原油库存1周环差 2024-11-21 14:33:55,218 - my_logger - INFO - 跳过指标 美国PADD4原油库存1周环差 2024-11-21 14:33:57,265 - my_logger - INFO - 跳过指标 库欣原油库存1周环差 2024-11-21 14:33:57,520 - my_logger - INFO - 跳过指标 美国战略储备原油库存1周环差 2024-11-21 14:33:57,521 - my_logger - INFO - 跳过指标 美国商业原油库存1周环差 2024-11-21 14:34:03,476 - my_logger - INFO - 跳过指标 中东原油成本+运费 2024-11-21 14:34:05,300 - my_logger - INFO - 跳过指标 Brent原油现货价格/8DMA 2024-11-21 14:34:05,301 - my_logger - INFO - 跳过指标 现货价:原油:英国布伦特Dtd/8DMA 2024-11-21 14:34:30,892 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/Brent 连2-连3 2024-11-21 14:34:30,893 - my_logger - INFO - 跳过指标 BrentC1-C21日环差 2024-11-21 14:34:43,801 - my_logger - INFO - 跳过指标 OMAN原油中质远期现货DES价30DMA 2024-11-21 14:34:45,873 - my_logger - INFO - 跳过指标 VLCC原油运价（中东至日本） 2024-11-21 14:34:52,885 - my_logger - INFO - 跳过指标 中东-中国原油运费 2024-11-21 14:34:57,523 - my_logger - INFO - 跳过指标 波斯湾到中国VLCC原油运费（美元/天） 2024-11-21 14:34:57,525 - my_logger - INFO - 跳过指标 波斯湾到新加坡VLCC油轮运费 2024-11-21 14:35:00,410 - my_logger - INFO - 跳过指标 原油波动率 2024-11-21 14:35:11,947 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/DFL 2024-11-21 14:35:12,843 - my_logger - INFO - 跳过指标 SC c3-阿曼到岸入罐成本/7DMA 2024-11-21 14:35:24,326 - my_logger - INFO - 跳过指标 美国汽油净进口（周度）1周环差 2024-11-21 14:35:24,859 - my_logger - INFO - 跳过指标 美国代表性页岩油公司股价 2024-11-21 14:35:25,135 - my_logger - INFO - 跳过指标 美国国内周度原油产量1周环差 2024-11-21 14:35:25,136 - my_logger - INFO - 跳过指标 EIA周度NGL产量同比 2024-11-21 14:35:25,137 - my_logger - INFO - 跳过指标 美国原油活跃钻机数同比 2024-11-21 14:35:25,309 - 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 2024-11-21 14:35:25,637 - my_logger - INFO - 跳过指标 美国原油周度调整项/4WMA 2024-11-21 14:35:25,638 - my_logger - INFO - 跳过指标 美国FCC装置检修量 2024-11-21 14:35:25,638 - my_logger - INFO - 跳过指标 美国VDU装置检修量 2024-11-21 14:35:25,905 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量 2024-11-21 14:35:25,906 - my_logger - INFO - 跳过指标 美国炼厂部分装置检修量 2024-11-21 14:35:26,065 - my_logger - INFO - 跳过指标 俄罗斯CDU装置检修量 2024-11-21 14:35:26,346 - my_logger - INFO - 跳过指标 法国CDU检修量 2024-11-21 14:35:26,347 - my_logger - INFO - 跳过指标 法国CDU检修量/7DMA 2024-11-21 14:35:26,347 - my_logger - INFO - 跳过指标 法国CDU检修量超季节性/5年 2024-11-21 14:35:26,556 - my_logger - INFO - 跳过指标 美国FCC装置检修量超季节性/3年 2024-11-21 14:35:26,557 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量 2024-11-21 14:35:26,558 - my_logger - INFO - 跳过指标 西北欧FCC装置检修量/7DMA 2024-11-21 14:35:26,558 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量 2024-11-21 14:35:26,559 - my_logger - INFO - 跳过指标 西北欧加氢裂化装置检修量/7DMA 2024-11-21 14:35:26,560 - my_logger - INFO - 跳过指标 美国FCC装置检修量/7DMA 2024-11-21 14:35:26,560 - my_logger - INFO - 跳过指标 美国炼厂CDU装置检修量超季节性/3年 2024-11-21 14:35:26,561 - my_logger - INFO - 跳过指标 中国CDU检修量 2024-11-21 14:35:27,103 - my_logger - INFO - 跳过指标 全球加氢装置检修（千桶/日） 2024-11-21 14:35:27,104 - my_logger - INFO - 跳过指标 全球重整装置检修（千桶/日） 2024-11-21 14:35:27,105 - my_logger - INFO - 跳过指标 全球CDU装置检修（千桶/日） 2024-11-21 14:35:28,283 - my_logger - INFO - 跳过指标 西北欧CDU装置检修量 2024-11-21 14:35:28,284 - my_logger - INFO - 跳过指标 地中海国家CDU装置检修量 2024-11-21 14:35:28,284 - my_logger - INFO - 跳过指标 东欧CDU装置检修量 2024-11-21 14:35:28,284 - my_logger - INFO - 跳过指标 欧洲CDU装置检修量 2024-11-21 14:35:33,576 - my_logger - INFO - 跳过指标 美国原油活跃钻机数1周环差 2024-11-21 14:35:34,964 - my_logger - INFO - 跳过指标 页岩油公司EOG 股价 2024-11-21 14:35:34,965 - my_logger - INFO - 跳过指标 康菲石油公司股价 2024-11-21 14:35:34,965 - my_logger - INFO - 跳过指标 Pioneer公司股价 2024-11-21 14:35:34,966 - my_logger - INFO - 跳过指标 HESS公司股价 2024-11-21 14:35:34,966 - my_logger - INFO - 跳过指标 西方石油公司股价 2024-11-21 14:35:34,967 - my_logger - INFO - 跳过指标 Coterra公司股价 2024-11-21 14:35:34,967 - my_logger - INFO - 跳过指标 Concho Resources 公司股价 2024-11-21 14:35:34,967 - my_logger - INFO - 跳过指标 Black Stone Minerals LP股价 2024-11-21 14:35:34,967 - my_logger - INFO - 跳过指标 Continental Resources Inc股价 2024-11-21 14:35:34,968 - my_logger - INFO - 跳过指标 Diamondback Energy Inc股价 2024-11-21 14:35:35,491 - my_logger - INFO - 跳过指标 戴文能源股价 2024-11-21 14:35:36,777 - 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 2024-11-21 14:35:36,778 - my_logger - INFO - 跳过指标 DOE-航煤净进口1周环差 2024-11-21 14:35:36,779 - my_logger - INFO - 跳过指标 DOE-美国馏分燃料油净进口1周环差 2024-11-21 14:35:36,779 - my_logger - INFO - 跳过指标 DOE-美国汽油净进口1周环差 2024-11-21 14:35:36,780 - my_logger - INFO - 跳过指标 美国原油周度净进口1周环差 2024-11-21 14:35:38,523 - my_logger - INFO - 跳过指标 美国原油总出口4周平均 2024-11-21 14:35:39,725 - my_logger - INFO - 跳过指标 中东至中国原油运费 2024-11-21 14:35:41,330 - my_logger - INFO - 跳过指标 DoC4周平均原油海运出口 2024-11-21 14:35:41,331 - my_logger - INFO - 跳过指标 FSU-阿塞拜疆4周平均原油海运出口 2024-11-21 14:35:41,331 - my_logger - INFO - 跳过指标 FSU-俄罗斯4周平均原油海运出口 2024-11-21 14:35:41,332 - my_logger - INFO - 跳过指标 FSU-哈萨克斯坦4周平均原油海运出口 2024-11-21 14:35:41,332 - my_logger - INFO - 跳过指标 FSU-土库曼斯坦4周平均原油海运出口 2024-11-21 14:35:41,333 - my_logger - INFO - 跳过指标 Non-OPEC DoC4周平均原油海运出口 2024-11-21 14:35:41,333 - my_logger - INFO - 跳过指标 OPEC4周平均原油海运出口 2024-11-21 14:35:41,334 - my_logger - INFO - 跳过指标 OPEC豁免国4周平均原油海运出口 2024-11-21 14:35:41,334 - my_logger - INFO - 跳过指标 OPEC减产国4周平均原油海运出口 2024-11-21 14:35:41,334 - my_logger - INFO - 跳过指标 北非-阿尔及利亚4周平均原油海运出口 2024-11-21 14:35:41,335 - my_logger - INFO - 跳过指标 北非-埃及4周平均原油海运出口 2024-11-21 14:35:41,335 - my_logger - INFO - 跳过指标 北非-利比亚4周平均原油海运出口 2024-11-21 14:35:41,336 - my_logger - INFO - 跳过指标 北非-苏丹4周平均原油海运出口 2024-11-21 14:35:41,336 - my_logger - INFO - 跳过指标 北美-加拿大4周平均原油海运出口 2024-11-21 14:35:41,337 - my_logger - INFO - 跳过指标 北美-美国4周平均原油海运出口 2024-11-21 14:35:41,337 - my_logger - INFO - 跳过指标 拉美-阿根廷4周平均原油海运出口 2024-11-21 14:35:41,337 - my_logger - INFO - 跳过指标 拉美-巴拿马4周平均原油海运出口 2024-11-21 14:35:41,338 - my_logger - INFO - 跳过指标 拉美-巴西4周平均原油海运出口 2024-11-21 14:35:41,339 - my_logger - INFO - 跳过指标 拉美-多巴哥岛4周平均原油海运出口 2024-11-21 14:35:41,341 - my_logger - INFO - 跳过指标 拉美-厄瓜多尔4周平均原油海运出口 2024-11-21 14:35:41,342 - my_logger - INFO - 跳过指标 拉美-哥伦比亚4周平均原油海运出口 2024-11-21 14:35:41,342 - my_logger - INFO - 跳过指标 拉美-圭亚那4周平均原油海运出口 2024-11-21 14:35:41,343 - my_logger - INFO - 跳过指标 拉美-墨西哥4周平均原油海运出口 2024-11-21 14:35:41,343 - my_logger - INFO - 跳过指标 拉美-委内瑞拉4周平均原油海运出口 2024-11-21 14:35:41,344 - my_logger - INFO - 跳过指标 欧洲-挪威4周平均原油海运出口 2024-11-21 14:35:41,344 - my_logger - INFO - 跳过指标 欧洲-英国4周平均原油海运出口 2024-11-21 14:35:41,345 - my_logger - INFO - 跳过指标 西非-安哥拉4周平均原油海运出口 2024-11-21 14:35:41,345 - my_logger - INFO - 跳过指标 西非-几内亚4周平均原油海运出口 2024-11-21 14:35:41,346 - my_logger - INFO - 跳过指标 西非-加纳4周平均原油海运出口 2024-11-21 14:35:41,346 - my_logger - INFO - 跳过指标 西非-尼日利亚4周平均原油海运出口 2024-11-21 14:35:41,347 - my_logger - INFO - 跳过指标 亚太-澳大利亚4周平均原油海运出口 2024-11-21 14:35:41,347 - my_logger - INFO - 跳过指标 亚太-马来西亚4周平均原油海运出口 2024-11-21 14:35:41,347 - my_logger - INFO - 跳过指标 亚太-文莱4周平均原油海运出口 2024-11-21 14:35:41,349 - my_logger - INFO - 跳过指标 亚太-印尼4周平均原油海运出口 2024-11-21 14:35:41,349 - my_logger - INFO - 跳过指标 中东-阿联酋4周平均原油海运出口 2024-11-21 14:35:41,350 - my_logger - INFO - 跳过指标 中东-阿曼4周平均原油海运出口 2024-11-21 14:35:41,350 - my_logger - INFO - 跳过指标 中东-巴林4周平均原油海运出口 2024-11-21 14:35:41,350 - my_logger - INFO - 跳过指标 中东-卡塔尔4周平均原油海运出口 2024-11-21 14:35:41,351 - my_logger - INFO - 跳过指标 中东-科威特4周平均原油海运出口 2024-11-21 14:35:41,351 - my_logger - INFO - 跳过指标 中东-沙特4周平均原油海运出口 2024-11-21 14:35:41,352 - my_logger - INFO - 跳过指标 中东-也门4周平均原油海运出口 2024-11-21 14:35:41,352 - my_logger - INFO - 跳过指标 中东-伊拉克4周平均原油海运出口 2024-11-21 14:35:41,353 - my_logger - INFO - 跳过指标 中东-伊朗4周平均原油海运出口 2024-11-21 14:35:41,353 - my_logger - INFO - 跳过指标 中西非-刚果布4周平均原油海运出口 2024-11-21 14:35:41,353 - my_logger - INFO - 跳过指标 中西非-加蓬4周平均原油海运出口 2024-11-21 14:35:41,354 - my_logger - INFO - 跳过指标 中西非-喀麦隆4周平均原油海运出口 2024-11-21 14:35:41,354 - my_logger - INFO - 跳过指标 中国4周平均原油海运进口 2024-11-21 14:35:41,355 - my_logger - INFO - 跳过指标 印度4周平均原油海运进口 2024-11-21 14:35:41,355 - my_logger - INFO - 跳过指标 韩国4周平均原油海运进口 2024-11-21 14:35:41,355 - my_logger - INFO - 跳过指标 日本4周平均原油海运进口 2024-11-21 14:35:41,356 - my_logger - INFO - 跳过指标 新加坡4周平均原油海运进口 2024-11-21 14:35:41,356 - my_logger - INFO - 跳过指标 泰国4周平均原油海运进口 2024-11-21 14:35:41,357 - my_logger - INFO - 跳过指标 中国台湾4周平均原油海运进口 2024-11-21 14:35:41,357 - my_logger - INFO - 跳过指标 马来西亚4周平均原油海运进口 2024-11-21 14:35:41,358 - my_logger - INFO - 跳过指标 印尼4周平均原油海运进口 2024-11-21 14:35:41,358 - my_logger - INFO - 跳过指标 缅甸4周平均原油海运进口 2024-11-21 14:35:41,359 - my_logger - INFO - 跳过指标 越南4周平均原油海运进口 2024-11-21 14:35:41,359 - my_logger - INFO - 跳过指标 巴基斯坦4周平均原油海运进口 2024-11-21 14:35:41,359 - my_logger - INFO - 跳过指标 美国4周平均原油海运进口 2024-11-21 14:35:41,360 - my_logger - INFO - 跳过指标 加拿大4周平均原油海运进口 2024-11-21 14:35:41,360 - my_logger - INFO - 跳过指标 巴拿马4周平均原油海运进口 2024-11-21 14:35:41,361 - my_logger - INFO - 跳过指标 巴西4周平均原油海运进口 2024-11-21 14:35:41,362 - my_logger - INFO - 跳过指标 智利4周平均原油海运进口 2024-11-21 14:35:41,362 - my_logger - INFO - 跳过指标 意大利4周平均原油海运进口 2024-11-21 14:35:41,363 - my_logger - INFO - 跳过指标 荷兰4周平均原油海运进口 2024-11-21 14:35:41,363 - my_logger - INFO - 跳过指标 西班牙4周平均原油海运进口 2024-11-21 14:35:41,363 - my_logger - INFO - 跳过指标 法国4周平均原油海运进口 2024-11-21 14:35:41,364 - my_logger - INFO - 跳过指标 英国4周平均原油海运进口 2024-11-21 14:35:41,364 - my_logger - INFO - 跳过指标 希腊4周平均原油海运进口 2024-11-21 14:35:41,365 - my_logger - INFO - 跳过指标 德国4周平均原油海运进口 2024-11-21 14:35:41,365 - my_logger - INFO - 跳过指标 波兰4周平均原油海运进口 2024-11-21 14:35:41,366 - my_logger - INFO - 跳过指标 瑞典4周平均原油海运进口 2024-11-21 14:35:41,366 - my_logger - INFO - 跳过指标 葡萄牙4周平均原油海运进口 2024-11-21 14:35:41,367 - my_logger - INFO - 跳过指标 芬兰4周平均原油海运进口 2024-11-21 14:35:41,367 - my_logger - INFO - 跳过指标 立陶宛4周平均原油海运进口 2024-11-21 14:35:41,368 - my_logger - INFO - 跳过指标 罗马尼亚4周平均原油海运进口 2024-11-21 14:35:41,368 - my_logger - INFO - 跳过指标 埃及4周平均原油海运进口 2024-11-21 14:35:41,368 - my_logger - INFO - 跳过指标 土耳其4周平均原油海运进口 2024-11-21 14:35:41,369 - my_logger - INFO - 跳过指标 南非4周平均原油海运进口 2024-11-21 14:35:41,369 - my_logger - INFO - 跳过指标 以色列4周平均原油海运进口 2024-11-21 14:35:41,370 - my_logger - INFO - 跳过指标 阿联酋4周平均原油海运进口 2024-11-21 14:35:41,370 - my_logger - INFO - 跳过指标 澳大利亚4周平均原油海运进口 2024-11-21 14:35:54,763 - my_logger - INFO - 跳过指标 日本周度原油海运进口 2024-11-21 14:35:56,900 - my_logger - INFO - 跳过指标 中东-阿联酋周度原油海运出口/4WMA 2024-11-21 14:35:56,901 - my_logger - INFO - 跳过指标 中东-伊朗周度原油海运出口/4WMA 2024-11-21 14:35:56,902 - my_logger - INFO - 跳过指标 中东-卡塔尔周度原油海运出口/4WMA 2024-11-21 14:35:57,025 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口/4WMA 2024-11-21 14:35:57,026 - my_logger - INFO - 跳过指标 美国原油海运出口/4WMA 2024-11-21 14:35:57,026 - my_logger - INFO - 跳过指标 iraq/4WMA 2024-11-21 14:35:57,027 - my_logger - INFO - 跳过指标 Venezuela/4WMA 2024-11-21 14:35:57,027 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口/4WMA 2024-11-21 14:35:57,027 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口/4WMA 2024-11-21 14:35:57,027 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口/4WMA 2024-11-21 14:35:57,029 - my_logger - INFO - 跳过指标 Kpler-沙特原油出口 2024-11-21 14:35:57,029 - my_logger - INFO - 跳过指标 Kpler-OPEC+原油海运出口 2024-11-21 14:35:57,030 - my_logger - INFO - 跳过指标 Kpler-OPEC+（除OPEC）原油海运出口 2024-11-21 14:35:57,030 - my_logger - INFO - 跳过指标 Kpler-OPEC原油海运出口 2024-11-21 14:35:57,031 - my_logger - INFO - 跳过指标 Kpler-OPEC中东原油海运出口 2024-11-21 14:35:57,031 - my_logger - INFO - 跳过指标 Kpler-阿联酋原油海运出口 2024-11-21 14:35:57,032 - my_logger - INFO - 跳过指标 Kpler-科威特原油海运出口 2024-11-21 14:35:57,032 - my_logger - INFO - 跳过指标 美国原油海运出口 2024-11-21 14:35:57,113 - my_logger - INFO - 跳过指标 欧洲原油海运进口/4WMA 2024-11-21 14:35:57,114 - my_logger - INFO - 跳过指标 日本原油海运进口 2024-11-21 14:35:57,114 - my_logger - INFO - 跳过指标 德国原油海运进口 2024-11-21 14:35:57,114 - my_logger - INFO - 跳过指标 欧洲原油海运进口 2024-11-21 14:35:57,115 - my_logger - INFO - 跳过指标 印度原油海运进口 2024-11-21 14:35:57,115 - my_logger - INFO - 跳过指标 中国原油海运进口 2024-11-21 14:35:57,236 - my_logger - INFO - 跳过指标 美国汽油库存超季节性3年百分比 2024-11-21 14:35:57,236 - my_logger - INFO - 跳过指标 SCvsBrent 2024-11-21 14:35:57,237 - 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 2024-11-21 14:35:57,237 - 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 2024-11-21 14:35:57,238 - 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 2024-11-21 14:35:57,238 - my_logger - INFO - 跳过指标 美国原油库存与汽油库存比值 2024-11-21 14:35:57,238 - 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 2024-11-21 14:35:57,239 - my_logger - INFO - 跳过指标 Brent c1/Comex铜 c1 2024-11-21 14:35:57,239 - my_logger - INFO - 跳过指标 美国炼厂原油输入量1周环差*-1 2024-11-21 14:35:57,240 - my_logger - INFO - 跳过指标 地缘政治风险指数/30DMA 2024-11-21 14:35:57,240 - my_logger - INFO - 跳过指标 地缘政治风险指数/14DMA 2024-11-21 14:35:57,241 - my_logger - INFO - 跳过指标 地缘政治风险指数/7DMA 2024-11-21 14:35:57,241 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/GPRD_MA30 2024-11-21 14:35:57,241 - my_logger - INFO - 跳过指标 WTI连1合约价格拟合残差/WTI连1-连4 2024-11-21 14:35:57,242 - my_logger - INFO - 跳过指标 美国RBOB/CBOB库存比 2024-11-21 14:35:57,242 - my_logger - INFO - 跳过指标 Brent连1合约价格拟合残差/美元指数 2024-11-21 14:35:57,243 - 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 2024-11-21 14:35:57,243 - 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 2024-11-21 14:35:57,244 - 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 2024-11-21 14:35:57,244 - my_logger - INFO - 跳过指标 库欣/商业原油库存-美国 2024-11-21 14:35:57,324 - my_logger - INFO - 跳过指标 印度成品油海运进口/4WMA 2024-11-21 14:35:57,324 - my_logger - INFO - 跳过指标 中国成品油海运进口/4WMA 2024-11-21 14:35:57,325 - my_logger - INFO - 跳过指标 欧洲成品油海运进口/4WMA 2024-11-21 14:35:57,325 - my_logger - INFO - 跳过指标 印度成品油海运进口 2024-11-21 14:35:57,326 - my_logger - INFO - 跳过指标 中国汽油海运进口 2024-11-21 14:35:57,326 - my_logger - INFO - 跳过指标 印度柴油海运进口 2024-11-21 14:35:57,327 - my_logger - INFO - 跳过指标 印度汽油海运进口 2024-11-21 14:35:57,327 - my_logger - INFO - 跳过指标 中国柴油海运进口 2024-11-21 14:35:57,328 - my_logger - INFO - 跳过指标 中国成品油海运进口 2024-11-21 14:35:57,328 - my_logger - INFO - 跳过指标 欧洲航煤海运进口 2024-11-21 14:35:57,328 - my_logger - INFO - 跳过指标 欧洲燃料油海运进口 2024-11-21 14:35:57,330 - my_logger - INFO - 跳过指标 欧洲石脑油海运进口 2024-11-21 14:35:57,330 - my_logger - INFO - 跳过指标 欧洲汽油海运进口 2024-11-21 14:35:57,330 - my_logger - INFO - 跳过指标 欧洲柴油海运进口 2024-11-21 14:35:57,330 - my_logger - INFO - 跳过指标 欧洲成品油海运进口 2024-11-21 14:35:57,414 - my_logger - INFO - 跳过指标 美国柴油海运出口/4WMA 2024-11-21 14:35:57,415 - my_logger - INFO - 跳过指标 美国汽油海运出口 2024-11-21 14:35:57,416 - my_logger - INFO - 跳过指标 俄罗斯柴油海运出口 2024-11-21 14:35:57,416 - my_logger - INFO - 跳过指标 俄罗斯成品油海运出口 2024-11-21 14:35:57,416 - my_logger - INFO - 跳过指标 美国柴油海运出口 2024-11-21 14:35:57,416 - my_logger - INFO - 跳过指标 美国成品油海运出口 2024-11-21 14:35:57,418 - my_logger - INFO - 跳过指标 俄罗斯汽油海运出口 2024-11-21 14:35:58,879 - my_logger - INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855'] 2024-11-21 14:35:58,880 - my_logger - INFO - ovx index 2024-11-21 14:35:59,405 - my_logger - INFO - dxy curncy 2024-11-21 14:36:00,099 - my_logger - INFO - C2403128043 2024-11-21 14:36:00,869 - my_logger - INFO - C2403150124 2024-11-21 14:36:01,678 - my_logger - INFO - FVHCM1 INDEX 2024-11-21 14:36:02,117 - my_logger - INFO - doedtprd index 2024-11-21 14:36:02,376 - my_logger - INFO - CFFDQMMN INDEX 2024-11-21 14:36:02,609 - my_logger - INFO - C2403083739 2024-11-21 14:36:02,844 - my_logger - INFO - C2404167878 2024-11-21 14:36:03,074 - my_logger - INFO - lmcads03 lme comdty 2024-11-21 14:36:03,509 - my_logger - INFO - GC1 COMB Comdty 2024-11-21 14:36:04,240 - my_logger - INFO - C2404167855 2024-11-21 14:36:05,010 - 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 ... lmcads03 lme comdty GC1 COMB Comdty C2404167855 8289 2024-11-21 NaN NaN ... NaN NaN NaN 8290 2024-11-20 NaN NaN ... NaN 2653.1 38.0919 8291 2024-11-19 NaN NaN ... 9087.5 2631.0 37.9161 8292 2024-11-18 NaN NaN ... 9072.5 2614.6 37.8051 11273 2024-11-17 NaN NaN ... NaN NaN NaN [5 rows x 504 columns] 2024-11-21 14:37:28,614 - 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 14:37:28,616 - 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 14:37:28,619 - 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 14:37:28,621 - 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 14:37:28,625 - 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 14:37:28,627 - 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 14:37:28,629 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 14:37:28,631 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 14:37:28,633 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 14:37:28,635 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:37:28,637 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 14:37:28,639 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 14:37:28,641 - 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 14:37:28,643 - 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 14:37:28,646 - 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 14:37:28,647 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 14:37:28,650 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 14:37:28,652 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 14:37:28,654 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 14:37:28,656 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 14:37:28,658 - 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 14:37:28,661 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 14:37:28,663 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:37:28,665 - 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 14:37:28,667 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:37:28,668 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:37:28,672 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:37:28,673 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:37:28,675 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:37:28,677 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 14:37:28,679 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 14:37:28,681 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 14:37:28,683 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 14:37:28,685 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:37:28,686 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:37:28,688 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:37:28,690 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:37:28,692 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:37:28,694 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:37:28,696 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 14:37:28,698 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:37:28,700 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 14:37:28,702 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:37:28,704 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 14:37:28,705 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 14:37:28,708 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 14:37:28,710 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 14:37:28,712 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 14:37:28,715 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 14:37:28,717 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:37:28,719 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:37:28,721 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:37:28,723 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:37:28,725 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:37:28,726 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 14:37:28,729 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:37:28,731 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 14:37:28,734 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 14:37:28,736 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 14:37:28,738 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 14:37:28,740 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 14:37:28,742 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 14:37:28,744 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 14:37:28,747 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 14:37:28,749 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 14:37:28,751 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:37:28,753 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:37:28,755 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 14:37:28,757 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 14:37:28,759 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 14:37:28,761 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 14:37:28,764 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 14:37:28,766 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 14:37:28,767 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 14:37:28,770 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 14:37:28,772 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 14:37:28,774 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 14:37:28,776 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 14:37:28,778 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 14:37:28,780 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 14:37:28,782 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 14:37:28,784 - 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 14:37:28,786 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 14:37:28,787 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 14:37:28,790 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 14:37:28,791 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 14:37:28,793 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 14:37:28,796 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 14:37:28,798 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 14:37:28,800 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 14:37:28,802 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:37:28,804 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 14:37:28,805 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 14:37:28,807 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:37:28,809 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:37:28,811 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:37:28,814 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 14:37:28,816 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 14:37:28,817 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 14:37:28,820 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 14:37:28,822 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 14:37:28,824 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 14:37:28,827 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 14:37:28,831 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 14:37:28,833 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 14:37:28,835 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 14:37:28,837 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 14:37:28,838 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 14:37:28,841 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 14:37:28,842 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 14:37:28,844 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 14:37:28,847 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 14:37:28,849 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 14:37:28,851 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 14:37:28,853 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 14:37:28,855 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,857 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,859 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,861 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 14:37:28,863 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,865 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,867 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,869 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,870 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,873 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 14:37:28,875 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:37:28,877 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:37:28,880 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:37:28,883 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 14:37:28,885 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 14:37:28,887 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 14:37:28,888 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 14:37:28,890 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:37:28,893 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:37:28,896 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:37:28,898 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 14:37:28,900 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 14:37:28,902 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 14:37:28,904 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 14:37:28,906 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:37:28,908 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:37:28,910 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:37:28,913 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:37:28,914 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,916 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,918 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:37:28,919 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:37:28,921 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:37:28,923 - 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 2024-11-20 2024-11-21 14:37:28,926 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:37:28,928 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:37:28,930 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:37:28,932 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:37:28,934 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 14:37:28,935 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 14:37:28,937 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:37:28,939 - 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 2024-11-15 2024-11-21 14:37:28,941 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:37:28,943 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:37:28,945 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 14:37:28,947 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 14:37:28,949 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 14:37:28,951 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:37:28,953 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 14:37:28,955 - 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 14:37:28,958 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 14:37:28,960 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 14:37:28,963 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 14:37:28,965 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 14:37:28,967 - 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 14:37:28,969 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 14:37:28,971 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 14:37:28,973 - 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 14:37:28,974 - 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 14:37:28,976 - 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 14:37:28,978 - 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 14:37:28,980 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 14:37:28,982 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 14:37:28,984 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 14:37:28,986 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 14:37:28,988 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 14:37:28,990 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 14:37:28,992 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 14:37:28,994 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 14:37:28,996 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 14:37:28,999 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 14:37:29,001 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 14:37:29,003 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 14:37:29,005 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:37:29,006 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:37:29,008 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:37:29,010 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 14:37:29,012 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 14:37:29,015 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 14:37:29,017 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:37:29,019 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 14:37:29,021 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 14:37:29,023 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 14:37:29,025 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:37:29,027 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:37:29,030 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 14:37:29,032 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 14:37:29,033 - 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 14:37:29,035 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 14:37:29,037 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 14:37:29,039 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 14:37:29,041 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:37:29,042 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:37:29,045 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:37:29,048 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 14:37:29,050 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 14:37:29,052 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 14:37:29,053 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 14:37:29,056 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 14:37:29,058 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 14:37:29,060 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 14:37:29,062 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 14:37:29,065 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 14:37:29,066 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 14:37:29,068 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 14:37:29,070 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 14:37:29,072 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 14:37:29,074 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 14:37:29,076 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 14:37:29,078 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:37:29,081 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 14:37:29,083 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 14:37:29,084 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 14:37:29,087 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 14:37:29,089 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 14:37:29,090 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 14:37:29,093 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 14:37:29,096 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 14:37:29,097 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,099 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 14:37:29,101 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 14:37:29,103 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 14:37:29,105 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 14:37:29,107 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 14:37:29,109 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:37:29,111 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 14:37:29,113 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 14:37:29,115 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 14:37:29,118 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:37:29,119 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 14:37:29,121 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 14:37:29,123 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 14:37:29,124 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 14:37:29,126 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 14:37:29,130 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 14:37:29,132 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 14:37:29,133 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 14:37:29,135 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 14:37:29,137 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 14:37:29,139 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 14:37:29,141 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 14:37:29,143 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 14:37:29,145 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 14:37:29,148 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 14:37:29,149 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:37:29,151 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 14:37:29,153 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:37:29,155 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 14:37:29,157 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 14:37:29,160 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:37:29,162 - 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 14:37:29,165 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:37:29,166 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 14:37:29,168 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,170 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,172 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,174 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 14:37:29,176 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,178 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,181 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,182 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 14:37:29,184 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 14:37:29,186 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 14:37:29,188 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 14:37:29,190 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 14:37:29,192 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 14:37:29,195 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 14:37:29,197 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 14:37:29,198 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 14:37:29,200 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 14:37:29,202 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 14:37:29,205 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 14:37:29,208 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 14:37:29,210 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 14:37:29,212 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 14:37:29,214 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 14:37:29,216 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 14:37:29,218 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 14:37:29,220 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 14:37:29,222 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 14:37:29,224 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 14:37:29,226 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 14:37:29,228 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 14:37:29,230 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 14:37:29,232 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 14:37:29,234 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 14:37:29,236 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 14:37:29,237 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 14:37:29,240 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:37:29,242 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:37:29,244 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 14:37:29,247 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:37:29,248 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:37:29,250 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:37:29,252 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:37:29,254 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:37:29,256 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:37:29,258 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:37:29,261 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:37:29,263 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:37:29,266 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:37:29,268 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:37:29,269 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:37:29,271 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 14:37:29,273 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 14:37:29,274 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 14:37:29,278 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 14:37:29,283 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 14:37:29,291 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:37:29,299 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:37:29,302 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 14:37:29,305 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:37:29,307 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:37:29,310 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 14:37:29,313 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 14:37:29,316 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:37:29,318 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 14:37:29,320 - 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 14:37:29,323 - 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 14:37:29,326 - 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 14:37:29,328 - 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 14:37:29,331 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 14:37:29,333 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 14:37:29,335 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:37:29,337 - 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 14:37:29,338 - 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 14:37:29,339 - 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 14:37:29,341 - 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 14:37:29,343 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 14:37:29,346 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:37:29,347 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,350 - 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 14:37:29,352 - 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 2024-11-15 2024-11-21 14:37:29,354 - 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 14:37:29,356 - 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 14:37:29,358 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 14:37:29,359 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 14:37:29,362 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 14:37:29,364 - 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 14:37:29,366 - 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 14:37:29,368 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,370 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,372 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,373 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,376 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,378 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,380 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,382 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,384 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,386 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,387 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,389 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,391 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 14:37:29,394 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 14:37:29,397 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:37:29,399 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:37:29,400 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 14:37:29,402 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 14:37:29,404 - 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 14:37:29,406 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,408 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,410 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,412 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 14:37:29,414 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 14:37:29,416 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 14:37:29,417 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:37:29,419 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 14:37:29,421 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 14:37:29,423 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 14:37:29,425 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 14:37:29,427 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 14:37:29,430 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 14:37:29,432 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 14:37:29,433 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 14:37:29,435 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 14:37:29,437 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 14:37:29,439 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 14:37:29,440 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 14:37:29,442 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 14:37:29,444 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 14:37:29,446 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 14:37:29,448 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 14:37:29,451 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 14:37:29,453 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 14:37:29,455 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 14:37:29,458 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 14:37:29,460 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 14:37:29,463 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 14:37:29,465 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 14:37:29,467 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 14:37:29,468 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 14:37:29,470 - 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 14:37:29,472 - 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 14:37:29,474 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:37:29,476 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:37:29,478 - 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 14:37:29,480 - 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 14:37:29,482 - 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 14:37:29,484 - 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 14:37:29,486 - 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 14:37:29,488 - 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 14:37:29,490 - 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 14:37:29,492 - 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 14:37:29,495 - 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 14:37:29,497 - 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 14:37:29,499 - 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 14:37:29,501 - 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 14:37:29,503 - 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 14:37:29,505 - 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 14:37:29,507 - 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 14:37:29,509 - 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 14:37:29,511 - 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 14:37:29,514 - 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 14:37:29,516 - 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 14:37:29,518 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:37:29,520 - 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 14:37:29,522 - 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 14:37:29,524 - 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 14:37:29,526 - 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 14:37:29,529 - 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 14:37:29,531 - 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 14:37:29,533 - 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 14:37:29,535 - 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 14:37:29,536 - 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 14:37:29,538 - 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 14:37:29,540 - 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 14:37:29,542 - 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 14:37:29,544 - 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 14:37:29,546 - 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 14:37:29,549 - 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 14:37:29,550 - 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 14:37:29,552 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:37:29,554 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:37:29,557 - 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 14:37:29,559 - 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 14:37:29,562 - 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 14:37:29,564 - 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 14:37:29,566 - 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 14:37:29,567 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:37:29,569 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,571 - 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 14:37:29,573 - 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 14:37:29,575 - 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 14:37:29,577 - 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 14:37:29,580 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:37:29,582 - 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 14:37:29,584 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,586 - 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 14:37:29,588 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,590 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,592 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:37:29,596 - 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 14:37:29,598 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,600 - 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 14:37:29,602 - 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 14:37:29,604 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,605 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,607 - 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 14:37:29,610 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,613 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,615 - 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 14:37:29,617 - 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 14:37:29,618 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,621 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,623 - 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 14:37:29,625 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,628 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,629 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,631 - 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 14:37:29,633 - 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 14:37:29,635 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,637 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:37:29,639 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 14:37:29,641 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 14:37:29,644 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 14:37:29,646 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 14:37:29,649 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 14:37:29,651 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 14:37:29,652 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 14:37:29,654 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 14:37:29,656 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 14:37:29,659 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 14:37:29,662 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 14:37:29,664 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 14:37:29,666 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 14:37:29,670 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 14:37:29,672 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 14:37:29,676 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 14:37:29,678 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 14:37:30,176 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 14:37:30,181 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 14:37:30,184 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 14:37:33,645 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 14:37:33,657 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 14:37:33,660 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 14:37:34,748 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 14:43:43,689 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 14:43:43,690 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 14:44:29,672 - 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 14:44:29,675 - 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 14:44:29,677 - 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 14:44:29,679 - 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 14:44:29,681 - 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 14:44:29,683 - 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 14:44:29,685 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 14:44:29,688 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 14:44:29,692 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 14:44:29,695 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:44:29,697 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 14:44:29,699 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 14:44:29,701 - 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 14:44:29,703 - 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 14:44:29,705 - 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 14:44:29,707 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 14:44:29,709 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 14:44:29,712 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 14:44:29,714 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 14:44:29,716 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 14:44:29,718 - 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 14:44:29,721 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 14:44:29,724 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:44:29,726 - 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 14:44:29,729 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:44:29,732 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:44:29,734 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:44:29,736 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:44:29,738 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:44:29,740 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 14:44:29,742 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 14:44:29,745 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 14:44:29,748 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 14:44:29,750 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:44:29,752 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:44:29,755 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:44:29,757 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:44:29,760 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:44:29,763 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:44:29,765 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 14:44:29,767 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:44:29,769 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 14:44:29,771 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:44:29,773 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 14:44:29,775 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 14:44:29,778 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 14:44:29,780 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 14:44:29,783 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 14:44:29,785 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 14:44:29,787 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:44:29,790 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:44:29,792 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:44:29,795 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:44:29,798 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:44:29,799 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 14:44:29,801 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:44:29,803 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 14:44:29,805 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 14:44:29,808 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 14:44:29,811 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 14:44:29,813 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 14:44:29,816 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 14:44:29,819 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 14:44:29,821 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 14:44:29,822 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 14:44:29,825 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:44:29,828 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:44:29,830 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 14:44:29,832 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 14:44:29,835 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 14:44:29,837 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 14:44:29,839 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 14:44:29,841 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 14:44:29,844 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 14:44:29,846 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 14:44:29,848 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 14:44:29,851 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 14:44:29,853 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 14:44:29,854 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 14:44:29,857 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 14:44:29,859 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 14:44:29,863 - 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 14:44:29,865 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 14:44:29,868 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 14:44:29,870 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 14:44:29,872 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 14:44:29,874 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 14:44:29,876 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 14:44:29,878 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 14:44:29,880 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 14:44:29,882 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:44:29,884 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 14:44:29,886 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 14:44:29,888 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:44:29,890 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:44:29,892 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:44:29,895 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 14:44:29,898 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 14:44:29,900 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 14:44:29,902 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 14:44:29,904 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 14:44:29,906 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 14:44:29,907 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 14:44:29,910 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 14:44:29,912 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 14:44:29,914 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 14:44:29,917 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 14:44:29,920 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 14:44:29,922 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 14:44:29,924 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 14:44:29,926 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 14:44:29,928 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 14:44:29,931 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 14:44:29,933 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 14:44:29,935 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 14:44:29,937 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,940 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,942 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,944 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 14:44:29,947 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,949 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,951 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,954 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,956 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:44:29,958 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 14:44:29,959 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:44:29,962 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:44:29,965 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:44:29,967 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 14:44:29,970 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 14:44:29,972 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 14:44:29,974 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 14:44:29,976 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:44:29,978 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:44:29,981 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:44:29,983 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 14:44:29,985 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 14:44:29,987 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 14:44:29,989 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 14:44:29,991 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:44:29,994 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:44:29,996 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:44:29,999 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:44:30,001 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:44:30,002 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:44:30,004 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:44:30,006 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:44:30,008 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:44:30,010 - 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 2024-11-20 2024-11-21 14:44:30,014 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:44:30,016 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:44:30,018 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:44:30,020 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:44:30,022 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 14:44:30,024 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 14:44:30,027 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:44:30,030 - 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 2024-11-15 2024-11-21 14:44:30,032 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:44:30,034 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:44:30,037 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 14:44:30,038 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 14:44:30,040 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 14:44:30,043 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:44:30,045 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 14:44:30,048 - 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 14:44:30,050 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 14:44:30,052 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,054 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 14:44:30,056 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,059 - 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 14:44:30,061 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 14:44:30,064 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 14:44:30,066 - 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 14:44:30,070 - 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 14:44:30,072 - 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 14:44:30,074 - 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 14:44:30,077 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 14:44:30,079 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 14:44:30,082 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 14:44:30,084 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 14:44:30,086 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,088 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,091 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,092 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,095 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,097 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,099 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,101 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,103 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:44:30,106 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:44:30,108 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:44:30,110 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,112 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,115 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 14:44:30,117 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:44:30,119 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 14:44:30,122 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 14:44:30,124 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 14:44:30,126 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:44:30,128 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:44:30,132 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 14:44:30,134 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 14:44:30,136 - 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 14:44:30,139 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 14:44:30,140 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 14:44:30,142 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 14:44:30,144 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:44:30,147 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:44:30,149 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:44:30,151 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 14:44:30,154 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 14:44:30,156 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 14:44:30,158 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 14:44:30,161 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 14:44:30,163 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 14:44:30,166 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 14:44:30,168 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 14:44:30,170 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 14:44:30,172 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 14:44:30,174 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 14:44:30,176 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 14:44:30,179 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 14:44:30,182 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 14:44:30,184 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 14:44:30,186 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:44:30,188 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 14:44:30,191 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 14:44:30,193 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 14:44:30,195 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 14:44:30,198 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 14:44:30,200 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 14:44:30,203 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 14:44:30,205 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 14:44:30,207 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,209 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 14:44:30,211 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 14:44:30,214 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 14:44:30,217 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 14:44:30,219 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 14:44:30,220 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:44:30,223 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 14:44:30,225 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 14:44:30,227 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 14:44:30,231 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:44:30,233 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 14:44:30,236 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 14:44:30,237 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 14:44:30,240 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 14:44:30,243 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 14:44:30,246 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 14:44:30,248 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 14:44:30,250 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 14:44:30,253 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 14:44:30,255 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 14:44:30,258 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 14:44:30,262 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 14:44:30,265 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 14:44:30,267 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 14:44:30,270 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 14:44:30,272 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:44:30,275 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 14:44:30,278 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:44:30,281 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 14:44:30,283 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 14:44:30,285 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:44:30,287 - 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 14:44:30,289 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:44:30,292 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 14:44:30,295 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,297 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,299 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,301 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 14:44:30,303 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,305 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,308 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,310 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 14:44:30,312 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 14:44:30,315 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 14:44:30,317 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 14:44:30,319 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 14:44:30,322 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 14:44:30,325 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 14:44:30,327 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 14:44:30,330 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 14:44:30,333 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 14:44:30,335 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 14:44:30,339 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 14:44:30,341 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 14:44:30,343 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 14:44:30,345 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 14:44:30,347 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 14:44:30,350 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 14:44:30,351 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 14:44:30,354 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 14:44:30,356 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 14:44:30,358 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 14:44:30,361 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 14:44:30,363 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 14:44:30,365 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 14:44:30,367 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 14:44:30,370 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 14:44:30,372 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 14:44:30,374 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 14:44:30,376 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:44:30,377 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:44:30,380 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 14:44:30,383 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:44:30,385 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:44:30,387 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:44:30,390 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:44:30,392 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:44:30,395 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:44:30,397 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:44:30,400 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:44:30,402 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:44:30,404 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:44:30,406 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:44:30,408 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:44:30,411 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 14:44:30,413 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 14:44:30,415 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 14:44:30,418 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 14:44:30,420 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 14:44:30,422 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:44:30,424 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:44:30,427 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 14:44:30,430 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:44:30,432 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:44:30,434 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 14:44:30,437 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 14:44:30,438 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:44:30,441 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 14:44:30,443 - 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 14:44:30,445 - 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 14:44:30,448 - 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 14:44:30,449 - 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 14:44:30,451 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 14:44:30,453 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 14:44:30,455 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:44:30,457 - 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 14:44:30,459 - 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 14:44:30,463 - 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 14:44:30,465 - 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 14:44:30,467 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 14:44:30,469 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:44:30,472 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,474 - 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 14:44:30,476 - 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 2024-11-15 2024-11-21 14:44:30,479 - 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 14:44:30,480 - 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 14:44:30,483 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 14:44:30,484 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 14:44:30,486 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 14:44:30,488 - 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 14:44:30,490 - 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 14:44:30,493 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,495 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,498 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,500 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,501 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,503 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,505 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,507 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,509 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,511 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,514 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,516 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,518 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 14:44:30,520 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 14:44:30,522 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:44:30,524 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:44:30,527 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 14:44:30,530 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 14:44:30,532 - 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 14:44:30,534 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,537 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,539 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,541 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 14:44:30,543 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 14:44:30,545 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 14:44:30,548 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:44:30,549 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 14:44:30,552 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 14:44:30,554 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 14:44:30,556 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 14:44:30,558 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 14:44:30,562 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 14:44:30,565 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 14:44:30,567 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 14:44:30,569 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 14:44:30,571 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 14:44:30,573 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 14:44:30,575 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 14:44:30,577 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 14:44:30,579 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 14:44:30,581 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 14:44:30,586 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 14:44:30,592 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 14:44:30,607 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 14:44:30,610 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 14:44:30,614 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 14:44:30,618 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 14:44:30,622 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 14:44:30,623 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 14:44:30,625 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 14:44:30,628 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 14:44:30,630 - 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 14:44:30,632 - 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 14:44:30,635 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:44:30,637 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:44:30,639 - 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 14:44:30,642 - 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 14:44:30,646 - 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 14:44:30,650 - 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 14:44:30,653 - 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 14:44:30,655 - 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 14:44:30,657 - 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 14:44:30,660 - 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 14:44:30,663 - 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 14:44:30,666 - 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 14:44:30,667 - 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 14:44:30,670 - 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 14:44:30,672 - 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 14:44:30,674 - 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 14:44:30,676 - 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 14:44:30,680 - 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 14:44:30,682 - 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 14:44:30,684 - 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 14:44:30,686 - my_logger - INFO - Column 中东-巴林周度原油海运出口 was last updated at 2024-04-28 2024-11-21 14:44:30,688 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:44:30,690 - 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 14:44:30,692 - 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 14:44:30,695 - 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 14:44:30,697 - 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 14:44:30,698 - 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 14:44:30,701 - 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 14:44:30,703 - 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 14:44:30,705 - 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 14:44:30,707 - 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 14:44:30,709 - 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 14:44:30,712 - 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 14:44:30,715 - 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 14:44:30,717 - 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 14:44:30,718 - 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 14:44:30,721 - 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 14:44:30,723 - 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 14:44:30,726 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:44:30,729 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:44:30,731 - 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 14:44:30,734 - 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 14:44:30,736 - 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 14:44:30,738 - 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 14:44:30,740 - 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 14:44:30,744 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:44:30,746 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,749 - 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 14:44:30,751 - 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 14:44:30,753 - 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 14:44:30,754 - 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 14:44:30,756 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:44:30,759 - 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 14:44:30,762 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,764 - 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 14:44:30,766 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,768 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,770 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:44:30,772 - 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 14:44:30,775 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,778 - 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 14:44:30,780 - 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 14:44:30,783 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,786 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,789 - 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 14:44:30,792 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,796 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,798 - 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 14:44:30,800 - 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 14:44:30,802 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,805 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,807 - 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 14:44:30,810 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,812 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,814 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,816 - 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 14:44:30,818 - 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 14:44:30,821 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,824 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:44:30,826 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 14:44:30,828 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 14:44:30,831 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 14:44:30,833 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 14:44:30,835 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 14:44:30,837 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 14:44:30,839 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 14:44:30,841 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 14:44:30,844 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 14:44:30,846 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 14:44:30,848 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 14:44:30,851 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 14:44:30,853 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 14:44:30,858 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 14:44:30,861 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 14:44:30,866 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 14:44:30,867 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 14:44:31,382 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 14:44:31,386 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 14:44:31,391 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 14:44:34,888 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 14:44:34,902 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 14:44:34,903 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 14:44:35,980 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 14:49:57,264 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 14:49:57,266 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 14:52:04,022 - 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 14:52:04,028 - 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 14:52:04,033 - 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 14:52:04,039 - 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 14:52:04,043 - 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 14:52:04,048 - 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 14:52:04,054 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 14:52:04,060 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 14:52:04,066 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 14:52:04,071 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:52:04,075 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 14:52:04,082 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 14:52:04,087 - 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 14:52:04,092 - 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 14:52:04,098 - 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 14:52:04,102 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 14:52:04,107 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 14:52:04,134 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 14:52:04,147 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 14:52:04,154 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 14:52:04,161 - 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 14:52:04,165 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 14:52:04,169 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:52:04,173 - 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 14:52:04,177 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:52:04,182 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:52:04,187 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:52:04,193 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:52:04,202 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 14:52:04,207 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 14:52:04,212 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 14:52:04,217 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 14:52:04,221 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 14:52:04,224 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:52:04,228 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:52:04,234 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 14:52:04,238 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:52:04,242 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:52:04,247 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 14:52:04,252 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 14:52:04,257 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:52:04,263 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 14:52:04,268 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 14:52:04,272 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 14:52:04,276 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 14:52:04,281 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 14:52:04,285 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 14:52:04,290 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 14:52:04,294 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 14:52:04,298 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:52:04,302 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 14:52:04,306 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:52:04,310 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:52:04,314 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:52:04,319 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 14:52:04,322 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:52:04,327 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 14:52:04,331 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 14:52:04,337 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 14:52:04,342 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 14:52:04,346 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 14:52:04,353 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 14:52:04,358 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 14:52:04,363 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 14:52:04,368 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 14:52:04,372 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:52:04,375 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 14:52:04,379 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 14:52:04,383 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 14:52:04,387 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 14:52:04,392 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 14:52:04,396 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 14:52:04,400 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 14:52:04,404 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 14:52:04,409 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 14:52:04,415 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 14:52:04,420 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 14:52:04,424 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 14:52:04,429 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 14:52:04,435 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 14:52:04,439 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 14:52:04,443 - 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 14:52:04,447 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 14:52:04,451 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 14:52:04,455 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 14:52:04,459 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 14:52:04,463 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 14:52:04,468 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 14:52:04,472 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 14:52:04,476 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 14:52:04,481 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:52:04,486 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 14:52:04,489 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 14:52:04,493 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 14:52:04,499 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:52:04,503 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 14:52:04,506 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 14:52:04,510 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 14:52:04,516 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 14:52:04,522 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 14:52:04,526 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 14:52:04,534 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 14:52:04,539 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 14:52:04,543 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 14:52:04,547 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 14:52:04,551 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 14:52:04,555 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 14:52:04,560 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 14:52:04,564 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 14:52:04,569 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 14:52:04,572 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 14:52:04,576 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 14:52:04,581 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 14:52:04,586 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 14:52:04,591 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 14:52:04,596 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,601 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,605 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,609 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 14:52:04,613 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,617 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,621 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,625 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,629 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,634 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 14:52:04,638 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:52:04,642 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:52:04,646 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 14:52:04,650 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 14:52:04,654 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 14:52:04,658 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 14:52:04,662 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 14:52:04,667 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:52:04,671 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:52:04,675 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 14:52:04,679 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 14:52:04,684 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 14:52:04,687 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 14:52:04,691 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 14:52:04,695 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:52:04,700 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:52:04,704 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:52:04,708 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 14:52:04,711 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,716 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,721 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,725 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:52:04,730 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 14:52:04,734 - 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 2024-11-20 2024-11-21 14:52:04,752 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:52:04,760 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 14:52:04,769 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:52:04,777 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:52:04,781 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 14:52:04,785 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 14:52:04,790 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:52:04,795 - 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 2024-11-15 2024-11-21 14:52:04,801 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:52:04,805 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:52:04,809 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 14:52:04,814 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 14:52:04,818 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 14:52:04,823 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:52:04,827 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 14:52:04,834 - 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 14:52:04,838 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 14:52:04,842 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,846 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 14:52:04,853 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,857 - 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 14:52:04,861 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 14:52:04,865 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 14:52:04,870 - 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 14:52:04,874 - 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 14:52:04,878 - 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 14:52:04,883 - 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 14:52:04,887 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 14:52:04,892 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 14:52:04,895 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 14:52:04,901 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 14:52:04,905 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,908 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,912 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,917 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,920 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,924 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,928 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,933 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,937 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:52:04,940 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 14:52:04,944 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 14:52:04,949 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,952 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,956 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 14:52:04,960 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 14:52:04,965 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 14:52:04,968 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 14:52:04,973 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 14:52:04,977 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:52:04,981 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 14:52:04,985 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 14:52:04,989 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 14:52:04,993 - 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 14:52:04,997 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 14:52:05,002 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 14:52:05,005 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 14:52:05,009 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:52:05,014 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:52:05,018 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:52:05,022 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 14:52:05,026 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 14:52:05,032 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 14:52:05,036 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 14:52:05,040 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 14:52:05,044 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 14:52:05,049 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 14:52:05,053 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 14:52:05,057 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 14:52:05,060 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 14:52:05,066 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 14:52:05,070 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 14:52:05,073 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 14:52:05,077 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 14:52:05,081 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 14:52:05,085 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 14:52:05,089 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 14:52:05,093 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 14:52:05,098 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 14:52:05,102 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 14:52:05,105 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 14:52:05,109 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 14:52:05,115 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 14:52:05,120 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 14:52:05,124 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,130 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 14:52:05,135 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 14:52:05,139 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 14:52:05,142 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 14:52:05,148 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 14:52:05,152 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:52:05,157 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 14:52:05,164 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 14:52:05,168 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 14:52:05,172 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 14:52:05,177 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 14:52:05,182 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 14:52:05,186 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 14:52:05,191 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 14:52:05,196 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 14:52:05,202 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 14:52:05,206 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 14:52:05,210 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 14:52:05,216 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 14:52:05,220 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 14:52:05,226 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 14:52:05,231 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 14:52:05,235 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 14:52:05,239 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 14:52:05,243 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 14:52:05,247 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:52:05,251 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 14:52:05,256 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 14:52:05,260 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 14:52:05,266 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 14:52:05,271 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:52:05,274 - 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 14:52:05,279 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 14:52:05,286 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 14:52:05,290 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,294 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,299 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,303 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 14:52:05,308 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,313 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,317 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,321 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 14:52:05,325 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 14:52:05,329 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 14:52:05,334 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 14:52:05,337 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 14:52:05,341 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 14:52:05,344 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 14:52:05,349 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 14:52:05,353 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 14:52:05,358 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 14:52:05,363 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 14:52:05,371 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 14:52:05,375 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 14:52:05,380 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 14:52:05,385 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 14:52:05,390 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 14:52:05,395 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 14:52:05,401 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 14:52:05,405 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 14:52:05,409 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 14:52:05,414 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 14:52:05,418 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 14:52:05,421 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 14:52:05,425 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 14:52:05,429 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 14:52:05,433 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 14:52:05,438 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 14:52:05,441 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 14:52:05,444 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:52:05,449 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 14:52:05,453 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 14:52:05,457 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:52:05,461 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 14:52:05,466 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:52:05,469 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:52:05,473 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:52:05,476 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 14:52:05,480 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:52:05,485 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:52:05,489 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:52:05,493 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 14:52:05,498 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:52:05,502 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 14:52:05,506 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 14:52:05,509 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 14:52:05,513 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 14:52:05,517 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 14:52:05,522 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 14:52:05,526 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:52:05,531 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 14:52:05,535 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 14:52:05,539 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:52:05,543 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 14:52:05,546 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 14:52:05,550 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 14:52:05,554 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 14:52:05,558 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 14:52:05,563 - 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 14:52:05,567 - 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 14:52:05,571 - 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 14:52:05,574 - 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 14:52:05,578 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 14:52:05,582 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 14:52:05,586 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 14:52:05,590 - 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 14:52:05,593 - 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 14:52:05,598 - 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 14:52:05,602 - 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 14:52:05,605 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 14:52:05,610 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 14:52:05,614 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,618 - 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 14:52:05,622 - 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 2024-11-15 2024-11-21 14:52:05,626 - 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 14:52:05,631 - 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 14:52:05,635 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 14:52:05,638 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 14:52:05,642 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 14:52:05,646 - 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 14:52:05,650 - 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 14:52:05,654 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,658 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,662 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,666 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,670 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,674 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,679 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,683 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,689 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,693 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,698 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,703 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,706 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 14:52:05,710 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 14:52:05,714 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:52:05,717 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 14:52:05,721 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 14:52:05,725 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 14:52:05,729 - 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 14:52:05,734 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,738 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,741 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,745 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 14:52:05,750 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 14:52:05,754 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 14:52:05,758 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 14:52:05,762 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 14:52:05,766 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 14:52:05,770 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 14:52:05,773 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 14:52:05,777 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 14:52:05,782 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 14:52:05,786 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 14:52:05,790 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 14:52:05,793 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 14:52:05,799 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 14:52:05,803 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 14:52:05,806 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 14:52:05,810 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 14:52:05,814 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 14:52:05,818 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 14:52:05,822 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 14:52:05,826 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 14:52:05,831 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 14:52:05,835 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 14:52:05,839 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 14:52:05,843 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 14:52:05,847 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 14:52:05,852 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 14:52:05,855 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 14:52:05,859 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 14:52:05,864 - 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 14:52:05,868 - 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 14:52:05,872 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 14:52:05,876 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:52:05,880 - 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 14:52:05,883 - 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 14:52:05,890 - 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 14:52:05,894 - 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 14:52:05,898 - 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 14:52:05,902 - 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 14:52:05,906 - 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 14:52:05,909 - 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 14:52:05,913 - 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 14:52:05,918 - 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 14:52:05,921 - 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 14:52:05,925 - 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 14:52:05,929 - 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 14:52:05,934 - 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 14:52:05,937 - 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 14:52:05,941 - 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 14:52:05,945 - 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 14:52:05,949 - 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 14:52:05,952 - 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 14:52:05,956 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:52:05,960 - 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 14:52:05,965 - 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 14:52:05,969 - 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 14:52:05,972 - 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 14:52:05,976 - 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 14:52:05,980 - 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 14:52:05,987 - 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 14:52:05,994 - 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 14:52:06,006 - 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 14:52:06,015 - 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 14:52:06,020 - 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 14:52:06,026 - 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 14:52:06,032 - 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 14:52:06,038 - 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 14:52:06,043 - 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 14:52:06,047 - 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 14:52:06,051 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:52:06,055 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 14:52:06,058 - 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 14:52:06,064 - 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 14:52:06,068 - 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 14:52:06,073 - 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 14:52:06,077 - 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 14:52:06,082 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:52:06,086 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,090 - 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 14:52:06,094 - 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 14:52:06,098 - 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 14:52:06,103 - 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 14:52:06,107 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:52:06,110 - 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 14:52:06,114 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,119 - 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 14:52:06,124 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,127 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,134 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 14:52:06,137 - 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 14:52:06,141 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,144 - 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 14:52:06,149 - 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 14:52:06,153 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,157 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,161 - 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 14:52:06,166 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,170 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,174 - 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 14:52:06,177 - 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 14:52:06,182 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,186 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,189 - 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 14:52:06,193 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,198 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,202 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,206 - 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 14:52:06,210 - 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 14:52:06,215 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,219 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 14:52:06,223 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 14:52:06,226 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 14:52:06,232 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 14:52:06,236 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 14:52:06,239 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 14:52:06,242 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 14:52:06,247 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 14:52:06,251 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 14:52:06,255 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 14:52:06,259 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 14:52:06,265 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 14:52:06,270 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 14:52:06,276 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 14:52:06,288 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 14:52:06,290 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 14:52:06,296 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 14:52:06,297 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 14:52:07,391 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 14:52:07,397 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 14:52:07,402 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 14:52:16,332 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 14:52:16,364 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 14:52:16,366 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 14:52:17,776 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 16:16:52,075 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 16:16:52,076 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 16:17:38,089 - 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 16:17:38,092 - 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 16:17:38,094 - 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 16:17:38,097 - 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 16:17:38,099 - 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 16:17:38,101 - 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 16:17:38,103 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 16:17:38,106 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 16:17:38,109 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 16:17:38,113 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:17:38,116 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 16:17:38,118 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 16:17:38,121 - 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 16:17:38,123 - 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 16:17:38,125 - 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 16:17:38,128 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 16:17:38,130 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 16:17:38,132 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 16:17:38,134 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 16:17:38,136 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 16:17:38,138 - 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 16:17:38,141 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 16:17:38,143 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:17:38,147 - 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 16:17:38,149 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:17:38,151 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:17:38,153 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:17:38,156 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:17:38,158 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:17:38,160 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 16:17:38,163 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 16:17:38,165 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 16:17:38,169 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 16:17:38,171 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:17:38,173 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:17:38,176 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:17:38,178 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:17:38,181 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:17:38,183 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:17:38,185 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 16:17:38,186 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:17:38,190 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 16:17:38,192 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:17:38,194 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 16:17:38,197 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 16:17:38,200 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 16:17:38,202 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 16:17:38,204 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 16:17:38,207 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 16:17:38,210 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:17:38,212 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:17:38,215 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:17:38,218 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:17:38,220 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:17:38,222 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 16:17:38,224 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:17:38,226 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 16:17:38,228 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 16:17:38,230 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 16:17:38,233 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 16:17:38,235 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 16:17:38,237 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 16:17:38,240 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 16:17:38,242 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 16:17:38,245 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 16:17:38,248 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:17:38,250 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:17:38,253 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 16:17:38,254 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 16:17:38,256 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 16:17:38,258 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 16:17:38,261 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 16:17:38,263 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 16:17:38,266 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 16:17:38,269 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 16:17:38,271 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 16:17:38,273 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 16:17:38,274 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 16:17:38,278 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 16:17:38,281 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 16:17:38,283 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 16:17:38,285 - 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 16:17:38,287 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 16:17:38,289 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 16:17:38,291 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 16:17:38,293 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 16:17:38,295 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 16:17:38,298 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 16:17:38,300 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 16:17:38,302 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 16:17:38,305 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:17:38,307 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 16:17:38,309 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 16:17:38,312 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:17:38,315 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:17:38,317 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:17:38,319 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 16:17:38,321 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 16:17:38,324 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 16:17:38,326 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 16:17:38,328 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 16:17:38,331 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 16:17:38,333 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 16:17:38,335 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 16:17:38,337 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 16:17:38,339 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 16:17:38,341 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 16:17:38,343 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 16:17:38,346 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 16:17:38,348 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 16:17:38,350 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 16:17:38,352 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 16:17:38,355 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 16:17:38,357 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 16:17:38,360 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 16:17:38,362 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,364 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,367 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,369 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 16:17:38,371 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,373 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,375 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,378 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,380 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,383 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 16:17:38,385 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:17:38,387 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:17:38,389 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:17:38,392 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 16:17:38,394 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 16:17:38,395 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 16:17:38,398 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 16:17:38,400 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:17:38,402 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:17:38,404 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:17:38,406 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 16:17:38,409 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 16:17:38,411 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 16:17:38,414 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 16:17:38,416 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:17:38,419 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:17:38,421 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:17:38,424 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:17:38,425 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,428 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,430 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,432 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:17:38,435 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:17:38,437 - 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 2024-11-20 2024-11-21 16:17:38,439 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:17:38,441 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:17:38,444 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:17:38,446 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:17:38,449 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 16:17:38,451 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 16:17:38,453 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:17:38,456 - 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 2024-11-15 2024-11-21 16:17:38,458 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:17:38,460 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:17:38,462 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 16:17:38,464 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 16:17:38,466 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 16:17:38,469 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:17:38,471 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 16:17:38,474 - 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 16:17:38,476 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 16:17:38,480 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,483 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 16:17:38,485 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,488 - 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 16:17:38,490 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 16:17:38,492 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 16:17:38,494 - 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 16:17:38,496 - 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 16:17:38,499 - 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 16:17:38,502 - 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 16:17:38,504 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 16:17:38,506 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 16:17:38,508 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 16:17:38,510 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 16:17:38,513 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,515 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,518 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,520 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,522 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,524 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,526 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,529 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,531 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:17:38,534 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:17:38,535 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:17:38,537 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,540 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,542 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 16:17:38,545 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:17:38,548 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,550 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 16:17:38,552 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 16:17:38,554 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:17:38,557 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:17:38,559 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 16:17:38,562 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 16:17:38,565 - 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 16:17:38,567 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 16:17:38,569 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 16:17:38,571 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 16:17:38,574 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:17:38,576 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:17:38,579 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:17:38,583 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 16:17:38,585 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 16:17:38,587 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 16:17:38,590 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 16:17:38,592 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 16:17:38,595 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 16:17:38,597 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 16:17:38,600 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 16:17:38,602 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 16:17:38,605 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 16:17:38,607 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 16:17:38,609 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 16:17:38,612 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 16:17:38,615 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 16:17:38,617 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 16:17:38,619 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:17:38,621 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 16:17:38,623 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 16:17:38,626 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 16:17:38,628 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 16:17:38,631 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 16:17:38,633 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 16:17:38,636 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 16:17:38,638 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 16:17:38,641 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,643 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 16:17:38,646 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 16:17:38,648 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 16:17:38,651 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 16:17:38,653 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 16:17:38,655 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:17:38,658 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 16:17:38,660 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 16:17:38,662 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 16:17:38,664 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:17:38,668 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 16:17:38,670 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 16:17:38,672 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 16:17:38,675 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 16:17:38,677 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 16:17:38,680 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 16:17:38,683 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 16:17:38,685 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 16:17:38,688 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 16:17:38,691 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 16:17:38,693 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 16:17:38,695 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 16:17:38,698 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 16:17:38,701 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 16:17:38,703 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 16:17:38,706 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:17:38,708 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 16:17:38,711 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:17:38,714 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 16:17:38,716 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 16:17:38,718 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:17:38,721 - 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 16:17:38,723 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:17:38,725 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 16:17:38,727 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,729 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,732 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,735 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 16:17:38,737 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,739 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,741 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,744 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 16:17:38,748 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 16:17:38,750 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 16:17:38,752 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 16:17:38,754 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 16:17:38,756 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 16:17:38,758 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 16:17:38,760 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 16:17:38,764 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 16:17:38,766 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 16:17:38,768 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 16:17:38,772 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 16:17:38,774 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 16:17:38,777 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 16:17:38,779 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 16:17:38,782 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 16:17:38,784 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 16:17:38,786 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 16:17:38,788 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 16:17:38,790 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 16:17:38,792 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 16:17:38,795 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 16:17:38,797 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 16:17:38,800 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 16:17:38,802 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 16:17:38,804 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 16:17:38,806 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 16:17:38,809 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 16:17:38,811 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:17:38,814 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:17:38,817 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 16:17:38,819 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:17:38,821 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:17:38,823 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:17:38,825 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:17:38,828 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:17:38,830 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:17:38,833 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:17:38,835 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:17:38,837 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:17:38,839 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:17:38,841 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,844 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,848 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 16:17:38,850 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 16:17:38,853 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 16:17:38,855 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 16:17:38,856 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 16:17:38,859 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:17:38,861 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:17:38,863 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 16:17:38,866 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:17:38,868 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:17:38,870 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 16:17:38,872 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 16:17:38,875 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:17:38,877 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 16:17:38,880 - 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 16:17:38,883 - 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 16:17:38,885 - 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 16:17:38,888 - 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 16:17:38,890 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 16:17:38,892 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 16:17:38,894 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:17:38,896 - 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 16:17:38,899 - 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 16:17:38,900 - 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 16:17:38,903 - 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 16:17:38,906 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 16:17:38,908 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:17:38,911 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,924 - 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 16:17:38,928 - 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 2024-11-15 2024-11-21 16:17:38,932 - 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 16:17:38,936 - 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 16:17:38,939 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 16:17:38,942 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 16:17:38,945 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 16:17:38,950 - 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 16:17:38,953 - 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 16:17:38,956 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,958 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,961 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,964 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,966 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,969 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,971 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,974 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,976 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,979 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,981 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,985 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 16:17:38,989 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 16:17:38,991 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 16:17:38,994 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:17:38,996 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:17:38,999 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 16:17:39,002 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 16:17:39,004 - 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 16:17:39,006 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 16:17:39,008 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 16:17:39,010 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 16:17:39,014 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 16:17:39,016 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 16:17:39,019 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 16:17:39,021 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:17:39,022 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 16:17:39,024 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 16:17:39,027 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 16:17:39,030 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 16:17:39,032 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 16:17:39,035 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 16:17:39,037 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 16:17:39,040 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 16:17:39,042 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 16:17:39,044 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 16:17:39,047 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 16:17:39,049 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 16:17:39,052 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 16:17:39,054 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 16:17:39,055 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 16:17:39,057 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 16:17:39,059 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 16:17:39,062 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 16:17:39,064 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 16:17:39,067 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 16:17:39,069 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 16:17:39,072 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 16:17:39,074 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 16:17:39,076 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 16:17:39,079 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 16:17:39,082 - 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 16:17:39,084 - 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 16:17:39,086 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 16:17:39,088 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:17:39,090 - 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 16:17:39,093 - 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 16:17:39,095 - 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 16:17:39,099 - 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 16:17:39,101 - 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 16:17:39,103 - 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 16:17:39,105 - 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 16:17:39,108 - 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 16:17:39,110 - 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 16:17:39,114 - 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 16:17:39,116 - 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 16:17:39,119 - 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 16:17:39,121 - 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 16:17:39,123 - 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 16:17:39,125 - 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 16:17:39,128 - 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 16:17:39,130 - 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 16:17:39,133 - 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 16:17:39,135 - 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 16:17:39,137 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:17:39,140 - 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 16:17:39,142 - 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 16:17:39,144 - 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 16:17:39,147 - 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 16:17:39,150 - 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 16:17:39,152 - 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 16:17:39,154 - 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 16:17:39,157 - 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 16:17:39,159 - 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 16:17:39,161 - 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 16:17:39,164 - 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 16:17:39,167 - 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 16:17:39,169 - 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 16:17:39,172 - 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 16:17:39,174 - 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 16:17:39,176 - 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 16:17:39,179 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:17:39,182 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:17:39,184 - 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 16:17:39,186 - 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 16:17:39,188 - 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 16:17:39,191 - 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 16:17:39,192 - 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 16:17:39,195 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:17:39,198 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,201 - 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 16:17:39,202 - 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 16:17:39,204 - 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 16:17:39,207 - 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 16:17:39,209 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:17:39,212 - 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 16:17:39,215 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,217 - 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 16:17:39,219 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,221 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,223 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:17:39,226 - 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 16:17:39,228 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,231 - 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 16:17:39,234 - 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 16:17:39,235 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,237 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,239 - 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 16:17:39,242 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,244 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,248 - 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 16:17:39,250 - 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 16:17:39,252 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,254 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,257 - 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 16:17:39,259 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,262 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,265 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,267 - 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 16:17:39,269 - 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 16:17:39,271 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,273 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:17:39,275 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 16:17:39,280 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 16:17:39,283 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 16:17:39,285 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 16:17:39,288 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 16:17:39,290 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 16:17:39,292 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 16:17:39,294 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 16:17:39,297 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 16:17:39,301 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 16:17:39,302 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 16:17:39,305 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 16:17:39,307 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 16:17:39,314 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 16:17:39,316 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 16:17:39,320 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 16:17:39,321 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 16:17:39,844 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 16:17:39,851 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 16:17:39,855 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 16:17:43,422 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 16:17:43,436 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 16:17:43,438 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 16:19:37,660 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 16:19:37,661 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 16:20:23,757 - 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 16:20:23,760 - 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 16:20:23,762 - 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 16:20:23,764 - 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 16:20:23,766 - 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 16:20:23,768 - 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 16:20:23,771 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 16:20:23,774 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 16:20:23,776 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 16:20:23,778 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:20:23,781 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 16:20:23,783 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 16:20:23,786 - 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 16:20:23,788 - 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 16:20:23,791 - 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 16:20:23,793 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 16:20:23,794 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 16:20:23,798 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 16:20:23,800 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 16:20:23,802 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 16:20:23,805 - 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 16:20:23,808 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 16:20:23,810 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:20:23,812 - 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 16:20:23,815 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:20:23,817 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:20:23,819 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:20:23,821 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:20:23,823 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:20:23,825 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 16:20:23,827 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 16:20:23,829 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 16:20:23,831 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 16:20:23,834 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:20:23,836 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:20:23,839 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:20:23,841 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:20:23,843 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:20:23,845 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:20:23,848 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 16:20:23,850 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:20:23,852 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 16:20:23,855 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:20:23,857 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 16:20:23,859 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 16:20:23,861 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 16:20:23,862 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 16:20:23,865 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 16:20:23,867 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 16:20:23,869 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:20:23,872 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:20:23,875 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:20:23,877 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:20:23,880 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:20:23,882 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 16:20:23,886 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:20:23,888 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 16:20:23,890 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 16:20:23,892 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 16:20:23,894 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 16:20:23,897 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 16:20:23,900 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 16:20:23,903 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 16:20:23,905 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 16:20:23,907 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 16:20:23,909 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:20:23,912 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:20:23,916 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 16:20:23,918 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 16:20:23,920 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 16:20:23,922 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 16:20:23,924 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 16:20:23,927 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 16:20:23,929 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 16:20:23,931 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 16:20:23,934 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 16:20:23,935 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 16:20:23,937 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 16:20:23,939 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 16:20:23,941 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 16:20:23,943 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 16:20:23,945 - 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 16:20:23,948 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 16:20:23,950 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 16:20:23,952 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 16:20:23,954 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 16:20:23,955 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 16:20:23,958 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 16:20:23,960 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 16:20:23,962 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 16:20:23,965 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:20:23,966 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 16:20:23,969 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 16:20:23,971 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:20:23,972 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:20:23,974 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:20:23,976 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 16:20:23,980 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 16:20:23,983 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 16:20:23,985 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 16:20:23,987 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 16:20:23,989 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 16:20:23,991 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 16:20:23,993 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 16:20:23,995 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 16:20:23,998 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 16:20:24,000 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 16:20:24,002 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 16:20:24,004 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 16:20:24,006 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 16:20:24,008 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 16:20:24,011 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 16:20:24,014 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 16:20:24,016 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 16:20:24,018 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 16:20:24,020 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,022 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,024 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,026 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 16:20:24,028 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,031 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,033 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,036 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,038 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,039 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 16:20:24,041 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:20:24,044 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:20:24,047 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:20:24,050 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 16:20:24,052 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 16:20:24,054 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 16:20:24,056 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 16:20:24,058 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:20:24,060 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:20:24,062 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:20:24,066 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 16:20:24,069 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 16:20:24,071 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 16:20:24,072 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 16:20:24,075 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:20:24,077 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:20:24,079 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:20:24,082 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:20:24,085 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,087 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,089 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,091 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:20:24,093 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:20:24,095 - 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 2024-11-20 2024-11-21 16:20:24,098 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:20:24,100 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:20:24,102 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:20:24,104 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:20:24,106 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 16:20:24,108 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 16:20:24,110 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:20:24,113 - 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 2024-11-15 2024-11-21 16:20:24,116 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:20:24,118 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:20:24,120 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 16:20:24,123 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 16:20:24,124 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 16:20:24,126 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:20:24,128 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 16:20:24,131 - 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 16:20:24,133 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 16:20:24,135 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,137 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 16:20:24,139 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,142 - 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 16:20:24,144 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 16:20:24,147 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 16:20:24,149 - 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 16:20:24,152 - 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 16:20:24,154 - 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 16:20:24,156 - 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 16:20:24,157 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 16:20:24,160 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 16:20:24,162 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 16:20:24,164 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 16:20:24,166 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,168 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,170 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,172 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,174 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,177 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,179 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,182 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,184 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:20:24,186 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:20:24,188 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:20:24,190 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,192 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,194 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 16:20:24,196 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:20:24,199 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,202 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 16:20:24,203 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 16:20:24,206 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:20:24,208 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:20:24,210 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 16:20:24,213 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 16:20:24,216 - 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 16:20:24,218 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 16:20:24,220 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 16:20:24,222 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 16:20:24,223 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:20:24,225 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:20:24,227 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:20:24,231 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 16:20:24,234 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 16:20:24,236 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 16:20:24,238 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 16:20:24,240 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 16:20:24,242 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 16:20:24,244 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 16:20:24,246 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 16:20:24,249 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 16:20:24,251 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 16:20:24,253 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 16:20:24,256 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 16:20:24,258 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 16:20:24,260 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 16:20:24,262 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 16:20:24,264 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:20:24,266 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 16:20:24,268 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 16:20:24,270 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 16:20:24,272 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 16:20:24,274 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 16:20:24,276 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 16:20:24,278 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 16:20:24,281 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 16:20:24,283 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,286 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 16:20:24,288 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 16:20:24,290 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 16:20:24,292 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 16:20:24,295 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 16:20:24,297 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:20:24,299 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 16:20:24,302 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 16:20:24,304 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 16:20:24,305 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:20:24,308 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 16:20:24,310 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 16:20:24,312 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 16:20:24,315 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 16:20:24,317 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 16:20:24,319 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 16:20:24,321 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 16:20:24,323 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 16:20:24,325 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 16:20:24,327 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 16:20:24,330 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 16:20:24,332 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 16:20:24,334 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 16:20:24,336 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 16:20:24,339 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 16:20:24,341 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:20:24,343 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 16:20:24,345 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:20:24,347 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 16:20:24,350 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 16:20:24,351 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:20:24,353 - 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 16:20:24,355 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:20:24,358 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 16:20:24,360 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,362 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,364 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,366 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 16:20:24,368 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,370 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,372 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,374 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 16:20:24,376 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 16:20:24,378 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 16:20:24,381 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 16:20:24,383 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 16:20:24,385 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 16:20:24,387 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 16:20:24,389 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 16:20:24,391 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 16:20:24,393 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 16:20:24,395 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 16:20:24,400 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 16:20:24,402 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 16:20:24,404 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 16:20:24,405 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 16:20:24,407 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 16:20:24,410 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 16:20:24,412 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 16:20:24,415 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 16:20:24,417 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 16:20:24,419 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 16:20:24,422 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 16:20:24,423 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 16:20:24,426 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 16:20:24,428 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 16:20:24,430 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 16:20:24,433 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 16:20:24,435 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 16:20:24,436 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:20:24,438 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:20:24,440 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 16:20:24,442 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:20:24,444 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:20:24,447 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:20:24,449 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:20:24,451 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:20:24,453 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:20:24,455 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:20:24,457 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:20:24,459 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:20:24,461 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:20:24,464 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,466 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,468 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 16:20:24,470 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 16:20:24,472 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 16:20:24,474 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 16:20:24,476 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 16:20:24,478 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:20:24,481 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:20:24,483 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 16:20:24,486 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:20:24,487 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:20:24,490 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 16:20:24,492 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 16:20:24,495 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:20:24,497 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 16:20:24,500 - 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 16:20:24,502 - 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 16:20:24,503 - 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 16:20:24,505 - 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 16:20:24,507 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 16:20:24,509 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 16:20:24,512 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:20:24,516 - 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 16:20:24,518 - 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 16:20:24,520 - 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 16:20:24,522 - 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 16:20:24,524 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 16:20:24,526 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:20:24,528 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,531 - 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 16:20:24,533 - 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 2024-11-15 2024-11-21 16:20:24,535 - 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 16:20:24,537 - 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 16:20:24,539 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 16:20:24,541 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 16:20:24,543 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 16:20:24,546 - 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 16:20:24,549 - 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 16:20:24,552 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,554 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,556 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,557 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,559 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,561 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,564 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,566 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,568 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,569 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,572 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,574 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,576 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 16:20:24,578 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 16:20:24,581 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:20:24,583 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:20:24,585 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 16:20:24,587 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 16:20:24,589 - 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 16:20:24,591 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,593 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,595 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,596 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 16:20:24,599 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 16:20:24,602 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 16:20:24,604 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:20:24,606 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 16:20:24,607 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 16:20:24,609 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 16:20:24,611 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 16:20:24,614 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 16:20:24,616 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 16:20:24,618 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 16:20:24,621 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 16:20:24,622 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 16:20:24,624 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 16:20:24,626 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 16:20:24,628 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 16:20:24,631 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 16:20:24,633 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 16:20:24,636 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 16:20:24,637 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 16:20:24,639 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 16:20:24,641 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 16:20:24,643 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 16:20:24,645 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 16:20:24,647 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 16:20:24,650 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 16:20:24,652 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 16:20:24,654 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 16:20:24,656 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 16:20:24,658 - 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 16:20:24,660 - 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 16:20:24,661 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 16:20:24,663 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:20:24,666 - 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 16:20:24,669 - 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 16:20:24,670 - 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 16:20:24,672 - 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 16:20:24,674 - 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 16:20:24,676 - 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 16:20:24,677 - 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 16:20:24,680 - 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 16:20:24,683 - 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 16:20:24,684 - 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 16:20:24,687 - 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 16:20:24,689 - 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 16:20:24,691 - 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 16:20:24,693 - 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 16:20:24,695 - 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 16:20:24,698 - 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 16:20:24,700 - 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 16:20:24,702 - 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 16:20:24,703 - 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 16:20:24,705 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:20:24,708 - 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 16:20:24,710 - 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 16:20:24,712 - 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 16:20:24,715 - 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 16:20:24,717 - 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 16:20:24,718 - 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 16:20:24,720 - 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 16:20:24,722 - 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 16:20:24,724 - 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 16:20:24,726 - 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 16:20:24,728 - 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 16:20:24,730 - 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 16:20:24,733 - 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 16:20:24,735 - 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 16:20:24,736 - 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 16:20:24,739 - 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 16:20:24,741 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:20:24,743 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:20:24,745 - 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 16:20:24,747 - 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 16:20:24,750 - 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 16:20:24,752 - 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 16:20:24,754 - 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 16:20:24,756 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:20:24,757 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,760 - 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 16:20:24,763 - 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 16:20:24,765 - 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 16:20:24,768 - 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 16:20:24,769 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:20:24,772 - 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 16:20:24,773 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,776 - 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 16:20:24,777 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,780 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,783 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:20:24,785 - 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 16:20:24,787 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,789 - 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 16:20:24,791 - 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 16:20:24,793 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,795 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,798 - 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 16:20:24,800 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,802 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,804 - 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 16:20:24,806 - 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 16:20:24,808 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,810 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,812 - 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 16:20:24,815 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,817 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,819 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,821 - 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 16:20:24,823 - 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 16:20:24,825 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,827 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:20:24,828 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 16:20:24,831 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 16:20:24,833 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 16:20:24,835 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 16:20:24,838 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 16:20:24,841 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 16:20:24,843 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 16:20:24,845 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 16:20:24,847 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 16:20:24,849 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 16:20:24,851 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 16:20:24,853 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 16:20:24,856 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 16:20:24,861 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 16:20:24,862 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 16:20:24,867 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 16:20:24,867 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 16:20:25,351 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 16:20:25,356 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 16:20:25,360 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 16:20:28,856 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 16:20:28,869 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 16:20:28,871 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 16:20:29,968 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 16:20:29,982 - my_logger - INFO - 最近60天预测残差最低的模型名称：PatchTST 2024-11-21 16:20:29,988 - my_logger - INFO - 开始训练模型... 2024-11-21 16:20:29,989 - my_logger - INFO - 模型训练完成 2024-11-21 16:20:29,989 - my_logger - INFO - 训练数据绘图ing 2024-11-21 16:20:32,733 - my_logger - INFO - 训练数据绘图end 2024-11-21 16:20:32,733 - my_logger - INFO - 制作报告ing 2024-11-21 16:20:32,989 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 16:20:35,099 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 16:20:35,101 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 16:20:36,943 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 16:20:36,944 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 16:20:38,685 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 16:20:38,686 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 16:20:40,821 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 16:20:40,823 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 16:20:42,635 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 16:20:42,636 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 16:20:42,959 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 16:20:42,960 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 16:20:44,736 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 16:20:44,737 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 16:20:46,544 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 16:20:46,546 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 16:20:47,317 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 16:22:22,489 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 16:22:22,490 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 16:23:08,761 - 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 16:23:08,764 - 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 16:23:08,767 - 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 16:23:08,769 - 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 16:23:08,771 - 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 16:23:08,774 - 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 16:23:08,776 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 16:23:08,778 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 16:23:08,781 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 16:23:08,783 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:23:08,786 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 16:23:08,788 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 16:23:08,790 - 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 16:23:08,792 - 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 16:23:08,794 - 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 16:23:08,795 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 16:23:08,798 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 16:23:08,801 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 16:23:08,803 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 16:23:08,805 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 16:23:08,808 - 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 16:23:08,810 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 16:23:08,812 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:23:08,815 - 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 16:23:08,818 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:23:08,820 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:23:08,822 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:23:08,824 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:23:08,826 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:23:08,828 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 16:23:08,830 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 16:23:08,832 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 16:23:08,834 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 16:23:08,837 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:23:08,839 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:23:08,841 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:23:08,844 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:23:08,846 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:23:08,848 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:23:08,851 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 16:23:08,853 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:23:08,856 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 16:23:08,857 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:23:08,859 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 16:23:08,861 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 16:23:08,864 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 16:23:08,866 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 16:23:08,869 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 16:23:08,871 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 16:23:08,873 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:23:08,874 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:23:08,878 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:23:08,880 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:23:08,883 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:23:08,885 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 16:23:08,887 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:23:08,889 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 16:23:08,891 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 16:23:08,892 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 16:23:08,895 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 16:23:08,897 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 16:23:08,901 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 16:23:08,904 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 16:23:08,906 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 16:23:08,908 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 16:23:08,910 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:23:08,912 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:23:08,914 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 16:23:08,917 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 16:23:08,918 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 16:23:08,920 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 16:23:08,922 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 16:23:08,924 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 16:23:08,925 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 16:23:08,928 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 16:23:08,930 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 16:23:08,933 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 16:23:08,935 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 16:23:08,936 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 16:23:08,940 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 16:23:08,942 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 16:23:08,944 - 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 16:23:08,946 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 16:23:08,948 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 16:23:08,951 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 16:23:08,953 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 16:23:08,955 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 16:23:08,957 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 16:23:08,960 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 16:23:08,962 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 16:23:08,964 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:23:08,967 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 16:23:08,969 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 16:23:08,971 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:23:08,973 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:23:08,976 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:23:08,978 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 16:23:08,981 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 16:23:08,983 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 16:23:08,985 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 16:23:08,987 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 16:23:08,988 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 16:23:08,990 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 16:23:08,992 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 16:23:08,995 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 16:23:08,997 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 16:23:08,999 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 16:23:09,001 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 16:23:09,003 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 16:23:09,006 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 16:23:09,008 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 16:23:09,010 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 16:23:09,012 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 16:23:09,014 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 16:23:09,017 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 16:23:09,019 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,021 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,023 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,025 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 16:23:09,026 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,028 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,031 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,033 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,035 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,038 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 16:23:09,040 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:23:09,042 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:23:09,044 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:23:09,046 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 16:23:09,049 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 16:23:09,051 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 16:23:09,054 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 16:23:09,056 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:23:09,058 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:23:09,060 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:23:09,062 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 16:23:09,065 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 16:23:09,068 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 16:23:09,070 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 16:23:09,072 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:23:09,074 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:23:09,076 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:23:09,080 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:23:09,082 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,085 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,087 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,088 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:23:09,090 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:23:09,092 - 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 2024-11-20 2024-11-21 16:23:09,094 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:23:09,096 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:23:09,097 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:23:09,100 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:23:09,102 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 16:23:09,104 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 16:23:09,106 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:23:09,108 - 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 2024-11-15 2024-11-21 16:23:09,110 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:23:09,112 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:23:09,115 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 16:23:09,117 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 16:23:09,119 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 16:23:09,121 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:23:09,122 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 16:23:09,125 - 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 16:23:09,126 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 16:23:09,128 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,131 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 16:23:09,133 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,135 - 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 16:23:09,137 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 16:23:09,139 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 16:23:09,140 - 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 16:23:09,142 - 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 16:23:09,144 - 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 16:23:09,147 - 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 16:23:09,150 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 16:23:09,152 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 16:23:09,153 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 16:23:09,156 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 16:23:09,157 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,159 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,161 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,163 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,165 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,167 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,169 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,171 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,173 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:23:09,175 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:23:09,177 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:23:09,179 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,182 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,184 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 16:23:09,186 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:23:09,188 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,190 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 16:23:09,192 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 16:23:09,194 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:23:09,196 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:23:09,198 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 16:23:09,200 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 16:23:09,203 - 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 16:23:09,204 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 16:23:09,206 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 16:23:09,208 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 16:23:09,210 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:23:09,212 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:23:09,215 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:23:09,217 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 16:23:09,220 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 16:23:09,222 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 16:23:09,224 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 16:23:09,226 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 16:23:09,227 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 16:23:09,229 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 16:23:09,231 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 16:23:09,233 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 16:23:09,235 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 16:23:09,237 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 16:23:09,240 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 16:23:09,242 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 16:23:09,244 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 16:23:09,246 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 16:23:09,249 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:23:09,251 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 16:23:09,253 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 16:23:09,255 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 16:23:09,258 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 16:23:09,259 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 16:23:09,262 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 16:23:09,265 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 16:23:09,267 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 16:23:09,269 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,271 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 16:23:09,273 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 16:23:09,275 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 16:23:09,277 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 16:23:09,279 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 16:23:09,282 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:23:09,285 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 16:23:09,287 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 16:23:09,289 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 16:23:09,290 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:23:09,292 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 16:23:09,294 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 16:23:09,295 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 16:23:09,298 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 16:23:09,301 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 16:23:09,303 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 16:23:09,305 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 16:23:09,307 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 16:23:09,309 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 16:23:09,311 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 16:23:09,313 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 16:23:09,317 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 16:23:09,319 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 16:23:09,321 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 16:23:09,325 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 16:23:09,327 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:23:09,330 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 16:23:09,333 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:23:09,336 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 16:23:09,338 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 16:23:09,340 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:23:09,342 - 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 16:23:09,344 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:23:09,347 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 16:23:09,350 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,352 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,355 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,357 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 16:23:09,358 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,361 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,363 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,366 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 16:23:09,368 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 16:23:09,370 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 16:23:09,372 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 16:23:09,374 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 16:23:09,376 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 16:23:09,378 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 16:23:09,381 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 16:23:09,384 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 16:23:09,386 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 16:23:09,388 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 16:23:09,391 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 16:23:09,393 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 16:23:09,395 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 16:23:09,397 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 16:23:09,401 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 16:23:09,403 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 16:23:09,405 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 16:23:09,407 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 16:23:09,409 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 16:23:09,411 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 16:23:09,414 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 16:23:09,416 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 16:23:09,418 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 16:23:09,420 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 16:23:09,422 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 16:23:09,424 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 16:23:09,426 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 16:23:09,429 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:23:09,431 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:23:09,434 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 16:23:09,435 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:23:09,438 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:23:09,440 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:23:09,442 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:23:09,444 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:23:09,446 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:23:09,449 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:23:09,451 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:23:09,453 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:23:09,455 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:23:09,457 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,459 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,462 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 16:23:09,464 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 16:23:09,466 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 16:23:09,469 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 16:23:09,471 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 16:23:09,474 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:23:09,476 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:23:09,478 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 16:23:09,480 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:23:09,483 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:23:09,485 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 16:23:09,487 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 16:23:09,489 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:23:09,491 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 16:23:09,492 - 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 16:23:09,494 - 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 16:23:09,496 - 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 16:23:09,498 - 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 16:23:09,501 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 16:23:09,503 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 16:23:09,504 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:23:09,506 - 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 16:23:09,508 - 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 16:23:09,510 - 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 16:23:09,512 - 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 16:23:09,514 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 16:23:09,517 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:23:09,519 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,520 - 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 16:23:09,523 - 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 2024-11-15 2024-11-21 16:23:09,525 - 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 16:23:09,527 - 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 16:23:09,529 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 16:23:09,531 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 16:23:09,533 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 16:23:09,535 - 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 16:23:09,537 - 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 16:23:09,539 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,541 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,543 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,545 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,548 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,550 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,553 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,555 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,557 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,560 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,560 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,562 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,566 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 16:23:09,570 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 16:23:09,572 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:23:09,575 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:23:09,576 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 16:23:09,578 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 16:23:09,580 - 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 16:23:09,583 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,585 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,588 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,589 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 16:23:09,591 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 16:23:09,593 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 16:23:09,595 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:23:09,597 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 16:23:09,599 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 16:23:09,602 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 16:23:09,604 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 16:23:09,605 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 16:23:09,609 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 16:23:09,611 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 16:23:09,614 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 16:23:09,616 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 16:23:09,619 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 16:23:09,633 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 16:23:09,637 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 16:23:09,640 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 16:23:09,644 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 16:23:09,648 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 16:23:09,652 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 16:23:09,655 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 16:23:09,658 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 16:23:09,662 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 16:23:09,664 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 16:23:09,667 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 16:23:09,670 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 16:23:09,675 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 16:23:09,679 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 16:23:09,683 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 16:23:09,685 - 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 16:23:09,687 - 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 16:23:09,690 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 16:23:09,692 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:23:09,693 - 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 16:23:09,696 - 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 16:23:09,698 - 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 16:23:09,700 - 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 16:23:09,702 - 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 16:23:09,704 - 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 16:23:09,707 - 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 16:23:09,709 - 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 16:23:09,711 - 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 16:23:09,713 - 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 16:23:09,717 - 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 16:23:09,719 - 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 16:23:09,721 - 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 16:23:09,723 - 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 16:23:09,725 - 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 16:23:09,726 - 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 16:23:09,729 - 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 16:23:09,731 - 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 16:23:09,733 - 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 16:23:09,736 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:23:09,739 - 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 16:23:09,741 - 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 16:23:09,743 - 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 16:23:09,744 - 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 16:23:09,748 - 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 16:23:09,750 - 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 16:23:09,752 - 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 16:23:09,755 - 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 16:23:09,756 - 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 16:23:09,758 - 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 16:23:09,760 - 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 16:23:09,762 - 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 16:23:09,765 - 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 16:23:09,767 - 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 16:23:09,770 - 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 16:23:09,772 - 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 16:23:09,774 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:23:09,775 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:23:09,779 - 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 16:23:09,781 - 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 16:23:09,785 - 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 16:23:09,787 - 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 16:23:09,789 - 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 16:23:09,791 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:23:09,792 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,794 - 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 16:23:09,797 - 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 16:23:09,799 - 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 16:23:09,802 - 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 16:23:09,804 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:23:09,806 - 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 16:23:09,808 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,809 - 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 16:23:09,811 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,814 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,817 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:23:09,819 - 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 16:23:09,821 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,823 - 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 16:23:09,825 - 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 16:23:09,827 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,828 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,830 - 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 16:23:09,833 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,835 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,837 - 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 16:23:09,838 - 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 16:23:09,840 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,842 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,844 - my_logger - INFO - Column 印度尼西亚周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,847 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,850 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,852 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,855 - my_logger - INFO - Column 加拿大周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,856 - 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 16:23:09,858 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,861 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:23:09,863 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 16:23:09,865 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 16:23:09,867 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 16:23:09,869 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 16:23:09,872 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 16:23:09,874 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 16:23:09,876 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 16:23:09,879 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 16:23:09,882 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 16:23:09,885 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 16:23:09,887 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 16:23:09,889 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 16:23:09,892 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 16:23:09,896 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 16:23:09,899 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 16:23:09,904 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 16:23:09,905 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 16:23:10,387 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 16:23:10,390 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 16:23:10,395 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 16:23:13,944 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 16:23:13,957 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 16:23:13,959 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 16:23:15,072 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 16:23:15,086 - my_logger - INFO - 最近60天预测残差最低的模型名称：PatchTST 2024-11-21 16:23:15,093 - my_logger - INFO - 开始训练模型... 2024-11-21 16:23:15,093 - my_logger - INFO - 模型训练完成 2024-11-21 16:23:15,094 - my_logger - INFO - 训练数据绘图ing 2024-11-21 16:23:15,971 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 16:23:17,746 - my_logger - INFO - 训练数据绘图end 2024-11-21 16:23:17,746 - my_logger - INFO - 制作报告ing 2024-11-21 16:23:17,996 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 16:23:20,104 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 16:23:20,105 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 16:23:21,879 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 16:23:21,880 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 16:23:23,658 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 16:23:23,659 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 16:23:25,803 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 16:23:25,804 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 16:23:27,608 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 16:23:27,609 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 16:23:27,936 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 16:23:27,937 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 16:23:29,756 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 16:23:29,757 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 16:23:31,527 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 16:23:31,528 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 16:23:32,305 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 16:23:35,825 - my_logger - INFO - 制作报告end 2024-11-21 16:23:35,826 - my_logger - INFO - 模型训练完成 2024-11-21 16:29:05,464 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 16:29:05,465 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 16:29:51,246 - 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 16:29:51,250 - 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 16:29:51,252 - 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 16:29:51,254 - 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 16:29:51,256 - 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 16:29:51,259 - 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 16:29:51,262 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 16:29:51,264 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 16:29:51,266 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 16:29:51,268 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:29:51,270 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 16:29:51,272 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 16:29:51,275 - 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 16:29:51,277 - 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 16:29:51,279 - 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 16:29:51,281 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 16:29:51,284 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 16:29:51,286 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 16:29:51,288 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 16:29:51,290 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 16:29:51,292 - 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 16:29:51,294 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 16:29:51,296 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:29:51,298 - 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 16:29:51,302 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:29:51,304 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:29:51,306 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:29:51,308 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:29:51,310 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:29:51,312 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 16:29:51,313 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 16:29:51,316 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 16:29:51,318 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 16:29:51,319 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:29:51,323 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:29:51,325 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:29:51,327 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:29:51,329 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:29:51,331 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:29:51,333 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 16:29:51,336 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:29:51,339 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 16:29:51,342 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:29:51,344 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 16:29:51,346 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 16:29:51,348 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 16:29:51,351 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 16:29:51,353 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 16:29:51,355 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 16:29:51,357 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:29:51,359 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:29:51,361 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:29:51,364 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:29:51,366 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:29:51,369 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 16:29:51,371 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:29:51,373 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 16:29:51,376 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 16:29:51,378 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 16:29:51,379 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 16:29:51,383 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 16:29:51,385 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 16:29:51,388 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 16:29:51,390 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 16:29:51,392 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 16:29:51,394 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:29:51,395 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:29:51,397 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 16:29:51,400 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 16:29:51,402 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 16:29:51,404 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 16:29:51,406 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 16:29:51,408 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 16:29:51,411 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 16:29:51,413 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 16:29:51,416 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 16:29:51,418 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 16:29:51,421 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 16:29:51,423 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 16:29:51,425 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 16:29:51,427 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 16:29:51,429 - 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 16:29:51,430 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 16:29:51,433 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 16:29:51,435 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 16:29:51,437 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 16:29:51,439 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 16:29:51,441 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 16:29:51,443 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 16:29:51,446 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 16:29:51,448 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:29:51,450 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 16:29:51,452 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 16:29:51,454 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:29:51,457 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:29:51,459 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:29:51,460 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 16:29:51,463 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 16:29:51,465 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 16:29:51,467 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 16:29:51,469 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 16:29:51,471 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 16:29:51,473 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 16:29:51,475 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 16:29:51,477 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 16:29:51,479 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 16:29:51,483 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 16:29:51,485 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 16:29:51,487 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 16:29:51,489 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 16:29:51,491 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 16:29:51,493 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 16:29:51,494 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 16:29:51,496 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 16:29:51,498 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 16:29:51,501 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,503 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,505 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,507 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 16:29:51,509 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,511 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,513 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,515 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,517 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,520 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 16:29:51,522 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:29:51,524 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:29:51,526 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:29:51,528 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 16:29:51,530 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 16:29:51,531 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 16:29:51,534 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 16:29:51,536 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:29:51,538 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:29:51,540 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:29:51,542 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 16:29:51,544 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 16:29:51,547 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 16:29:51,548 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 16:29:51,552 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:29:51,554 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:29:51,556 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:29:51,558 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:29:51,559 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,561 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,563 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,565 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:29:51,568 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:29:51,569 - 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 2024-11-20 2024-11-21 16:29:51,572 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:29:51,574 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:29:51,576 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:29:51,578 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:29:51,579 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 16:29:51,582 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 16:29:51,585 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:29:51,587 - 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 2024-11-15 2024-11-21 16:29:51,589 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:29:51,591 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:29:51,592 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 16:29:51,594 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 16:29:51,595 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 16:29:51,599 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:29:51,601 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 16:29:51,604 - 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 16:29:51,606 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 16:29:51,607 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,609 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 16:29:51,611 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,614 - 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 16:29:51,616 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 16:29:51,618 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 16:29:51,621 - 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 16:29:51,623 - 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 16:29:51,624 - 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 16:29:51,626 - 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 16:29:51,628 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 16:29:51,630 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 16:29:51,633 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 16:29:51,635 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 16:29:51,637 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,638 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,640 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,643 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,645 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,647 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,649 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,651 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,653 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:29:51,655 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:29:51,657 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:29:51,659 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,661 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,663 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 16:29:51,666 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:29:51,668 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,671 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 16:29:51,673 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 16:29:51,675 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:29:51,677 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:29:51,679 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 16:29:51,681 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 16:29:51,684 - 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 16:29:51,686 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 16:29:51,688 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 16:29:51,690 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 16:29:51,692 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:29:51,694 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:29:51,696 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:29:51,698 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 16:29:51,701 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 16:29:51,703 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 16:29:51,705 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 16:29:51,707 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 16:29:51,709 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 16:29:51,710 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 16:29:51,713 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 16:29:51,715 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 16:29:51,717 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 16:29:51,720 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 16:29:51,721 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 16:29:51,723 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 16:29:51,725 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 16:29:51,727 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 16:29:51,729 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:29:51,732 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 16:29:51,734 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 16:29:51,736 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 16:29:51,739 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 16:29:51,741 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 16:29:51,743 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 16:29:51,745 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 16:29:51,747 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 16:29:51,749 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,751 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 16:29:51,753 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 16:29:51,755 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 16:29:51,757 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 16:29:51,759 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 16:29:51,761 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:29:51,763 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 16:29:51,765 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 16:29:51,767 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 16:29:51,770 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:29:51,772 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 16:29:51,774 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 16:29:51,776 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 16:29:51,778 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 16:29:51,781 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 16:29:51,784 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 16:29:51,786 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 16:29:51,788 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 16:29:51,790 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 16:29:51,793 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 16:29:51,795 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 16:29:51,797 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 16:29:51,799 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 16:29:51,802 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 16:29:51,804 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 16:29:51,806 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:29:51,808 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 16:29:51,811 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:29:51,813 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 16:29:51,816 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 16:29:51,818 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:29:51,820 - 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 16:29:51,823 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:29:51,825 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 16:29:51,827 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,829 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,831 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,833 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 16:29:51,835 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,838 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,840 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,842 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 16:29:51,843 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 16:29:51,845 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 16:29:51,848 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 16:29:51,850 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 16:29:51,853 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 16:29:51,855 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 16:29:51,857 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 16:29:51,858 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 16:29:51,860 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 16:29:51,862 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 16:29:51,865 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 16:29:51,868 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 16:29:51,870 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 16:29:51,872 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 16:29:51,874 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 16:29:51,876 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 16:29:51,877 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 16:29:51,880 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 16:29:51,886 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 16:29:51,895 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 16:29:51,899 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 16:29:51,904 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 16:29:51,908 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 16:29:51,911 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 16:29:51,915 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 16:29:51,920 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 16:29:51,923 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 16:29:51,925 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:29:51,927 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:29:51,929 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 16:29:51,934 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:29:51,937 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:29:51,940 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:29:51,942 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:29:51,944 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:29:51,946 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:29:51,950 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:29:51,952 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:29:51,954 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:29:51,956 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:29:51,957 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,959 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,961 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 16:29:51,963 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 16:29:51,965 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 16:29:51,969 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 16:29:51,971 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 16:29:51,973 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:29:51,974 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:29:51,976 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 16:29:51,979 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:29:51,981 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:29:51,983 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 16:29:51,985 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 16:29:51,987 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:29:51,989 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 16:29:51,991 - 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 16:29:51,993 - 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 16:29:51,995 - 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 16:29:51,997 - 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 16:29:52,000 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 16:29:52,002 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 16:29:52,004 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:29:52,006 - 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 16:29:52,007 - 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 16:29:52,010 - 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 16:29:52,012 - 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 16:29:52,014 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 16:29:52,016 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:29:52,018 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,020 - 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 16:29:52,022 - 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 2024-11-15 2024-11-21 16:29:52,024 - 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 16:29:52,026 - 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 16:29:52,027 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 16:29:52,030 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 16:29:52,032 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 16:29:52,034 - 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 16:29:52,036 - 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 16:29:52,038 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,041 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,042 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,044 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,046 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,048 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,050 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,052 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,054 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,056 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,058 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,060 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,062 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 16:29:52,064 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 16:29:52,066 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:29:52,069 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:29:52,071 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 16:29:52,073 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 16:29:52,075 - 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 16:29:52,077 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,078 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,080 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,083 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 16:29:52,085 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 16:29:52,087 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 16:29:52,089 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:29:52,091 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 16:29:52,093 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 16:29:52,094 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 16:29:52,097 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 16:29:52,099 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 16:29:52,101 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 16:29:52,104 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 16:29:52,106 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 16:29:52,107 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 16:29:52,109 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 16:29:52,111 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 16:29:52,113 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 16:29:52,115 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 16:29:52,118 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 16:29:52,120 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 16:29:52,122 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 16:29:52,124 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 16:29:52,125 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 16:29:52,128 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 16:29:52,130 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 16:29:52,131 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 16:29:52,134 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 16:29:52,136 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 16:29:52,138 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 16:29:52,140 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 16:29:52,142 - 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 16:29:52,144 - 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 16:29:52,146 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 16:29:52,148 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:29:52,150 - 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 16:29:52,153 - 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 16:29:52,155 - 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 16:29:52,156 - 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 16:29:52,159 - 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 16:29:52,161 - 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 16:29:52,163 - 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 16:29:52,165 - 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 16:29:52,167 - 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 16:29:52,169 - 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 16:29:52,171 - 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 16:29:52,173 - 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 16:29:52,174 - 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 16:29:52,176 - 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 16:29:52,178 - 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 16:29:52,181 - 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 16:29:52,184 - 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 16:29:52,186 - 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 16:29:52,189 - 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 16:29:52,191 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:29:52,194 - 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 16:29:52,197 - 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 16:29:52,199 - 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 16:29:52,201 - 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 16:29:52,204 - 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 16:29:52,206 - 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 16:29:52,208 - 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 16:29:52,211 - 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 16:29:52,213 - 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 16:29:52,216 - 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 16:29:52,219 - 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 16:29:52,221 - 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 16:29:52,223 - 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 16:29:52,225 - 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 16:29:52,228 - 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 16:29:52,230 - 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 16:29:52,233 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:29:52,236 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:29:52,238 - 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 16:29:52,240 - 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 16:29:52,244 - 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 16:29:52,246 - 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 16:29:52,249 - 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 16:29:52,252 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:29:52,254 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,257 - 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 16:29:52,259 - 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 16:29:52,261 - 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 16:29:52,263 - 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 16:29:52,266 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:29:52,269 - 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 16:29:52,271 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,273 - 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 16:29:52,276 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,278 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,280 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:29:52,283 - 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 16:29:52,285 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,287 - 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 16:29:52,289 - 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 16:29:52,292 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,293 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,295 - 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 16:29:52,297 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,301 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,303 - 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 16:29:52,305 - 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 16:29:52,307 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,309 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,311 - 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 16:29:52,313 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,315 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,318 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,319 - 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 16:29:52,322 - 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 16:29:52,325 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,326 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:29:52,328 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 16:29:52,331 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 16:29:52,334 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 16:29:52,336 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 16:29:52,339 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 16:29:52,341 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 16:29:52,343 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 16:29:52,345 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 16:29:52,346 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 16:29:52,350 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 16:29:52,353 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 16:29:52,355 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 16:29:52,358 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 16:29:52,363 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 16:29:52,364 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 16:29:52,369 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 16:29:52,370 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 16:29:52,872 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 16:29:52,877 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 16:29:52,881 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 16:29:56,304 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 16:29:56,317 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 16:29:56,320 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 16:29:57,439 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 16:29:57,454 - my_logger - INFO - 最近60天预测残差最低的模型名称：PatchTST 2024-11-21 16:29:57,460 - my_logger - INFO - 开始训练模型... 2024-11-21 16:29:57,461 - my_logger - INFO - 模型训练完成 2024-11-21 16:29:57,461 - my_logger - INFO - 训练数据绘图ing 2024-11-21 16:29:58,329 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 16:30:00,180 - my_logger - INFO - 训练数据绘图end 2024-11-21 16:30:00,181 - my_logger - INFO - 制作报告ing 2024-11-21 16:30:00,431 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 16:30:02,931 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 16:30:02,933 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 16:30:05,034 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 16:30:05,035 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 16:30:07,167 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 16:30:07,168 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 16:30:09,705 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 16:30:09,707 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 16:30:11,936 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 16:30:11,938 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 16:30:12,315 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 16:30:12,316 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 16:30:14,981 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 16:30:14,982 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 16:30:17,165 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 16:30:17,167 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 16:30:17,520 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 16:30:21,530 - my_logger - INFO - 制作报告end 2024-11-21 16:30:21,530 - my_logger - INFO - 模型训练完成 2024-11-21 16:33:18,585 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 16:33:18,585 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 16:34:04,242 - 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 16:34:04,246 - 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 16:34:04,248 - 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 16:34:04,250 - 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 16:34:04,252 - 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 16:34:04,254 - 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 16:34:04,256 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 16:34:04,258 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 16:34:04,260 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 16:34:04,262 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:34:04,264 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 16:34:04,266 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 16:34:04,268 - 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 16:34:04,271 - 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 16:34:04,274 - 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 16:34:04,275 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 16:34:04,277 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 16:34:04,279 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 16:34:04,280 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 16:34:04,283 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 16:34:04,286 - 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 16:34:04,288 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 16:34:04,290 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:34:04,292 - 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 16:34:04,294 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:34:04,296 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:34:04,297 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:34:04,300 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:34:04,302 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:34:04,305 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 16:34:04,307 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 16:34:04,309 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 16:34:04,311 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 16:34:04,313 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:34:04,315 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:34:04,318 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:34:04,320 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:34:04,322 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:34:04,324 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:34:04,325 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 16:34:04,327 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:34:04,330 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 16:34:04,331 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:34:04,333 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 16:34:04,336 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 16:34:04,338 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 16:34:04,340 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 16:34:04,342 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 16:34:04,344 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 16:34:04,346 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:34:04,348 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:34:04,351 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:34:04,354 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:34:04,355 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:34:04,357 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 16:34:04,359 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:34:04,361 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 16:34:04,363 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 16:34:04,365 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 16:34:04,368 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 16:34:04,370 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 16:34:04,372 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 16:34:04,374 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 16:34:04,375 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 16:34:04,378 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 16:34:04,379 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:34:04,383 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:34:04,385 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 16:34:04,387 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 16:34:04,389 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 16:34:04,391 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 16:34:04,393 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 16:34:04,395 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 16:34:04,397 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 16:34:04,400 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 16:34:04,402 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 16:34:04,404 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 16:34:04,406 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 16:34:04,407 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 16:34:04,409 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 16:34:04,412 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 16:34:04,414 - 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 16:34:04,416 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 16:34:04,419 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 16:34:04,422 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 16:34:04,424 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 16:34:04,426 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 16:34:04,428 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 16:34:04,430 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 16:34:04,432 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 16:34:04,434 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:34:04,437 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 16:34:04,438 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 16:34:04,440 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:34:04,442 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:34:04,445 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:34:04,447 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 16:34:04,449 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 16:34:04,452 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 16:34:04,455 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 16:34:04,456 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 16:34:04,458 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 16:34:04,461 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 16:34:04,463 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 16:34:04,465 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 16:34:04,467 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 16:34:04,469 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 16:34:04,471 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 16:34:04,473 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 16:34:04,475 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 16:34:04,477 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 16:34:04,478 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 16:34:04,481 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 16:34:04,484 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 16:34:04,486 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 16:34:04,488 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,490 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,492 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,493 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 16:34:04,495 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,497 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,500 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,502 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,504 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,507 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 16:34:04,509 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:34:04,510 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:34:04,512 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:34:04,514 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 16:34:04,517 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 16:34:04,519 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 16:34:04,521 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 16:34:04,523 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:34:04,525 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:34:04,527 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:34:04,529 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 16:34:04,532 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 16:34:04,534 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 16:34:04,537 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 16:34:04,539 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:34:04,540 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:34:04,542 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:34:04,544 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:34:04,546 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,548 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,550 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,554 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:34:04,556 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:34:04,558 - 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 2024-11-20 2024-11-21 16:34:04,559 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:34:04,561 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:34:04,563 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:34:04,565 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:34:04,568 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 16:34:04,570 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 16:34:04,572 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:34:04,574 - 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 2024-11-15 2024-11-21 16:34:04,576 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:34:04,577 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:34:04,579 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 16:34:04,581 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 16:34:04,584 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 16:34:04,586 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:34:04,588 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 16:34:04,590 - 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 16:34:04,592 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 16:34:04,594 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,596 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 16:34:04,598 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,600 - 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 16:34:04,602 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 16:34:04,604 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 16:34:04,606 - 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 16:34:04,608 - 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 16:34:04,609 - 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 16:34:04,611 - 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 16:34:04,613 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 16:34:04,616 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 16:34:04,618 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 16:34:04,621 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 16:34:04,623 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,625 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,627 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,629 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,630 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,633 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,635 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,638 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,640 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:34:04,641 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:34:04,643 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:34:04,645 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,648 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,650 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 16:34:04,652 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:34:04,654 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,656 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 16:34:04,658 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 16:34:04,660 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:34:04,662 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:34:04,664 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 16:34:04,666 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 16:34:04,668 - 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 16:34:04,671 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 16:34:04,672 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 16:34:04,674 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 16:34:04,676 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:34:04,679 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:34:04,681 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:34:04,684 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 16:34:04,687 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 16:34:04,689 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 16:34:04,691 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 16:34:04,693 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 16:34:04,695 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 16:34:04,697 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 16:34:04,700 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 16:34:04,702 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 16:34:04,704 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 16:34:04,706 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 16:34:04,708 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 16:34:04,710 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 16:34:04,712 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 16:34:04,714 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 16:34:04,717 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:34:04,719 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 16:34:04,720 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 16:34:04,722 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 16:34:04,724 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 16:34:04,726 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 16:34:04,728 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 16:34:04,730 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 16:34:04,733 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 16:34:04,735 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,737 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 16:34:04,739 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 16:34:04,741 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 16:34:04,743 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 16:34:04,745 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 16:34:04,747 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:34:04,749 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 16:34:04,752 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 16:34:04,754 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 16:34:04,756 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:34:04,758 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 16:34:04,760 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 16:34:04,762 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 16:34:04,764 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 16:34:04,766 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 16:34:04,769 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 16:34:04,772 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 16:34:04,773 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 16:34:04,775 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 16:34:04,778 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 16:34:04,779 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 16:34:04,781 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 16:34:04,784 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 16:34:04,786 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 16:34:04,788 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 16:34:04,790 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:34:04,792 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 16:34:04,794 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:34:04,796 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 16:34:04,798 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 16:34:04,799 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:34:04,802 - 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 16:34:04,804 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:34:04,807 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 16:34:04,809 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,811 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,813 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,815 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 16:34:04,818 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,820 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,822 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,825 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 16:34:04,826 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 16:34:04,828 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 16:34:04,830 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 16:34:04,833 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 16:34:04,835 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 16:34:04,838 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 16:34:04,840 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 16:34:04,841 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 16:34:04,843 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 16:34:04,845 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 16:34:04,848 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 16:34:04,851 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 16:34:04,854 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 16:34:04,855 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 16:34:04,857 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 16:34:04,859 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 16:34:04,861 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 16:34:04,862 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 16:34:04,864 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 16:34:04,866 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 16:34:04,881 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 16:34:04,886 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 16:34:04,890 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 16:34:04,892 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 16:34:04,895 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 16:34:04,898 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 16:34:04,903 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 16:34:04,906 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:34:04,909 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:34:04,912 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 16:34:04,914 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:34:04,917 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:34:04,921 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:34:04,925 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:34:04,929 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:34:04,930 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:34:04,934 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:34:04,937 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:34:04,939 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:34:04,941 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:34:04,943 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,945 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,947 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 16:34:04,951 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 16:34:04,954 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 16:34:04,956 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 16:34:04,957 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 16:34:04,959 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:34:04,961 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:34:04,963 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 16:34:04,965 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:34:04,969 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:34:04,971 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 16:34:04,973 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 16:34:04,975 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:34:04,977 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 16:34:04,979 - 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 16:34:04,981 - 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 16:34:04,983 - 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 16:34:04,986 - 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 16:34:04,987 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 16:34:04,990 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 16:34:04,991 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:34:04,993 - my_logger - INFO - Column 原油：主营炼厂：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 16:34:04,995 - 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 2024-11-21 16:34:04,997 - 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 2024-11-21 16:34:05,000 - 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 16:34:05,002 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 16:34:05,004 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:34:05,006 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,008 - 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 16:34:05,011 - 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 2024-11-15 2024-11-21 16:34:05,013 - my_logger - INFO - Column 彭博全球海上浮仓+在运原油 was last updated at 2024-11-15 2024-11-21 16:34:05,015 - 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 16:34:05,019 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 16:34:05,022 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 16:34:05,024 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 16:34:05,026 - 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 16:34:05,028 - 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 16:34:05,030 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,031 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,035 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,037 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,039 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,040 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,045 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,047 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,050 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,052 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,054 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,056 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,058 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 16:34:05,061 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 16:34:05,063 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:34:05,065 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:34:05,067 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 16:34:05,069 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 16:34:05,071 - 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 16:34:05,074 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,076 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,079 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,081 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 16:34:05,083 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 16:34:05,085 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 16:34:05,087 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:34:05,089 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 16:34:05,092 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 16:34:05,094 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 16:34:05,096 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 16:34:05,098 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 16:34:05,101 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 16:34:05,103 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 16:34:05,107 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 16:34:05,109 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 16:34:05,110 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 16:34:05,113 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 16:34:05,114 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 16:34:05,117 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 16:34:05,119 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 16:34:05,122 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 16:34:05,123 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 16:34:05,126 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 16:34:05,128 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 16:34:05,130 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 16:34:05,132 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 16:34:05,134 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 16:34:05,136 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 16:34:05,138 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 16:34:05,140 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 16:34:05,142 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 16:34:05,144 - 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 16:34:05,146 - 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 16:34:05,148 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 16:34:05,151 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:34:05,153 - 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 16:34:05,155 - 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 16:34:05,157 - 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 16:34:05,158 - 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 16:34:05,160 - 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 16:34:05,162 - 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 16:34:05,164 - 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 16:34:05,167 - 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 16:34:05,169 - 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 16:34:05,171 - 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 16:34:05,173 - 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 16:34:05,175 - 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 16:34:05,177 - 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 16:34:05,179 - 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 16:34:05,181 - 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 16:34:05,185 - 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 16:34:05,187 - 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 16:34:05,188 - 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 16:34:05,190 - 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 16:34:05,192 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:34:05,194 - 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 16:34:05,196 - 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 16:34:05,198 - 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 16:34:05,201 - 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 16:34:05,203 - 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 16:34:05,205 - 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 16:34:05,206 - 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 16:34:05,209 - 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 16:34:05,211 - 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 16:34:05,213 - 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 16:34:05,215 - 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 16:34:05,218 - 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 16:34:05,220 - 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 16:34:05,222 - 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 16:34:05,224 - 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 16:34:05,226 - 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 16:34:05,228 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:34:05,230 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:34:05,232 - 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 16:34:05,235 - 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 16:34:05,237 - 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 16:34:05,238 - 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 16:34:05,241 - 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 16:34:05,243 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:34:05,246 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,248 - 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 16:34:05,251 - 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 16:34:05,253 - 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 16:34:05,255 - 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 16:34:05,257 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:34:05,259 - 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 16:34:05,261 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,263 - 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 16:34:05,265 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,267 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,269 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:34:05,272 - 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 16:34:05,274 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,276 - my_logger - INFO - Column 葡萄牙周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,278 - 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 16:34:05,280 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,282 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,284 - 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 16:34:05,286 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,288 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,290 - 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 16:34:05,294 - 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 16:34:05,295 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,297 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,299 - 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 16:34:05,302 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,304 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,306 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,307 - 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 16:34:05,310 - 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 16:34:05,312 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,314 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:34:05,317 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 16:34:05,319 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 16:34:05,321 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 16:34:05,323 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 16:34:05,325 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 16:34:05,327 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 16:34:05,330 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 16:34:05,332 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 16:34:05,335 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 16:34:05,337 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 16:34:05,339 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 16:34:05,342 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 16:34:05,344 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 16:34:05,348 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 16:34:05,350 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 16:34:05,354 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 16:34:05,355 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 16:34:05,838 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 16:34:05,842 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 16:34:05,847 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 16:34:09,296 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 16:34:09,309 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 16:34:09,311 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 16:34:10,416 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 16:34:10,430 - my_logger - INFO - 最近60天预测残差最低的模型名称：PatchTST 2024-11-21 16:34:10,437 - my_logger - INFO - 开始训练模型... 2024-11-21 16:34:10,438 - my_logger - INFO - 模型训练完成 2024-11-21 16:34:10,438 - my_logger - INFO - 训练数据绘图ing 2024-11-21 16:34:11,315 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 16:34:13,212 - my_logger - INFO - 训练数据绘图end 2024-11-21 16:34:13,213 - my_logger - INFO - 制作报告ing 2024-11-21 16:34:13,464 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 16:34:15,939 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 16:34:15,941 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 16:34:18,023 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 16:34:18,025 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 16:34:20,164 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 16:34:20,166 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 16:34:22,719 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 16:34:22,720 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 16:34:25,010 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 16:34:25,011 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 16:34:25,376 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 16:34:25,378 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 16:34:27,966 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 16:34:27,967 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 16:34:30,176 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 16:34:30,177 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 16:34:30,536 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 16:34:34,482 - my_logger - INFO - 制作报告end 2024-11-21 16:34:34,482 - my_logger - INFO - 模型训练完成 2024-11-21 16:35:16,216 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 16:35:16,217 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 16:36:01,939 - 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 16:36:01,943 - 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 16:36:01,945 - 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 16:36:01,947 - 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 16:36:01,950 - 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 16:36:01,953 - 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 16:36:01,955 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 16:36:01,957 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 16:36:01,959 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 16:36:01,961 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:36:01,963 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 16:36:01,965 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 16:36:01,968 - 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 16:36:01,970 - 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 16:36:01,973 - 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 16:36:01,974 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 16:36:01,976 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 16:36:01,978 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 16:36:01,980 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 16:36:01,982 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 16:36:01,985 - 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 16:36:01,987 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 16:36:01,989 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:36:01,991 - 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 16:36:01,994 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:36:01,996 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:36:01,998 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:36:02,000 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:36:02,002 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 16:36:02,004 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 16:36:02,006 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 16:36:02,008 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 16:36:02,010 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 16:36:02,013 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:36:02,015 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:36:02,017 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 16:36:02,020 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:36:02,022 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:36:02,024 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 16:36:02,026 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 16:36:02,028 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:36:02,030 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 16:36:02,032 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 16:36:02,034 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 16:36:02,036 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 16:36:02,039 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 16:36:02,041 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 16:36:02,043 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 16:36:02,045 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 16:36:02,047 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:36:02,050 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 16:36:02,052 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:36:02,054 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:36:02,056 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:36:02,058 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 16:36:02,060 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:36:02,061 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 16:36:02,063 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 16:36:02,065 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 16:36:02,068 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 16:36:02,071 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 16:36:02,073 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 16:36:02,074 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 16:36:02,076 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 16:36:02,078 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 16:36:02,081 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:36:02,083 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 16:36:02,086 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 16:36:02,088 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 16:36:02,089 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 16:36:02,091 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 16:36:02,093 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 16:36:02,095 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 16:36:02,097 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 16:36:02,099 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 16:36:02,102 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 16:36:02,104 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 16:36:02,106 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 16:36:02,108 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 16:36:02,109 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 16:36:02,113 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 16:36:02,114 - 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 16:36:02,117 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 16:36:02,119 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 16:36:02,122 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 16:36:02,124 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 16:36:02,126 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 16:36:02,128 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 16:36:02,130 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 16:36:02,132 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 16:36:02,135 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:36:02,137 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 16:36:02,139 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 16:36:02,141 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 16:36:02,142 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:36:02,144 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 16:36:02,146 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 16:36:02,149 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 16:36:02,151 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 16:36:02,155 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 16:36:02,156 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 16:36:02,158 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 16:36:02,160 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 16:36:02,162 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 16:36:02,164 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 16:36:02,166 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 16:36:02,168 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 16:36:02,170 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 16:36:02,172 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 16:36:02,175 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 16:36:02,177 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 16:36:02,179 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 16:36:02,181 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 16:36:02,184 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 16:36:02,186 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 16:36:02,188 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,190 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,192 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,193 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 16:36:02,196 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,199 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,201 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,204 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,206 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,208 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 16:36:02,210 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:36:02,212 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:36:02,214 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 16:36:02,217 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 16:36:02,219 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 16:36:02,222 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 16:36:02,224 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 16:36:02,226 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:36:02,228 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:36:02,230 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 16:36:02,232 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 16:36:02,236 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 16:36:02,237 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 16:36:02,239 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 16:36:02,241 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:36:02,244 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:36:02,246 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:36:02,248 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 16:36:02,251 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,253 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,255 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,257 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:36:02,259 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 16:36:02,261 - 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 2024-11-20 2024-11-21 16:36:02,263 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:36:02,265 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 16:36:02,267 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:36:02,269 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:36:02,271 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 16:36:02,273 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 16:36:02,275 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:36:02,277 - 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 2024-11-15 2024-11-21 16:36:02,280 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:36:02,282 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:36:02,285 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 16:36:02,287 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 16:36:02,289 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 16:36:02,291 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:36:02,293 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 16:36:02,295 - 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 16:36:02,297 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 16:36:02,298 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,301 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 16:36:02,303 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,305 - 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 16:36:02,307 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 16:36:02,310 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 16:36:02,312 - 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 16:36:02,314 - 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 16:36:02,316 - 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 16:36:02,318 - 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 16:36:02,320 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 16:36:02,322 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 16:36:02,337 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 16:36:02,340 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 16:36:02,344 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,347 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,351 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,354 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,358 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,361 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,364 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,367 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,370 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:36:02,372 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 16:36:02,374 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 16:36:02,378 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,381 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,386 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 16:36:02,389 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 16:36:02,391 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,393 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 16:36:02,395 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 16:36:02,397 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:36:02,399 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 16:36:02,402 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 16:36:02,404 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 16:36:02,407 - 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 16:36:02,409 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 16:36:02,411 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 16:36:02,413 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 16:36:02,415 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:36:02,418 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:36:02,420 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:36:02,422 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 16:36:02,424 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 16:36:02,426 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 16:36:02,428 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 16:36:02,430 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 16:36:02,432 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 16:36:02,434 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 16:36:02,437 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 16:36:02,438 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 16:36:02,441 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 16:36:02,443 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 16:36:02,445 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 16:36:02,447 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 16:36:02,449 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 16:36:02,452 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 16:36:02,454 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 16:36:02,456 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 16:36:02,458 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 16:36:02,460 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 16:36:02,462 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 16:36:02,464 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 16:36:02,466 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 16:36:02,468 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 16:36:02,471 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 16:36:02,473 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,475 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 16:36:02,477 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 16:36:02,480 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 16:36:02,481 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 16:36:02,484 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 16:36:02,486 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:36:02,488 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 16:36:02,490 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 16:36:02,493 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 16:36:02,495 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 16:36:02,497 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 16:36:02,499 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 16:36:02,502 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 16:36:02,505 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 16:36:02,507 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 16:36:02,509 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 16:36:02,511 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 16:36:02,513 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 16:36:02,515 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 16:36:02,518 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 16:36:02,520 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 16:36:02,522 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 16:36:02,524 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 16:36:02,526 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 16:36:02,528 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 16:36:02,530 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:36:02,532 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 16:36:02,535 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 16:36:02,537 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 16:36:02,539 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 16:36:02,541 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:36:02,543 - 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 16:36:02,545 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 16:36:02,547 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 16:36:02,550 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,553 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,555 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,556 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 16:36:02,557 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,560 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,562 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,564 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 16:36:02,566 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 16:36:02,568 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 16:36:02,571 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 16:36:02,573 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 16:36:02,574 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 16:36:02,576 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 16:36:02,578 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 16:36:02,581 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 16:36:02,583 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 16:36:02,586 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 16:36:02,589 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 16:36:02,590 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 16:36:02,592 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 16:36:02,594 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 16:36:02,596 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 16:36:02,598 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 16:36:02,600 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 16:36:02,603 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 16:36:02,605 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 16:36:02,607 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 16:36:02,608 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 16:36:02,611 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 16:36:02,613 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 16:36:02,615 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 16:36:02,618 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 16:36:02,620 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 16:36:02,622 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 16:36:02,624 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:36:02,626 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 16:36:02,627 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 16:36:02,629 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:36:02,631 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 16:36:02,633 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:36:02,636 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:36:02,638 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:36:02,640 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 16:36:02,642 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:36:02,644 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:36:02,646 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:36:02,649 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 16:36:02,651 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,653 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,655 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 16:36:02,657 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 16:36:02,659 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 16:36:02,661 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 16:36:02,663 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 16:36:02,665 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:36:02,668 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 16:36:02,671 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 16:36:02,673 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:36:02,674 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 16:36:02,676 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 16:36:02,678 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 16:36:02,681 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 16:36:02,683 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 16:36:02,686 - 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 16:36:02,688 - 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 16:36:02,690 - 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 16:36:02,692 - 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 16:36:02,694 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 16:36:02,696 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 16:36:02,697 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 16:36:02,701 - 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 16:36:02,703 - 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 16:36:02,705 - 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 16:36:02,707 - 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 16:36:02,709 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 16:36:02,711 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 16:36:02,713 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,715 - 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 16:36:02,717 - 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 2024-11-15 2024-11-21 16:36:02,720 - 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 16:36:02,722 - 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 16:36:02,724 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 16:36:02,726 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 16:36:02,727 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 16:36:02,729 - 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 16:36:02,731 - 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 16:36:02,733 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,735 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,737 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,739 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,741 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,744 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,745 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,747 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,749 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,752 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,754 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,756 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,758 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 16:36:02,760 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 16:36:02,761 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:36:02,763 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 16:36:02,765 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 16:36:02,768 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 16:36:02,770 - 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 16:36:02,772 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,774 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,776 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,778 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 16:36:02,780 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 16:36:02,782 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 16:36:02,785 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 16:36:02,787 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 16:36:02,789 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 16:36:02,791 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 16:36:02,793 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 16:36:02,794 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 16:36:02,796 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 16:36:02,798 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 16:36:02,801 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 16:36:02,804 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 16:36:02,806 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 16:36:02,808 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 16:36:02,809 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 16:36:02,811 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 16:36:02,813 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 16:36:02,815 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 16:36:02,818 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 16:36:02,820 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 16:36:02,822 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 16:36:02,824 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 16:36:02,826 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 16:36:02,827 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 16:36:02,830 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 16:36:02,832 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 16:36:02,835 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 16:36:02,837 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 16:36:02,838 - 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 16:36:02,840 - 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 16:36:02,842 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 16:36:02,844 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:36:02,846 - 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 16:36:02,848 - 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 16:36:02,851 - 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 16:36:02,853 - 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 16:36:02,855 - 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 16:36:02,857 - 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 16:36:02,858 - 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 16:36:02,861 - 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 16:36:02,863 - 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 16:36:02,865 - 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 16:36:02,867 - 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 16:36:02,869 - 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 16:36:02,871 - 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 16:36:02,873 - 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 16:36:02,875 - 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 16:36:02,877 - 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 16:36:02,879 - 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 16:36:02,881 - 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 16:36:02,884 - 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 16:36:02,886 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:36:02,888 - 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 16:36:02,889 - 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 16:36:02,892 - 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 16:36:02,894 - 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 16:36:02,896 - 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 16:36:02,898 - 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 16:36:02,900 - 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 16:36:02,902 - 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 16:36:02,903 - 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 16:36:02,905 - 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 16:36:02,907 - 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 16:36:02,909 - 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 16:36:02,910 - 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 16:36:02,914 - 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 16:36:02,916 - 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 16:36:02,918 - 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 16:36:02,920 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:36:02,922 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 16:36:02,924 - 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 16:36:02,926 - 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 16:36:02,928 - 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 16:36:02,930 - 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 16:36:02,932 - 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 16:36:02,935 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:36:02,936 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,939 - 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 16:36:02,941 - 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 16:36:02,943 - 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 16:36:02,946 - 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 16:36:02,948 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:36:02,951 - 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 16:36:02,953 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,955 - 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 16:36:02,957 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,959 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,961 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 16:36:02,963 - 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 16:36:02,965 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,967 - 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 16:36:02,970 - 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 16:36:02,972 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,975 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,977 - 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 16:36:02,979 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,980 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,983 - 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 16:36:02,985 - 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 16:36:02,987 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,990 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,991 - 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 16:36:02,993 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,995 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,996 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:02,998 - 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 16:36:03,001 - 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 16:36:03,004 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:03,006 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 16:36:03,008 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 16:36:03,010 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 16:36:03,012 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 16:36:03,014 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 16:36:03,016 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 16:36:03,019 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 16:36:03,021 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 16:36:03,023 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 16:36:03,025 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 16:36:03,027 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 16:36:03,029 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 16:36:03,031 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 16:36:03,034 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 16:36:03,040 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 16:36:03,041 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 16:36:03,045 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 16:36:03,046 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 16:36:03,562 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 16:36:03,565 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 16:36:03,569 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 16:36:07,023 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 16:36:07,037 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 16:36:07,038 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 16:36:08,162 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 16:36:08,177 - my_logger - INFO - 最近60天预测残差最低的模型名称：PatchTST 2024-11-21 16:36:08,185 - my_logger - INFO - 开始训练模型... 2024-11-21 16:36:08,185 - my_logger - INFO - 模型训练完成 2024-11-21 16:36:08,186 - my_logger - INFO - 训练数据绘图ing 2024-11-21 16:36:09,091 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 16:36:10,872 - my_logger - INFO - 训练数据绘图end 2024-11-21 16:36:10,873 - my_logger - INFO - 制作报告ing 2024-11-21 16:36:11,126 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 16:36:13,624 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 16:36:13,627 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 16:36:15,798 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 16:36:15,799 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 16:36:17,989 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 16:36:17,990 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 16:36:20,525 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 16:36:20,526 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 16:36:22,851 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 16:36:22,852 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 16:36:23,249 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 16:36:23,250 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 16:36:25,959 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 16:36:25,960 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 16:36:28,176 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 16:36:28,178 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 16:36:28,544 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 16:36:32,469 - my_logger - INFO - 制作报告end 2024-11-21 16:36:32,469 - my_logger - INFO - 模型训练完成 2024-11-21 17:25:07,361 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 17:25:07,361 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 17:25:55,094 - 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 17:25:55,097 - 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 17:25:55,099 - 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 17:25:55,101 - 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 17:25:55,105 - 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 17:25:55,107 - 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 17:25:55,110 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 17:25:55,112 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 17:25:55,115 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 17:25:55,117 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 17:25:55,119 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 17:25:55,121 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 17:25:55,124 - 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 17:25:55,127 - 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 17:25:55,129 - 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 17:25:55,131 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 17:25:55,134 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 17:25:55,137 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 17:25:55,139 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 17:25:55,142 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 17:25:55,144 - 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 17:25:55,146 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 17:25:55,148 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:25:55,151 - 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 17:25:55,153 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:25:55,155 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:25:55,158 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:25:55,161 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:25:55,163 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:25:55,166 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 17:25:55,168 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 17:25:55,170 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 17:25:55,172 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 17:25:55,176 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:25:55,178 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:25:55,182 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:25:55,184 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:25:55,186 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:25:55,189 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:25:55,191 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 17:25:55,194 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 17:25:55,197 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 17:25:55,199 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 17:25:55,201 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 17:25:55,203 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 17:25:55,205 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 17:25:55,208 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 17:25:55,210 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 17:25:55,213 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 17:25:55,216 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 17:25:55,218 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 17:25:55,221 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:25:55,223 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:25:55,226 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:25:55,229 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 17:25:55,231 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:25:55,234 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 17:25:55,236 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 17:25:55,238 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 17:25:55,241 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 17:25:55,243 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 17:25:55,245 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 17:25:55,247 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 17:25:55,250 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 17:25:55,252 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 17:25:55,255 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:25:55,257 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:25:55,260 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 17:25:55,263 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 17:25:55,265 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 17:25:55,267 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 17:25:55,269 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 17:25:55,272 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 17:25:55,274 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 17:25:55,275 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 17:25:55,278 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 17:25:55,281 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 17:25:55,284 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 17:25:55,286 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 17:25:55,289 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 17:25:55,291 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 17:25:55,293 - 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 17:25:55,296 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 17:25:55,298 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 17:25:55,301 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 17:25:55,303 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 17:25:55,305 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 17:25:55,307 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 17:25:55,309 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 17:25:55,312 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 17:25:55,314 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 17:25:55,316 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 17:25:55,318 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 17:25:55,321 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 17:25:55,323 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 17:25:55,326 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 17:25:55,330 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 17:25:55,332 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 17:25:55,334 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 17:25:55,336 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 17:25:55,338 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 17:25:55,340 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 17:25:55,342 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 17:25:55,345 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 17:25:55,347 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 17:25:55,350 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 17:25:55,352 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 17:25:55,353 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 17:25:55,355 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 17:25:55,357 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 17:25:55,361 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 17:25:55,362 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 17:25:55,365 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 17:25:55,367 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 17:25:55,369 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 17:25:55,372 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,374 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,376 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,379 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 17:25:55,381 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,383 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,385 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,387 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,390 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,392 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 17:25:55,396 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:25:55,398 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:25:55,400 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:25:55,402 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 17:25:55,404 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 17:25:55,406 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 17:25:55,408 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 17:25:55,411 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:25:55,413 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:25:55,415 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:25:55,417 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 17:25:55,419 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 17:25:55,422 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 17:25:55,424 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 17:25:55,427 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:25:55,430 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:25:55,432 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:25:55,434 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:25:55,435 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,438 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,440 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,442 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 17:25:55,445 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 17:25:55,447 - 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 2024-11-20 2024-11-21 17:25:55,449 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 17:25:55,451 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 17:25:55,453 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:25:55,455 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:25:55,458 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 17:25:55,460 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 17:25:55,462 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:25:55,464 - 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 2024-11-15 2024-11-21 17:25:55,466 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:25:55,468 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:25:55,470 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 17:25:55,473 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 17:25:55,475 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 17:25:55,477 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:25:55,480 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 17:25:55,482 - 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 17:25:55,485 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 17:25:55,488 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,490 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 17:25:55,492 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,495 - 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 17:25:55,497 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 17:25:55,500 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 17:25:55,502 - 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 17:25:55,504 - 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 17:25:55,506 - 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 17:25:55,508 - 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 17:25:55,511 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 17:25:55,514 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 17:25:55,516 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 17:25:55,518 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 17:25:55,521 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,523 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,524 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,528 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,530 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,532 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,535 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,536 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,538 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 17:25:55,540 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 17:25:55,543 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:25:55,546 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,548 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,550 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 17:25:55,552 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:25:55,554 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,556 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 17:25:55,559 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 17:25:55,562 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 17:25:55,564 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 17:25:55,566 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 17:25:55,568 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 17:25:55,570 - 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 17:25:55,572 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 17:25:55,574 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 17:25:55,577 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 17:25:55,593 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:25:55,599 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:25:55,602 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:25:55,605 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 17:25:55,609 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 17:25:55,613 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 17:25:55,617 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 17:25:55,621 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 17:25:55,624 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 17:25:55,628 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 17:25:55,631 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 17:25:55,632 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 17:25:55,635 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 17:25:55,637 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 17:25:55,639 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 17:25:55,643 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 17:25:55,647 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 17:25:55,651 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 17:25:55,655 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:25:55,659 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 17:25:55,663 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 17:25:55,666 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 17:25:55,669 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 17:25:55,672 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 17:25:55,674 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 17:25:55,677 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 17:25:55,679 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 17:25:55,681 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,683 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 17:25:55,686 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 17:25:55,689 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 17:25:55,691 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 17:25:55,694 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 17:25:55,697 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 17:25:55,699 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 17:25:55,701 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 17:25:55,703 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 17:25:55,705 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 17:25:55,708 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 17:25:55,710 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 17:25:55,713 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 17:25:55,716 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 17:25:55,719 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 17:25:55,721 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 17:25:55,724 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 17:25:55,728 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 17:25:55,731 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 17:25:55,734 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 17:25:55,737 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 17:25:55,739 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 17:25:55,741 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 17:25:55,744 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 17:25:55,746 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 17:25:55,749 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 17:25:55,752 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 17:25:55,754 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 17:25:55,756 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 17:25:55,758 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 17:25:55,762 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 17:25:55,764 - 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 17:25:55,767 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 17:25:55,769 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 17:25:55,771 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,772 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,775 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,778 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 17:25:55,780 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,783 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,784 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,786 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 17:25:55,789 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 17:25:55,791 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 17:25:55,795 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 17:25:55,796 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 17:25:55,799 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 17:25:55,801 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 17:25:55,803 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 17:25:55,805 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 17:25:55,807 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 17:25:55,810 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 17:25:55,814 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 17:25:55,817 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 17:25:55,819 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 17:25:55,821 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 17:25:55,824 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 17:25:55,826 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 17:25:55,829 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 17:25:55,831 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 17:25:55,833 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 17:25:55,836 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 17:25:55,838 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 17:25:55,840 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 17:25:55,843 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 17:25:55,845 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 17:25:55,847 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 17:25:55,849 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 17:25:55,851 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 17:25:55,853 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 17:25:55,855 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 17:25:55,858 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 17:25:55,861 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 17:25:55,864 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 17:25:55,866 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:25:55,868 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:25:55,870 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:25:55,872 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:25:55,874 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:25:55,877 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:25:55,880 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:25:55,882 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:25:55,884 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,886 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,888 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 17:25:55,891 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 17:25:55,894 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 17:25:55,896 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 17:25:55,898 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 17:25:55,900 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 17:25:55,903 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 17:25:55,905 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 17:25:55,907 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 17:25:55,909 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 17:25:55,912 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 17:25:55,914 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 17:25:55,916 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:25:55,918 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 17:25:55,920 - 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 17:25:55,922 - 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 17:25:55,925 - 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 17:25:55,928 - 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 17:25:55,930 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 17:25:55,932 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 17:25:55,933 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:25:55,936 - 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 17:25:55,938 - 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 17:25:55,940 - 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 17:25:55,942 - 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 17:25:55,944 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 17:25:55,947 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 17:25:55,949 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,952 - 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 17:25:55,954 - 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 2024-11-15 2024-11-21 17:25:55,956 - 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 17:25:55,958 - 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 17:25:55,961 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 17:25:55,964 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 17:25:55,965 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 17:25:55,968 - 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 17:25:55,970 - 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 17:25:55,972 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,974 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,976 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,979 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,981 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,984 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,986 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,989 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,991 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,993 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,996 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 17:25:55,998 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 17:25:56,000 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 17:25:56,002 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 17:25:56,005 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 17:25:56,007 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 17:25:56,009 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 17:25:56,011 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 17:25:56,014 - 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 17:25:56,016 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 17:25:56,019 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 17:25:56,021 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 17:25:56,023 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 17:25:56,025 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 17:25:56,028 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 17:25:56,030 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:25:56,033 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 17:25:56,035 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 17:25:56,037 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 17:25:56,039 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 17:25:56,041 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 17:25:56,044 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 17:25:56,047 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 17:25:56,049 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 17:25:56,051 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 17:25:56,053 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 17:25:56,055 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 17:25:56,057 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 17:25:56,059 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 17:25:56,062 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 17:25:56,064 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 17:25:56,068 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 17:25:56,070 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 17:25:56,072 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 17:25:56,074 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 17:25:56,076 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 17:25:56,079 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 17:25:56,081 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 17:25:56,083 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 17:25:56,085 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 17:25:56,087 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 17:25:56,089 - 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 17:25:56,091 - 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 17:25:56,095 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 17:25:56,097 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:25:56,099 - 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 17:25:56,101 - 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 17:25:56,104 - 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 17:25:56,106 - 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 17:25:56,109 - 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 17:25:56,112 - 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 17:25:56,115 - 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 17:25:56,117 - 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 17:25:56,119 - 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 17:25:56,121 - 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 17:25:56,123 - 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 17:25:56,126 - 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 17:25:56,129 - 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 17:25:56,131 - 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 17:25:56,134 - 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 17:25:56,136 - 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 17:25:56,137 - 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 17:25:56,140 - 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 17:25:56,142 - 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 17:25:56,145 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:25:56,147 - 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 17:25:56,149 - 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 17:25:56,151 - 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 17:25:56,154 - 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 17:25:56,156 - 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 17:25:56,158 - 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 17:25:56,161 - 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 17:25:56,163 - 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 17:25:56,165 - 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 17:25:56,167 - 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 17:25:56,169 - 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 17:25:56,171 - 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 17:25:56,173 - 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 17:25:56,176 - 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 17:25:56,179 - 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 17:25:56,181 - 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 17:25:56,183 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:25:56,185 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:25:56,187 - 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 17:25:56,190 - 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 17:25:56,193 - 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 17:25:56,195 - 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 17:25:56,198 - 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 17:25:56,200 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:25:56,203 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,204 - 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 17:25:56,206 - 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 17:25:56,208 - 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 17:25:56,211 - 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 17:25:56,214 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:25:56,216 - 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 17:25:56,218 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,220 - 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 17:25:56,222 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,224 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,227 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:25:56,229 - 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 17:25:56,231 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,233 - 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 17:25:56,236 - 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 17:25:56,237 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,239 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,242 - 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 17:25:56,245 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,247 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,250 - 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 17:25:56,252 - 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 17:25:56,255 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,257 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,259 - 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 17:25:56,262 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,264 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,266 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,268 - 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 17:25:56,270 - 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 17:25:56,272 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,275 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:25:56,277 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 17:25:56,280 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 17:25:56,282 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 17:25:56,284 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 17:25:56,286 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 17:25:56,289 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 17:25:56,291 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 17:25:56,294 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 17:25:56,297 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 17:25:56,299 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 17:25:56,301 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 17:25:56,303 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 17:25:56,305 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 17:25:56,310 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 17:25:56,313 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 17:25:56,317 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 17:25:56,317 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 17:25:56,808 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 17:25:56,813 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 17:25:56,817 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 17:26:00,388 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 17:26:00,401 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 17:26:00,402 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 17:26:01,519 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 17:26:01,535 - my_logger - INFO - 最近60天预测残差最低的模型名称：PatchTST 2024-11-21 17:26:01,541 - my_logger - INFO - 开始训练模型... 2024-11-21 17:26:01,542 - my_logger - INFO - 模型训练完成 2024-11-21 17:26:01,542 - my_logger - INFO - 训练数据绘图ing 2024-11-21 17:26:02,478 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 17:26:04,291 - my_logger - INFO - 训练数据绘图end 2024-11-21 17:26:04,292 - my_logger - INFO - 制作报告ing 2024-11-21 17:26:04,539 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 17:26:07,067 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 17:26:07,069 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 17:26:09,187 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 17:26:09,189 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 17:26:11,381 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 17:26:11,383 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 17:26:13,946 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 17:26:13,947 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 17:26:16,204 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 17:26:16,204 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 17:26:16,566 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 17:26:16,567 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 17:26:19,243 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 17:26:19,243 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 17:26:21,433 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 17:26:21,434 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 17:26:21,797 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 17:26:25,714 - my_logger - INFO - 制作报告end 2024-11-21 17:26:25,714 - my_logger - INFO - 模型训练完成 2024-11-21 17:36:57,501 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 17:36:57,503 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 17:37:41,785 - 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 17:37:41,788 - 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 17:37:41,790 - 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 17:37:41,792 - 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 17:37:41,794 - 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 17:37:41,796 - 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 17:37:41,799 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 17:37:41,801 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 17:37:41,804 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 17:37:41,806 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 17:37:41,808 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 17:37:41,810 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 17:37:41,812 - 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 17:37:41,815 - 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 17:37:41,817 - 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 17:37:41,818 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 17:37:41,820 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 17:37:41,823 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 17:37:41,825 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 17:37:41,828 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 17:37:41,830 - 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 17:37:41,832 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 17:37:41,834 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:37:41,836 - 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 17:37:41,838 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:37:41,841 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:37:41,844 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:37:41,846 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:37:41,848 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:37:41,850 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 17:37:41,852 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 17:37:41,854 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 17:37:41,856 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 17:37:41,858 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:37:41,861 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:37:41,863 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:37:41,865 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:37:41,867 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:37:41,869 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:37:41,872 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 17:37:41,874 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 17:37:41,876 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 17:37:41,878 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 17:37:41,880 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 17:37:41,882 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 17:37:41,885 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 17:37:41,887 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 17:37:41,889 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 17:37:41,892 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 17:37:41,893 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 17:37:41,895 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 17:37:41,898 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:37:41,900 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:37:41,902 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:37:41,904 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 17:37:41,906 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:37:41,908 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 17:37:41,911 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 17:37:41,913 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 17:37:41,915 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 17:37:41,917 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 17:37:41,920 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 17:37:41,922 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 17:37:41,924 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 17:37:41,926 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 17:37:41,928 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:37:41,930 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:37:41,932 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 17:37:41,934 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 17:37:41,936 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 17:37:41,938 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 17:37:41,940 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 17:37:41,942 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 17:37:41,945 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 17:37:41,947 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 17:37:41,949 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 17:37:41,951 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 17:37:41,954 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 17:37:41,956 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 17:37:41,957 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 17:37:41,960 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 17:37:41,962 - 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 17:37:41,965 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 17:37:41,967 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 17:37:41,968 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 17:37:41,970 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 17:37:41,971 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 17:37:41,973 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 17:37:41,975 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 17:37:41,977 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 17:37:41,980 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 17:37:41,982 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 17:37:41,984 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 17:37:41,986 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 17:37:41,989 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 17:37:41,990 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 17:37:41,992 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 17:37:41,994 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 17:37:41,996 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 17:37:41,998 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 17:37:42,001 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 17:37:42,003 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 17:37:42,005 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 17:37:42,007 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 17:37:42,009 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 17:37:42,010 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 17:37:42,013 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 17:37:42,015 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 17:37:42,017 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 17:37:42,020 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 17:37:42,022 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 17:37:42,023 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 17:37:42,025 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 17:37:42,028 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 17:37:42,031 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 17:37:42,033 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,035 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,036 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,038 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 17:37:42,040 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,042 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,045 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,046 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,049 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,051 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 17:37:42,053 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:37:42,055 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:37:42,058 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:37:42,059 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 17:37:42,061 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 17:37:42,063 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 17:37:42,065 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 17:37:42,068 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:37:42,070 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:37:42,072 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:37:42,074 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 17:37:42,076 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 17:37:42,079 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 17:37:42,080 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 17:37:42,082 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:37:42,084 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:37:42,086 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:37:42,089 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:37:42,092 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,094 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,097 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,100 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 17:37:42,101 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 17:37:42,103 - 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 2024-11-20 2024-11-21 17:37:42,105 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 17:37:42,107 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 17:37:42,110 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:37:42,112 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:37:42,114 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 17:37:42,117 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 17:37:42,118 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:37:42,120 - 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 2024-11-15 2024-11-21 17:37:42,123 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:37:42,124 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:37:42,126 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 17:37:42,128 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 17:37:42,130 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 17:37:42,132 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:37:42,134 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 17:37:42,136 - 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 17:37:42,139 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 17:37:42,141 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,142 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 17:37:42,145 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,146 - 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 17:37:42,149 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 17:37:42,151 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 17:37:42,153 - 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 17:37:42,156 - 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 17:37:42,158 - 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 17:37:42,160 - 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 17:37:42,163 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 17:37:42,165 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 17:37:42,169 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 17:37:42,172 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 17:37:42,174 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,176 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,179 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,181 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,183 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,185 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,187 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,189 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,191 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 17:37:42,192 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 17:37:42,194 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:37:42,197 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,198 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,202 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 17:37:42,205 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:37:42,207 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,209 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 17:37:42,211 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 17:37:42,214 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 17:37:42,216 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 17:37:42,218 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 17:37:42,220 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 17:37:42,223 - 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 17:37:42,225 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 17:37:42,228 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 17:37:42,230 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 17:37:42,233 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:37:42,235 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:37:42,237 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:37:42,240 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 17:37:42,242 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 17:37:42,246 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 17:37:42,248 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 17:37:42,251 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 17:37:42,253 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 17:37:42,255 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 17:37:42,258 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 17:37:42,260 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 17:37:42,263 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 17:37:42,266 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 17:37:42,267 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 17:37:42,270 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 17:37:42,272 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 17:37:42,274 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 17:37:42,276 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:37:42,279 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 17:37:42,282 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 17:37:42,283 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 17:37:42,285 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 17:37:42,287 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 17:37:42,290 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 17:37:42,292 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 17:37:42,294 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 17:37:42,297 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,298 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 17:37:42,300 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 17:37:42,302 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 17:37:42,305 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 17:37:42,307 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 17:37:42,308 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 17:37:42,312 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 17:37:42,315 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 17:37:42,317 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 17:37:42,319 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 17:37:42,322 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 17:37:42,324 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 17:37:42,327 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 17:37:42,330 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 17:37:42,332 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 17:37:42,335 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 17:37:42,337 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 17:37:42,339 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 17:37:42,341 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 17:37:42,344 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 17:37:42,346 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 17:37:42,349 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 17:37:42,351 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 17:37:42,353 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 17:37:42,356 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 17:37:42,358 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 17:37:42,361 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 17:37:42,363 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 17:37:42,365 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 17:37:42,368 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 17:37:42,370 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 17:37:42,373 - 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 17:37:42,375 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 17:37:42,377 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 17:37:42,379 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,382 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,384 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,386 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 17:37:42,389 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,392 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,395 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,397 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 17:37:42,399 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 17:37:42,401 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 17:37:42,403 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 17:37:42,406 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 17:37:42,409 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 17:37:42,411 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 17:37:42,413 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 17:37:42,415 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 17:37:42,418 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 17:37:42,420 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 17:37:42,425 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 17:37:42,429 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 17:37:42,431 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 17:37:42,433 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 17:37:42,436 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 17:37:42,438 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 17:37:42,441 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 17:37:42,443 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 17:37:42,445 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 17:37:42,448 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 17:37:42,450 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 17:37:42,453 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 17:37:42,454 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 17:37:42,458 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 17:37:42,461 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 17:37:42,464 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 17:37:42,466 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 17:37:42,469 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 17:37:42,471 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 17:37:42,473 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 17:37:42,475 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 17:37:42,477 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 17:37:42,480 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:37:42,482 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:37:42,485 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:37:42,488 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:37:42,490 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:37:42,492 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:37:42,494 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:37:42,497 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:37:42,500 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,503 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,506 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 17:37:42,508 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 17:37:42,511 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 17:37:42,514 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 17:37:42,516 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 17:37:42,519 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 17:37:42,521 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 17:37:42,523 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 17:37:42,526 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 17:37:42,529 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 17:37:42,531 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 17:37:42,533 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 17:37:42,536 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:37:42,537 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 17:37:42,541 - 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 17:37:42,543 - 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 17:37:42,546 - 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 17:37:42,548 - 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 17:37:42,550 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 17:37:42,552 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 17:37:42,554 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:37:42,556 - 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 17:37:42,558 - 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 17:37:42,561 - 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 17:37:42,563 - 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 17:37:42,565 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 17:37:42,567 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 17:37:42,569 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,571 - 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 17:37:42,573 - 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 2024-11-15 2024-11-21 17:37:42,575 - 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 17:37:42,577 - 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 17:37:42,579 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 17:37:42,582 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 17:37:42,584 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 17:37:42,587 - 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 17:37:42,589 - 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 17:37:42,590 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,592 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,595 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,597 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,599 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,602 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,604 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,606 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,609 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,611 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,612 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,614 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,616 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 17:37:42,618 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 17:37:42,621 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 17:37:42,623 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 17:37:42,625 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 17:37:42,627 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 17:37:42,629 - 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 17:37:42,631 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,633 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,635 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,637 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 17:37:42,639 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 17:37:42,641 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 17:37:42,643 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:37:42,645 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 17:37:42,647 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 17:37:42,650 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 17:37:42,652 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 17:37:42,654 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 17:37:42,656 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 17:37:42,658 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 17:37:42,660 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 17:37:42,662 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 17:37:42,664 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 17:37:42,666 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 17:37:42,668 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 17:37:42,671 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 17:37:42,673 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 17:37:42,675 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 17:37:42,677 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 17:37:42,679 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 17:37:42,681 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 17:37:42,682 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 17:37:42,684 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 17:37:42,687 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 17:37:42,689 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 17:37:42,691 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 17:37:42,693 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 17:37:42,695 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 17:37:42,697 - 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 17:37:42,699 - 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 17:37:42,700 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 17:37:42,703 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:37:42,705 - 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 17:37:42,707 - 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 17:37:42,708 - 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 17:37:42,710 - 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 17:37:42,713 - 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 17:37:42,716 - 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 17:37:42,718 - 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 17:37:42,720 - 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 17:37:42,721 - 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 17:37:42,723 - 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 17:37:42,726 - 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 17:37:42,728 - 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 17:37:42,730 - 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 17:37:42,731 - 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 17:37:42,735 - 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 17:37:42,737 - 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 17:37:42,739 - 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 17:37:42,741 - 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 17:37:42,743 - 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 17:37:42,745 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:37:42,747 - 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 17:37:42,749 - 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 17:37:42,751 - 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 17:37:42,753 - 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 17:37:42,755 - 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 17:37:42,757 - 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 17:37:42,759 - 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 17:37:42,762 - 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 17:37:42,764 - 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 17:37:42,766 - 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 17:37:42,768 - 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 17:37:42,770 - 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 17:37:42,772 - 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 17:37:42,774 - 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 17:37:42,777 - 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 17:37:42,779 - 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 17:37:42,781 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:37:42,783 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:37:42,785 - 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 17:37:42,787 - 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 17:37:42,789 - 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 17:37:42,791 - 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 17:37:42,793 - 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 17:37:42,796 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:37:42,798 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,800 - 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 17:37:42,802 - 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 17:37:42,804 - 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 17:37:42,805 - 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 17:37:42,808 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:37:42,810 - 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 17:37:42,813 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,815 - 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 17:37:42,816 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,818 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,821 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:37:42,822 - 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 17:37:42,824 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,826 - 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 17:37:42,828 - 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 17:37:42,831 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,833 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,835 - 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 17:37:42,836 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,838 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,840 - 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 17:37:42,842 - 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 17:37:42,844 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,846 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,849 - 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 17:37:42,851 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,853 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,855 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,857 - 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 17:37:42,859 - 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 17:37:42,862 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,864 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:37:42,866 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 17:37:42,867 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 17:37:42,869 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 17:37:42,871 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 17:37:42,874 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 17:37:42,876 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 17:37:42,879 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 17:37:42,881 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 17:37:42,883 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 17:37:42,884 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 17:37:42,886 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 17:37:42,888 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 17:37:42,890 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 17:37:42,897 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 17:37:42,899 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 17:37:42,903 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 17:37:42,903 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 17:37:43,400 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 17:37:43,403 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 17:37:43,406 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 17:37:46,729 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 17:37:46,744 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 17:37:46,747 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 17:37:48,037 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 17:37:48,044 - my_logger - INFO - 开始训练模型... 2024-11-21 17:37:48,044 - my_logger - INFO - 模型训练完成 2024-11-21 17:37:48,045 - my_logger - INFO - 训练数据绘图ing 2024-11-21 17:37:48,980 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 17:37:50,786 - my_logger - INFO - 训练数据绘图end 2024-11-21 17:37:50,787 - my_logger - INFO - 制作报告ing 2024-11-21 17:37:51,074 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 17:37:53,545 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 17:37:53,547 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 17:37:55,665 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 17:37:55,666 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 17:37:57,820 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 17:37:57,822 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 17:38:00,461 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 17:38:00,462 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 17:38:02,549 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 17:38:02,550 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 17:38:02,897 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 17:38:02,898 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 17:38:05,292 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 17:38:05,294 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 17:38:07,269 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 17:38:07,270 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 17:38:07,598 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 17:38:11,427 - my_logger - INFO - 制作报告end 2024-11-21 17:38:11,428 - my_logger - INFO - 模型训练完成 2024-11-21 17:49:05,477 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 17:49:05,478 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 17:50:25,463 - 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 17:50:25,468 - 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 17:50:25,471 - 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 17:50:25,475 - 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 17:50:25,480 - 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 17:50:25,485 - 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 17:50:25,489 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 17:50:25,492 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 17:50:25,497 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 17:50:25,500 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 17:50:25,504 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 17:50:25,507 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 17:50:25,511 - 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 17:50:25,515 - 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 17:50:25,518 - 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 17:50:25,521 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 17:50:25,525 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 17:50:25,529 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 17:50:25,533 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 17:50:25,536 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 17:50:25,539 - 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 17:50:25,542 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 17:50:25,546 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:50:25,550 - 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 17:50:25,553 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:50:25,557 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:50:25,561 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:50:25,565 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:50:25,569 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 17:50:25,573 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 17:50:25,577 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 17:50:25,580 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 17:50:25,584 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 17:50:25,588 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:50:25,592 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:50:25,597 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 17:50:25,601 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:50:25,606 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:50:25,609 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 17:50:25,612 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 17:50:25,617 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 17:50:25,621 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 17:50:25,625 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 17:50:25,629 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 17:50:25,634 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 17:50:25,638 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 17:50:25,642 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 17:50:25,645 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 17:50:25,649 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 17:50:25,653 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 17:50:25,657 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 17:50:25,661 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:50:25,664 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:50:25,668 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:50:25,673 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 17:50:25,677 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:50:25,681 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 17:50:25,685 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 17:50:25,689 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 17:50:25,693 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 17:50:25,696 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 17:50:25,701 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 17:50:25,704 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 17:50:25,709 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 17:50:25,713 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 17:50:25,717 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:50:25,720 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 17:50:25,724 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 17:50:25,727 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 17:50:25,731 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 17:50:25,735 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 17:50:25,737 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 17:50:25,742 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 17:50:25,747 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 17:50:25,751 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 17:50:25,754 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 17:50:25,757 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 17:50:25,762 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 17:50:25,765 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 17:50:25,768 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 17:50:25,773 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 17:50:25,776 - 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 17:50:25,780 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 17:50:25,784 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 17:50:25,787 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 17:50:25,792 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 17:50:25,796 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 17:50:25,799 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 17:50:25,804 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 17:50:25,808 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 17:50:25,813 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 17:50:25,817 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 17:50:25,821 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 17:50:25,824 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 17:50:25,828 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 17:50:25,832 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 17:50:25,836 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 17:50:25,840 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 17:50:25,843 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 17:50:25,847 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 17:50:25,851 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 17:50:25,856 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 17:50:25,859 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 17:50:25,864 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 17:50:25,868 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 17:50:25,872 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 17:50:25,875 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 17:50:25,878 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 17:50:25,883 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 17:50:25,887 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 17:50:25,890 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 17:50:25,895 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 17:50:25,898 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 17:50:25,902 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 17:50:25,905 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 17:50:25,908 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,912 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,917 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,920 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 17:50:25,924 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,927 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,931 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,937 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,940 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 17:50:25,984 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 17:50:25,997 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:50:26,001 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:50:26,004 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 17:50:26,027 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 17:50:26,032 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 17:50:26,036 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 17:50:26,040 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 17:50:26,044 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:50:26,048 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:50:26,051 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 17:50:26,056 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 17:50:26,060 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 17:50:26,064 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 17:50:26,068 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 17:50:26,071 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:50:26,076 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:50:26,080 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:50:26,083 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 17:50:26,087 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:50:26,090 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:50:26,094 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 17:50:26,097 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 17:50:26,102 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 17:50:26,106 - 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 2024-11-20 2024-11-21 17:50:26,109 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 17:50:26,112 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 17:50:26,116 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:50:26,120 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:50:26,124 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 17:50:26,127 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 17:50:26,130 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:50:26,135 - 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 2024-11-15 2024-11-21 17:50:26,139 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:50:26,142 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:50:26,146 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 17:50:26,151 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 17:50:26,155 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 17:50:26,159 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:50:26,162 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 17:50:26,166 - 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 17:50:26,170 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 17:50:26,173 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,177 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 17:50:26,180 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,185 - 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 17:50:26,190 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 17:50:26,193 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 17:50:26,196 - 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 17:50:26,201 - 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 17:50:26,205 - 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 17:50:26,209 - 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 17:50:26,213 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 17:50:26,217 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 17:50:26,220 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 17:50:26,223 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 17:50:26,227 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,234 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,237 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,242 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,246 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,251 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,254 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,258 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,261 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 17:50:26,266 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 17:50:26,269 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 17:50:26,273 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,276 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,281 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 17:50:26,284 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 17:50:26,289 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 17:50:26,294 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 17:50:26,297 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 17:50:26,301 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 17:50:26,306 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 17:50:26,310 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 17:50:26,314 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 17:50:26,317 - 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 17:50:26,321 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 17:50:26,324 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 17:50:26,329 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 17:50:26,332 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:50:26,336 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:50:26,340 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:50:26,344 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 17:50:26,348 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 17:50:26,351 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 17:50:26,356 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 17:50:26,360 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 17:50:26,364 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 17:50:26,367 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 17:50:26,371 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 17:50:26,374 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 17:50:26,378 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 17:50:26,381 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 17:50:26,384 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 17:50:26,389 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 17:50:26,393 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 17:50:26,397 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 17:50:26,401 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 17:50:26,405 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 17:50:26,408 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 17:50:26,412 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 17:50:26,416 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 17:50:26,419 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 17:50:26,423 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 17:50:26,426 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 17:50:26,430 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 17:50:26,434 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,438 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 17:50:26,441 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 17:50:26,445 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 17:50:26,449 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 17:50:26,453 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 17:50:26,456 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 17:50:26,460 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 17:50:26,462 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 17:50:26,467 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 17:50:26,471 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 17:50:26,475 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 17:50:26,479 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 17:50:26,483 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 17:50:26,487 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 17:50:26,490 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 17:50:26,494 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 17:50:26,498 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 17:50:26,502 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 17:50:26,505 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 17:50:26,508 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 17:50:26,512 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 17:50:26,517 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 17:50:26,521 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 17:50:26,524 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 17:50:26,528 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 17:50:26,535 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 17:50:26,539 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 17:50:26,544 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 17:50:26,549 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 17:50:26,553 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 17:50:26,557 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 17:50:26,560 - 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 17:50:26,564 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 17:50:26,567 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 17:50:26,571 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,575 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,579 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,583 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 17:50:26,586 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,591 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,594 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,597 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 17:50:26,601 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 17:50:26,605 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 17:50:26,608 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 17:50:26,612 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 17:50:26,616 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 17:50:26,620 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 17:50:26,624 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 17:50:26,627 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 17:50:26,631 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 17:50:26,636 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 17:50:26,641 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 17:50:26,646 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 17:50:26,649 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 17:50:26,653 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 17:50:26,657 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 17:50:26,660 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 17:50:26,664 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 17:50:26,670 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 17:50:26,673 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 17:50:26,676 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 17:50:26,680 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 17:50:26,684 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 17:50:26,688 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 17:50:26,690 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 17:50:26,693 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 17:50:26,698 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 17:50:26,702 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 17:50:26,706 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 17:50:26,709 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 17:50:26,712 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 17:50:26,715 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 17:50:26,719 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 17:50:26,722 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:50:26,726 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:50:26,730 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:50:26,733 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 17:50:26,737 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:50:26,740 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:50:26,745 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:50:26,749 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 17:50:26,752 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 17:50:26,756 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 17:50:26,760 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 17:50:26,764 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 17:50:26,767 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 17:50:26,771 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 17:50:26,776 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 17:50:26,781 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 17:50:26,784 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 17:50:26,787 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 17:50:26,791 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 17:50:26,794 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 17:50:26,797 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 17:50:26,802 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 17:50:26,807 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 17:50:26,810 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 17:50:26,814 - 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 17:50:26,817 - 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 17:50:26,821 - 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 17:50:26,824 - 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 17:50:26,827 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 17:50:26,831 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 17:50:26,835 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 17:50:26,839 - 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 17:50:26,841 - 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 17:50:26,845 - 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 17:50:26,849 - 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 17:50:26,853 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 17:50:26,857 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 17:50:26,861 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,864 - 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 17:50:26,869 - 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 2024-11-15 2024-11-21 17:50:26,872 - 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 17:50:26,875 - 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 17:50:26,879 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 17:50:26,884 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 17:50:26,888 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 17:50:26,891 - 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 17:50:26,894 - 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 17:50:26,899 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,903 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,906 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,910 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,915 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,919 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,923 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,927 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,931 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,935 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,938 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,941 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,944 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 17:50:26,948 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 17:50:26,952 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 17:50:26,956 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 17:50:26,959 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 17:50:26,963 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 17:50:26,967 - 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 17:50:26,969 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,974 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,978 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,981 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 17:50:26,985 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 17:50:26,988 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 17:50:26,992 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 17:50:26,996 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 17:50:27,000 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 17:50:27,005 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 17:50:27,009 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 17:50:27,013 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 17:50:27,017 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 17:50:27,020 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 17:50:27,024 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 17:50:27,028 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 17:50:27,032 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 17:50:27,035 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 17:50:27,038 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 17:50:27,042 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 17:50:27,045 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 17:50:27,049 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 17:50:27,052 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 17:50:27,056 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 17:50:27,059 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 17:50:27,063 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 17:50:27,068 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 17:50:27,072 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 17:50:27,075 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 17:50:27,079 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 17:50:27,083 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 17:50:27,087 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 17:50:27,092 - 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 17:50:27,098 - 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 17:50:27,103 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 17:50:27,107 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:50:27,111 - 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 17:50:27,115 - 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 17:50:27,121 - 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 17:50:27,124 - 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 17:50:27,128 - 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 17:50:27,134 - 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 17:50:27,137 - 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 17:50:27,141 - 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 17:50:27,145 - 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 17:50:27,149 - 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 17:50:27,154 - 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 17:50:27,157 - 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 17:50:27,162 - 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 17:50:27,165 - 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 17:50:27,169 - 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 17:50:27,173 - my_logger - INFO - Column Non-OPEC DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:50:27,176 - 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 17:50:27,181 - 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 17:50:27,184 - 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 17:50:27,188 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:50:27,190 - 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 17:50:27,195 - 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 17:50:27,199 - 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 17:50:27,201 - 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 17:50:27,205 - 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 17:50:27,207 - 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 17:50:27,211 - 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 17:50:27,215 - 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 17:50:27,218 - 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 17:50:27,221 - 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 17:50:27,225 - 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 17:50:27,227 - 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 17:50:27,231 - 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 17:50:27,235 - 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 17:50:27,239 - 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 17:50:27,242 - 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 17:50:27,245 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:50:27,249 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 17:50:27,252 - 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 17:50:27,255 - 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 17:50:27,259 - 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 17:50:27,262 - 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 17:50:27,266 - 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 17:50:27,270 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:50:27,274 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,278 - 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 17:50:27,283 - 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 17:50:27,287 - 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 17:50:27,291 - 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 17:50:27,296 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:50:27,300 - 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 17:50:27,305 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,308 - 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 17:50:27,312 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,316 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,320 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 17:50:27,324 - 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 17:50:27,328 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,332 - 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 17:50:27,336 - 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 17:50:27,340 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,344 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,349 - 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 17:50:27,353 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,356 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,360 - 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 17:50:27,363 - 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 17:50:27,367 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,369 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,374 - 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 17:50:27,378 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,382 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,385 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,389 - 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 17:50:27,393 - 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 17:50:27,397 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,400 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 17:50:27,404 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 17:50:27,408 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 17:50:27,411 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 17:50:27,415 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 17:50:27,419 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 17:50:27,423 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 17:50:27,427 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 17:50:27,430 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 17:50:27,434 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 17:50:27,437 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 17:50:27,440 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 17:50:27,444 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 17:50:27,447 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 17:50:27,456 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 17:50:27,459 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 17:50:27,465 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 17:50:27,466 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 17:50:28,311 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 17:50:28,316 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 17:50:28,322 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 17:50:34,277 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 17:50:34,297 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 17:50:34,299 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 17:50:35,897 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 17:50:35,902 - my_logger - INFO - 开始训练模型... 2024-11-21 17:50:35,902 - my_logger - INFO - 模型训练完成 2024-11-21 17:50:35,903 - my_logger - INFO - 训练数据绘图ing 2024-11-21 17:50:37,306 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 17:50:40,092 - my_logger - INFO - 训练数据绘图end 2024-11-21 17:50:40,092 - my_logger - INFO - 制作报告ing 2024-11-21 17:50:40,440 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 2024-11-21 17:50:44,383 - my_logger - INFO - 价格类指标的相关性总和为：67.35013124822429 2024-11-21 17:50:44,385 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 2024-11-21 17:50:48,133 - my_logger - INFO - 供应类指标的相关性总和为：15.183483727336332 2024-11-21 17:50:48,135 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 2024-11-21 17:50:51,822 - my_logger - INFO - 其他类指标的相关性总和为：6.244451721494213 2024-11-21 17:50:51,824 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 2024-11-21 17:50:56,056 - my_logger - INFO - 库存类指标的相关性总和为：19.08520469997553 2024-11-21 17:50:56,059 - my_logger - INFO - 开始绘制期货市场类指标的相关性直方图 2024-11-21 17:50:59,876 - my_logger - INFO - 期货市场类指标的相关性总和为：49.963510751955326 2024-11-21 17:50:59,878 - my_logger - INFO - 开始绘制运输类指标的相关性直方图 2024-11-21 17:51:00,528 - my_logger - INFO - 运输类指标的相关性总和为：1.024667400047019 2024-11-21 17:51:00,530 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 2024-11-21 17:51:04,808 - my_logger - INFO - 进出口类指标的相关性总和为：5.6935378041118145 2024-11-21 17:51:04,810 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 2024-11-21 17:51:08,554 - my_logger - INFO - 需求类指标的相关性总和为：12.418347871336165 2024-11-21 17:51:08,556 - my_logger - INFO - 开始绘制相关性总和的气泡图 2024-11-21 17:51:09,173 - my_logger - INFO - 绘制相关性总和的气泡图结束 2024-11-21 17:51:15,452 - my_logger - INFO - 制作报告end 2024-11-21 17:51:15,453 - my_logger - INFO - 模型训练完成 2024-11-21 18:02:05,711 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 18:02:05,713 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 18:03:31,044 - 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 18:03:31,050 - 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 18:03:31,053 - 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 18:03:31,057 - 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 18:03:31,061 - 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 18:03:31,065 - 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 18:03:31,069 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 18:03:31,074 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 18:03:31,080 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 18:03:31,084 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 18:03:31,089 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 18:03:31,094 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 18:03:31,098 - 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 18:03:31,102 - 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 18:03:31,106 - 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 18:03:31,111 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 18:03:31,115 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 18:03:31,120 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 18:03:31,124 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 18:03:31,129 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 18:03:31,132 - 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 18:03:31,135 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 18:03:31,140 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:03:31,144 - 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 18:03:31,149 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:03:31,153 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:03:31,157 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:03:31,161 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:03:31,165 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:03:31,169 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 18:03:31,174 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 18:03:31,178 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 18:03:31,183 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 18:03:31,187 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:03:31,192 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:03:31,196 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:03:31,199 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:03:31,204 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:03:31,209 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:03:31,214 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 18:03:31,218 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 18:03:31,225 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 18:03:31,229 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 18:03:31,232 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 18:03:31,237 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 18:03:31,241 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 18:03:31,245 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 18:03:31,249 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 18:03:31,254 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 18:03:31,259 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 18:03:31,263 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 18:03:31,266 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:03:31,271 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:03:31,275 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:03:31,279 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 18:03:31,283 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:03:31,286 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 18:03:31,291 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 18:03:31,294 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 18:03:31,298 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 18:03:31,301 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 18:03:31,307 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 18:03:31,309 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 18:03:31,313 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 18:03:31,317 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 18:03:31,320 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:03:31,325 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:03:31,328 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 18:03:31,332 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 18:03:31,336 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 18:03:31,340 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 18:03:31,344 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 18:03:31,348 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 18:03:31,352 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 18:03:31,356 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 18:03:31,359 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 18:03:31,363 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 18:03:31,367 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 18:03:31,371 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 18:03:31,374 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 18:03:31,378 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 18:03:31,382 - 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 18:03:31,386 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 18:03:31,391 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 18:03:31,395 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 18:03:31,398 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 18:03:31,401 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 18:03:31,405 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 18:03:31,409 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 18:03:31,412 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 18:03:31,416 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 18:03:31,420 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 18:03:31,424 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 18:03:31,428 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 18:03:31,431 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 18:03:31,435 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 18:03:31,440 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 18:03:31,443 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 18:03:31,447 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 18:03:31,451 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 18:03:31,456 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 18:03:31,459 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 18:03:31,463 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 18:03:31,466 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 18:03:31,470 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 18:03:31,474 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 18:03:31,478 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 18:03:31,481 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 18:03:31,485 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 18:03:31,489 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 18:03:31,493 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 18:03:31,497 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 18:03:31,501 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 18:03:31,504 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 18:03:31,507 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 18:03:31,509 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,513 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,517 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,522 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 18:03:31,526 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,530 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,534 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,538 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,542 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,545 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 18:03:31,549 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:03:31,553 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:03:31,557 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:03:31,561 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 18:03:31,565 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 18:03:31,568 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 18:03:31,572 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 18:03:31,575 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:03:31,578 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:03:31,582 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:03:31,587 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 18:03:31,592 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 18:03:31,595 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 18:03:31,599 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 18:03:31,603 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:03:31,607 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:03:31,611 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:03:31,615 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:03:31,618 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,623 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,627 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,631 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 18:03:31,635 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 18:03:31,640 - 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 2024-11-20 2024-11-21 18:03:31,644 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 18:03:31,648 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 18:03:31,652 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:03:31,658 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:03:31,662 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 18:03:31,665 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 18:03:31,669 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:03:31,674 - 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 2024-11-15 2024-11-21 18:03:31,678 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:03:31,682 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:03:31,686 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 18:03:31,690 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 18:03:31,694 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 18:03:31,697 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:03:31,701 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 18:03:31,705 - 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 18:03:31,710 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 18:03:31,713 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,718 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 18:03:31,723 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,727 - 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 18:03:31,730 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 18:03:31,733 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 18:03:31,737 - 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 18:03:31,741 - 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 18:03:31,745 - 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 18:03:31,749 - 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 18:03:31,752 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 18:03:31,756 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 18:03:31,759 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 18:03:31,762 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 18:03:31,766 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,770 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,775 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,779 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,783 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,786 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,790 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,794 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,797 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 18:03:31,801 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 18:03:31,806 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:03:31,810 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,814 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,817 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 18:03:31,821 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:03:31,825 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 18:03:31,828 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 18:03:31,832 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 18:03:31,836 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 18:03:31,841 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 18:03:31,845 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 18:03:31,850 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 18:03:31,854 - 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 18:03:31,859 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 18:03:31,863 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 18:03:31,867 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 18:03:31,871 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:03:31,876 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:03:31,880 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:03:31,885 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 18:03:31,890 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 18:03:31,893 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 18:03:31,898 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 18:03:31,901 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 18:03:31,907 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 18:03:31,911 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 18:03:31,914 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 18:03:31,918 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 18:03:31,924 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 18:03:31,928 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 18:03:31,932 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 18:03:31,936 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 18:03:31,940 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 18:03:31,944 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 18:03:31,947 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:03:31,951 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 18:03:31,955 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 18:03:31,958 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 18:03:31,961 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 18:03:31,966 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 18:03:31,969 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 18:03:31,972 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 18:03:31,976 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 18:03:31,979 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:31,983 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 18:03:31,987 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 18:03:31,990 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 18:03:31,994 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 18:03:31,998 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 18:03:32,002 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 18:03:32,005 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 18:03:32,009 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 18:03:32,012 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 18:03:32,016 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 18:03:32,020 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 18:03:32,024 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 18:03:32,029 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 18:03:32,033 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 18:03:32,037 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 18:03:32,041 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 18:03:32,044 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 18:03:32,049 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 18:03:32,053 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 18:03:32,058 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 18:03:32,062 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 18:03:32,066 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 18:03:32,070 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 18:03:32,074 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 18:03:32,077 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 18:03:32,082 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 18:03:32,086 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 18:03:32,091 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 18:03:32,095 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 18:03:32,098 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 18:03:32,101 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 18:03:32,105 - 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 18:03:32,110 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 18:03:32,114 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 18:03:32,118 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:32,122 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:32,126 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:32,130 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 18:03:32,134 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:32,138 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:32,142 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:32,146 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 18:03:32,150 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 18:03:32,155 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 18:03:32,161 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 18:03:32,164 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 18:03:32,167 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 18:03:32,171 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 18:03:32,175 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 18:03:32,180 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 18:03:32,183 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 18:03:32,187 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 18:03:32,194 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 18:03:32,198 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 18:03:32,203 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 18:03:32,207 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 18:03:32,210 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 18:03:32,214 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 18:03:32,219 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 18:03:32,222 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 18:03:32,226 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 18:03:32,230 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 18:03:32,233 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 18:03:32,237 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 18:03:32,241 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 18:03:32,245 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 18:03:32,250 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 18:03:32,253 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 18:03:32,258 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 18:03:32,262 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 18:03:32,266 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 18:03:32,270 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 18:03:32,274 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 18:03:32,277 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 18:03:32,282 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:03:32,287 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:03:32,292 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:03:32,295 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:03:32,298 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:03:32,302 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:03:32,307 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:03:32,311 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:03:32,315 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 18:03:32,319 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 18:03:32,324 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 18:03:32,328 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 18:03:32,332 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 18:03:32,337 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 18:03:32,341 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 18:03:32,347 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 18:03:32,353 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 18:03:32,358 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 18:03:32,362 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 18:03:32,366 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 18:03:32,370 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 18:03:32,374 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 18:03:32,378 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:03:32,382 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 18:03:32,385 - 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 18:03:32,391 - 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 18:03:32,395 - 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 18:03:32,397 - 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 18:03:32,401 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 18:03:32,406 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 18:03:32,414 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:03:32,420 - 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 18:03:32,425 - 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 18:03:32,440 - 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 18:03:32,457 - 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 18:03:32,470 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 18:03:32,474 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 18:03:32,478 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,484 - 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 18:03:32,488 - 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 2024-11-15 2024-11-21 18:03:32,506 - 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 18:03:32,513 - 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 18:03:32,518 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 18:03:32,522 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 18:03:32,526 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 18:03:32,530 - 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 18:03:32,534 - 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 18:03:32,539 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,543 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,546 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,549 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,553 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,557 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,562 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,565 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,569 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,572 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,576 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,581 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,585 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 18:03:32,589 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 18:03:32,593 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 18:03:32,596 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 18:03:32,600 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 18:03:32,605 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 18:03:32,609 - 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 18:03:32,612 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,615 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,620 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,624 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 18:03:32,628 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 18:03:32,632 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 18:03:32,635 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:03:32,639 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 18:03:32,643 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 18:03:32,647 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 18:03:32,650 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 18:03:32,654 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 18:03:32,658 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 18:03:32,663 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 18:03:32,667 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 18:03:32,672 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 18:03:32,676 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 18:03:32,680 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 18:03:32,684 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 18:03:32,688 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 18:03:32,692 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 18:03:32,695 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 18:03:32,699 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 18:03:32,702 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 18:03:32,705 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 18:03:32,709 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 18:03:32,713 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 18:03:32,717 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 18:03:32,722 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 18:03:32,726 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 18:03:32,730 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 18:03:32,734 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 18:03:32,738 - 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 18:03:32,741 - 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 18:03:32,745 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 18:03:32,749 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:03:32,754 - 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 18:03:32,758 - 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 18:03:32,762 - 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 18:03:32,766 - 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 18:03:32,769 - 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 18:03:32,774 - 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 18:03:32,778 - 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 18:03:32,782 - 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 18:03:32,786 - 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 18:03:32,790 - 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 18:03:32,795 - 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 18:03:32,799 - 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 18:03:32,802 - 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 18:03:32,806 - 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 18:03:32,810 - 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 18:03:32,814 - 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 18:03:32,819 - 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 18:03:32,824 - 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 18:03:32,828 - 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 18:03:32,832 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:03:32,835 - 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 18:03:32,840 - 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 18:03:32,844 - 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 18:03:32,848 - 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 18:03:32,852 - 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 18:03:32,856 - 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 18:03:32,860 - 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 18:03:32,864 - 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 18:03:32,867 - 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 18:03:32,872 - 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 18:03:32,876 - 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 18:03:32,879 - 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 18:03:32,883 - 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 18:03:32,887 - my_logger - INFO - Column 中东-伊朗周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:03:32,891 - 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 18:03:32,895 - 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 18:03:32,899 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:03:32,904 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:03:32,908 - 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 18:03:32,912 - 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 18:03:32,916 - 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 18:03:32,920 - 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 18:03:32,924 - 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 18:03:32,928 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:03:32,931 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:32,935 - 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 18:03:32,939 - 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 18:03:32,943 - 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 18:03:32,947 - 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 18:03:32,951 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:03:32,956 - 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 18:03:32,960 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:32,964 - 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 18:03:32,968 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:32,973 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:32,978 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:03:32,982 - 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 18:03:32,986 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:32,990 - 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 18:03:32,995 - 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 18:03:32,999 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,003 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,007 - 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 18:03:33,011 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,015 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,020 - 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 18:03:33,024 - 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 18:03:33,029 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,033 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,037 - 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 18:03:33,041 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,045 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,048 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,051 - 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 18:03:33,055 - 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 18:03:33,060 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,064 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:03:33,068 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 18:03:33,072 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 18:03:33,075 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 18:03:33,079 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 18:03:33,083 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 18:03:33,087 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 18:03:33,092 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 18:03:33,096 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 18:03:33,100 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 18:03:33,104 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 18:03:33,108 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 18:03:33,112 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 18:03:33,116 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 18:03:33,127 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 18:03:33,130 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 18:03:33,134 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 18:03:33,135 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 18:03:34,086 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 18:03:34,094 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 18:03:34,100 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 18:03:40,984 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 18:03:41,004 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 18:03:41,007 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 18:03:42,905 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 18:03:42,911 - my_logger - INFO - 开始训练模型... 2024-11-21 18:03:42,912 - my_logger - INFO - 模型训练完成 2024-11-21 18:03:42,913 - my_logger - INFO - 训练数据绘图ing 2024-11-21 18:03:44,593 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 18:04:44,163 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 18:04:44,164 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 18:06:10,997 - 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 18:06:11,004 - 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 18:06:11,008 - 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 18:06:11,012 - 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 18:06:11,016 - 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 18:06:11,027 - 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 18:06:11,044 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 18:06:11,051 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 18:06:11,055 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 18:06:11,060 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 18:06:11,065 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 18:06:11,069 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 18:06:11,073 - 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 18:06:11,078 - 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 18:06:11,082 - 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 18:06:11,087 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 18:06:11,093 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 18:06:11,099 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 18:06:11,104 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 18:06:11,107 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 18:06:11,112 - 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 18:06:11,115 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 18:06:11,126 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:06:11,130 - 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 18:06:11,134 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:06:11,139 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:06:11,143 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:06:11,147 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:06:11,150 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:06:11,155 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 18:06:11,159 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 18:06:11,187 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 18:06:11,214 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 18:06:11,219 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:06:11,225 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:06:11,239 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:06:11,249 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:06:11,256 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:06:11,260 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:06:11,265 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 18:06:11,268 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 18:06:11,273 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 18:06:11,276 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 18:06:11,279 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 18:06:11,283 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 18:06:11,288 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 18:06:11,293 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 18:06:11,297 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 18:06:11,301 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 18:06:11,307 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 18:06:11,311 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 18:06:11,317 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:06:11,322 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:06:11,326 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:06:11,331 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 18:06:11,336 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:06:11,340 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 18:06:11,344 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 18:06:11,349 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 18:06:11,353 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 18:06:11,358 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 18:06:11,362 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 18:06:11,366 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 18:06:11,372 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 18:06:11,376 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 18:06:11,381 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:06:11,385 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:06:11,390 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 18:06:11,395 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 18:06:11,400 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 18:06:11,405 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 18:06:11,410 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 18:06:11,415 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 18:06:11,420 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 18:06:11,425 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 18:06:11,428 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 18:06:11,433 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 18:06:11,437 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 18:06:11,442 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 18:06:11,446 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 18:06:11,451 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 18:06:11,456 - 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 18:06:11,462 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 18:06:11,465 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 18:06:11,469 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 18:06:11,474 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 18:06:11,477 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 18:06:11,482 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 18:06:11,487 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 18:06:11,491 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 18:06:11,495 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 18:06:11,498 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 18:06:11,503 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 18:06:11,508 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 18:06:11,511 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 18:06:11,514 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 18:06:11,519 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 18:06:11,524 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 18:06:11,528 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 18:06:11,531 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 18:06:11,535 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 18:06:11,539 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 18:06:11,542 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 18:06:11,546 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 18:06:11,550 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 18:06:11,554 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 18:06:11,558 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 18:06:11,561 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 18:06:11,565 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 18:06:11,569 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 18:06:11,572 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 18:06:11,577 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 18:06:11,581 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 18:06:11,584 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 18:06:11,588 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 18:06:11,592 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,596 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,600 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,605 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 18:06:11,608 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,611 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,615 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,619 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,622 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,626 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 18:06:11,630 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:06:11,634 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:06:11,638 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:06:11,641 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 18:06:11,645 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 18:06:11,649 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 18:06:11,652 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 18:06:11,656 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:06:11,660 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:06:11,663 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:06:11,666 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 18:06:11,670 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 18:06:11,675 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 18:06:11,679 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 18:06:11,683 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:06:11,687 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:06:11,692 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:06:11,695 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:06:11,697 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,702 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,707 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,711 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 18:06:11,715 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 18:06:11,719 - 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 2024-11-20 2024-11-21 18:06:11,723 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 18:06:11,727 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 18:06:11,731 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:06:11,734 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:06:11,738 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 18:06:11,742 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 18:06:11,745 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:06:11,749 - 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 2024-11-15 2024-11-21 18:06:11,753 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:06:11,758 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:06:11,761 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 18:06:11,764 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 18:06:11,768 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 18:06:11,772 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:06:11,776 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 18:06:11,780 - 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 18:06:11,784 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 18:06:11,788 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,792 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 18:06:11,796 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,799 - 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 18:06:11,803 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 18:06:11,807 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 18:06:11,811 - 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 18:06:11,815 - 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 18:06:11,819 - 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 18:06:11,823 - 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 18:06:11,826 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 18:06:11,831 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 18:06:11,835 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 18:06:11,838 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 18:06:11,842 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,846 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,851 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,855 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,859 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,863 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,866 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,870 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,874 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 18:06:11,878 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 18:06:11,882 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:06:11,886 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,891 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,896 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 18:06:11,899 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:06:11,903 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 18:06:11,908 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 18:06:11,911 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 18:06:11,916 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 18:06:11,920 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 18:06:11,924 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 18:06:11,926 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 18:06:11,930 - 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 18:06:11,933 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 18:06:11,938 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 18:06:11,942 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 18:06:11,946 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:06:11,950 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:06:11,954 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:06:11,959 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 18:06:11,962 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 18:06:11,965 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 18:06:11,968 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 18:06:11,972 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 18:06:11,977 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 18:06:11,981 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 18:06:11,986 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 18:06:11,990 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 18:06:11,994 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 18:06:11,998 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 18:06:12,003 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 18:06:12,007 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 18:06:12,011 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 18:06:12,016 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 18:06:12,019 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:06:12,022 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 18:06:12,026 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 18:06:12,030 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 18:06:12,034 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 18:06:12,039 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 18:06:12,043 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 18:06:12,047 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 18:06:12,050 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 18:06:12,054 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,059 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 18:06:12,062 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 18:06:12,066 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 18:06:12,069 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 18:06:12,073 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 18:06:12,076 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 18:06:12,081 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 18:06:12,085 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 18:06:12,089 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 18:06:12,092 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 18:06:12,096 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 18:06:12,100 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 18:06:12,105 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 18:06:12,109 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 18:06:12,113 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 18:06:12,117 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 18:06:12,122 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 18:06:12,126 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 18:06:12,130 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 18:06:12,133 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 18:06:12,138 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 18:06:12,142 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 18:06:12,145 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 18:06:12,148 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 18:06:12,152 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 18:06:12,157 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 18:06:12,161 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 18:06:12,164 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 18:06:12,168 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 18:06:12,172 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 18:06:12,176 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 18:06:12,180 - 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 18:06:12,183 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 18:06:12,188 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 18:06:12,192 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,195 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,198 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,203 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 18:06:12,207 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,211 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,216 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,220 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 18:06:12,224 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 18:06:12,227 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 18:06:12,231 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 18:06:12,235 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 18:06:12,239 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 18:06:12,244 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 18:06:12,247 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 18:06:12,251 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 18:06:12,255 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 18:06:12,259 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 18:06:12,265 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 18:06:12,268 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 18:06:12,272 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 18:06:12,276 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 18:06:12,281 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 18:06:12,283 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 18:06:12,287 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 18:06:12,291 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 18:06:12,295 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 18:06:12,298 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 18:06:12,301 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 18:06:12,305 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 18:06:12,309 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 18:06:12,313 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 18:06:12,316 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 18:06:12,320 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 18:06:12,324 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 18:06:12,328 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 18:06:12,331 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 18:06:12,334 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 18:06:12,339 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 18:06:12,343 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 18:06:12,347 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:06:12,350 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:06:12,354 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:06:12,359 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:06:12,362 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:06:12,366 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:06:12,370 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:06:12,374 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:06:12,378 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 18:06:12,382 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 18:06:12,386 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 18:06:12,390 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 18:06:12,394 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 18:06:12,399 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 18:06:12,403 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 18:06:12,407 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 18:06:12,411 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 18:06:12,416 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 18:06:12,420 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 18:06:12,424 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 18:06:12,428 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 18:06:12,432 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 18:06:12,438 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:06:12,442 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 18:06:12,446 - 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 18:06:12,450 - 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 18:06:12,455 - 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 18:06:12,459 - 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 18:06:12,462 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 18:06:12,466 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 18:06:12,471 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:06:12,475 - 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 18:06:12,478 - 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 18:06:12,482 - 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 18:06:12,486 - 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 18:06:12,491 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 18:06:12,494 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 18:06:12,498 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,501 - 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 18:06:12,506 - 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 2024-11-15 2024-11-21 18:06:12,509 - 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 18:06:12,513 - 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 18:06:12,517 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 18:06:12,520 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 18:06:12,524 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 18:06:12,527 - 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 18:06:12,531 - 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 18:06:12,534 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,540 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,544 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,547 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,551 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,555 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,558 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,562 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,566 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,570 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,574 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,578 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,582 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 18:06:12,586 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 18:06:12,590 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 18:06:12,594 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 18:06:12,598 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 18:06:12,602 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 18:06:12,605 - 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 18:06:12,610 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,614 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,618 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,622 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 18:06:12,626 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 18:06:12,629 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 18:06:12,633 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:06:12,639 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 18:06:12,642 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 18:06:12,646 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 18:06:12,650 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 18:06:12,655 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 18:06:12,659 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 18:06:12,662 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 18:06:12,665 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 18:06:12,670 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 18:06:12,675 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 18:06:12,678 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 18:06:12,681 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 18:06:12,685 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 18:06:12,690 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 18:06:12,694 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 18:06:12,696 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 18:06:12,699 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 18:06:12,704 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 18:06:12,707 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 18:06:12,710 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 18:06:12,713 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 18:06:12,717 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 18:06:12,721 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 18:06:12,726 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 18:06:12,729 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 18:06:12,770 - 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 18:06:12,783 - 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 18:06:12,786 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 18:06:12,791 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:06:12,795 - 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 18:06:12,800 - 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 18:06:12,810 - 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 18:06:12,814 - 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 18:06:12,818 - 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 18:06:12,822 - 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 18:06:12,827 - 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 18:06:12,831 - 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 18:06:12,834 - 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 18:06:12,838 - 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 18:06:12,843 - 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 18:06:12,846 - 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 18:06:12,851 - 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 18:06:12,856 - 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 18:06:12,859 - 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 18:06:12,863 - 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 18:06:12,866 - 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 18:06:12,868 - 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 18:06:12,874 - 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 18:06:12,878 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:06:12,882 - 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 18:06:12,885 - 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 18:06:12,890 - 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 18:06:12,894 - 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 18:06:12,897 - 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 18:06:12,900 - 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 18:06:12,905 - 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 18:06:12,908 - 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 18:06:12,912 - 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 18:06:12,916 - 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 18:06:12,920 - 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 18:06:12,923 - 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 18:06:12,927 - 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 18:06:12,930 - 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 18:06:12,934 - 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 18:06:12,937 - 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 18:06:12,941 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:06:12,944 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:06:12,947 - 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 18:06:12,951 - 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 18:06:12,956 - 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 18:06:12,960 - 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 18:06:12,963 - 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 18:06:12,968 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:06:12,972 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:12,976 - 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 18:06:12,980 - 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 18:06:12,983 - 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 18:06:12,989 - 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 18:06:12,993 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:06:12,997 - 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 18:06:13,001 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,005 - 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 18:06:13,009 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,013 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,016 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:06:13,020 - 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 18:06:13,024 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,028 - 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 18:06:13,032 - 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 18:06:13,035 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,039 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,042 - 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 18:06:13,046 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,049 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,053 - 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 18:06:13,057 - 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 18:06:13,060 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,063 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,067 - 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 18:06:13,073 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,077 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,080 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,083 - 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 18:06:13,089 - 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 18:06:13,093 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,097 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:06:13,101 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 18:06:13,105 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 18:06:13,109 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 18:06:13,114 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 18:06:13,118 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 18:06:13,123 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 18:06:13,126 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 18:06:13,130 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 18:06:13,133 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 18:06:13,138 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 18:06:13,142 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 18:06:13,146 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 18:06:13,151 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 18:06:13,160 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 18:06:13,163 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 18:06:13,168 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 18:06:13,169 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 18:06:14,059 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 18:06:14,064 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 18:06:14,070 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 18:06:20,634 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 18:06:20,658 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 18:06:20,660 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 18:06:22,574 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 18:06:22,579 - my_logger - INFO - 开始训练模型... 2024-11-21 18:06:22,580 - my_logger - INFO - 模型训练完成 2024-11-21 18:06:22,581 - my_logger - INFO - 训练数据绘图ing 2024-11-21 18:06:24,009 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 18:06:24,609 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-14 00:00:00', NHITS = '82.14', Informer = '81.62', LSTM = '80.29', iTransformer = '80.66', TSMixer = '82.02', TSMixerx = '81.77', PatchTST = '82.4', RNN = '84.47', GRU = '82.83', TCN = '86.22', BiTCN = '82.02', DilatedRNN = '80.21', MLP = '82.46', DLinear = '82.04', NLinear = '82.37', TFT = '81.08', StemGNN = '79.23', MLPMultivariate = '79.59', TiDE = '82.22', DeepNPTS = '82.06', y = '80.99', upper_bound = '79.23', lower_bound = '84.47' WHERE ds = '2024-02-14 00:00:00' 2024-11-21 18:11:45,820 - my_logger - INFO - 读取本地数据：yuanyoudataset\原油指标数据.xlsx 2024-11-21 18:11:45,821 - my_logger - INFO - getdata接收：yuanyoudataset\原油指标数据.xlsx date 2024-11-21 18:13:06,256 - 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 18:13:06,262 - 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 18:13:06,266 - 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 18:13:06,270 - 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 18:13:06,273 - 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 18:13:06,277 - 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 18:13:06,281 - my_logger - INFO - Column EIA美国油品需求 was last updated at 2024-11-15 2024-11-21 18:13:06,285 - my_logger - INFO - Column 中国汽柴油表需 was last updated at 2024-11-15 2024-11-21 18:13:06,289 - my_logger - INFO - Column 中国航班执行数 was last updated at 2024-04-10 2024-11-21 18:13:06,292 - my_logger - INFO - Column DOE-美国汽油产量超季节性/3年 was last updated at 2024-11-15 2024-11-21 18:13:06,296 - my_logger - INFO - Column 美国汽油表需（周度） was last updated at 2024-11-15 2024-11-21 18:13:06,300 - my_logger - INFO - Column 美国汽油产量（周度） was last updated at 2024-11-15 2024-11-21 18:13:06,304 - 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 18:13:06,308 - 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 18:13:06,313 - 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 18:13:06,316 - my_logger - INFO - Column 原油加工量：独立+主营 was last updated at 2024-11-15 2024-11-21 18:13:06,320 - my_logger - INFO - Column 美国汽油产量占比 was last updated at 2024-10-04 2024-11-21 18:13:06,325 - my_logger - INFO - Column 美国柴油产量占比 was last updated at 2024-10-04 2024-11-21 18:13:06,329 - my_logger - INFO - Column 美国油品表需 was last updated at 2024-11-15 2024-11-21 18:13:06,333 - my_logger - INFO - Column 美国原油周度表需 was last updated at 2024-11-15 2024-11-21 18:13:06,336 - 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 18:13:06,340 - my_logger - INFO - Column 主营原油加工量（千桶/日） was last updated at 2024-11-15 2024-11-21 18:13:06,344 - my_logger - INFO - Column 美国汽油表需超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:13:06,347 - 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 18:13:06,352 - my_logger - INFO - Column PADD1原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:13:06,357 - my_logger - INFO - Column PADD2原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:13:06,360 - my_logger - INFO - Column PADD3原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:13:06,363 - my_logger - INFO - Column PADD4原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:13:06,368 - my_logger - INFO - Column PADD5原油投料输入量 was last updated at 2024-11-15 2024-11-21 18:13:06,370 - my_logger - INFO - Column DOE-美国汽油产量 was last updated at 2024-11-15 2024-11-21 18:13:06,374 - my_logger - INFO - Column DOE-柴油产量 was last updated at 2024-11-15 2024-11-21 18:13:06,378 - my_logger - INFO - Column 西北欧即期Brent 211利润 was last updated at 2018-10-24 2024-11-21 18:13:06,381 - my_logger - INFO - Column EIA美国柴油产量（千桶日） was last updated at 2024-10-31 2024-11-21 18:13:06,385 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:13:06,389 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:13:06,393 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 was last updated at 2024-11-21 2024-11-21 18:13:06,396 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:13:06,400 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:13:06,407 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油CDU利润 M2 was last updated at 2024-11-20 2024-11-21 18:13:06,412 - my_logger - INFO - Column 西北欧炼厂加工Brent原油CDU利润 M1-M2 was last updated at 2024-11-20 2024-11-21 18:13:06,415 - my_logger - INFO - Column 西北欧炼厂加工Brent原油FCC利润 was last updated at 2024-11-20 2024-11-21 18:13:06,418 - my_logger - INFO - Column 美墨湾炼厂加工WTI原油HSK利润 was last updated at 2024-11-20 2024-11-21 18:13:06,421 - my_logger - INFO - Column 新加坡炼厂加工Dubai原油FCC利润 was last updated at 2024-11-20 2024-11-21 18:13:06,425 - my_logger - INFO - Column 美国汽油单一利润 was last updated at 2024-11-20 2024-11-21 18:13:06,430 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 2024-11-21 18:13:06,433 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 2024-11-21 18:13:06,437 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-20 2024-11-21 18:13:06,441 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-20 2024-11-21 18:13:06,445 - my_logger - INFO - Column RBOB&HO近12月合约均价532裂解 was last updated at 2024-11-20 2024-11-21 18:13:06,449 - my_logger - INFO - Column RBOB近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 18:13:06,453 - my_logger - INFO - Column HO近12月合约均价裂解 was last updated at 2024-11-20 2024-11-21 18:13:06,456 - my_logger - INFO - Column HO近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:13:06,461 - my_logger - INFO - Column RBOB近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:13:06,463 - my_logger - INFO - Column 布油近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:13:06,467 - my_logger - INFO - Column Brent-SC价差 was last updated at 2024-11-20 2024-11-21 18:13:06,470 - my_logger - INFO - Column SC连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:13:06,474 - my_logger - INFO - Column SC连1-连6 was last updated at 2024-11-20 2024-11-21 18:13:06,479 - my_logger - INFO - Column SC连1-连2 was last updated at 2024-11-20 2024-11-21 18:13:06,483 - my_logger - INFO - Column SC连1-连3月差 was last updated at 2024-11-20 2024-11-21 18:13:06,486 - my_logger - INFO - Column HO连1-连6 was last updated at 2024-11-20 2024-11-21 18:13:06,490 - my_logger - INFO - Column HO连1-连3 was last updated at 2024-11-20 2024-11-21 18:13:06,494 - my_logger - INFO - Column HO连1-连2合约 was last updated at 2024-11-20 2024-11-21 18:13:06,498 - my_logger - INFO - Column RBOB连1-连2 was last updated at 2024-11-20 2024-11-21 18:13:06,502 - my_logger - INFO - Column RBOB连1-连3 was last updated at 2024-11-20 2024-11-21 18:13:06,505 - my_logger - INFO - Column RBOB连1-连6 was last updated at 2024-11-20 2024-11-21 18:13:06,509 - my_logger - INFO - Column RBOB连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:13:06,513 - my_logger - INFO - Column Oman连2-连3月差 was last updated at 2024-11-20 2024-11-21 18:13:06,517 - my_logger - INFO - Column Brent-Oman价差 was last updated at 2024-11-20 2024-11-21 18:13:06,521 - my_logger - INFO - Column DUBAI原油贴水 was last updated at 2024-11-20 2024-11-21 18:13:06,525 - my_logger - INFO - Column 阿曼原油贴水 was last updated at 2024-11-20 2024-11-21 18:13:06,528 - my_logger - INFO - Column SC内外价差 was last updated at 2024-11-18 2024-11-21 18:13:06,532 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-20 2024-11-21 18:13:06,535 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-20 2024-11-21 18:13:06,539 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 2024-11-21 18:13:06,543 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-20 2024-11-21 18:13:06,546 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-21 2024-11-21 18:13:06,549 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-20 2024-11-21 18:13:06,554 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-20 2024-11-21 18:13:06,558 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-20 2024-11-21 18:13:06,561 - my_logger - INFO - Column Dubai连1合约价格 was last updated at 2024-11-20 2024-11-21 18:13:06,565 - my_logger - INFO - Column Dubai连1-连4月差 was last updated at 2024-11-20 2024-11-21 18:13:06,568 - 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 18:13:06,572 - my_logger - INFO - Column OMAN原油：中质：远期现货DES价：山东（日） was last updated at 2024-11-20 2024-11-21 18:13:06,576 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 2024-11-21 18:13:06,579 - my_logger - INFO - Column Ebob连1合约 was last updated at 2024-02-28 2024-11-21 18:13:06,583 - my_logger - INFO - Column 印度原油连1合约价格 was last updated at 2024-11-19 2024-11-21 18:13:06,586 - my_logger - INFO - Column ICE轻柴油连4合约价格 was last updated at 2024-11-20 2024-11-21 18:13:06,590 - my_logger - INFO - Column 布伦特迪拜掉期 EFS was last updated at 2024-11-20 2024-11-21 18:13:06,594 - my_logger - INFO - Column WTI连1合约价格 was last updated at 2024-11-21 2024-11-21 18:13:06,598 - my_logger - INFO - Column Brent连1合约价格 was last updated at 2024-11-21 2024-11-21 18:13:06,602 - my_logger - INFO - Column SC/ZC（活跃合约） was last updated at 2024-11-18 2024-11-21 18:13:06,605 - my_logger - INFO - Column Brent/迪拜原油升贴水 was last updated at 2022-11-16 2024-11-21 18:13:06,609 - my_logger - INFO - Column WTI连24合约 was last updated at 2024-11-19 2024-11-21 18:13:06,613 - my_logger - INFO - Column BU-SC（活跃合约） was last updated at 2024-11-18 2024-11-21 18:13:06,617 - my_logger - INFO - Column W-B活跃合约价差 was last updated at 2022-01-31 2024-11-21 18:13:06,621 - my_logger - INFO - Column B-W活跃合约价差 was last updated at 2022-01-31 2024-11-21 18:13:06,624 - my_logger - INFO - Column WTI活跃合约 was last updated at 2024-11-20 2024-11-21 18:13:06,628 - my_logger - INFO - Column y was last updated at 2024-11-20 2024-11-21 18:13:06,632 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 2024-11-21 18:13:06,635 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-20 2024-11-21 18:13:06,639 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-20 2024-11-21 18:13:06,643 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-21 2024-11-21 18:13:06,647 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-20 2024-11-21 18:13:06,650 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-20 2024-11-21 18:13:06,654 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-20 2024-11-21 18:13:06,657 - my_logger - INFO - Column HO连6合约 was last updated at 2024-11-20 2024-11-21 18:13:06,661 - my_logger - INFO - Column HO连5合约 was last updated at 2024-11-20 2024-11-21 18:13:06,665 - my_logger - INFO - Column ho连7合约 was last updated at 2024-11-20 2024-11-21 18:13:06,669 - my_logger - INFO - Column HO连8合约 was last updated at 2024-11-20 2024-11-21 18:13:06,672 - my_logger - INFO - Column HO连9合约 was last updated at 2024-11-20 2024-11-21 18:13:06,675 - my_logger - INFO - Column HO连10合约 was last updated at 2024-11-20 2024-11-21 18:13:06,680 - my_logger - INFO - Column HO连11合约 was last updated at 2024-11-20 2024-11-21 18:13:06,684 - my_logger - INFO - Column HO连12合约 was last updated at 2024-11-20 2024-11-21 18:13:06,688 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-20 2024-11-21 18:13:06,692 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-20 2024-11-21 18:13:06,697 - my_logger - INFO - Column Oman c1 * 汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,700 - my_logger - INFO - Column SC c2-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,704 - my_logger - INFO - Column SC c3-Oman c1*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,708 - my_logger - INFO - Column INE SC主力合约价格 was last updated at 2024-11-21 2024-11-21 18:13:06,711 - my_logger - INFO - Column SC主力-Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,715 - my_logger - INFO - Column Brent主力*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,719 - my_logger - INFO - Column SC c1日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,723 - my_logger - INFO - Column SC c2日盘-Brent c1(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,728 - my_logger - INFO - Column SC c2日盘-Brent c2(15:00)*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,732 - my_logger - INFO - Column SC理论估值-Dubai原油 was last updated at 2024-11-20 2024-11-21 18:13:06,736 - my_logger - INFO - Column SC c1夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:13:06,739 - my_logger - INFO - Column SC c2夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:13:06,743 - my_logger - INFO - Column SC c3夜盘-理论估值(Dubai) was last updated at 2024-11-20 2024-11-21 18:13:06,747 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-20 2024-11-21 18:13:06,751 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-20 2024-11-21 18:13:06,754 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-20 2024-11-21 18:13:06,758 - my_logger - INFO - Column SC主力-理论估值 was last updated at 2024-11-20 2024-11-21 18:13:06,763 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:13:06,766 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:13:06,770 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算)*汇率 was last updated at 2024-11-18 2024-11-21 18:13:06,773 - my_logger - INFO - Column SC c2-c3 (夜盘) was last updated at 2024-11-20 2024-11-21 18:13:06,777 - my_logger - INFO - Column Brent c2-c3 (结算) was last updated at 2024-11-18 2024-11-21 18:13:06,780 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-20 2024-11-21 18:13:06,784 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-20 2024-11-21 18:13:06,788 - my_logger - INFO - Column SCc1夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:13:06,792 - my_logger - INFO - Column SCc2夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:13:06,796 - my_logger - INFO - Column SCc3夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:13:06,800 - my_logger - INFO - Column SCc4夜盘收盘(日期调整) was last updated at 2024-11-20 2024-11-21 18:13:06,804 - my_logger - INFO - Column SC c1夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,807 - my_logger - INFO - Column SC c2夜盘-Brent c1 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,811 - my_logger - INFO - Column SC c2夜盘-Brent c2 (结算B)*汇率 was last updated at 2024-11-20 2024-11-21 18:13:06,815 - my_logger - INFO - Column Brent c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 18:13:06,819 - my_logger - INFO - Column WTI c2-c3 (结算B) was last updated at 2024-10-31 2024-11-21 18:13:06,822 - 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 2024-11-20 2024-11-21 18:13:06,826 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 18:13:06,831 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本(Oman c1预估) was last updated at 2024-11-20 2024-11-21 18:13:06,835 - my_logger - INFO - Column EIA美国原油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:13:06,838 - my_logger - INFO - Column EIA美国油品库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:13:06,841 - my_logger - INFO - Column EIA美国汽柴航煤库存 was last updated at 2024-11-15 2024-11-21 18:13:06,845 - my_logger - INFO - Column 库欣+PADD3库存 was last updated at 2024-11-15 2024-11-21 18:13:06,850 - my_logger - INFO - Column 美国商业原油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:13:06,854 - 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 2024-11-15 2024-11-21 18:13:06,858 - my_logger - INFO - Column 库欣原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:13:06,861 - my_logger - INFO - Column 美国商业原油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:13:06,866 - my_logger - INFO - Column 美国成品车用汽油库存占比 was last updated at 2024-11-15 2024-11-21 18:13:06,869 - my_logger - INFO - Column 汽油库存差 was last updated at 2024-11-15 2024-11-21 18:13:06,874 - my_logger - INFO - Column 美国汽油调和组分库存（周度） was last updated at 2024-11-15 2024-11-21 18:13:06,877 - my_logger - INFO - Column 美国成品油库存超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:13:06,881 - my_logger - INFO - Column Kpler-海运在途原油 was last updated at 2024-08-20 2024-11-21 18:13:06,885 - 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 18:13:06,889 - my_logger - INFO - Column 新加坡燃料油库存 was last updated at 2024-11-13 2024-11-21 18:13:06,893 - my_logger - INFO - Column ARA原油及成品油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,897 - my_logger - INFO - Column 美国汽油库销比 was last updated at 2024-11-15 2024-11-21 18:13:06,900 - my_logger - INFO - Column 美国成品油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,904 - 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 18:13:06,908 - my_logger - INFO - Column 美国取暖用油库存同差 was last updated at 2024-11-08 2024-11-21 18:13:06,911 - my_logger - INFO - Column 原油：港口库存：中国（周） was last updated at 2023-08-04 2024-11-21 18:13:06,914 - 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 18:13:06,918 - 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 18:13:06,921 - 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 18:13:06,925 - 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 18:13:06,931 - my_logger - INFO - Column SC期货库存1000天百分位 was last updated at 2024-11-18 2024-11-21 18:13:06,934 - my_logger - INFO - Column SC仓单（百万桶） was last updated at 2024-11-18 2024-11-21 18:13:06,938 - my_logger - INFO - Column 彭博全球海上在运原油 was last updated at 2024-11-15 2024-11-21 18:13:06,941 - my_logger - INFO - Column 美国EIA原油成品油总库存（不含SPR） was last updated at 2024-11-15 2024-11-21 18:13:06,946 - my_logger - INFO - Column 库欣原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,949 - my_logger - INFO - Column 美国商业原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,953 - my_logger - INFO - Column 美国战略储备原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,956 - my_logger - INFO - Column 美国PADD1原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,961 - my_logger - INFO - Column 美国PADD2原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,965 - my_logger - INFO - Column 美国PADD3原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,969 - my_logger - INFO - Column 美国PADD4原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,973 - my_logger - INFO - Column 美国PADD5原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,977 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 18:13:06,981 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-15 2024-11-21 18:13:06,985 - my_logger - INFO - Column 美国原油成品油总库存（含SPR） was last updated at 2024-11-15 2024-11-21 18:13:06,989 - my_logger - INFO - Column 美国调和汽油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,992 - my_logger - INFO - Column ARA原油库存 was last updated at 2024-11-15 2024-11-21 18:13:06,996 - my_logger - INFO - Column 美国成品车用汽油库存 was last updated at 2024-11-15 2024-11-21 18:13:07,000 - my_logger - INFO - Column 美国成品油库存超季节性/4年 was last updated at 2024-11-15 2024-11-21 18:13:07,003 - my_logger - INFO - Column SC-Brent*汇率 was last updated at 2024-11-20 2024-11-21 18:13:07,008 - my_logger - INFO - Column Dubai原油强弱程度(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-20 2024-11-21 18:13:07,012 - my_logger - INFO - Column RBOB+HO平均 was last updated at 2024-11-20 2024-11-21 18:13:07,016 - my_logger - INFO - Column HO12合约算术平均 was last updated at 2024-11-20 2024-11-21 18:13:07,019 - my_logger - INFO - Column RBOB12合约算术平均 was last updated at 2024-11-20 2024-11-21 18:13:07,023 - my_logger - INFO - Column WTI-LLS价差 was last updated at 2024-11-20 2024-11-21 18:13:07,027 - my_logger - INFO - Column DFL(Dated-主力布伦特） was last updated at 2024-11-15 2024-11-21 18:13:07,030 - 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 18:13:07,034 - my_logger - INFO - Column Brent现货价格-Brent连4 was last updated at 2024-11-20 2024-11-21 18:13:07,038 - my_logger - INFO - Column Brent现货价格-Brent连3 was last updated at 2024-11-20 2024-11-21 18:13:07,042 - my_logger - INFO - Column 布伦特现货价格-Brent连2 was last updated at 2024-11-20 2024-11-21 18:13:07,046 - my_logger - INFO - Column Brent 连2-连3超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:13:07,050 - my_logger - INFO - Column Brent连2-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:13:07,054 - my_logger - INFO - Column Brent连3-WTI连2超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:13:07,059 - my_logger - INFO - Column Brent连4-WTI连4 was last updated at 2024-11-20 2024-11-21 18:13:07,062 - my_logger - INFO - Column Brent连4-WTI连3 was last updated at 2024-11-20 2024-11-21 18:13:07,066 - my_logger - INFO - Column Brent连4-WTI连2 was last updated at 2024-11-20 2024-11-21 18:13:07,070 - my_logger - INFO - Column Brent连4-WTI连1 was last updated at 2024-11-20 2024-11-21 18:13:07,074 - my_logger - INFO - Column Brent连3-WTI连4 was last updated at 2024-11-20 2024-11-21 18:13:07,079 - my_logger - INFO - Column Brent连3-WT连3 was last updated at 2024-11-20 2024-11-21 18:13:07,082 - my_logger - INFO - Column Brent连3-WTI连2 was last updated at 2024-11-20 2024-11-21 18:13:07,087 - my_logger - INFO - Column Brent连3-WTI连1 was last updated at 2024-11-20 2024-11-21 18:13:07,090 - my_logger - INFO - Column Brent连2-WTI连4 was last updated at 2024-11-20 2024-11-21 18:13:07,094 - my_logger - INFO - Column Brent连2-WTI连3 was last updated at 2024-11-20 2024-11-21 18:13:07,097 - my_logger - INFO - Column Brent连2-WTI连2 was last updated at 2024-11-20 2024-11-21 18:13:07,101 - my_logger - INFO - Column Brent连2-WTI连1 was last updated at 2024-11-20 2024-11-21 18:13:07,104 - my_logger - INFO - Column Brent连1-WTI连4 was last updated at 2024-11-20 2024-11-21 18:13:07,108 - my_logger - INFO - Column Brent连1-WTI连3 was last updated at 2024-11-20 2024-11-21 18:13:07,111 - my_logger - INFO - Column Brent连1-WTI连2 was last updated at 2024-11-20 2024-11-21 18:13:07,114 - my_logger - INFO - Column 美国汽油裂解价差超季节性/3年 was last updated at 2024-11-20 2024-11-21 18:13:07,118 - my_logger - INFO - Column LLS-Brent价差 was last updated at 2024-11-19 2024-11-21 18:13:07,121 - my_logger - INFO - Column Brent-LLS价差 was last updated at 2024-11-20 2024-11-21 18:13:07,125 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-20 2024-11-21 18:13:07,129 - my_logger - INFO - Column WTI 3:2:1裂解价差超季节性/5年 was last updated at 2024-11-20 2024-11-21 18:13:07,132 - my_logger - INFO - Column SC C1-C2月差 was last updated at 2024-11-20 2024-11-21 18:13:07,136 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-20 2024-11-21 18:13:07,139 - my_logger - INFO - Column WTI原油Cushing-C1 was last updated at 2024-11-19 2024-11-21 18:13:07,143 - my_logger - INFO - Column Brent连1-连4 was last updated at 2024-11-20 2024-11-21 18:13:07,147 - my_logger - INFO - Column 新加坡汽油裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,150 - my_logger - INFO - Column DFL was last updated at 2024-11-20 2024-11-21 18:13:07,154 - my_logger - INFO - Column Dubai 连2-连3 was last updated at 2024-11-20 2024-11-21 18:13:07,157 - my_logger - INFO - Column WTI 连2-连3月差 was last updated at 2024-11-21 2024-11-21 18:13:07,161 - my_logger - INFO - Column Brent 连2-连3 was last updated at 2024-11-20 2024-11-21 18:13:07,165 - my_logger - INFO - Column Dubai-WTI价差 was last updated at 2024-11-20 2024-11-21 18:13:07,168 - my_logger - INFO - Column WTI连1-连2月差 was last updated at 2024-11-20 2024-11-21 18:13:07,171 - my_logger - INFO - Column Brent连6-连12 was last updated at 2024-11-20 2024-11-21 18:13:07,174 - my_logger - INFO - Column Brent连1-连9月差 was last updated at 2024-11-20 2024-11-21 18:13:07,179 - my_logger - INFO - Column Brent连1-连6月差 was last updated at 2024-11-21 2024-11-21 18:13:07,183 - my_logger - INFO - Column Brent连1-连2月差 was last updated at 2024-11-20 2024-11-21 18:13:07,186 - my_logger - INFO - Column WTI连1-连4 was last updated at 2024-11-20 2024-11-21 18:13:07,190 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-20 2024-11-21 18:13:07,194 - my_logger - INFO - Column B-W价差 was last updated at 2024-11-20 2024-11-21 18:13:07,198 - my_logger - INFO - Column 欧洲Brent成品油裂解价差（领先一周） was last updated at 2024-11-21 2024-11-21 18:13:07,202 - my_logger - INFO - Column 马瑞原油：现货价：山东（日） was last updated at 2024-11-19 2024-11-21 18:13:07,205 - my_logger - INFO - Column 沙特中质OSP（日度） was last updated at 2024-11-21 2024-11-21 18:13:07,209 - my_logger - INFO - Column 沙轻欧洲OSP（日度） was last updated at 2024-11-21 2024-11-21 18:13:07,213 - my_logger - INFO - Column 美国MEH轻原油现货价格（美湾） was last updated at 2024-11-19 2024-11-21 18:13:07,217 - my_logger - INFO - Column 马瑞原油：重质：DES价：委内瑞拉（日） was last updated at 2024-11-19 2024-11-21 18:13:07,220 - my_logger - INFO - Column 巴重FOB出口亚洲现货价格 was last updated at 2024-11-20 2024-11-21 18:13:07,225 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asia（日度） was last updated at 2024-11-21 2024-11-21 18:13:07,229 - my_logger - INFO - Column 沙轻OSP（日度） was last updated at 2024-11-21 2024-11-21 18:13:07,233 - my_logger - INFO - Column Brent油价30日动能 was last updated at 2024-11-20 2024-11-21 18:13:07,237 - my_logger - INFO - Column 沙特轻质日度osp was last updated at 2024-11-21 2024-11-21 18:13:07,241 - my_logger - INFO - Column 巴轻OSP（日度） was last updated at 2024-11-20 2024-11-21 18:13:07,245 - my_logger - INFO - Column 美湾低硫柴油现货价格 was last updated at 2024-11-19 2024-11-21 18:13:07,248 - my_logger - INFO - Column Midland原油现货价格 was last updated at 2024-11-19 2024-11-21 18:13:07,251 - my_logger - INFO - Column 欧洲柴油现货价格 was last updated at 2024-11-19 2024-11-21 18:13:07,256 - my_logger - INFO - Column WTI原油现货价格Cushing was last updated at 2024-11-19 2024-11-21 18:13:07,260 - my_logger - INFO - Column Brent原油现货价格 was last updated at 2024-11-20 2024-11-21 18:13:07,264 - my_logger - INFO - Column LLS原油现货价格 was last updated at 2024-11-19 2024-11-21 18:13:07,268 - 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 18:13:07,272 - my_logger - INFO - Column 美国MARS原油现货价格 was last updated at 2024-11-19 2024-11-21 18:13:07,276 - my_logger - INFO - Column 国内马瑞与SC比价 was last updated at 2024-11-19 2024-11-21 18:13:07,280 - my_logger - INFO - Column 美湾WTI211裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,286 - my_logger - INFO - Column Asia Tapis 211 裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,290 - my_logger - INFO - Column 迪拜原油211裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,294 - my_logger - INFO - Column 丙烷CFR华南/布伦特原油比价 was last updated at 2024-11-19 2024-11-21 18:13:07,298 - my_logger - INFO - Column 欧洲Brent成品油裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,302 - my_logger - INFO - Column 美国汽油裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,305 - my_logger - INFO - Column 美国取暖油裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,309 - my_logger - INFO - Column Dubai连3合约价格 was last updated at 2024-11-20 2024-11-21 18:13:07,312 - my_logger - INFO - Column WTI 3:2:1裂解价差 was last updated at 2024-11-20 2024-11-21 18:13:07,317 - my_logger - INFO - Column 新加坡汽油裂解 was last updated at 2024-11-20 2024-11-21 18:13:07,321 - my_logger - INFO - Column 欧洲汽油裂解 was last updated at 2024-11-20 2024-11-21 18:13:07,325 - my_logger - INFO - Column 欧洲柴油裂解 was last updated at 2024-11-20 2024-11-21 18:13:07,329 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 2024-11-21 18:13:07,333 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-21 2024-11-21 18:13:07,336 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-20 2024-11-21 18:13:07,339 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-20 2024-11-21 18:13:07,343 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-20 2024-11-21 18:13:07,347 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-20 2024-11-21 18:13:07,354 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-20 2024-11-21 18:13:07,358 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-20 2024-11-21 18:13:07,361 - my_logger - INFO - Column 美国柴油零售价格 was last updated at 2024-11-18 2024-11-21 18:13:07,365 - my_logger - INFO - Column 美国车用汽油零售价格 was last updated at 2024-11-18 2024-11-21 18:13:07,369 - my_logger - INFO - Column 新加坡航煤裂解 was last updated at 2024-11-20 2024-11-21 18:13:07,372 - my_logger - INFO - Column 美国MARS贴水（WTI） was last updated at 2024-11-19 2024-11-21 18:13:07,376 - my_logger - INFO - Column 美国取暖油HOC5 was last updated at 2024-11-20 2024-11-21 18:13:07,380 - my_logger - INFO - Column 美国取暖油HOC6 was last updated at 2024-11-20 2024-11-21 18:13:07,384 - my_logger - INFO - Column 美国取暖油HOC7 was last updated at 2024-11-20 2024-11-21 18:13:07,388 - my_logger - INFO - Column 美国取暖油HOC8 was last updated at 2024-11-20 2024-11-21 18:13:07,392 - my_logger - INFO - Column 美国取暖油HOC4 was last updated at 2024-11-20 2024-11-21 18:13:07,396 - my_logger - INFO - Column 美国取暖油HOC9 was last updated at 2024-11-20 2024-11-21 18:13:07,398 - my_logger - INFO - Column 美国取暖油HOC10 was last updated at 2024-11-20 2024-11-21 18:13:07,404 - my_logger - INFO - Column 美国取暖油HOC11 was last updated at 2024-11-20 2024-11-21 18:13:07,407 - my_logger - INFO - Column 美国取暖油HOC12 was last updated at 2024-11-20 2024-11-21 18:13:07,411 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-20 2024-11-21 18:13:07,414 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-20 2024-11-21 18:13:07,418 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入罐成本 was last updated at 2024-11-20 2024-11-21 18:13:07,422 - my_logger - INFO - Column SC c3-阿曼到岸入罐成本 was last updated at 2024-11-20 2024-11-21 18:13:07,426 - my_logger - INFO - Column SC c5 -估值 was last updated at 2024-11-20 2024-11-21 18:13:07,430 - my_logger - INFO - Column SC主力-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 18:13:07,433 - my_logger - INFO - Column SC c1-阿曼入库成本 was last updated at 2024-11-20 2024-11-21 18:13:07,437 - my_logger - INFO - Column SC c1 夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:13:07,443 - my_logger - INFO - Column SC c2夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:13:07,446 - my_logger - INFO - Column SC c3夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:13:07,450 - my_logger - INFO - Column SC c4夜盘收盘价 was last updated at 2024-11-21 2024-11-21 18:13:07,453 - my_logger - INFO - Column SC c1 夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:13:07,456 - my_logger - INFO - Column SC c2夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:13:07,461 - my_logger - INFO - Column SC c3夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:13:07,464 - my_logger - INFO - Column SC c4夜盘收盘价滞后1天 was last updated at 2024-11-20 2024-11-21 18:13:07,468 - my_logger - INFO - Column SC c1夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 18:13:07,472 - my_logger - INFO - Column SC c2夜盘-Brent c1*汇率 was last updated at 2024-11-20 2024-11-21 18:13:07,476 - my_logger - INFO - Column SC c2夜盘-Brent c2*汇率 was last updated at 2024-11-20 2024-11-21 18:13:07,481 - my_logger - INFO - Column SC c1-SC c2 (夜盘) was last updated at 2024-11-20 2024-11-21 18:13:07,484 - my_logger - INFO - Column SC c1-SC c2 (夜盘)滞后1天 was last updated at 2024-11-19 2024-11-21 18:13:07,487 - my_logger - INFO - Column 中东原油强弱程度-巴中 was last updated at 2024-11-20 2024-11-21 18:13:07,490 - my_logger - INFO - Column SC理论估值-巴中 was last updated at 2024-11-20 2024-11-21 18:13:07,495 - my_logger - INFO - Column SC c2夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 18:13:07,498 - my_logger - INFO - Column SC c3夜盘-理论估值(巴中) was last updated at 2024-11-20 2024-11-21 18:13:07,502 - my_logger - INFO - Column 阿曼原油 (湛江交割) 到岸入库成本 was last updated at 2024-11-20 2024-11-21 18:13:07,505 - my_logger - INFO - Column SC c2夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 18:13:07,511 - my_logger - INFO - Column SC c3夜盘-阿曼入库湛江成本 was last updated at 2024-11-20 2024-11-21 18:13:07,515 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-20 2024-11-21 18:13:07,519 - my_logger - INFO - Column Brent12期合约均价 was last updated at 2024-11-20 2024-11-21 18:13:07,523 - my_logger - INFO - Column WTI 近12月合约均价 was last updated at 2024-11-20 2024-11-21 18:13:07,527 - my_logger - INFO - Column B-W价差（均价） was last updated at 2024-11-20 2024-11-21 18:13:07,531 - 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 18:13:07,535 - 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 18:13:07,539 - 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 18:13:07,542 - 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 18:13:07,546 - my_logger - INFO - Column 美国汽油净进口（周度） was last updated at 2024-11-15 2024-11-21 18:13:07,551 - my_logger - INFO - Column 美国炼厂产能利用率同差 was last updated at 2024-11-15 2024-11-21 18:13:07,556 - my_logger - INFO - Column 美国炼厂产能利用率超季节性/5年 was last updated at 2024-11-15 2024-11-21 18:13:07,561 - 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 18:13:07,565 - 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 18:13:07,569 - 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 18:13:07,574 - 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 18:13:07,578 - my_logger - INFO - Column 原油加工量/主营+独立 was last updated at 2024-11-15 2024-11-21 18:13:07,584 - my_logger - INFO - Column 美国炼厂原油输入量超季节性/3年 was last updated at 2024-11-15 2024-11-21 18:13:07,588 - my_logger - INFO - Column 美国总钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,591 - 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 18:13:07,595 - 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 2024-11-15 2024-11-21 18:13:07,599 - 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 18:13:07,602 - 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 18:13:07,606 - my_logger - INFO - Column 美国炼厂可用产能 was last updated at 2024-11-15 2024-11-21 18:13:07,609 - my_logger - INFO - Column 美国原油周度调整项 was last updated at 2024-11-15 2024-11-21 18:13:07,613 - my_logger - INFO - Column 中国32家地炼开工率 was last updated at 2024-11-15 2024-11-21 18:13:07,616 - 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 18:13:07,620 - 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 18:13:07,623 - my_logger - INFO - Column ArkomaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,627 - my_logger - INFO - Column CanaWoodford活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,633 - my_logger - INFO - Column DJ-Niobrara活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,636 - my_logger - INFO - Column GraniteWash活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,641 - my_logger - INFO - Column Haynesville活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,646 - my_logger - INFO - Column Utica活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,651 - my_logger - INFO - Column 加拿大原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,654 - my_logger - INFO - Column Permian盆地钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,657 - my_logger - INFO - Column EagleFord钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,661 - my_logger - INFO - Column Williston盆地钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,665 - my_logger - INFO - Column Marcellus钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,668 - my_logger - INFO - Column ArkmoreWoodford钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,672 - my_logger - INFO - Column 全球海上浮仓 was last updated at 2024-11-15 2024-11-21 18:13:07,676 - my_logger - INFO - Column 彭博西非海上浮仓 was last updated at 2024-11-15 2024-11-21 18:13:07,680 - my_logger - INFO - Column 彭博亚洲海上浮仓 was last updated at 2024-11-15 2024-11-21 18:13:07,684 - my_logger - INFO - Column 彭博欧洲海上浮仓 was last updated at 2024-11-15 2024-11-21 18:13:07,688 - my_logger - INFO - Column 彭博北海海上浮仓 was last updated at 2024-11-15 2024-11-21 18:13:07,692 - my_logger - INFO - Column 彭博中东海上浮仓 was last updated at 2024-11-15 2024-11-21 18:13:07,696 - 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 18:13:07,699 - my_logger - INFO - Column 美国陆上水域钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,703 - my_logger - INFO - Column 美国海上钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,707 - my_logger - INFO - Column 美国陆上钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,710 - my_logger - INFO - Column 美国炼厂原油输入量 was last updated at 2024-11-15 2024-11-21 18:13:07,714 - my_logger - INFO - Column FracSpread完井数 was last updated at 2024-11-15 2024-11-21 18:13:07,718 - my_logger - INFO - Column 美国国内周度原油产量 was last updated at 2024-11-15 2024-11-21 18:13:07,722 - my_logger - INFO - Column 美国原油活跃钻机数 was last updated at 2024-11-15 2024-11-21 18:13:07,725 - my_logger - INFO - Column 美国炼厂产能利用率 was last updated at 2024-11-15 2024-11-21 18:13:07,729 - my_logger - INFO - Column EIA周度NGL产量 was last updated at 2024-11-15 2024-11-21 18:13:07,732 - my_logger - INFO - Column 原油：加工量：中国（周） was last updated at 2024-11-15 2024-11-21 18:13:07,736 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 2024-11-21 18:13:07,741 - my_logger - INFO - Column Lower48原油产量 was last updated at 2024-11-15 2024-11-21 18:13:07,746 - my_logger - INFO - Column EIA美国航煤净出口 was last updated at 2024-11-15 2024-11-21 18:13:07,750 - my_logger - INFO - Column EIA美国柴油净出口 was last updated at 2024-11-15 2024-11-21 18:13:07,754 - my_logger - INFO - Column EIA美国汽油净出口 was last updated at 2024-11-15 2024-11-21 18:13:07,758 - my_logger - INFO - Column EIA美国原油净出口 was last updated at 2024-11-15 2024-11-21 18:13:07,761 - my_logger - INFO - Column DOE-航煤净进口 was last updated at 2024-11-15 2024-11-21 18:13:07,764 - my_logger - INFO - Column DOE-美国汽油净进口 was last updated at 2024-11-15 2024-11-21 18:13:07,767 - my_logger - INFO - Column DOE-美国馏分燃料油净进口 was last updated at 2024-11-15 2024-11-21 18:13:07,771 - my_logger - INFO - Column 美国原油周度净进口 was last updated at 2024-11-15 2024-11-21 18:13:07,776 - my_logger - INFO - Column 美国原油总出口 was last updated at 2024-11-15 2024-11-21 18:13:07,779 - my_logger - INFO - Column 美国原油进口（除SPR） was last updated at 2024-11-15 2024-11-21 18:13:07,783 - my_logger - INFO - Column 美国原油总进口（含SPR） was last updated at 2024-11-15 2024-11-21 18:13:07,788 - my_logger - INFO - Column VLCC:中东-中国 was last updated at 2024-11-19 2024-11-21 18:13:07,792 - my_logger - INFO - Column Suezmax：阿拉伯海湾-地中海 was last updated at 2024-11-19 2024-11-21 18:13:07,796 - my_logger - INFO - Column DOE-美国汽油进口 was last updated at 2024-11-15 2024-11-21 18:13:07,800 - my_logger - INFO - Column DOE-美国汽油出口 was last updated at 2024-11-15 2024-11-21 18:13:07,804 - my_logger - INFO - Column DOE-馏分燃料油进口 was last updated at 2024-11-15 2024-11-21 18:13:07,809 - my_logger - INFO - Column DOE-美国馏分燃料油出口 was last updated at 2024-11-15 2024-11-21 18:13:07,813 - my_logger - INFO - Column DOE-航煤进口 was last updated at 2024-11-15 2024-11-21 18:13:07,817 - my_logger - INFO - Column DOE-航煤出口 was last updated at 2024-11-15 2024-11-21 18:13:07,820 - my_logger - INFO - Column Kpler-美国原油净进口（周度） was last updated at 2024-08-25 2024-11-21 18:13:07,824 - 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 18:13:07,827 - 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 18:13:07,831 - my_logger - INFO - Column 文莱周度原油海运出口 was last updated at 2024-11-03 2024-11-21 18:13:07,835 - my_logger - INFO - Column DoC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:13:07,839 - 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 18:13:07,842 - 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 18:13:07,846 - 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 18:13:07,850 - 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 18:13:07,854 - 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 18:13:07,858 - 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 18:13:07,861 - 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 18:13:07,865 - my_logger - INFO - Column 北非-利比亚周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:13:07,868 - 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 18:13:07,872 - 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 18:13:07,875 - 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 18:13:07,880 - 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 18:13:07,885 - 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 18:13:07,889 - 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 18:13:07,892 - 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 18:13:07,897 - 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 18:13:07,900 - 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 18:13:07,904 - 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 18:13:07,906 - 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 18:13:07,910 - my_logger - INFO - Column 挪威周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:13:07,913 - 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 18:13:07,917 - 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 18:13:07,921 - 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 18:13:07,925 - 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 18:13:07,929 - 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 18:13:07,933 - 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 18:13:07,936 - 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 18:13:07,940 - 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 18:13:07,945 - 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 18:13:07,950 - 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 18:13:07,954 - 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 18:13:07,958 - 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 18:13:07,962 - 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 18:13:07,966 - 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 18:13:07,969 - 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 18:13:07,973 - 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 18:13:07,976 - my_logger - INFO - Column 英国周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:13:07,980 - my_logger - INFO - Column OPEC周度原油海运出口 was last updated at 2024-11-10 2024-11-21 18:13:07,984 - 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 18:13:07,987 - 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 18:13:07,991 - 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 18:13:07,996 - 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 18:13:07,999 - 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 18:13:08,003 - my_logger - INFO - Column 缅甸周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:13:08,007 - my_logger - INFO - Column 德国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,011 - 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 18:13:08,015 - 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 18:13:08,019 - 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 18:13:08,023 - 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 18:13:08,027 - my_logger - INFO - Column 南非周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:13:08,030 - 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 18:13:08,034 - my_logger - INFO - Column 英国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,039 - 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 18:13:08,042 - my_logger - INFO - Column 埃及周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,045 - my_logger - INFO - Column 韩国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,050 - my_logger - INFO - Column 越南周度原油海运进口 was last updated at 2024-11-03 2024-11-21 18:13:08,054 - 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 18:13:08,057 - my_logger - INFO - Column 巴西周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,061 - 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 18:13:08,066 - 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 18:13:08,069 - my_logger - INFO - Column 印度周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,072 - my_logger - INFO - Column 智利周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,076 - 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 18:13:08,080 - my_logger - INFO - Column 荷兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,084 - my_logger - INFO - Column 芬兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,088 - 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 18:13:08,091 - 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 18:13:08,095 - my_logger - INFO - Column 泰国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,099 - my_logger - INFO - Column 法国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,102 - 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 18:13:08,106 - my_logger - INFO - Column 美国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,110 - my_logger - INFO - Column 波兰周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,114 - my_logger - INFO - Column 中国周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,118 - 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 18:13:08,122 - 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 18:13:08,127 - my_logger - INFO - Column 希腊周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,130 - my_logger - INFO - Column 瑞典周度原油海运进口 was last updated at 2024-11-10 2024-11-21 18:13:08,134 - my_logger - INFO - Column 莱茵河水位 was last updated at 2024-11-20 2024-11-21 18:13:08,137 - my_logger - INFO - Column ovx index was last updated at 2024-11-20 2024-11-21 18:13:08,142 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-20 2024-11-21 18:13:08,146 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-20 2024-11-21 18:13:08,150 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-20 2024-11-21 18:13:08,153 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-20 2024-11-21 18:13:08,157 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-15 2024-11-21 18:13:08,162 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 2024-11-21 18:13:08,166 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 2024-11-21 18:13:08,170 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 2024-11-21 18:13:08,174 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-19 2024-11-21 18:13:08,177 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-20 2024-11-21 18:13:08,181 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-20 2024-11-21 18:13:08,191 - my_logger - INFO - 特征停更信息保存到文件：last_update_times.csv 2024-11-21 18:13:08,194 - my_logger - INFO - 删除预警的特征前数据量：(2517, 504) 2024-11-21 18:13:08,199 - my_logger - INFO - 删除预警的特征后数据量：(2517, 429) 2024-11-21 18:13:08,200 - my_logger - INFO - 删除两月不更新特征前数据量：(2517, 429) 2024-11-21 18:13:09,175 - my_logger - INFO - 删除两月不更新特征后数据量：(2517, 425) 2024-11-21 18:13:09,182 - my_logger - INFO - 删除预测列为空值的行后数据量：(1781, 425) 2024-11-21 18:13:09,188 - my_logger - INFO - 删除全为空值的列后数据量：(1781, 354) 2024-11-21 18:13:16,177 - my_logger - INFO - 日度(222) 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） .. ... ... ... 217 C2403128043 218 C2403150124 219 FVHCM1 INDEX 220 GC1 COMB Comdty 221 C2404167855 [222 rows x 3 columns] 2024-11-21 18:13:16,199 - my_logger - INFO - 特征信息：总共有351个,日度(222),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 18:13:16,202 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** 2024-11-21 18:13:18,083 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', y = '72.93' WHERE ds = '2024-11-20 00:00:00' 2024-11-21 18:13:18,088 - my_logger - INFO - 开始训练模型... 2024-11-21 18:13:18,088 - my_logger - INFO - 模型训练完成 2024-11-21 18:13:18,089 - my_logger - INFO - 训练数据绘图ing 2024-11-21 18:13:19,607 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', NHITS = '73.02695', Informer = '74.880905', LSTM = '73.00687', iTransformer = '73.82856', TSMixer = '73.84927', TSMixerx = '74.90386', PatchTST = '72.881065', RNN = '74.24087', GRU = '73.30809', TCN = '74.552666', BiTCN = '73.27787', DilatedRNN = '72.32639', MLP = '73.24743', DLinear = '72.40385', NLinear = '73.783905', TFT = '72.98307', StemGNN = '74.90098', MLPMultivariate = '74.468864', TiDE = '74.01576', DeepNPTS = '74.939926' WHERE ds = '2024-11-21 00:00:00' 2024-11-21 18:13:20,196 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-14 00:00:00', NHITS = '82.14', Informer = '81.62', LSTM = '80.29', iTransformer = '80.66', TSMixer = '82.02', TSMixerx = '81.77', PatchTST = '82.4', RNN = '84.47', GRU = '82.83', TCN = '86.22', BiTCN = '82.02', DilatedRNN = '80.21', MLP = '82.46', DLinear = '82.04', NLinear = '82.37', TFT = '81.08', StemGNN = '79.23', MLPMultivariate = '79.59', TiDE = '82.22', DeepNPTS = '82.06', y = '80.99', min_within_quantile = '79.23', max_within_quantile = '84.47' WHERE ds = '2024-02-14 00:00:00' 2024-11-21 18:13:20,204 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-15 00:00:00', NHITS = '81.6', Informer = '81.23', LSTM = '79.43', iTransformer = '81.15', TSMixer = '81.34', TSMixerx = '80.99', PatchTST = '82.27', RNN = '83.35', GRU = '81.74', TCN = '85.79', BiTCN = '81.46', DilatedRNN = '79.44', MLP = '81.07', DLinear = '81.23', NLinear = '80.79', TFT = '80.91', StemGNN = '79.3', MLPMultivariate = '78.85', TiDE = '81.32', DeepNPTS = '80.94', y = '82.16', min_within_quantile = '78.85', max_within_quantile = '83.35' WHERE ds = '2024-02-15 00:00:00' 2024-11-21 18:13:20,212 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-16 00:00:00', NHITS = '82.18', Informer = '82.58', LSTM = '80.38', iTransformer = '81.87', TSMixer = '82.07', TSMixerx = '82.25', PatchTST = '83.85', RNN = '84.6', GRU = '83.1', TCN = '86.54', BiTCN = '82.35', DilatedRNN = '80.11', MLP = '83.26', DLinear = '82.24', NLinear = '81.9', TFT = '81.58', StemGNN = '79.39', MLPMultivariate = '79.81', TiDE = '82.18', DeepNPTS = '82.16', y = '82.74', min_within_quantile = '79.39', max_within_quantile = '84.6' WHERE ds = '2024-02-16 00:00:00' 2024-11-21 18:13:20,220 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '83.5', Informer = '82.51', LSTM = '80.82', iTransformer = '82.44', TSMixer = '82.37', TSMixerx = '83.21', PatchTST = '84.0', RNN = '84.92', GRU = '83.51', TCN = '86.91', BiTCN = '82.69', DilatedRNN = '80.87', MLP = '83.72', DLinear = '82.4', NLinear = '82.72', TFT = '81.69', StemGNN = '79.49', MLPMultivariate = '80.27', TiDE = '82.65', DeepNPTS = '82.74', y = '82.73', min_within_quantile = '80.27', max_within_quantile = '84.92' WHERE ds = '2024-02-19 00:00:00' 2024-11-21 18:13:20,228 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '83.61', Informer = '82.75', LSTM = '80.77', iTransformer = '77.27', TSMixer = '82.48', TSMixerx = '83.58', PatchTST = '83.08', RNN = '85.0', GRU = '83.46', TCN = '87.14', BiTCN = '82.42', DilatedRNN = '80.82', MLP = '83.07', DLinear = '82.91', NLinear = '82.44', TFT = '81.51', StemGNN = '79.6', MLPMultivariate = '80.28', TiDE = '82.47', DeepNPTS = '82.73', y = '81.5', min_within_quantile = '80.28', max_within_quantile = '85.0' WHERE ds = '2024-02-20 00:00:00' 2024-11-21 18:13:20,235 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '81.46', Informer = '80.57', LSTM = '79.78', iTransformer = '76.09', TSMixer = '81.54', TSMixerx = '83.34', PatchTST = '81.55', RNN = '83.87', GRU = '82.31', TCN = '86.63', BiTCN = '81.87', DilatedRNN = '79.64', MLP = '81.72', DLinear = '81.9', NLinear = '81.99', TFT = '81.09', StemGNN = '79.69', MLPMultivariate = '79.44', TiDE = '81.48', DeepNPTS = '81.5', y = '82.11', min_within_quantile = '80.57', max_within_quantile = '86.63' WHERE ds = '2024-02-21 00:00:00' 2024-11-21 18:13:20,241 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '82.52', Informer = '81.35', LSTM = '80.32', iTransformer = '76.27', TSMixer = '81.82', TSMixerx = '82.49', PatchTST = '82.22', RNN = '84.54', GRU = '83.11', TCN = '86.97', BiTCN = '82.12', DilatedRNN = '79.92', MLP = '82.69', DLinear = '82.4', NLinear = '81.82', TFT = '80.56', StemGNN = '79.74', MLPMultivariate = '80.5', TiDE = '81.72', DeepNPTS = '82.1', y = '82.7', min_within_quantile = '79.74', max_within_quantile = '84.54' WHERE ds = '2024-02-22 00:00:00' 2024-11-21 18:13:20,249 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '82.9', Informer = '81.56', LSTM = '80.78', iTransformer = '78.56', TSMixer = '82.59', TSMixerx = '83.39', PatchTST = '83.41', RNN = '84.91', GRU = '83.58', TCN = '87.08', BiTCN = '82.41', DilatedRNN = '80.59', MLP = '83.33', DLinear = '82.71', NLinear = '83.29', TFT = '81.45', StemGNN = '79.84', MLPMultivariate = '82.43', TiDE = '82.9', DeepNPTS = '82.66', y = '80.8', min_within_quantile = '80.59', max_within_quantile = '84.91' WHERE ds = '2024-02-23 00:00:00' 2024-11-21 18:13:20,256 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '81.27', Informer = '79.97', LSTM = '79.26', iTransformer = '77.76', TSMixer = '81.53', TSMixerx = '82.03', PatchTST = '81.62', RNN = '83.13', GRU = '81.61', TCN = '86.23', BiTCN = '81.31', DilatedRNN = '79.05', MLP = '81.81', DLinear = '81.13', NLinear = '80.78', TFT = '80.58', StemGNN = '79.93', MLPMultivariate = '81.48', TiDE = '81.56', DeepNPTS = '80.91', y = '81.67', min_within_quantile = '79.05', max_within_quantile = '83.13' WHERE ds = '2024-02-26 00:00:00' 2024-11-21 18:13:20,263 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '81.26', Informer = '80.01', LSTM = '80.01', iTransformer = '78.46', TSMixer = '81.92', TSMixerx = '81.83', PatchTST = '82.19', RNN = '84.2', GRU = '82.77', TCN = '86.57', BiTCN = '81.82', DilatedRNN = '79.5', MLP = '82.11', DLinear = '81.79', NLinear = '81.94', TFT = '81.03', StemGNN = '80.05', MLPMultivariate = '81.55', TiDE = '82.28', DeepNPTS = '81.4', y = '82.66', min_within_quantile = '79.5', max_within_quantile = '84.2' WHERE ds = '2024-02-27 00:00:00' 2024-11-21 18:13:20,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '81.21', Informer = '81.61', LSTM = '80.78', iTransformer = '77.86', TSMixer = '82.37', TSMixerx = '82.28', PatchTST = '82.62', RNN = '84.86', GRU = '83.57', TCN = '87.01', BiTCN = '82.15', DilatedRNN = '80.6', MLP = '81.76', DLinear = '82.2', NLinear = '82.91', TFT = '82.49', StemGNN = '80.21', MLPMultivariate = '82.24', TiDE = '82.72', DeepNPTS = '81.66', y = '82.15', min_within_quantile = '80.21', max_within_quantile = '84.86' WHERE ds = '2024-02-28 00:00:00' 2024-11-21 18:13:20,278 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '80.53', Informer = '82.23', LSTM = '80.34', iTransformer = '76.33', TSMixer = '82.29', TSMixerx = '81.96', PatchTST = '82.01', RNN = '84.44', GRU = '82.93', TCN = '86.9', BiTCN = '82.16', DilatedRNN = '80.19', MLP = '81.72', DLinear = '81.85', NLinear = '82.66', TFT = '82.3', StemGNN = '80.32', MLPMultivariate = '82.09', TiDE = '82.51', DeepNPTS = '82.16', y = '81.91', min_within_quantile = '80.19', max_within_quantile = '84.44' WHERE ds = '2024-02-29 00:00:00' 2024-11-21 18:13:20,285 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '78.37', Informer = '81.96', LSTM = '80.14', iTransformer = '75.2', TSMixer = '81.96', TSMixerx = '81.93', PatchTST = '81.64', RNN = '84.32', GRU = '82.81', TCN = '87.02', BiTCN = '81.95', DilatedRNN = '79.87', MLP = '80.33', DLinear = '82.0', NLinear = '82.12', TFT = '82.33', StemGNN = '80.43', MLPMultivariate = '81.18', TiDE = '81.89', DeepNPTS = '81.92', y = '83.55', min_within_quantile = '79.87', max_within_quantile = '84.32' WHERE ds = '2024-03-01 00:00:00' 2024-11-21 18:13:20,292 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '80.61', Informer = '83.6', LSTM = '81.42', iTransformer = '76.25', TSMixer = '83.18', TSMixerx = '83.23', PatchTST = '83.36', RNN = '85.75', GRU = '84.43', TCN = '87.94', BiTCN = '82.96', DilatedRNN = '81.31', MLP = '83.36', DLinear = '83.6', NLinear = '83.07', TFT = '84.02', StemGNN = '80.57', MLPMultivariate = '81.84', TiDE = '83.12', DeepNPTS = '83.54', y = '82.8', min_within_quantile = '80.57', max_within_quantile = '85.75' WHERE ds = '2024-03-04 00:00:00' 2024-11-21 18:13:20,299 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '82.36', Informer = '83.98', LSTM = '80.8', iTransformer = '77.32', TSMixer = '83.06', TSMixerx = '83.44', PatchTST = '82.86', RNN = '84.93', GRU = '83.49', TCN = '87.74', BiTCN = '83.2', DilatedRNN = '80.93', MLP = '83.14', DLinear = '82.89', NLinear = '82.9', TFT = '83.43', StemGNN = '80.73', MLPMultivariate = '80.4', TiDE = '83.05', DeepNPTS = '82.8', y = '82.04', min_within_quantile = '80.4', max_within_quantile = '84.93' WHERE ds = '2024-03-05 00:00:00' 2024-11-21 18:13:20,306 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '82.14', Informer = '83.23', LSTM = '80.2', iTransformer = '77.98', TSMixer = '82.67', TSMixerx = '82.9', PatchTST = '82.44', RNN = '84.45', GRU = '82.91', TCN = '87.58', BiTCN = '82.89', DilatedRNN = '80.03', MLP = '83.02', DLinear = '82.92', NLinear = '81.97', TFT = '83.15', StemGNN = '80.85', MLPMultivariate = '79.3', TiDE = '82.71', DeepNPTS = '82.05', y = '82.96', min_within_quantile = '80.03', max_within_quantile = '84.45' WHERE ds = '2024-03-06 00:00:00' 2024-11-21 18:13:20,314 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '82.09', Informer = '84.34', LSTM = '80.96', iTransformer = '78.46', TSMixer = '83.24', TSMixerx = '83.68', PatchTST = '83.4', RNN = '85.24', GRU = '83.92', TCN = '88.0', BiTCN = '83.46', DilatedRNN = '80.87', MLP = '83.6', DLinear = '83.11', NLinear = '83.3', TFT = '84.03', StemGNN = '81.0', MLPMultivariate = '80.93', TiDE = '83.36', DeepNPTS = '82.96', y = '82.96', min_within_quantile = '80.87', max_within_quantile = '85.24' WHERE ds = '2024-03-07 00:00:00' 2024-11-21 18:13:20,320 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '83.03', Informer = '84.47', LSTM = '80.95', iTransformer = '78.48', TSMixer = '83.35', TSMixerx = '83.47', PatchTST = '83.83', RNN = '85.11', GRU = '83.78', TCN = '87.84', BiTCN = '83.74', DilatedRNN = '81.0', MLP = '83.61', DLinear = '83.28', NLinear = '83.38', TFT = '83.88', StemGNN = '81.14', MLPMultivariate = '82.34', TiDE = '83.61', DeepNPTS = '82.96', y = '82.08', min_within_quantile = '80.95', max_within_quantile = '85.11' WHERE ds = '2024-03-08 00:00:00' 2024-11-21 18:13:20,327 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '83.25', Informer = '83.8', LSTM = '80.24', iTransformer = '78.13', TSMixer = '82.66', TSMixerx = '82.64', PatchTST = '83.15', RNN = '84.42', GRU = '82.93', TCN = '87.58', BiTCN = '82.93', DilatedRNN = '80.14', MLP = '83.47', DLinear = '83.0', NLinear = '82.52', TFT = '82.31', StemGNN = '81.24', MLPMultivariate = '81.69', TiDE = '82.93', DeepNPTS = '82.08', y = '82.21', min_within_quantile = '80.14', max_within_quantile = '84.42' WHERE ds = '2024-03-11 00:00:00' 2024-11-21 18:13:20,334 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '82.33', Informer = '82.95', LSTM = '80.37', iTransformer = '79.97', TSMixer = '82.45', TSMixerx = '82.07', PatchTST = '82.3', RNN = '84.58', GRU = '83.2', TCN = '87.64', BiTCN = '82.62', DilatedRNN = '80.2', MLP = '82.23', DLinear = '83.18', NLinear = '82.62', TFT = '82.06', StemGNN = '81.34', MLPMultivariate = '81.65', TiDE = '82.35', DeepNPTS = '82.18', y = '81.92', min_within_quantile = '79.97', max_within_quantile = '84.58' WHERE ds = '2024-03-12 00:00:00' 2024-11-21 18:13:20,341 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '81.68', Informer = '82.39', LSTM = '80.16', iTransformer = '80.54', TSMixer = '82.04', TSMixerx = '81.94', PatchTST = '82.01', RNN = '84.23', GRU = '82.87', TCN = '87.32', BiTCN = '82.43', DilatedRNN = '80.05', MLP = '81.81', DLinear = '82.57', NLinear = '82.41', TFT = '81.42', StemGNN = '81.43', MLPMultivariate = '81.33', TiDE = '82.32', DeepNPTS = '81.82', y = '84.03', min_within_quantile = '80.05', max_within_quantile = '84.23' WHERE ds = '2024-03-13 00:00:00' 2024-11-21 18:13:20,348 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '83.87', Informer = '84.13', LSTM = '81.8', iTransformer = '80.81', TSMixer = '83.44', TSMixerx = '84.51', PatchTST = '83.64', RNN = '86.16', GRU = '84.93', TCN = '88.49', BiTCN = '83.52', DilatedRNN = '81.57', MLP = '83.51', DLinear = '83.05', NLinear = '83.8', TFT = '83.04', StemGNN = '81.59', MLPMultivariate = '82.66', TiDE = '83.48', DeepNPTS = '84.03', y = '85.42', min_within_quantile = '81.57', max_within_quantile = '86.16' WHERE ds = '2024-03-14 00:00:00' 2024-11-21 18:13:20,355 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '85.42', Informer = '85.31', LSTM = '82.81', iTransformer = '81.38', TSMixer = '84.87', TSMixerx = '85.68', PatchTST = '85.49', RNN = '87.1', GRU = '85.98', TCN = '89.4', BiTCN = '84.7', DilatedRNN = '83.01', MLP = '85.09', DLinear = '84.53', NLinear = '84.85', TFT = '84.01', StemGNN = '81.78', MLPMultivariate = '84.4', TiDE = '85.07', DeepNPTS = '85.42', y = '85.34', min_within_quantile = '82.81', max_within_quantile = '87.1' WHERE ds = '2024-03-15 00:00:00' 2024-11-21 18:13:20,363 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '85.41', Informer = '85.17', LSTM = '82.67', iTransformer = '81.85', TSMixer = '85.17', TSMixerx = '85.51', PatchTST = '84.99', RNN = '87.11', GRU = '85.79', TCN = '89.85', BiTCN = '84.85', DilatedRNN = '83.04', MLP = '85.57', DLinear = '85.09', NLinear = '85.28', TFT = '84.19', StemGNN = '81.97', MLPMultivariate = '84.67', TiDE = '85.32', DeepNPTS = '85.34', y = '86.89', min_within_quantile = '82.67', max_within_quantile = '87.11' WHERE ds = '2024-03-18 00:00:00' 2024-11-21 18:13:20,369 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '86.97', Informer = '86.05', LSTM = '83.81', iTransformer = '82.04', TSMixer = '86.3', TSMixerx = '86.26', PatchTST = '86.82', RNN = '88.33', GRU = '87.39', TCN = '91.05', BiTCN = '85.85', DilatedRNN = '84.0', MLP = '87.2', DLinear = '85.92', NLinear = '86.86', TFT = '85.67', StemGNN = '82.2', MLPMultivariate = '85.97', TiDE = '86.67', DeepNPTS = '86.89', y = '87.38', min_within_quantile = '83.81', max_within_quantile = '88.33' WHERE ds = '2024-03-19 00:00:00' 2024-11-21 18:13:20,376 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '88.39', Informer = '87.46', LSTM = '84.16', iTransformer = '83.06', TSMixer = '86.84', TSMixerx = '86.41', PatchTST = '87.87', RNN = '88.49', GRU = '87.74', TCN = '91.67', BiTCN = '86.65', DilatedRNN = '84.58', MLP = '88.31', DLinear = '87.15', NLinear = '87.07', TFT = '86.67', StemGNN = '82.44', MLPMultivariate = '87.68', TiDE = '87.28', DeepNPTS = '87.38', y = '85.38', min_within_quantile = '83.06', max_within_quantile = '88.49' WHERE ds = '2024-03-20 00:00:00' 2024-11-21 18:13:20,383 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '86.69', Informer = '86.04', LSTM = '82.59', iTransformer = '82.13', TSMixer = '85.67', TSMixerx = '85.41', PatchTST = '86.16', RNN = '87.09', GRU = '85.87', TCN = '90.98', BiTCN = '85.51', DilatedRNN = '83.02', MLP = '86.24', DLinear = '85.76', NLinear = '85.62', TFT = '85.76', StemGNN = '82.6', MLPMultivariate = '86.77', TiDE = '85.81', DeepNPTS = '85.38', y = '85.24', min_within_quantile = '82.13', max_within_quantile = '87.09' WHERE ds = '2024-03-21 00:00:00' 2024-11-21 18:13:20,391 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '85.45', Informer = '85.62', LSTM = '82.54', iTransformer = '81.63', TSMixer = '85.31', TSMixerx = '85.09', PatchTST = '85.46', RNN = '87.15', GRU = '86.12', TCN = '90.95', BiTCN = '85.38', DilatedRNN = '82.57', MLP = '85.59', DLinear = '85.55', NLinear = '85.31', TFT = '85.46', StemGNN = '82.7', MLPMultivariate = '86.33', TiDE = '85.31', DeepNPTS = '85.19', y = '84.83', min_within_quantile = '82.54', max_within_quantile = '87.15' WHERE ds = '2024-03-22 00:00:00' 2024-11-21 18:13:20,398 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '85.16', Informer = '86.25', LSTM = '82.28', iTransformer = '82.22', TSMixer = '85.07', TSMixerx = '84.58', PatchTST = '84.8', RNN = '86.63', GRU = '85.72', TCN = '90.51', BiTCN = '85.24', DilatedRNN = '82.44', MLP = '85.19', DLinear = '85.41', NLinear = '84.77', TFT = '84.8', StemGNN = '82.77', MLPMultivariate = '85.76', TiDE = '85.11', DeepNPTS = '84.85', y = '86.08', min_within_quantile = '82.22', max_within_quantile = '86.63' WHERE ds = '2024-03-25 00:00:00' 2024-11-21 18:13:20,405 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '86.03', Informer = '87.21', LSTM = '83.25', iTransformer = '83.23', TSMixer = '85.83', TSMixerx = '85.26', PatchTST = '85.87', RNN = '87.71', GRU = '86.93', TCN = '91.19', BiTCN = '85.73', DilatedRNN = '83.4', MLP = '86.17', DLinear = '85.68', NLinear = '86.08', TFT = '85.96', StemGNN = '82.9', MLPMultivariate = '87.06', TiDE = '86.02', DeepNPTS = '86.06', y = '85.63', min_within_quantile = '82.9', max_within_quantile = '87.71' WHERE ds = '2024-03-26 00:00:00' 2024-11-21 18:13:20,412 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '84.84', Informer = '86.41', LSTM = '82.89', iTransformer = '83.63', TSMixer = '85.93', TSMixerx = '86.33', PatchTST = '85.47', RNN = '87.21', GRU = '86.3', TCN = '90.92', BiTCN = '85.47', DilatedRNN = '83.19', MLP = '85.95', DLinear = '85.64', NLinear = '85.92', TFT = '86.26', StemGNN = '83.0', MLPMultivariate = '86.51', TiDE = '85.84', DeepNPTS = '85.63', y = '85.41', min_within_quantile = '82.89', max_within_quantile = '87.21' WHERE ds = '2024-03-27 00:00:00' 2024-11-21 18:13:20,419 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '85.23', Informer = '86.15', LSTM = '82.7', iTransformer = '83.61', TSMixer = '85.8', TSMixerx = '86.39', PatchTST = '85.4', RNN = '87.23', GRU = '86.18', TCN = '91.0', BiTCN = '85.48', DilatedRNN = '82.85', MLP = '85.61', DLinear = '85.86', NLinear = '86.08', TFT = '86.74', StemGNN = '83.13', MLPMultivariate = '86.34', TiDE = '85.95', DeepNPTS = '85.41', y = '87.0', min_within_quantile = '83.13', max_within_quantile = '87.23' WHERE ds = '2024-03-28 00:00:00' 2024-11-21 18:13:20,426 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '86.84', Informer = '87.31', LSTM = '83.92', iTransformer = '85.24', TSMixer = '86.83', TSMixerx = '86.97', PatchTST = '86.97', RNN = '88.34', GRU = '87.73', TCN = '91.89', BiTCN = '86.19', DilatedRNN = '84.08', MLP = '87.07', DLinear = '86.83', NLinear = '87.22', TFT = '87.73', StemGNN = '83.35', MLPMultivariate = '87.76', TiDE = '87.1', DeepNPTS = '86.98', y = '87.42', min_within_quantile = '83.92', max_within_quantile = '88.34' WHERE ds = '2024-04-01 00:00:00' 2024-11-21 18:13:20,433 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '87.4', Informer = '86.83', LSTM = '84.21', iTransformer = '85.46', TSMixer = '87.45', TSMixerx = '87.43', PatchTST = '87.29', RNN = '88.5', GRU = '87.91', TCN = '92.31', BiTCN = '86.62', DilatedRNN = '84.6', MLP = '87.78', DLinear = '87.6', NLinear = '87.46', TFT = '87.69', StemGNN = '83.59', MLPMultivariate = '88.21', TiDE = '87.51', DeepNPTS = '87.42', y = '88.92', min_within_quantile = '84.21', max_within_quantile = '88.5' WHERE ds = '2024-04-02 00:00:00' 2024-11-21 18:13:20,440 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '87.95', Informer = '88.13', LSTM = '85.3', iTransformer = '85.03', TSMixer = '88.66', TSMixerx = '88.61', PatchTST = '88.81', RNN = '89.61', GRU = '89.32', TCN = '93.45', BiTCN = '87.86', DilatedRNN = '85.78', MLP = '89.18', DLinear = '88.38', NLinear = '89.15', TFT = '88.28', StemGNN = '83.87', MLPMultivariate = '89.68', TiDE = '89.14', DeepNPTS = '88.92', y = '89.35', min_within_quantile = '85.3', max_within_quantile = '89.68' WHERE ds = '2024-04-03 00:00:00' 2024-11-21 18:13:20,448 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-04 00:00:00', NHITS = '88.63', Informer = '89.24', LSTM = '85.61', iTransformer = '86.51', TSMixer = '89.32', TSMixerx = '88.47', PatchTST = '89.41', RNN = '89.73', GRU = '89.6', TCN = '94.0', BiTCN = '88.45', DilatedRNN = '86.34', MLP = '89.73', DLinear = '88.57', NLinear = '89.06', TFT = '88.51', StemGNN = '84.16', MLPMultivariate = '90.67', TiDE = '89.6', DeepNPTS = '89.35', y = '90.65', min_within_quantile = '85.61', max_within_quantile = '90.67' WHERE ds = '2024-04-04 00:00:00' 2024-11-21 18:13:20,454 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-05 00:00:00', NHITS = '89.2', Informer = '90.68', LSTM = '86.56', iTransformer = '88.76', TSMixer = '90.21', TSMixerx = '89.8', PatchTST = '90.74', RNN = '90.59', GRU = '90.85', TCN = '95.21', BiTCN = '89.72', DilatedRNN = '87.29', MLP = '90.78', DLinear = '90.27', NLinear = '90.53', TFT = '89.33', StemGNN = '84.48', MLPMultivariate = '92.1', TiDE = '90.71', DeepNPTS = '90.65', y = '91.17', min_within_quantile = '86.56', max_within_quantile = '92.1' WHERE ds = '2024-04-05 00:00:00' 2024-11-21 18:13:20,462 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '90.01', Informer = '91.69', LSTM = '86.95', iTransformer = '88.83', TSMixer = '90.82', TSMixerx = '91.26', PatchTST = '91.78', RNN = '90.77', GRU = '91.26', TCN = '95.98', BiTCN = '90.5', DilatedRNN = '87.79', MLP = '92.31', DLinear = '90.75', NLinear = '91.4', TFT = '89.64', StemGNN = '84.78', MLPMultivariate = '93.65', TiDE = '91.25', DeepNPTS = '91.17', y = '90.38', min_within_quantile = '87.79', max_within_quantile = '93.65' WHERE ds = '2024-04-08 00:00:00' 2024-11-21 18:13:20,468 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '90.02', Informer = '91.66', LSTM = '86.34', iTransformer = '89.01', TSMixer = '90.49', TSMixerx = '90.61', PatchTST = '91.03', RNN = '90.37', GRU = '90.58', TCN = '95.93', BiTCN = '90.02', DilatedRNN = '87.24', MLP = '91.1', DLinear = '90.53', NLinear = '90.62', TFT = '89.33', StemGNN = '85.03', MLPMultivariate = '93.35', TiDE = '90.62', DeepNPTS = '90.38', y = '89.42', min_within_quantile = '87.24', max_within_quantile = '93.35' WHERE ds = '2024-04-09 00:00:00' 2024-11-21 18:13:20,476 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '89.58', Informer = '91.27', LSTM = '85.61', iTransformer = '89.09', TSMixer = '89.7', TSMixerx = '89.99', PatchTST = '89.94', RNN = '89.85', GRU = '89.91', TCN = '95.62', BiTCN = '89.52', DilatedRNN = '86.38', MLP = '90.41', DLinear = '90.24', NLinear = '89.6', TFT = '89.53', StemGNN = '85.25', MLPMultivariate = '88.3', TiDE = '89.57', DeepNPTS = '89.42', y = '90.48', min_within_quantile = '88.3', max_within_quantile = '91.27' WHERE ds = '2024-04-10 00:00:00' 2024-11-21 18:13:20,483 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '91.42', Informer = '91.66', LSTM = '86.45', iTransformer = '89.56', TSMixer = '90.33', TSMixerx = '89.72', PatchTST = '91.01', RNN = '90.48', GRU = '91.04', TCN = '96.24', BiTCN = '90.26', DilatedRNN = '87.09', MLP = '91.79', DLinear = '90.61', NLinear = '90.22', TFT = '89.82', StemGNN = '85.48', MLPMultivariate = '88.47', TiDE = '90.43', DeepNPTS = '90.47', y = '89.74', min_within_quantile = '86.45', max_within_quantile = '91.79' WHERE ds = '2024-04-11 00:00:00' 2024-11-21 18:13:20,490 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '90.99', Informer = '91.49', LSTM = '85.91', iTransformer = '89.54', TSMixer = '90.08', TSMixerx = '89.61', PatchTST = '90.18', RNN = '89.91', GRU = '90.19', TCN = '95.85', BiTCN = '89.82', DilatedRNN = '86.75', MLP = '90.46', DLinear = '90.42', NLinear = '89.89', TFT = '89.4', StemGNN = '85.71', MLPMultivariate = '88.35', TiDE = '90.29', DeepNPTS = '89.74', y = '90.45', min_within_quantile = '86.75', max_within_quantile = '91.49' WHERE ds = '2024-04-12 00:00:00' 2024-11-21 18:13:20,497 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '89.78', Informer = '91.57', LSTM = '86.43', iTransformer = '90.87', TSMixer = '90.58', TSMixerx = '90.98', PatchTST = '90.68', RNN = '90.5', GRU = '90.97', TCN = '96.33', BiTCN = '90.0', DilatedRNN = '87.09', MLP = '90.57', DLinear = '90.58', NLinear = '90.63', TFT = '89.85', StemGNN = '85.94', MLPMultivariate = '88.51', TiDE = '90.77', DeepNPTS = '90.43', y = '90.1', min_within_quantile = '88.51', max_within_quantile = '91.57' WHERE ds = '2024-04-15 00:00:00' 2024-11-21 18:13:20,504 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '90.39', Informer = '90.92', LSTM = '86.18', iTransformer = '90.95', TSMixer = '90.48', TSMixerx = '90.71', PatchTST = '90.35', RNN = '90.15', GRU = '90.55', TCN = '96.14', BiTCN = '90.03', DilatedRNN = '86.93', MLP = '90.3', DLinear = '90.02', NLinear = '90.66', TFT = '89.77', StemGNN = '86.14', MLPMultivariate = '87.87', TiDE = '90.83', DeepNPTS = '90.09', y = '90.02', min_within_quantile = '87.87', max_within_quantile = '90.95' WHERE ds = '2024-04-16 00:00:00' 2024-11-21 18:13:20,512 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '90.31', Informer = '90.76', LSTM = '86.11', iTransformer = '91.18', TSMixer = '90.25', TSMixerx = '89.63', PatchTST = '89.96', RNN = '90.22', GRU = '90.54', TCN = '96.27', BiTCN = '89.7', DilatedRNN = '86.75', MLP = '89.76', DLinear = '90.77', NLinear = '90.53', TFT = '89.81', StemGNN = '86.33', MLPMultivariate = '87.72', TiDE = '90.58', DeepNPTS = '89.93', y = '87.29', min_within_quantile = '86.11', max_within_quantile = '91.18' WHERE ds = '2024-04-17 00:00:00' 2024-11-21 18:13:20,557 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '87.46', Informer = '87.54', LSTM = '84.01', iTransformer = '89.48', TSMixer = '88.23', TSMixerx = '88.35', PatchTST = '87.61', RNN = '88.39', GRU = '87.97', TCN = '94.85', BiTCN = '87.94', DilatedRNN = '84.59', MLP = '87.15', DLinear = '88.61', NLinear = '88.25', TFT = '87.43', StemGNN = '86.46', MLPMultivariate = '84.96', TiDE = '88.31', DeepNPTS = '87.89', y = '87.11', min_within_quantile = '84.96', max_within_quantile = '89.48' WHERE ds = '2024-04-18 00:00:00' 2024-11-21 18:13:20,564 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '86.66', Informer = '87.92', LSTM = '83.93', iTransformer = '88.4', TSMixer = '87.6', TSMixerx = '87.75', PatchTST = '87.2', RNN = '88.52', GRU = '88.19', TCN = '94.59', BiTCN = '87.3', DilatedRNN = '84.13', MLP = '86.62', DLinear = '87.95', NLinear = '87.8', TFT = '87.03', StemGNN = '86.58', MLPMultivariate = '83.43', TiDE = '87.57', DeepNPTS = '87.26', y = '87.29', min_within_quantile = '86.58', max_within_quantile = '88.52' WHERE ds = '2024-04-19 00:00:00' 2024-11-21 18:13:20,571 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '87.74', Informer = '88.28', LSTM = '84.13', iTransformer = '88.68', TSMixer = '87.66', TSMixerx = '87.67', PatchTST = '87.57', RNN = '88.41', GRU = '88.25', TCN = '94.19', BiTCN = '87.55', DilatedRNN = '84.52', MLP = '87.14', DLinear = '87.9', NLinear = '87.46', TFT = '86.88', StemGNN = '86.68', MLPMultivariate = '84.4', TiDE = '87.9', DeepNPTS = '88.44', y = '87.0', min_within_quantile = '84.4', max_within_quantile = '88.68' WHERE ds = '2024-04-22 00:00:00' 2024-11-21 18:13:20,577 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '87.93', Informer = '88.49', LSTM = '83.9', iTransformer = '88.4', TSMixer = '87.5', TSMixerx = '88.44', PatchTST = '87.21', RNN = '88.27', GRU = '87.84', TCN = '94.07', BiTCN = '87.22', DilatedRNN = '84.38', MLP = '86.94', DLinear = '87.13', NLinear = '86.79', TFT = '87.32', StemGNN = '86.81', MLPMultivariate = '84.68', TiDE = '87.43', DeepNPTS = '88.79', y = '87.39', min_within_quantile = '86.79', max_within_quantile = '88.79' WHERE ds = '2024-04-23 00:00:00' 2024-11-21 18:13:20,584 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '87.25', Informer = '88.22', LSTM = '84.19', iTransformer = '88.79', TSMixer = '87.77', TSMixerx = '87.62', PatchTST = '87.78', RNN = '88.59', GRU = '88.2', TCN = '94.28', BiTCN = '87.67', DilatedRNN = '84.66', MLP = '87.16', DLinear = '87.86', NLinear = '87.6', TFT = '87.54', StemGNN = '86.94', MLPMultivariate = '84.73', TiDE = '88.03', DeepNPTS = '87.47', y = '87.04', min_within_quantile = '84.19', max_within_quantile = '88.79' WHERE ds = '2024-04-24 00:00:00' 2024-11-21 18:13:20,604 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '86.95', Informer = '88.69', LSTM = '83.91', iTransformer = '92.19', TSMixer = '87.53', TSMixerx = '87.06', PatchTST = '87.51', RNN = '88.28', GRU = '87.77', TCN = '94.12', BiTCN = '87.35', DilatedRNN = '84.47', MLP = '87.27', DLinear = '87.92', NLinear = '87.79', TFT = '86.67', StemGNN = '87.03', MLPMultivariate = '87.76', TiDE = '87.68', DeepNPTS = '87.42', y = '87.77', min_within_quantile = '83.91', max_within_quantile = '88.69' WHERE ds = '2024-04-25 00:00:00' 2024-11-21 18:13:20,611 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '88.95', Informer = '89.94', LSTM = '84.46', iTransformer = '93.21', TSMixer = '87.94', TSMixerx = '87.75', PatchTST = '88.01', RNN = '88.87', GRU = '88.5', TCN = '94.52', BiTCN = '87.97', DilatedRNN = '84.92', MLP = '88.27', DLinear = '87.97', NLinear = '87.88', TFT = '87.59', StemGNN = '87.16', MLPMultivariate = '88.92', TiDE = '87.97', DeepNPTS = '87.98', y = '88.21', min_within_quantile = '84.46', max_within_quantile = '89.94' WHERE ds = '2024-04-26 00:00:00' 2024-11-21 18:13:20,618 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '87.85', Informer = '89.53', LSTM = '84.79', iTransformer = '93.73', TSMixer = '88.31', TSMixerx = '87.93', PatchTST = '88.35', RNN = '89.05', GRU = '88.79', TCN = '94.86', BiTCN = '88.45', DilatedRNN = '85.4', MLP = '88.53', DLinear = '88.96', NLinear = '88.38', TFT = '88.25', StemGNN = '87.29', MLPMultivariate = '89.41', TiDE = '88.34', DeepNPTS = '88.11', y = '87.2', min_within_quantile = '84.79', max_within_quantile = '89.53' WHERE ds = '2024-04-29 00:00:00' 2024-11-21 18:13:20,626 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '86.21', Informer = '88.45', LSTM = '83.99', iTransformer = '93.67', TSMixer = '87.74', TSMixerx = '87.44', PatchTST = '87.46', RNN = '88.4', GRU = '87.79', TCN = '94.43', BiTCN = '87.69', DilatedRNN = '84.73', MLP = '87.66', DLinear = '88.2', NLinear = '87.45', TFT = '88.15', StemGNN = '87.38', MLPMultivariate = '88.88', TiDE = '87.76', DeepNPTS = '87.9', y = '86.33', min_within_quantile = '83.99', max_within_quantile = '88.88' WHERE ds = '2024-04-30 00:00:00' 2024-11-21 18:13:20,634 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-01 00:00:00', NHITS = '86.77', Informer = '87.23', LSTM = '83.34', iTransformer = '92.82', TSMixer = '87.05', TSMixerx = '86.98', PatchTST = '87.16', RNN = '87.87', GRU = '87.14', TCN = '94.01', BiTCN = '86.94', DilatedRNN = '83.86', MLP = '87.58', DLinear = '87.57', NLinear = '86.59', TFT = '86.98', StemGNN = '87.45', MLPMultivariate = '88.62', TiDE = '87.07', DeepNPTS = '88.36', y = '83.44', min_within_quantile = '83.86', max_within_quantile = '88.62' WHERE ds = '2024-05-01 00:00:00' 2024-11-21 18:13:20,641 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-02 00:00:00', NHITS = '84.59', Informer = '83.51', LSTM = '81.12', iTransformer = '90.6', TSMixer = '84.67', TSMixerx = '84.01', PatchTST = '84.27', RNN = '85.49', GRU = '84.43', TCN = '92.28', BiTCN = '85.16', DilatedRNN = '81.36', MLP = '84.9', DLinear = '85.58', NLinear = '84.02', TFT = '84.04', StemGNN = '87.47', MLPMultivariate = '85.6', TiDE = '84.68', DeepNPTS = '84.55', y = '83.67', min_within_quantile = '81.12', max_within_quantile = '85.6' WHERE ds = '2024-05-02 00:00:00' 2024-11-21 18:13:20,648 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-03 00:00:00', NHITS = '84.9', Informer = '85.05', LSTM = '81.43', iTransformer = '89.8', TSMixer = '84.11', TSMixerx = '83.57', PatchTST = '84.03', RNN = '85.93', GRU = '85.0', TCN = '91.95', BiTCN = '84.86', DilatedRNN = '81.25', MLP = '83.79', DLinear = '84.5', NLinear = '84.37', TFT = '84.69', StemGNN = '87.48', MLPMultivariate = '85.0', TiDE = '84.15', DeepNPTS = '85.17', y = '82.96', min_within_quantile = '81.25', max_within_quantile = '85.93' WHERE ds = '2024-05-03 00:00:00' 2024-11-21 18:13:20,664 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '83.95', Informer = '84.71', LSTM = '80.93', iTransformer = '87.86', TSMixer = '83.53', TSMixerx = '82.56', PatchTST = '83.15', RNN = '85.02', GRU = '84.11', TCN = '90.84', BiTCN = '84.4', DilatedRNN = '80.97', MLP = '82.6', DLinear = '83.66', NLinear = '83.58', TFT = '83.42', StemGNN = '87.48', MLPMultivariate = '84.92', TiDE = '83.49', DeepNPTS = '84.09', y = '83.33', min_within_quantile = '80.93', max_within_quantile = '85.02' WHERE ds = '2024-05-06 00:00:00' 2024-11-21 18:13:20,671 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '83.41', Informer = '86.49', LSTM = '81.24', iTransformer = '87.05', TSMixer = '83.54', TSMixerx = '82.67', PatchTST = '83.46', RNN = '85.55', GRU = '84.45', TCN = '90.83', BiTCN = '84.18', DilatedRNN = '81.2', MLP = '82.5', DLinear = '84.02', NLinear = '83.26', TFT = '83.82', StemGNN = '87.5', MLPMultivariate = '85.54', TiDE = '83.47', DeepNPTS = '83.81', y = '83.16', min_within_quantile = '81.2', max_within_quantile = '85.55' WHERE ds = '2024-05-07 00:00:00' 2024-11-21 18:13:20,677 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '83.31', Informer = '84.86', LSTM = '81.09', iTransformer = '87.49', TSMixer = '83.42', TSMixerx = '82.26', PatchTST = '83.74', RNN = '85.3', GRU = '84.15', TCN = '90.52', BiTCN = '83.81', DilatedRNN = '81.14', MLP = '83.25', DLinear = '84.08', NLinear = '83.08', TFT = '83.87', StemGNN = '87.51', MLPMultivariate = '85.17', TiDE = '83.28', DeepNPTS = '83.19', y = '83.58', min_within_quantile = '81.09', max_within_quantile = '85.3' WHERE ds = '2024-05-08 00:00:00' 2024-11-21 18:13:20,684 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '83.36', Informer = '86.19', LSTM = '81.41', iTransformer = '87.93', TSMixer = '83.58', TSMixerx = '82.89', PatchTST = '84.18', RNN = '85.75', GRU = '84.53', TCN = '90.71', BiTCN = '84.16', DilatedRNN = '81.36', MLP = '83.79', DLinear = '84.12', NLinear = '83.38', TFT = '84.12', StemGNN = '87.54', MLPMultivariate = '85.1', TiDE = '83.63', DeepNPTS = '83.63', y = '83.88', min_within_quantile = '81.36', max_within_quantile = '86.19' WHERE ds = '2024-05-09 00:00:00' 2024-11-21 18:13:20,692 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '83.58', Informer = '85.78', LSTM = '81.62', iTransformer = '88.5', TSMixer = '83.98', TSMixerx = '83.79', PatchTST = '84.21', RNN = '85.95', GRU = '84.73', TCN = '90.61', BiTCN = '84.33', DilatedRNN = '81.6', MLP = '84.24', DLinear = '83.52', NLinear = '84.46', TFT = '84.37', StemGNN = '87.53', MLPMultivariate = '85.22', TiDE = '84.08', DeepNPTS = '83.56', y = '82.79', min_within_quantile = '81.6', max_within_quantile = '85.95' WHERE ds = '2024-05-10 00:00:00' 2024-11-21 18:13:20,699 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '82.82', Informer = '86.2', LSTM = '80.75', iTransformer = '87.45', TSMixer = '83.39', TSMixerx = '82.53', PatchTST = '83.47', RNN = '85.0', GRU = '83.63', TCN = '90.02', BiTCN = '84.06', DilatedRNN = '80.74', MLP = '83.0', DLinear = '82.9', NLinear = '82.65', TFT = '83.75', StemGNN = '87.49', MLPMultivariate = '84.49', TiDE = '83.3', DeepNPTS = '83.62', y = '83.36', min_within_quantile = '80.74', max_within_quantile = '85.0' WHERE ds = '2024-05-13 00:00:00' 2024-11-21 18:13:20,706 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '84.34', Informer = '85.63', LSTM = '81.23', iTransformer = '87.75', TSMixer = '83.59', TSMixerx = '82.78', PatchTST = '83.61', RNN = '85.62', GRU = '84.34', TCN = '90.19', BiTCN = '84.05', DilatedRNN = '81.18', MLP = '84.08', DLinear = '83.77', NLinear = '83.33', TFT = '83.92', StemGNN = '87.45', MLPMultivariate = '85.33', TiDE = '83.48', DeepNPTS = '83.88', y = '82.38', min_within_quantile = '81.18', max_within_quantile = '85.63' WHERE ds = '2024-05-14 00:00:00' 2024-11-21 18:13:20,713 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '83.8', Informer = '84.02', LSTM = '80.47', iTransformer = '85.39', TSMixer = '83.03', TSMixerx = '82.39', PatchTST = '83.17', RNN = '84.57', GRU = '83.28', TCN = '89.53', BiTCN = '83.8', DilatedRNN = '80.55', MLP = '83.24', DLinear = '82.88', NLinear = '82.79', TFT = '83.18', StemGNN = '87.36', MLPMultivariate = '84.61', TiDE = '82.79', DeepNPTS = '83.37', y = '82.75', min_within_quantile = '80.47', max_within_quantile = '85.39' WHERE ds = '2024-05-15 00:00:00' 2024-11-21 18:13:20,719 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '84.51', Informer = '83.69', LSTM = '80.78', iTransformer = '84.78', TSMixer = '83.13', TSMixerx = '82.26', PatchTST = '83.35', RNN = '85.09', GRU = '83.76', TCN = '89.6', BiTCN = '83.7', DilatedRNN = '80.68', MLP = '84.17', DLinear = '83.23', NLinear = '82.88', TFT = '83.0', StemGNN = '87.26', MLPMultivariate = '84.55', TiDE = '83.15', DeepNPTS = '83.45', y = '83.27', min_within_quantile = '80.68', max_within_quantile = '85.09' WHERE ds = '2024-05-16 00:00:00' 2024-11-21 18:13:20,726 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '83.16', Informer = '85.0', LSTM = '81.19', iTransformer = '85.06', TSMixer = '83.51', TSMixerx = '82.78', PatchTST = '83.36', RNN = '85.41', GRU = '84.18', TCN = '89.67', BiTCN = '83.46', DilatedRNN = '81.23', MLP = '83.11', DLinear = '83.2', NLinear = '83.47', TFT = '83.94', StemGNN = '87.22', MLPMultivariate = '84.14', TiDE = '83.23', DeepNPTS = '83.67', y = '83.98', min_within_quantile = '81.19', max_within_quantile = '85.41' WHERE ds = '2024-05-17 00:00:00' 2024-11-21 18:13:20,734 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '83.36', Informer = '85.54', LSTM = '81.72', iTransformer = '86.19', TSMixer = '84.03', TSMixerx = '83.8', PatchTST = '83.83', RNN = '86.05', GRU = '84.78', TCN = '89.98', BiTCN = '83.7', DilatedRNN = '81.81', MLP = '82.72', DLinear = '84.09', NLinear = '83.69', TFT = '84.41', StemGNN = '87.19', MLPMultivariate = '84.34', TiDE = '83.95', DeepNPTS = '83.44', y = '83.71', min_within_quantile = '81.72', max_within_quantile = '86.19' WHERE ds = '2024-05-20 00:00:00' 2024-11-21 18:13:20,742 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '83.87', Informer = '86.03', LSTM = '81.47', iTransformer = '86.44', TSMixer = '84.02', TSMixerx = '84.33', PatchTST = '83.33', RNN = '85.79', GRU = '84.44', TCN = '89.97', BiTCN = '83.76', DilatedRNN = '81.63', MLP = '82.6', DLinear = '83.93', NLinear = '83.87', TFT = '83.48', StemGNN = '87.17', MLPMultivariate = '84.03', TiDE = '83.76', DeepNPTS = '84.06', y = '82.88', min_within_quantile = '81.47', max_within_quantile = '87.17' WHERE ds = '2024-05-21 00:00:00' 2024-11-21 18:13:20,749 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '83.06', Informer = '84.31', LSTM = '80.82', iTransformer = '86.51', TSMixer = '83.43', TSMixerx = '83.49', PatchTST = '82.62', RNN = '85.13', GRU = '83.71', TCN = '89.49', BiTCN = '83.7', DilatedRNN = '80.83', MLP = '80.74', DLinear = '83.78', NLinear = '83.06', TFT = '82.65', StemGNN = '87.1', MLPMultivariate = '82.62', TiDE = '83.14', DeepNPTS = '83.43', y = '81.9', min_within_quantile = '80.74', max_within_quantile = '86.51' WHERE ds = '2024-05-22 00:00:00' 2024-11-21 18:13:20,756 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '83.1', Informer = '83.97', LSTM = '80.08', iTransformer = '86.63', TSMixer = '82.68', TSMixerx = '82.86', PatchTST = '82.43', RNN = '84.27', GRU = '82.88', TCN = '88.82', BiTCN = '83.55', DilatedRNN = '79.94', MLP = '81.46', DLinear = '82.64', NLinear = '82.36', TFT = '82.05', StemGNN = '87.03', MLPMultivariate = '82.85', TiDE = '82.55', DeepNPTS = '83.67', y = '81.36', min_within_quantile = '79.94', max_within_quantile = '84.27' WHERE ds = '2024-05-23 00:00:00' 2024-11-21 18:13:20,763 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '82.24', Informer = '81.98', LSTM = '79.72', iTransformer = '85.47', TSMixer = '82.14', TSMixerx = '81.61', PatchTST = '81.79', RNN = '83.76', GRU = '82.46', TCN = '88.07', BiTCN = '83.24', DilatedRNN = '79.37', MLP = '80.57', DLinear = '81.71', NLinear = '81.81', TFT = '81.58', StemGNN = '86.95', MLPMultivariate = '82.06', TiDE = '82.06', DeepNPTS = '82.76', y = '81.84', min_within_quantile = '79.37', max_within_quantile = '83.76' WHERE ds = '2024-05-24 00:00:00' 2024-11-21 18:13:20,770 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '82.62', Informer = '81.71', LSTM = '80.14', iTransformer = '84.78', TSMixer = '82.28', TSMixerx = '81.99', PatchTST = '82.29', RNN = '84.2', GRU = '82.94', TCN = '87.98', BiTCN = '83.2', DilatedRNN = '79.85', MLP = '81.37', DLinear = '81.99', NLinear = '81.91', TFT = '81.7', StemGNN = '86.84', MLPMultivariate = '82.74', TiDE = '82.49', DeepNPTS = '82.57', y = '82.88', min_within_quantile = '79.85', max_within_quantile = '84.78' WHERE ds = '2024-05-27 00:00:00' 2024-11-21 18:13:20,778 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '82.13', Informer = '82.64', LSTM = '80.94', iTransformer = '84.41', TSMixer = '83.04', TSMixerx = '82.14', PatchTST = '82.49', RNN = '85.1', GRU = '83.82', TCN = '88.33', BiTCN = '83.31', DilatedRNN = '80.84', MLP = '81.49', DLinear = '82.55', NLinear = '83.01', TFT = '82.5', StemGNN = '86.74', MLPMultivariate = '83.04', TiDE = '82.98', DeepNPTS = '82.56', y = '83.94', min_within_quantile = '80.84', max_within_quantile = '85.1' WHERE ds = '2024-05-28 00:00:00' 2024-11-21 18:13:20,784 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '83.95', Informer = '83.1', LSTM = '81.71', iTransformer = '84.46', TSMixer = '83.66', TSMixerx = '83.07', PatchTST = '83.7', RNN = '86.01', GRU = '84.69', TCN = '88.96', BiTCN = '83.52', DilatedRNN = '81.74', MLP = '83.39', DLinear = '83.29', NLinear = '83.94', TFT = '82.68', StemGNN = '86.61', MLPMultivariate = '84.77', TiDE = '83.97', DeepNPTS = '83.31', y = '83.43', min_within_quantile = '81.71', max_within_quantile = '86.01' WHERE ds = '2024-05-29 00:00:00' 2024-11-21 18:13:20,794 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '83.59', Informer = '82.0', LSTM = '81.26', iTransformer = '84.17', TSMixer = '83.5', TSMixerx = '82.77', PatchTST = '82.79', RNN = '85.55', GRU = '84.09', TCN = '88.96', BiTCN = '82.98', DilatedRNN = '81.35', MLP = '83.3', DLinear = '83.15', NLinear = '83.46', TFT = '82.76', StemGNN = '86.45', MLPMultivariate = '83.81', TiDE = '83.17', DeepNPTS = '83.37', y = '81.88', min_within_quantile = '81.26', max_within_quantile = '85.55' WHERE ds = '2024-05-30 00:00:00' 2024-11-21 18:13:20,801 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '82.58', Informer = '80.37', LSTM = '80.03', iTransformer = '83.38', TSMixer = '82.33', TSMixerx = '82.26', PatchTST = '81.89', RNN = '84.26', GRU = '82.71', TCN = '88.31', BiTCN = '82.03', DilatedRNN = '79.87', MLP = '82.85', DLinear = '82.14', NLinear = '82.32', TFT = '81.82', StemGNN = '86.22', MLPMultivariate = '81.83', TiDE = '82.16', DeepNPTS = '82.98', y = '81.11', min_within_quantile = '79.87', max_within_quantile = '84.26' WHERE ds = '2024-05-31 00:00:00' 2024-11-21 18:13:20,808 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '80.52', Informer = '79.63', LSTM = '79.51', iTransformer = '82.62', TSMixer = '81.63', TSMixerx = '81.69', PatchTST = '81.11', RNN = '83.57', GRU = '82.19', TCN = '87.71', BiTCN = '81.56', DilatedRNN = '79.11', MLP = '80.28', DLinear = '81.8', NLinear = '81.27', TFT = '81.09', StemGNN = '85.96', MLPMultivariate = '80.58', TiDE = '81.27', DeepNPTS = '81.98', y = '78.36', min_within_quantile = '79.11', max_within_quantile = '83.57' WHERE ds = '2024-06-03 00:00:00' 2024-11-21 18:13:20,815 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '78.04', Informer = '78.54', LSTM = '77.32', iTransformer = '80.75', TSMixer = '79.78', TSMixerx = '78.41', PatchTST = '78.98', RNN = '80.63', GRU = '79.39', TCN = '86.07', BiTCN = '80.59', DilatedRNN = '76.95', MLP = '77.1', DLinear = '79.56', NLinear = '78.67', TFT = '79.43', StemGNN = '85.67', MLPMultivariate = '77.87', TiDE = '79.38', DeepNPTS = '81.69', y = '77.52', min_within_quantile = '76.95', max_within_quantile = '80.75' WHERE ds = '2024-06-04 00:00:00' 2024-11-21 18:13:20,822 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '77.69', Informer = '77.83', LSTM = '76.78', iTransformer = '79.27', TSMixer = '78.67', TSMixerx = '76.63', PatchTST = '78.86', RNN = '79.91', GRU = '78.83', TCN = '85.04', BiTCN = '80.26', DilatedRNN = '76.06', MLP = '76.6', DLinear = '78.67', NLinear = '77.67', TFT = '78.86', StemGNN = '85.41', MLPMultivariate = '77.27', TiDE = '78.47', DeepNPTS = '81.3', y = '78.41', min_within_quantile = '76.06', max_within_quantile = '79.27' WHERE ds = '2024-06-05 00:00:00' 2024-11-21 18:13:20,830 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '77.89', Informer = '79.36', LSTM = '77.65', iTransformer = '79.08', TSMixer = '79.1', TSMixerx = '78.2', PatchTST = '79.19', RNN = '80.79', GRU = '79.71', TCN = '84.79', BiTCN = '80.52', DilatedRNN = '77.1', MLP = '77.25', DLinear = '78.47', NLinear = '78.81', TFT = '79.31', StemGNN = '85.11', MLPMultivariate = '78.44', TiDE = '78.99', DeepNPTS = '78.93', y = '79.87', min_within_quantile = '77.1', max_within_quantile = '80.79' WHERE ds = '2024-06-06 00:00:00' 2024-11-21 18:13:20,837 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '79.59', Informer = '79.34', LSTM = '78.83', iTransformer = '79.89', TSMixer = '79.96', TSMixerx = '79.74', PatchTST = '79.97', RNN = '82.33', GRU = '80.96', TCN = '85.18', BiTCN = '80.66', DilatedRNN = '78.47', MLP = '79.16', DLinear = '79.51', NLinear = '80.3', TFT = '80.17', StemGNN = '84.85', MLPMultivariate = '80.47', TiDE = '80.25', DeepNPTS = '79.68', y = '79.62', min_within_quantile = '78.47', max_within_quantile = '82.33' WHERE ds = '2024-06-07 00:00:00' 2024-11-21 18:13:20,845 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-10 00:00:00', NHITS = '79.88', Informer = '79.58', LSTM = '78.53', iTransformer = '80.04', TSMixer = '79.94', TSMixerx = '79.65', PatchTST = '79.48', RNN = '82.07', GRU = '80.44', TCN = '85.11', BiTCN = '80.44', DilatedRNN = '78.31', MLP = '79.28', DLinear = '79.72', NLinear = '79.87', TFT = '79.92', StemGNN = '84.56', MLPMultivariate = '79.85', TiDE = '79.79', DeepNPTS = '79.38', y = '81.63', min_within_quantile = '78.31', max_within_quantile = '82.07' WHERE ds = '2024-06-10 00:00:00' 2024-11-21 18:13:20,852 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '81.64', Informer = '80.47', LSTM = '80.08', iTransformer = '81.19', TSMixer = '81.08', TSMixerx = '80.59', PatchTST = '81.38', RNN = '84.17', GRU = '82.52', TCN = '86.36', BiTCN = '80.69', DilatedRNN = '79.7', MLP = '80.69', DLinear = '81.32', NLinear = '81.76', TFT = '81.73', StemGNN = '84.31', MLPMultivariate = '80.78', TiDE = '80.96', DeepNPTS = '80.52', y = '81.92', min_within_quantile = '79.7', max_within_quantile = '82.52' WHERE ds = '2024-06-11 00:00:00' 2024-11-21 18:13:20,860 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '81.16', Informer = '81.03', LSTM = '80.22', iTransformer = '81.6', TSMixer = '81.66', TSMixerx = '81.31', PatchTST = '81.75', RNN = '84.22', GRU = '82.58', TCN = '86.63', BiTCN = '80.85', DilatedRNN = '80.22', MLP = '81.24', DLinear = '81.57', NLinear = '82.01', TFT = '81.98', StemGNN = '84.06', MLPMultivariate = '81.62', TiDE = '81.57', DeepNPTS = '81.83', y = '82.6', min_within_quantile = '80.22', max_within_quantile = '84.22' WHERE ds = '2024-06-12 00:00:00' 2024-11-21 18:13:20,867 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '81.22', Informer = '82.2', LSTM = '80.69', iTransformer = '81.81', TSMixer = '82.34', TSMixerx = '82.0', PatchTST = '82.31', RNN = '84.96', GRU = '83.28', TCN = '87.33', BiTCN = '81.53', DilatedRNN = '80.61', MLP = '81.51', DLinear = '81.67', NLinear = '82.26', TFT = '82.96', StemGNN = '83.93', MLPMultivariate = '81.79', TiDE = '82.32', DeepNPTS = '82.47', y = '82.75', min_within_quantile = '80.61', max_within_quantile = '84.96' WHERE ds = '2024-06-13 00:00:00' 2024-11-21 18:13:20,874 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '81.46', Informer = '82.4', LSTM = '80.78', iTransformer = '81.79', TSMixer = '82.68', TSMixerx = '82.27', PatchTST = '82.56', RNN = '84.99', GRU = '83.42', TCN = '87.59', BiTCN = '82.07', DilatedRNN = '80.89', MLP = '81.96', DLinear = '82.26', NLinear = '82.43', TFT = '84.75', StemGNN = '83.81', MLPMultivariate = '82.32', TiDE = '82.76', DeepNPTS = '82.41', y = '82.62', min_within_quantile = '80.78', max_within_quantile = '84.99' WHERE ds = '2024-06-14 00:00:00' 2024-11-21 18:13:20,881 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '82.25', Informer = '81.33', LSTM = '80.66', iTransformer = '81.68', TSMixer = '82.7', TSMixerx = '82.29', PatchTST = '82.55', RNN = '84.91', GRU = '83.35', TCN = '87.68', BiTCN = '82.44', DilatedRNN = '80.74', MLP = '82.26', DLinear = '82.39', NLinear = '82.45', TFT = '84.11', StemGNN = '83.67', MLPMultivariate = '82.5', TiDE = '82.9', DeepNPTS = '81.72', y = '84.25', min_within_quantile = '80.66', max_within_quantile = '84.91' WHERE ds = '2024-06-17 00:00:00' 2024-11-21 18:13:20,888 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '83.88', Informer = '82.03', LSTM = '81.92', iTransformer = '83.09', TSMixer = '83.62', TSMixerx = '83.37', PatchTST = '84.29', RNN = '86.33', GRU = '85.0', TCN = '88.63', BiTCN = '83.59', DilatedRNN = '81.92', MLP = '83.65', DLinear = '83.32', NLinear = '84.28', TFT = '85.4', StemGNN = '83.58', MLPMultivariate = '84.46', TiDE = '84.18', DeepNPTS = '84.25', y = '85.33', min_within_quantile = '81.92', max_within_quantile = '86.33' WHERE ds = '2024-06-18 00:00:00' 2024-11-21 18:13:20,896 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '84.82', Informer = '83.38', LSTM = '82.71', iTransformer = '83.35', TSMixer = '84.53', TSMixerx = '84.93', PatchTST = '84.83', RNN = '87.05', GRU = '85.86', TCN = '89.42', BiTCN = '84.49', DilatedRNN = '82.95', MLP = '84.57', DLinear = '84.62', NLinear = '84.92', TFT = '85.28', StemGNN = '83.51', MLPMultivariate = '85.7', TiDE = '84.63', DeepNPTS = '85.35', y = '85.07', min_within_quantile = '82.71', max_within_quantile = '87.05' WHERE ds = '2024-06-19 00:00:00' 2024-11-21 18:13:20,903 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '85.24', Informer = '83.95', LSTM = '82.46', iTransformer = '83.23', TSMixer = '84.5', TSMixerx = '85.67', PatchTST = '84.57', RNN = '86.89', GRU = '85.56', TCN = '89.62', BiTCN = '84.73', DilatedRNN = '82.78', MLP = '84.85', DLinear = '84.77', NLinear = '85.08', TFT = '84.3', StemGNN = '83.45', MLPMultivariate = '86.02', TiDE = '84.66', DeepNPTS = '85.04', y = '85.71', min_within_quantile = '82.46', max_within_quantile = '86.89' WHERE ds = '2024-06-20 00:00:00' 2024-11-21 18:13:20,910 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '85.44', Informer = '84.81', LSTM = '82.93', iTransformer = '82.75', TSMixer = '84.95', TSMixerx = '87.35', PatchTST = '84.61', RNN = '87.46', GRU = '86.32', TCN = '90.27', BiTCN = '85.06', DilatedRNN = '83.08', MLP = '85.59', DLinear = '85.14', NLinear = '85.18', TFT = '83.36', StemGNN = '83.38', MLPMultivariate = '86.12', TiDE = '84.75', DeepNPTS = '85.67', y = '84.33', min_within_quantile = '84.61', max_within_quantile = '90.27' WHERE ds = '2024-06-21 00:00:00' 2024-11-21 18:13:20,917 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '84.14', Informer = '83.56', LSTM = '81.85', iTransformer = '83.28', TSMixer = '84.37', TSMixerx = '86.33', PatchTST = '83.71', RNN = '86.23', GRU = '84.97', TCN = '89.59', BiTCN = '84.66', DilatedRNN = '82.0', MLP = '84.64', DLinear = '84.66', NLinear = '84.25', TFT = '82.62', StemGNN = '83.24', MLPMultivariate = '85.09', TiDE = '84.28', DeepNPTS = '84.22', y = '85.15', min_within_quantile = '83.24', max_within_quantile = '89.59' WHERE ds = '2024-06-24 00:00:00' 2024-11-21 18:13:20,924 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '85.84', Informer = '85.53', LSTM = '82.53', iTransformer = '84.17', TSMixer = '84.88', TSMixerx = '86.69', PatchTST = '85.13', RNN = '87.09', GRU = '86.0', TCN = '90.13', BiTCN = '85.32', DilatedRNN = '82.42', MLP = '85.56', DLinear = '84.48', NLinear = '85.29', TFT = '83.94', StemGNN = '83.17', MLPMultivariate = '85.5', TiDE = '85.08', DeepNPTS = '84.96', y = '84.22', min_within_quantile = '83.94', max_within_quantile = '90.13' WHERE ds = '2024-06-25 00:00:00' 2024-11-21 18:13:20,931 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '85.34', Informer = '84.84', LSTM = '81.82', iTransformer = '84.15', TSMixer = '84.73', TSMixerx = '85.26', PatchTST = '84.41', RNN = '86.09', GRU = '84.98', TCN = '89.36', BiTCN = '84.83', DilatedRNN = '81.87', MLP = '85.16', DLinear = '83.81', NLinear = '84.51', TFT = '84.36', StemGNN = '83.1', MLPMultivariate = '85.14', TiDE = '84.84', DeepNPTS = '84.98', y = '84.47', min_within_quantile = '81.87', max_within_quantile = '86.09' WHERE ds = '2024-06-26 00:00:00' 2024-11-21 18:13:20,938 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '84.96', Informer = '84.75', LSTM = '82.03', iTransformer = '84.0', TSMixer = '84.72', TSMixerx = '85.04', PatchTST = '84.13', RNN = '86.52', GRU = '85.37', TCN = '89.55', BiTCN = '84.85', DilatedRNN = '81.95', MLP = '84.18', DLinear = '84.2', NLinear = '84.84', TFT = '84.94', StemGNN = '83.13', MLPMultivariate = '84.84', TiDE = '85.05', DeepNPTS = '84.0', y = '85.26', min_within_quantile = '81.95', max_within_quantile = '86.52' WHERE ds = '2024-06-27 00:00:00' 2024-11-21 18:13:20,946 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '84.59', Informer = '84.34', LSTM = '82.65', iTransformer = '84.1', TSMixer = '85.23', TSMixerx = '85.42', PatchTST = '85.32', RNN = '87.02', GRU = '86.07', TCN = '89.95', BiTCN = '85.12', DilatedRNN = '82.68', MLP = '84.41', DLinear = '84.85', NLinear = '85.55', TFT = '85.56', StemGNN = '83.18', MLPMultivariate = '85.4', TiDE = '85.53', DeepNPTS = '83.82', y = '85.0', min_within_quantile = '82.65', max_within_quantile = '87.02' WHERE ds = '2024-06-28 00:00:00' 2024-11-21 18:13:20,953 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '84.16', Informer = '83.14', LSTM = '82.42', iTransformer = '83.2', TSMixer = '85.01', TSMixerx = '85.1', PatchTST = '84.94', RNN = '86.8', GRU = '85.71', TCN = '90.02', BiTCN = '84.82', DilatedRNN = '82.55', MLP = '84.52', DLinear = '85.15', NLinear = '85.48', TFT = '85.64', StemGNN = '83.24', MLPMultivariate = '85.13', TiDE = '85.25', DeepNPTS = '84.67', y = '86.6', min_within_quantile = '82.42', max_within_quantile = '86.8' WHERE ds = '2024-07-01 00:00:00' 2024-11-21 18:13:20,960 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '85.35', Informer = '84.04', LSTM = '83.62', iTransformer = '84.99', TSMixer = '86.14', TSMixerx = '85.42', PatchTST = '86.04', RNN = '88.11', GRU = '87.29', TCN = '91.08', BiTCN = '85.74', DilatedRNN = '83.73', MLP = '85.6', DLinear = '86.0', NLinear = '86.54', TFT = '85.65', StemGNN = '83.34', MLPMultivariate = '85.38', TiDE = '86.2', DeepNPTS = '86.48', y = '86.24', min_within_quantile = '83.34', max_within_quantile = '88.11' WHERE ds = '2024-07-02 00:00:00' 2024-11-21 18:13:20,966 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '85.47', Informer = '84.78', LSTM = '83.32', iTransformer = '86.1', TSMixer = '86.31', TSMixerx = '85.0', PatchTST = '85.99', RNN = '87.65', GRU = '86.76', TCN = '91.14', BiTCN = '85.97', DilatedRNN = '83.72', MLP = '85.79', DLinear = '85.65', NLinear = '86.06', TFT = '85.36', StemGNN = '83.43', MLPMultivariate = '85.31', TiDE = '86.22', DeepNPTS = '86.24', y = '87.34', min_within_quantile = '83.32', max_within_quantile = '87.65' WHERE ds = '2024-07-03 00:00:00' 2024-11-21 18:13:20,974 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '85.32', Informer = '86.34', LSTM = '84.13', iTransformer = '87.53', TSMixer = '87.13', TSMixerx = '87.05', PatchTST = '86.82', RNN = '88.64', GRU = '87.92', TCN = '92.09', BiTCN = '87.01', DilatedRNN = '84.49', MLP = '86.86', DLinear = '87.16', NLinear = '86.96', TFT = '86.09', StemGNN = '83.55', MLPMultivariate = '86.46', TiDE = '87.16', DeepNPTS = '87.34', y = '87.43', min_within_quantile = '84.13', max_within_quantile = '88.64' WHERE ds = '2024-07-04 00:00:00' 2024-11-21 18:13:20,980 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '87.14', Informer = '88.24', LSTM = '84.19', iTransformer = '88.29', TSMixer = '87.69', TSMixerx = '88.21', PatchTST = '87.67', RNN = '88.51', GRU = '87.91', TCN = '92.38', BiTCN = '87.82', DilatedRNN = '84.73', MLP = '88.03', DLinear = '87.15', NLinear = '87.69', TFT = '87.16', StemGNN = '83.67', MLPMultivariate = '87.74', TiDE = '87.82', DeepNPTS = '87.43', y = '86.54', min_within_quantile = '84.73', max_within_quantile = '88.51' WHERE ds = '2024-07-05 00:00:00' 2024-11-21 18:13:20,987 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '87.45', Informer = '87.5', LSTM = '83.49', iTransformer = '88.32', TSMixer = '87.21', TSMixerx = '88.1', PatchTST = '87.16', RNN = '87.99', GRU = '87.12', TCN = '92.15', BiTCN = '87.7', DilatedRNN = '84.01', MLP = '88.03', DLinear = '87.0', NLinear = '86.91', TFT = '87.09', StemGNN = '83.77', MLPMultivariate = '88.14', TiDE = '87.42', DeepNPTS = '86.54', y = '85.75', min_within_quantile = '86.54', max_within_quantile = '88.32' WHERE ds = '2024-07-08 00:00:00' 2024-11-21 18:13:20,994 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '86.74', Informer = '87.21', LSTM = '82.91', iTransformer = '88.07', TSMixer = '86.47', TSMixerx = '86.22', PatchTST = '86.84', RNN = '87.43', GRU = '86.54', TCN = '91.8', BiTCN = '87.17', DilatedRNN = '83.23', MLP = '86.94', DLinear = '86.81', NLinear = '86.36', TFT = '86.96', StemGNN = '83.84', MLPMultivariate = '87.59', TiDE = '86.62', DeepNPTS = '85.72', y = '84.66', min_within_quantile = '82.91', max_within_quantile = '88.07' WHERE ds = '2024-07-09 00:00:00' 2024-11-21 18:13:21,002 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '85.99', Informer = '84.71', LSTM = '82.11', iTransformer = '87.06', TSMixer = '85.27', TSMixerx = '85.13', PatchTST = '85.89', RNN = '86.55', GRU = '85.59', TCN = '91.08', BiTCN = '86.01', DilatedRNN = '82.28', MLP = '85.77', DLinear = '85.78', NLinear = '85.24', TFT = '85.85', StemGNN = '83.9', MLPMultivariate = '86.94', TiDE = '85.46', DeepNPTS = '84.82', y = '85.08', min_within_quantile = '82.11', max_within_quantile = '87.06' WHERE ds = '2024-07-10 00:00:00' 2024-11-21 18:13:21,009 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '85.7', Informer = '85.18', LSTM = '82.49', iTransformer = '85.91', TSMixer = '85.13', TSMixerx = '86.1', PatchTST = '85.43', RNN = '86.95', GRU = '86.09', TCN = '91.17', BiTCN = '85.71', DilatedRNN = '82.59', MLP = '85.16', DLinear = '85.87', NLinear = '85.39', TFT = '85.94', StemGNN = '83.96', MLPMultivariate = '85.81', TiDE = '85.39', DeepNPTS = '85.06', y = '85.4', min_within_quantile = '83.96', max_within_quantile = '86.95' WHERE ds = '2024-07-11 00:00:00' 2024-11-21 18:13:21,016 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '86.57', Informer = '85.9', LSTM = '82.75', iTransformer = '84.44', TSMixer = '85.25', TSMixerx = '87.25', PatchTST = '85.24', RNN = '87.09', GRU = '86.27', TCN = '91.14', BiTCN = '85.66', DilatedRNN = '82.97', MLP = '85.56', DLinear = '85.63', NLinear = '85.57', TFT = '85.82', StemGNN = '84.02', MLPMultivariate = '85.43', TiDE = '85.34', DeepNPTS = '85.4', y = '85.03', min_within_quantile = '84.02', max_within_quantile = '87.25' WHERE ds = '2024-07-12 00:00:00' 2024-11-21 18:13:21,024 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '85.56', Informer = '85.66', LSTM = '82.44', iTransformer = '83.82', TSMixer = '85.04', TSMixerx = '86.65', PatchTST = '84.38', RNN = '86.85', GRU = '85.83', TCN = '91.05', BiTCN = '85.43', DilatedRNN = '82.69', MLP = '84.08', DLinear = '85.03', NLinear = '84.88', TFT = '85.08', StemGNN = '84.05', MLPMultivariate = '84.66', TiDE = '85.09', DeepNPTS = '84.58', y = '84.85', min_within_quantile = '83.82', max_within_quantile = '86.85' WHERE ds = '2024-07-15 00:00:00' 2024-11-21 18:13:21,031 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '85.54', Informer = '85.76', LSTM = '82.3', iTransformer = '84.31', TSMixer = '84.9', TSMixerx = '85.32', PatchTST = '84.45', RNN = '86.76', GRU = '85.71', TCN = '90.98', BiTCN = '85.15', DilatedRNN = '82.39', MLP = '84.34', DLinear = '85.27', NLinear = '85.23', TFT = '84.44', StemGNN = '84.08', MLPMultivariate = '84.77', TiDE = '85.06', DeepNPTS = '84.61', y = '83.73', min_within_quantile = '82.3', max_within_quantile = '86.76' WHERE ds = '2024-07-16 00:00:00' 2024-11-21 18:13:21,041 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '83.28', Informer = '84.41', LSTM = '81.43', iTransformer = '83.85', TSMixer = '84.05', TSMixerx = '85.03', PatchTST = '83.94', RNN = '85.79', GRU = '84.63', TCN = '90.34', BiTCN = '84.14', DilatedRNN = '81.45', MLP = '83.16', DLinear = '84.21', NLinear = '84.17', TFT = '84.04', StemGNN = '84.1', MLPMultivariate = '84.23', TiDE = '84.29', DeepNPTS = '84.73', y = '85.08', min_within_quantile = '83.16', max_within_quantile = '85.79' WHERE ds = '2024-07-17 00:00:00' 2024-11-21 18:13:21,048 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '85.09', Informer = '85.68', LSTM = '82.52', iTransformer = '84.85', TSMixer = '84.98', TSMixerx = '85.44', PatchTST = '85.62', RNN = '87.0', GRU = '86.06', TCN = '90.96', BiTCN = '85.21', DilatedRNN = '82.43', MLP = '84.96', DLinear = '85.01', NLinear = '85.29', TFT = '84.19', StemGNN = '84.18', MLPMultivariate = '85.3', TiDE = '85.13', DeepNPTS = '84.73', y = '85.11', min_within_quantile = '82.43', max_within_quantile = '87.0' WHERE ds = '2024-07-18 00:00:00' 2024-11-21 18:13:21,055 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '85.78', Informer = '85.19', LSTM = '82.53', iTransformer = '85.95', TSMixer = '85.11', TSMixerx = '85.3', PatchTST = '85.71', RNN = '86.81', GRU = '85.85', TCN = '90.82', BiTCN = '85.3', DilatedRNN = '82.79', MLP = '85.63', DLinear = '85.15', NLinear = '85.05', TFT = '84.27', StemGNN = '84.27', MLPMultivariate = '85.88', TiDE = '85.47', DeepNPTS = '84.72', y = '82.63', min_within_quantile = '82.53', max_within_quantile = '86.81' WHERE ds = '2024-07-19 00:00:00' 2024-11-21 18:13:21,063 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '83.61', Informer = '82.51', LSTM = '80.55', iTransformer = '84.3', TSMixer = '83.42', TSMixerx = '83.87', PatchTST = '83.04', RNN = '84.85', GRU = '83.44', TCN = '89.86', BiTCN = '82.97', DilatedRNN = '80.75', MLP = '83.75', DLinear = '83.74', NLinear = '82.61', TFT = '82.5', StemGNN = '84.28', MLPMultivariate = '84.2', TiDE = '83.3', DeepNPTS = '80.63', y = '82.4', min_within_quantile = '80.55', max_within_quantile = '84.85' WHERE ds = '2024-07-22 00:00:00' 2024-11-21 18:13:21,069 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '83.84', Informer = '82.18', LSTM = '80.47', iTransformer = '82.91', TSMixer = '82.71', TSMixerx = '83.08', PatchTST = '82.86', RNN = '84.84', GRU = '83.59', TCN = '89.51', BiTCN = '82.35', DilatedRNN = '80.16', MLP = '83.03', DLinear = '83.38', NLinear = '82.8', TFT = '81.99', StemGNN = '84.27', MLPMultivariate = '83.32', TiDE = '82.86', DeepNPTS = '79.21', y = '81.01', min_within_quantile = '80.16', max_within_quantile = '84.84' WHERE ds = '2024-07-23 00:00:00' 2024-11-21 18:13:21,077 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '82.09', Informer = '80.29', LSTM = '79.44', iTransformer = '78.8', TSMixer = '81.54', TSMixerx = '80.78', PatchTST = '81.91', RNN = '83.3', GRU = '82.14', TCN = '88.49', BiTCN = '81.44', DilatedRNN = '79.24', MLP = '81.17', DLinear = '82.2', NLinear = '81.65', TFT = '81.79', StemGNN = '84.21', MLPMultivariate = '82.24', TiDE = '81.52', DeepNPTS = '78.71', y = '80.82', min_within_quantile = '78.71', max_within_quantile = '83.3' WHERE ds = '2024-07-24 00:00:00' 2024-11-21 18:13:21,084 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '80.22', Informer = '81.83', LSTM = '79.36', iTransformer = '78.07', TSMixer = '81.27', TSMixerx = '80.9', PatchTST = '81.26', RNN = '83.3', GRU = '82.06', TCN = '87.96', BiTCN = '81.1', DilatedRNN = '78.97', MLP = '80.71', DLinear = '81.2', NLinear = '81.13', TFT = '81.87', StemGNN = '84.15', MLPMultivariate = '81.45', TiDE = '81.04', DeepNPTS = '80.97', y = '81.39', min_within_quantile = '78.07', max_within_quantile = '83.3' WHERE ds = '2024-07-25 00:00:00' 2024-11-21 18:13:21,093 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '81.05', Informer = '82.14', LSTM = '79.84', iTransformer = '80.27', TSMixer = '81.69', TSMixerx = '81.87', PatchTST = '81.79', RNN = '83.75', GRU = '82.54', TCN = '87.95', BiTCN = '81.74', DilatedRNN = '79.61', MLP = '81.36', DLinear = '81.92', NLinear = '81.33', TFT = '82.06', StemGNN = '84.14', MLPMultivariate = '82.02', TiDE = '81.44', DeepNPTS = '82.36', y = '80.28', min_within_quantile = '79.61', max_within_quantile = '84.14' WHERE ds = '2024-07-26 00:00:00' 2024-11-21 18:13:21,101 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '81.12', Informer = '81.86', LSTM = '78.94', iTransformer = '83.09', TSMixer = '81.12', TSMixerx = '80.77', PatchTST = '81.1', RNN = '82.66', GRU = '81.26', TCN = '87.31', BiTCN = '81.56', DilatedRNN = '78.9', MLP = '80.89', DLinear = '81.48', NLinear = '80.65', TFT = '81.15', StemGNN = '84.13', MLPMultivariate = '81.87', TiDE = '80.92', DeepNPTS = '83.63', y = '79.05', min_within_quantile = '78.9', max_within_quantile = '83.63' WHERE ds = '2024-07-29 00:00:00' 2024-11-21 18:13:21,109 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '80.45', Informer = '82.67', LSTM = '77.98', iTransformer = '81.97', TSMixer = '80.07', TSMixerx = '79.81', PatchTST = '80.91', RNN = '81.54', GRU = '80.11', TCN = '86.57', BiTCN = '81.33', DilatedRNN = '77.58', MLP = '80.57', DLinear = '80.82', NLinear = '79.68', TFT = '80.33', StemGNN = '84.14', MLPMultivariate = '85.28', TiDE = '80.12', DeepNPTS = '82.1', y = '78.07', min_within_quantile = '77.58', max_within_quantile = '82.67' WHERE ds = '2024-07-30 00:00:00' 2024-11-21 18:13:21,116 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '78.83', Informer = '83.06', LSTM = '77.23', iTransformer = '80.17', TSMixer = '79.06', TSMixerx = '78.63', PatchTST = '79.28', RNN = '80.46', GRU = '79.2', TCN = '85.65', BiTCN = '80.68', DilatedRNN = '76.62', MLP = '79.43', DLinear = '79.5', NLinear = '78.72', TFT = '80.01', StemGNN = '84.14', MLPMultivariate = '84.71', TiDE = '78.94', DeepNPTS = '80.49', y = '80.84', min_within_quantile = '76.62', max_within_quantile = '80.68' WHERE ds = '2024-07-31 00:00:00' 2024-11-21 18:13:21,123 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '79.96', Informer = '82.37', LSTM = '79.55', iTransformer = '81.58', TSMixer = '80.69', TSMixerx = '80.6', PatchTST = '81.01', RNN = '83.35', GRU = '82.06', TCN = '86.58', BiTCN = '81.23', DilatedRNN = '78.99', MLP = '80.25', DLinear = '80.36', NLinear = '81.15', TFT = '80.97', StemGNN = '84.18', MLPMultivariate = '85.52', TiDE = '80.81', DeepNPTS = '80.22', y = '79.52', min_within_quantile = '78.99', max_within_quantile = '83.35' WHERE ds = '2024-08-01 00:00:00' 2024-11-21 18:13:21,129 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '80.03', Informer = '82.08', LSTM = '78.41', iTransformer = '80.76', TSMixer = '80.25', TSMixerx = '79.23', PatchTST = '80.13', RNN = '81.77', GRU = '80.27', TCN = '85.76', BiTCN = '81.03', DilatedRNN = '78.46', MLP = '79.29', DLinear = '79.8', NLinear = '79.57', TFT = '80.38', StemGNN = '84.17', MLPMultivariate = '85.22', TiDE = '80.16', DeepNPTS = '78.78', y = '76.81', min_within_quantile = '78.41', max_within_quantile = '82.08' WHERE ds = '2024-08-02 00:00:00' 2024-11-21 18:13:21,137 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '77.82', Informer = '80.0', LSTM = '76.07', iTransformer = '79.12', TSMixer = '78.03', TSMixerx = '76.92', PatchTST = '77.7', RNN = '79.15', GRU = '77.66', TCN = '84.8', BiTCN = '79.06', DilatedRNN = '75.71', MLP = '76.23', DLinear = '78.65', NLinear = '76.85', TFT = '78.91', StemGNN = '84.14', MLPMultivariate = '83.58', TiDE = '77.55', DeepNPTS = '80.65', y = '76.3', min_within_quantile = '75.71', max_within_quantile = '79.15' WHERE ds = '2024-08-05 00:00:00' 2024-11-21 18:13:21,144 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '77.07', Informer = '79.26', LSTM = '75.81', iTransformer = '77.99', TSMixer = '77.0', TSMixerx = '76.27', PatchTST = '77.04', RNN = '78.61', GRU = '77.51', TCN = '83.9', BiTCN = '78.14', DilatedRNN = '74.99', MLP = '76.39', DLinear = '77.99', NLinear = '77.05', TFT = '78.31', StemGNN = '84.06', MLPMultivariate = '83.26', TiDE = '76.79', DeepNPTS = '79.66', y = '76.48', min_within_quantile = '74.99', max_within_quantile = '79.26' WHERE ds = '2024-08-06 00:00:00' 2024-11-21 18:13:21,151 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '77.33', Informer = '78.37', LSTM = '76.08', iTransformer = '76.82', TSMixer = '76.88', TSMixerx = '75.03', PatchTST = '76.57', RNN = '78.71', GRU = '77.64', TCN = '83.33', BiTCN = '77.66', DilatedRNN = '75.37', MLP = '76.18', DLinear = '76.6', NLinear = '76.83', TFT = '79.01', StemGNN = '83.97', MLPMultivariate = '83.25', TiDE = '76.71', DeepNPTS = '77.22', y = '78.33', min_within_quantile = '75.03', max_within_quantile = '77.66' WHERE ds = '2024-08-07 00:00:00' 2024-11-21 18:13:21,159 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '78.58', Informer = '78.97', LSTM = '77.68', iTransformer = '77.14', TSMixer = '78.28', TSMixerx = '77.59', PatchTST = '77.79', RNN = '80.82', GRU = '79.4', TCN = '83.8', BiTCN = '78.2', DilatedRNN = '77.11', MLP = '77.25', DLinear = '77.43', NLinear = '78.2', TFT = '77.69', StemGNN = '83.89', MLPMultivariate = '84.13', TiDE = '78.17', DeepNPTS = '77.97', y = '79.16', min_within_quantile = '77.11', max_within_quantile = '79.4' WHERE ds = '2024-08-08 00:00:00' 2024-11-21 18:13:21,166 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '78.39', Informer = '78.9', LSTM = '78.28', iTransformer = '77.42', TSMixer = '79.24', TSMixerx = '78.83', PatchTST = '78.42', RNN = '81.64', GRU = '79.97', TCN = '84.25', BiTCN = '79.09', DilatedRNN = '78.12', MLP = '77.16', DLinear = '79.05', NLinear = '78.25', TFT = '78.31', StemGNN = '83.81', MLPMultivariate = '84.34', TiDE = '78.99', DeepNPTS = '78.0', y = '79.66', min_within_quantile = '77.16', max_within_quantile = '81.64' WHERE ds = '2024-08-09 00:00:00' 2024-11-21 18:13:21,173 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '78.72', Informer = '78.75', LSTM = '78.59', iTransformer = '78.83', TSMixer = '79.66', TSMixerx = '79.73', PatchTST = '79.3', RNN = '82.23', GRU = '80.39', TCN = '84.76', BiTCN = '79.7', DilatedRNN = '78.47', MLP = '78.66', DLinear = '80.0', NLinear = '79.59', TFT = '78.6', StemGNN = '83.75', MLPMultivariate = '84.76', TiDE = '79.74', DeepNPTS = '78.97', y = '82.3', min_within_quantile = '78.47', max_within_quantile = '82.23' WHERE ds = '2024-08-12 00:00:00' 2024-11-21 18:13:21,181 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '81.82', Informer = '79.44', LSTM = '80.59', iTransformer = '81.02', TSMixer = '81.43', TSMixerx = '81.15', PatchTST = '82.27', RNN = '84.75', GRU = '83.02', TCN = '86.34', BiTCN = '81.11', DilatedRNN = '80.27', MLP = '80.5', DLinear = '81.45', NLinear = '82.37', TFT = '82.82', StemGNN = '83.7', MLPMultivariate = '85.82', TiDE = '81.77', DeepNPTS = '81.42', y = '80.69', min_within_quantile = '79.44', max_within_quantile = '83.7' WHERE ds = '2024-08-13 00:00:00' 2024-11-21 18:13:21,188 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '80.92', Informer = '79.47', LSTM = '79.22', iTransformer = '80.35', TSMixer = '80.96', TSMixerx = '80.64', PatchTST = '80.61', RNN = '82.98', GRU = '81.16', TCN = '85.75', BiTCN = '80.56', DilatedRNN = '79.25', MLP = '79.96', DLinear = '80.43', NLinear = '81.09', TFT = '78.84', StemGNN = '83.58', MLPMultivariate = '85.45', TiDE = '81.05', DeepNPTS = '79.18', y = '79.76', min_within_quantile = '78.84', max_within_quantile = '83.58' WHERE ds = '2024-08-14 00:00:00' 2024-11-21 18:13:21,194 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '80.26', Informer = '80.36', LSTM = '78.49', iTransformer = '80.58', TSMixer = '80.18', TSMixerx = '80.41', PatchTST = '79.66', RNN = '82.37', GRU = '80.57', TCN = '85.4', BiTCN = '79.96', DilatedRNN = '78.13', MLP = '79.26', DLinear = '79.84', NLinear = '80.13', TFT = '78.26', StemGNN = '83.45', MLPMultivariate = '84.29', TiDE = '79.98', DeepNPTS = '79.13', y = '81.04', min_within_quantile = '78.13', max_within_quantile = '83.45' WHERE ds = '2024-08-15 00:00:00' 2024-11-21 18:13:21,201 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '81.11', Informer = '81.92', LSTM = '79.58', iTransformer = '81.09', TSMixer = '80.98', TSMixerx = '81.03', PatchTST = '81.09', RNN = '83.49', GRU = '82.05', TCN = '85.76', BiTCN = '80.67', DilatedRNN = '79.2', MLP = '79.32', DLinear = '80.95', NLinear = '80.52', TFT = '79.87', StemGNN = '83.33', MLPMultivariate = '85.65', TiDE = '80.78', DeepNPTS = '80.99', y = '79.68', min_within_quantile = '79.2', max_within_quantile = '83.49' WHERE ds = '2024-08-16 00:00:00' 2024-11-21 18:13:21,208 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '79.98', Informer = '79.96', LSTM = '78.48', iTransformer = '82.0', TSMixer = '80.2', TSMixerx = '80.45', PatchTST = '79.95', RNN = '81.99', GRU = '80.47', TCN = '85.1', BiTCN = '80.06', DilatedRNN = '78.46', MLP = '79.65', DLinear = '80.17', NLinear = '79.85', TFT = '78.28', StemGNN = '83.22', MLPMultivariate = '84.42', TiDE = '80.09', DeepNPTS = '80.91', y = '77.66', min_within_quantile = '78.28', max_within_quantile = '83.22' WHERE ds = '2024-08-19 00:00:00' 2024-11-21 18:13:21,215 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '78.64', Informer = '79.34', LSTM = '76.81', iTransformer = '81.18', TSMixer = '78.53', TSMixerx = '78.67', PatchTST = '78.7', RNN = '80.05', GRU = '78.58', TCN = '84.03', BiTCN = '78.94', DilatedRNN = '76.34', MLP = '79.22', DLinear = '78.6', NLinear = '78.02', TFT = '76.59', StemGNN = '83.04', MLPMultivariate = '81.94', TiDE = '78.43', DeepNPTS = '78.89', y = '77.2', min_within_quantile = '76.34', max_within_quantile = '81.18' WHERE ds = '2024-08-20 00:00:00' 2024-11-21 18:13:21,221 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '78.81', Informer = '78.96', LSTM = '76.57', iTransformer = '79.21', TSMixer = '77.85', TSMixerx = '78.02', PatchTST = '78.08', RNN = '79.56', GRU = '78.36', TCN = '83.25', BiTCN = '78.28', DilatedRNN = '75.7', MLP = '79.02', DLinear = '77.28', NLinear = '77.76', TFT = '76.75', StemGNN = '82.89', MLPMultivariate = '81.15', TiDE = '77.56', DeepNPTS = '79.67', y = '76.05', min_within_quantile = '75.7', max_within_quantile = '79.67' WHERE ds = '2024-08-21 00:00:00' 2024-11-21 18:13:21,229 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '77.42', Informer = '77.28', LSTM = '75.61', iTransformer = '77.09', TSMixer = '76.87', TSMixerx = '76.23', PatchTST = '76.23', RNN = '78.17', GRU = '77.14', TCN = '82.16', BiTCN = '77.63', DilatedRNN = '74.88', MLP = '76.88', DLinear = '76.68', NLinear = '76.68', TFT = '76.6', StemGNN = '82.7', MLPMultivariate = '79.56', TiDE = '76.8', DeepNPTS = '81.11', y = '77.22', min_within_quantile = '74.88', max_within_quantile = '78.17' WHERE ds = '2024-08-22 00:00:00' 2024-11-21 18:13:21,236 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '76.9', Informer = '77.87', LSTM = '76.75', iTransformer = '77.31', TSMixer = '77.41', TSMixerx = '76.3', PatchTST = '76.96', RNN = '79.63', GRU = '78.38', TCN = '82.38', BiTCN = '77.96', DilatedRNN = '75.83', MLP = '76.72', DLinear = '77.54', NLinear = '77.07', TFT = '77.44', StemGNN = '82.51', MLPMultivariate = '81.06', TiDE = '77.34', DeepNPTS = '78.43', y = '78.15', min_within_quantile = '75.83', max_within_quantile = '78.43' WHERE ds = '2024-08-23 00:00:00' 2024-11-21 18:13:21,243 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '77.22', Informer = '80.05', LSTM = '77.5', iTransformer = '78.38', TSMixer = '78.34', TSMixerx = '77.69', PatchTST = '77.56', RNN = '80.6', GRU = '79.1', TCN = '82.61', BiTCN = '78.31', DilatedRNN = '77.06', MLP = '77.19', DLinear = '77.93', NLinear = '78.15', TFT = '77.98', StemGNN = '82.34', MLPMultivariate = '81.7', TiDE = '77.93', DeepNPTS = '76.76', y = '80.36', min_within_quantile = '76.76', max_within_quantile = '80.6' WHERE ds = '2024-08-26 00:00:00' 2024-11-21 18:13:21,250 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '79.07', Informer = '80.48', LSTM = '79.21', iTransformer = '80.64', TSMixer = '80.05', TSMixerx = '79.38', PatchTST = '80.09', RNN = '82.95', GRU = '81.21', TCN = '83.89', BiTCN = '79.68', DilatedRNN = '78.83', MLP = '79.13', DLinear = '79.21', NLinear = '80.39', TFT = '81.62', StemGNN = '82.16', MLPMultivariate = '84.33', TiDE = '80.53', DeepNPTS = '80.32', y = '78.66', min_within_quantile = '78.83', max_within_quantile = '82.16' WHERE ds = '2024-08-27 00:00:00' 2024-11-21 18:13:21,257 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '78.26', Informer = '78.99', LSTM = '77.7', iTransformer = '79.71', TSMixer = '79.38', TSMixerx = '78.96', PatchTST = '78.71', RNN = '81.01', GRU = '79.2', TCN = '83.4', BiTCN = '79.28', DilatedRNN = '77.56', MLP = '77.9', DLinear = '78.03', NLinear = '78.93', TFT = '78.19', StemGNN = '81.96', MLPMultivariate = '83.25', TiDE = '79.48', DeepNPTS = '79.14', y = '77.58', min_within_quantile = '77.56', max_within_quantile = '81.96' WHERE ds = '2024-08-28 00:00:00' 2024-11-21 18:13:21,264 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '78.49', Informer = '78.82', LSTM = '76.81', iTransformer = '78.7', TSMixer = '78.35', TSMixerx = '77.82', PatchTST = '77.76', RNN = '80.09', GRU = '78.42', TCN = '83.18', BiTCN = '78.32', DilatedRNN = '76.14', MLP = '77.87', DLinear = '78.52', NLinear = '78.19', TFT = '77.54', StemGNN = '81.69', MLPMultivariate = '81.47', TiDE = '78.3', DeepNPTS = '77.84', y = '78.82', min_within_quantile = '76.14', max_within_quantile = '80.09' WHERE ds = '2024-08-29 00:00:00' 2024-11-21 18:13:21,270 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '79.5', Informer = '78.99', LSTM = '77.96', iTransformer = '79.05', TSMixer = '78.9', TSMixerx = '78.12', PatchTST = '79.32', RNN = '81.32', GRU = '79.87', TCN = '83.47', BiTCN = '78.46', DilatedRNN = '77.37', MLP = '78.93', DLinear = '78.89', NLinear = '79.61', TFT = '78.14', StemGNN = '81.44', MLPMultivariate = '81.24', TiDE = '79.04', DeepNPTS = '78.86', y = '76.93', min_within_quantile = '77.37', max_within_quantile = '81.24' WHERE ds = '2024-08-30 00:00:00' 2024-11-21 18:13:21,278 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '77.23', Informer = '77.54', LSTM = '76.31', iTransformer = '75.51', TSMixer = '77.7', TSMixerx = '77.28', PatchTST = '77.34', RNN = '79.07', GRU = '77.71', TCN = '82.43', BiTCN = '77.22', DilatedRNN = '76.16', MLP = '76.93', DLinear = '76.83', NLinear = '77.12', TFT = '76.5', StemGNN = '81.17', MLPMultivariate = '78.55', TiDE = '77.25', DeepNPTS = '77.9', y = '77.52', min_within_quantile = '75.51', max_within_quantile = '79.07' WHERE ds = '2024-09-02 00:00:00' 2024-11-21 18:13:21,285 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '77.54', Informer = '77.19', LSTM = '76.91', iTransformer = '76.8', TSMixer = '77.69', TSMixerx = '78.05', PatchTST = '78.0', RNN = '80.01', GRU = '78.57', TCN = '82.53', BiTCN = '77.14', DilatedRNN = '76.37', MLP = '78.31', DLinear = '78.13', NLinear = '76.81', TFT = '77.6', StemGNN = '80.95', MLPMultivariate = '79.37', TiDE = '77.4', DeepNPTS = '78.47', y = '73.75', min_within_quantile = '76.37', max_within_quantile = '80.95' WHERE ds = '2024-09-03 00:00:00' 2024-11-21 18:13:21,292 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '75.91', Informer = '72.99', LSTM = '73.23', iTransformer = '74.27', TSMixer = '75.11', TSMixerx = '75.19', PatchTST = '74.35', RNN = '75.11', GRU = '74.48', TCN = '81.02', BiTCN = '75.47', DilatedRNN = '73.22', MLP = '74.98', DLinear = '75.48', NLinear = '74.34', TFT = '74.59', StemGNN = '80.69', MLPMultivariate = '75.59', TiDE = '74.74', DeepNPTS = '77.55', y = '72.7', min_within_quantile = '72.99', max_within_quantile = '77.55' WHERE ds = '2024-09-04 00:00:00' 2024-11-21 18:13:21,299 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '73.57', Informer = '73.51', LSTM = '72.45', iTransformer = '73.64', TSMixer = '73.47', TSMixerx = '73.72', PatchTST = '72.98', RNN = '74.13', GRU = '73.83', TCN = '79.48', BiTCN = '74.65', DilatedRNN = '71.3', MLP = '74.02', DLinear = '74.36', NLinear = '73.41', TFT = '73.78', StemGNN = '80.41', MLPMultivariate = '75.54', TiDE = '73.62', DeepNPTS = '78.11', y = '72.69', min_within_quantile = '71.3', max_within_quantile = '75.54' WHERE ds = '2024-09-05 00:00:00' 2024-11-21 18:13:21,306 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '72.55', Informer = '73.84', LSTM = '72.66', iTransformer = '73.27', TSMixer = '73.25', TSMixerx = '72.03', PatchTST = '73.28', RNN = '74.14', GRU = '73.83', TCN = '78.53', BiTCN = '74.58', DilatedRNN = '71.67', MLP = '73.15', DLinear = '73.54', NLinear = '73.16', TFT = '74.0', StemGNN = '80.1', MLPMultivariate = '75.88', TiDE = '73.08', DeepNPTS = '74.28', y = '71.06', min_within_quantile = '71.67', max_within_quantile = '74.58' WHERE ds = '2024-09-06 00:00:00' 2024-11-21 18:13:21,313 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '71.01', Informer = '72.46', LSTM = '70.94', iTransformer = '72.4', TSMixer = '71.93', TSMixerx = '69.77', PatchTST = '71.31', RNN = '72.05', GRU = '71.81', TCN = '77.29', BiTCN = '73.74', DilatedRNN = '70.41', MLP = '71.82', DLinear = '71.78', NLinear = '71.48', TFT = '72.68', StemGNN = '79.78', MLPMultivariate = '75.25', TiDE = '71.76', DeepNPTS = '72.79', y = '71.84', min_within_quantile = '69.77', max_within_quantile = '72.46' WHERE ds = '2024-09-09 00:00:00' 2024-11-21 18:13:21,320 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '72.96', Informer = '72.4', LSTM = '71.96', iTransformer = '71.64', TSMixer = '72.2', TSMixerx = '71.12', PatchTST = '71.97', RNN = '73.32', GRU = '72.79', TCN = '76.93', BiTCN = '74.42', DilatedRNN = '71.06', MLP = '72.79', DLinear = '72.49', NLinear = '72.05', TFT = '73.1', StemGNN = '79.47', MLPMultivariate = '76.0', TiDE = '72.15', DeepNPTS = '73.12', y = '69.19', min_within_quantile = '71.06', max_within_quantile = '73.32' WHERE ds = '2024-09-10 00:00:00' 2024-11-21 18:13:21,328 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '69.74', Informer = '68.46', LSTM = '68.88', iTransformer = '69.7', TSMixer = '70.37', TSMixerx = '70.53', PatchTST = '70.21', RNN = '69.49', GRU = '69.48', TCN = '75.65', BiTCN = '73.51', DilatedRNN = '68.5', MLP = '68.84', DLinear = '70.44', NLinear = '69.9', TFT = '71.51', StemGNN = '79.16', MLPMultivariate = '72.94', TiDE = '70.13', DeepNPTS = '71.74', y = '70.61', min_within_quantile = '68.46', max_within_quantile = '72.94' WHERE ds = '2024-09-11 00:00:00' 2024-11-21 18:13:21,337 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '69.91', Informer = '68.06', LSTM = '70.82', iTransformer = '69.29', TSMixer = '70.64', TSMixerx = '71.12', PatchTST = '70.85', RNN = '71.93', GRU = '71.4', TCN = '75.65', BiTCN = '73.01', DilatedRNN = '69.5', MLP = '70.07', DLinear = '70.89', NLinear = '71.07', TFT = '71.67', StemGNN = '78.81', MLPMultivariate = '73.51', TiDE = '71.02', DeepNPTS = '72.07', y = '71.97', min_within_quantile = '69.29', max_within_quantile = '73.51' WHERE ds = '2024-09-12 00:00:00' 2024-11-21 18:13:21,344 - my_logger - INFO - 更新数据sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '71.99', Informer = '69.65', LSTM = '72.26', iTransformer = '69.37', TSMixer = '71.83', TSMixerx = '71.85', PatchTST = '72.04', RNN = '73.96', GRU = '72.72', TCN = '75.85', BiTCN = '72.58', DilatedRNN = '71.52', MLP = '71.67', DLinear = '71.27', NLinear = '72.18', TFT = '71.72', StemGNN = '78.46', MLPMultivariate = '73.89', TiDE = '71.77', DeepNPTS = '71.27', y = '71.61', min_within_quantile = '69.37', max_within_quantile = '73.96' WHERE ds = '2024-09-13 00:00:00'