From 560935bfbe2576af3a46fe962a82a8385517bc8c Mon Sep 17 00:00:00 2001 From: liurui Date: Mon, 25 Nov 2024 22:33:52 +0800 Subject: [PATCH] =?UTF-8?q?=E8=81=9A=E7=83=AF=E7=83=83=E5=AD=98=E5=82=A8?= =?UTF-8?q?=E9=A2=84=E6=B5=8B=E5=80=BC=E6=97=A5=E6=9C=9F=E6=A0=BC=E5=BC=8F?= =?UTF-8?q?=E8=BD=AC=E6=8D=A2?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- config_juxiting.py | 1 + logs/pricepredict.log.1 | 12526 +++++++-------------------------- logs/pricepredict.log.3 | 10107 ++++++++++++++++++++++++++ models/nerulforcastmodels.py | 2 + 4 files changed, 12584 insertions(+), 10052 deletions(-) create mode 100644 logs/pricepredict.log.3 diff --git a/config_juxiting.py b/config_juxiting.py index 4e00968..136e1fa 100644 --- a/config_juxiting.py +++ b/config_juxiting.py @@ -221,6 +221,7 @@ is_update_report = False # 是否上传报告 # 数据截取日期 end_time = '' # 数据截取日期 +freq = 'B' # 时间频率，"D": 天 "W": 周"M": 月"Q": 季度"A": 年 "H": 小时 "T": 分钟 "S": 秒 "B": 工作日 delweekenday = True is_corr = False # 特征是否参与滞后领先提升相关系数 add_kdj = False # 是否添加kdj指标 diff --git a/logs/pricepredict.log.1 b/logs/pricepredict.log.1 index bf16df0..6d81b4f 100644 --- a/logs/pricepredict.log.1 +++ b/logs/pricepredict.log.1 @@ -1,4593 +1,262 @@ -2024-11-19 13:19:51,424 - 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my_logger - INFO - ָ Continental Resources Incɼ -2024-11-19 13:21:57,203 - my_logger - INFO - ָ Diamondback Energy Incɼ -2024-11-19 13:21:58,237 - my_logger - INFO - ָ Դɼ -2024-11-19 13:21:59,878 - my_logger - INFO - ָ Ҫ4ƽԭͺ˽ںϼ -2024-11-19 13:21:59,880 - my_logger - INFO - ָ DOE-ú1ܻ -2024-11-19 13:21:59,882 - my_logger - INFO - ָ DOE-ȼ;1ܻ -2024-11-19 13:21:59,882 - my_logger - INFO - ָ DOE-;1ܻ -2024-11-19 13:21:59,882 - my_logger - INFO - ָ ԭܶȾ1ܻ -2024-11-19 13:22:01,961 - my_logger - INFO - ָ ԭܳ4ƽ -2024-11-19 13:22:03,516 - my_logger - INFO - ָ жйԭ˷ -2024-11-19 13:22:05,062 - my_logger - INFO - ָ DoC4ƽԭͺ˳ -2024-11-19 13:22:05,062 - my_logger - INFO - ָ FSU-ݽ4ƽԭͺ˳ -2024-11-19 13:22:05,062 - my_logger - INFO - ָ FSU-˹4ƽԭͺ˳ -2024-11-19 13:22:05,062 - my_logger - INFO - ָ FSU-˹̹4ƽԭͺ˳ -2024-11-19 13:22:05,064 - my_logger - INFO - ָ FSU-˹̹4ƽԭͺ˳ -2024-11-19 13:22:05,064 - my_logger - INFO - ָ Non-OPEC DoC4ƽԭͺ˳ -2024-11-19 13:22:05,064 - my_logger - INFO - ָ OPEC4ƽԭͺ˳ -2024-11-19 13:22:05,065 - 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INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855'] -2024-11-19 13:22:24,859 - my_logger - INFO - ovx index -2024-11-19 13:22:25,407 - my_logger - INFO - dxy curncy -2024-11-19 13:22:26,156 - my_logger - INFO - C2403128043 -2024-11-19 13:22:27,149 - my_logger - INFO - C2403150124 -2024-11-19 13:22:27,989 - my_logger - INFO - FVHCM1 INDEX -2024-11-19 13:22:28,535 - my_logger - INFO - doedtprd index -2024-11-19 13:22:28,869 - my_logger - INFO - CFFDQMMN INDEX -2024-11-19 13:22:29,183 - my_logger - INFO - C2403083739 -2024-11-19 13:22:29,440 - my_logger - INFO - C2404167878 -2024-11-19 13:22:29,666 - my_logger - INFO - lmcads03 lme comdty -2024-11-19 13:22:30,129 - my_logger - INFO - GC1 COMB Comdty -2024-11-19 13:22:30,775 - my_logger - INFO - C2404167855 -2024-11-19 13:22:31,690 - my_logger - INFO - date ::ͳͶʹ::ֵ :ͳͶʹ::ֵ :ɽ:ͳͶʹ::ֵ ... C2404167878 lmcads03 lme comdty GC1 COMB Comdty C2404167855 -9425 2024-11-19 NaN NaN NaN ... NaN NaN NaN NaN -8289 2024-11-18 NaN NaN NaN ... NaN NaN 2615.3 38.5293 -10772 2024-11-17 NaN NaN NaN ... NaN NaN NaN NaN -11274 2024-11-16 NaN NaN NaN ... NaN NaN NaN NaN -1733 2024-11-15 NaN NaN NaN ... NaN 9002.5 2570.1 38.3483 - -[5 rows x 504 columns] -2024-11-19 13:24:08,589 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:24:08,592 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:24:08,596 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:24:08,598 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:24:08,600 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:24:08,602 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:24:08,604 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-19 13:24:08,609 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-19 13:24:08,614 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-19 13:24:08,618 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-19 13:24:08,619 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-19 13:24:08,621 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-19 13:24:08,625 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:24:08,632 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:24:08,636 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:24:08,638 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-19 13:24:08,641 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-19 13:24:08,644 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-19 13:24:08,649 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-19 13:24:08,651 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-19 13:24:08,653 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-19 13:24:08,656 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-19 13:24:08,659 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-19 13:24:08,664 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-19 13:24:08,667 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-19 13:24:08,670 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-19 13:24:08,671 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-19 13:24:08,673 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-19 13:24:08,676 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-19 13:24:08,679 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-19 13:24:08,683 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-19 13:24:08,685 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-19 13:24:08,689 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-19 13:24:08,692 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-18 -2024-11-19 13:24:08,698 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-18 -2024-11-19 13:24:08,701 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-18 -2024-11-19 13:24:08,704 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:24:08,707 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:24:08,711 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:24:08,716 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-18 -2024-11-19 13:24:08,718 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-18 -2024-11-19 13:24:08,721 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-18 -2024-11-19 13:24:08,724 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-18 -2024-11-19 13:24:08,727 - my_logger - INFO - Column ͵һ was last updated at 2024-11-18 -2024-11-19 13:24:08,732 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 -2024-11-19 13:24:08,735 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 -2024-11-19 13:24:08,738 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 -2024-11-19 13:24:08,741 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 -2024-11-19 13:24:08,747 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-18 -2024-11-19 13:24:08,752 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-18 -2024-11-19 13:24:08,760 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-15 -2024-11-19 13:24:08,767 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-15 -2024-11-19 13:24:08,770 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-18 -2024-11-19 13:24:08,773 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-18 -2024-11-19 13:24:08,775 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-18 -2024-11-19 13:24:08,784 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-18 -2024-11-19 13:24:08,789 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-18 -2024-11-19 13:24:08,794 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-18 -2024-11-19 13:24:08,821 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-18 -2024-11-19 13:24:08,837 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-18 -2024-11-19 13:24:08,845 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-18 -2024-11-19 13:24:08,891 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-18 -2024-11-19 13:24:08,923 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-18 -2024-11-19 13:24:08,947 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-18 -2024-11-19 13:24:08,951 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-18 -2024-11-19 13:24:08,955 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-18 -2024-11-19 13:24:08,957 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-18 -2024-11-19 13:24:08,961 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-18 -2024-11-19 13:24:08,965 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-18 -2024-11-19 13:24:08,968 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-18 -2024-11-19 13:24:08,971 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-19 13:24:08,974 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 -2024-11-19 13:24:08,978 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 -2024-11-19 13:24:08,985 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 -2024-11-19 13:24:08,989 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 -2024-11-19 13:24:08,992 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 -2024-11-19 13:24:08,998 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 -2024-11-19 13:24:09,001 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 -2024-11-19 13:24:09,004 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 -2024-11-19 13:24:09,006 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:24:09,010 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-18 -2024-11-19 13:24:09,017 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-19 13:24:09,021 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-19 13:24:09,027 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-19 13:24:09,035 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-19 13:24:09,039 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:24:09,047 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-18 -2024-11-19 13:24:09,052 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-18 -2024-11-19 13:24:09,055 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-19 -2024-11-19 13:24:09,057 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:24:09,060 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-19 13:24:09,067 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-19 13:24:09,071 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,073 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-19 13:24:09,075 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-19 13:24:09,081 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-19 13:24:09,085 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-19 13:24:09,088 - my_logger - INFO - Column y was last updated at 2024-11-18 -2024-11-19 13:24:09,091 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 -2024-11-19 13:24:09,095 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 -2024-11-19 13:24:09,102 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 -2024-11-19 13:24:09,107 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 -2024-11-19 13:24:09,113 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 -2024-11-19 13:24:09,120 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 -2024-11-19 13:24:09,122 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 -2024-11-19 13:24:09,126 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,131 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,135 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,137 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,141 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,149 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,152 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-18 -2024-11-19 13:24:09,155 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-15 -2024-11-19 13:24:09,157 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 -2024-11-19 13:24:09,161 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 -2024-11-19 13:24:09,166 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-18 -2024-11-19 13:24:09,169 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-18 -2024-11-19 13:24:09,172 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-18 -2024-11-19 13:24:09,175 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-19 -2024-11-19 13:24:09,179 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 -2024-11-19 13:24:09,185 - my_logger - INFO - Column Brent* was last updated at 2024-11-18 -2024-11-19 13:24:09,188 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-18 -2024-11-19 13:24:09,192 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-18 -2024-11-19 13:24:09,200 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-18 -2024-11-19 13:24:09,204 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-18 -2024-11-19 13:24:09,211 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:24:09,222 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:24:09,228 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:24:09,236 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 -2024-11-19 13:24:09,239 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 -2024-11-19 13:24:09,244 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 -2024-11-19 13:24:09,250 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-18 -2024-11-19 13:24:09,254 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-19 13:24:09,258 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-19 13:24:09,266 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-19 13:24:09,272 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-18 -2024-11-19 13:24:09,276 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-19 13:24:09,286 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 -2024-11-19 13:24:09,289 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 -2024-11-19 13:24:09,300 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:24:09,315 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:24:09,325 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:24:09,335 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:24:09,351 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-18 -2024-11-19 13:24:09,361 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-18 -2024-11-19 13:24:09,367 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-18 -2024-11-19 13:24:09,370 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-19 13:24:09,373 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-19 13:24:09,376 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:24:09,381 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:24:09,385 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:24:09,388 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:24:09,393 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-19 13:24:09,399 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-19 13:24:09,402 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-19 13:24:09,406 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-19 13:24:09,414 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-19 13:24:09,420 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:24:09,422 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:24:09,427 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-19 13:24:09,434 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:24:09,437 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-19 13:24:09,440 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:24:09,445 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-19 13:24:09,450 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-19 13:24:09,453 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-19 13:24:09,457 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,471 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:24:09,473 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,478 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-19 13:24:09,485 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-19 13:24:09,489 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-19 13:24:09,495 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-19 13:24:09,503 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-19 13:24:09,505 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-19 13:24:09,510 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-19 13:24:09,516 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-19 13:24:09,520 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-19 13:24:09,522 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-19 13:24:09,525 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:24:09,529 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,532 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,535 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,537 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,540 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,543 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,547 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,550 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,553 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-19 13:24:09,554 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-19 13:24:09,557 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:24:09,560 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:24:09,566 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,568 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-19 13:24:09,572 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-19 13:24:09,578 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 -2024-11-19 13:24:09,584 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 -2024-11-19 13:24:09,586 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-18 -2024-11-19 13:24:09,589 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-18 -2024-11-19 13:24:09,606 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-18 -2024-11-19 13:24:09,613 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,620 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-19 13:24:09,624 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-19 13:24:09,630 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-18 -2024-11-19 13:24:09,636 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-18 -2024-11-19 13:24:09,640 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-18 -2024-11-19 13:24:09,645 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-18 -2024-11-19 13:24:09,652 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-18 -2024-11-19 13:24:09,655 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-18 -2024-11-19 13:24:09,657 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-18 -2024-11-19 13:24:09,663 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-18 -2024-11-19 13:24:09,669 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-18 -2024-11-19 13:24:09,672 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-18 -2024-11-19 13:24:09,675 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-18 -2024-11-19 13:24:09,684 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-18 -2024-11-19 13:24:09,690 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-18 -2024-11-19 13:24:09,697 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-18 -2024-11-19 13:24:09,705 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-18 -2024-11-19 13:24:09,708 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-18 -2024-11-19 13:24:09,712 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-18 -2024-11-19 13:24:09,717 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-18 -2024-11-19 13:24:09,722 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-18 -2024-11-19 13:24:09,733 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-18 -2024-11-19 13:24:09,737 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-18 -2024-11-19 13:24:09,740 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-18 -2024-11-19 13:24:09,746 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-15 -2024-11-19 13:24:09,750 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,754 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 -2024-11-19 13:24:09,759 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-18 -2024-11-19 13:24:09,765 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-18 -2024-11-19 13:24:09,769 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 -2024-11-19 13:24:09,775 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-15 -2024-11-19 13:24:09,789 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-18 -2024-11-19 13:24:09,797 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,802 - my_logger - INFO - Column DFL was last updated at 2024-11-18 -2024-11-19 13:24:09,805 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-18 -2024-11-19 13:24:09,813 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-19 -2024-11-19 13:24:09,824 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-18 -2024-11-19 13:24:09,829 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,835 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-19 13:24:09,837 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-18 -2024-11-19 13:24:09,840 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-18 -2024-11-19 13:24:09,849 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-18 -2024-11-19 13:24:09,852 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-18 -2024-11-19 13:24:09,855 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-18 -2024-11-19 13:24:09,858 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 -2024-11-19 13:24:09,865 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,870 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-19 -2024-11-19 13:24:09,874 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-19 13:24:09,878 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:24:09,886 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:24:09,889 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-15 -2024-11-19 13:24:09,896 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-19 13:24:09,903 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-18 -2024-11-19 13:24:09,906 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-19 -2024-11-19 13:24:09,913 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:24:09,920 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-18 -2024-11-19 13:24:09,923 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-19 -2024-11-19 13:24:09,930 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-18 -2024-11-19 13:24:09,933 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-15 -2024-11-19 13:24:09,937 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:24:09,941 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-15 -2024-11-19 13:24:09,949 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-15 -2024-11-19 13:24:09,953 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-18 -2024-11-19 13:24:09,956 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:24:09,967 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-19 13:24:09,973 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:24:09,977 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-19 13:24:09,984 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,987 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,989 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:24:09,995 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-19 13:24:10,000 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-18 -2024-11-19 13:24:10,003 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:24:10,007 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-19 -2024-11-19 13:24:10,015 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-18 -2024-11-19 13:24:10,020 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:24:10,022 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-18 -2024-11-19 13:24:10,028 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-18 -2024-11-19 13:24:10,032 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-18 -2024-11-19 13:24:10,037 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-19 13:24:10,040 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 -2024-11-19 13:24:10,043 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 -2024-11-19 13:24:10,068 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 -2024-11-19 13:24:10,071 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 -2024-11-19 13:24:10,073 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 -2024-11-19 13:24:10,077 - my_logger - INFO - Column Oman FOB M2 was last updated at None -2024-11-19 13:24:10,083 - my_logger - INFO - Column Oman FOB M3 was last updated at None -2024-11-19 13:24:10,087 - my_logger - INFO - Column Oman FOB M4 was last updated at None -2024-11-19 13:24:10,091 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 -2024-11-19 13:24:10,100 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 -2024-11-19 13:24:10,102 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 -2024-11-19 13:24:10,105 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 -2024-11-19 13:24:10,107 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-18 -2024-11-19 13:24:10,114 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-15 -2024-11-19 13:24:10,118 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-18 -2024-11-19 13:24:10,121 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-18 -2024-11-19 13:24:10,123 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-18 -2024-11-19 13:24:10,129 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-18 -2024-11-19 13:24:10,133 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-18 -2024-11-19 13:24:10,137 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-18 -2024-11-19 13:24:10,139 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-18 -2024-11-19 13:24:10,143 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-18 -2024-11-19 13:24:10,148 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-18 -2024-11-19 13:24:10,151 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 -2024-11-19 13:24:10,155 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 -2024-11-19 13:24:10,171 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-18 -2024-11-19 13:24:10,179 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-18 -2024-11-19 13:24:10,190 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-18 -2024-11-19 13:24:10,200 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-18 -2024-11-19 13:24:10,205 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-18 -2024-11-19 13:24:10,210 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:24:10,215 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:24:10,222 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:24:10,226 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:24:10,231 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:24:10,236 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:24:10,240 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:24:10,245 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:24:10,252 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-18 -2024-11-19 13:24:10,256 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-18 -2024-11-19 13:24:10,261 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-18 -2024-11-19 13:24:10,268 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-18 -2024-11-19 13:24:10,273 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-17 -2024-11-19 13:24:10,281 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-18 -2024-11-19 13:24:10,286 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-18 -2024-11-19 13:24:10,293 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-18 -2024-11-19 13:24:10,300 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-18 -2024-11-19 13:24:10,305 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-18 -2024-11-19 13:24:10,308 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-18 -2024-11-19 13:24:10,318 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-18 -2024-11-19 13:24:10,320 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 -2024-11-19 13:24:10,324 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-18 -2024-11-19 13:24:10,327 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-18 -2024-11-19 13:24:10,334 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-18 -2024-11-19 13:24:10,336 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:24:10,340 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:24:10,343 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:24:10,348 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:24:10,352 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-19 13:24:10,355 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-19 13:24:10,357 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-19 13:24:10,362 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-19 13:24:10,367 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-19 13:24:10,370 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-19 13:24:10,373 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-19 13:24:10,378 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-19 13:24:10,386 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-19 13:24:10,390 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-19 13:24:10,400 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-19 13:24:10,405 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-19 13:24:10,407 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-19 13:24:10,414 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-19 13:24:10,419 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-19 13:24:10,423 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-19 13:24:10,427 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-19 13:24:10,435 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-19 13:24:10,440 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-19 13:24:10,448 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,455 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,460 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,470 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,477 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,483 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,487 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,490 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-19 13:24:10,495 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-19 13:24:10,500 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-19 13:24:10,504 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-19 13:24:10,508 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-19 13:24:10,518 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-19 13:24:10,522 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-19 13:24:10,528 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-19 13:24:10,535 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-19 13:24:10,537 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-19 13:24:10,543 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-19 13:24:10,549 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-19 13:24:10,553 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-19 13:24:10,559 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-19 13:24:10,564 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-19 13:24:10,570 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-19 13:24:10,573 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-19 13:24:10,576 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-19 13:24:10,582 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-19 13:24:10,585 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-19 13:24:10,589 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-19 13:24:10,593 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-19 13:24:10,600 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-19 13:24:10,602 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-19 13:24:10,605 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-19 13:24:10,608 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-19 13:24:10,615 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-19 13:24:10,620 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-19 13:24:10,626 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:24:10,637 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-19 13:24:10,651 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-19 13:24:10,658 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-19 13:24:10,671 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-19 13:24:10,682 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-19 13:24:10,694 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-19 13:24:10,703 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-15 -2024-11-19 13:24:10,710 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-15 -2024-11-19 13:24:10,721 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-19 13:24:10,732 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-19 13:24:10,738 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-19 13:24:10,746 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-19 13:24:10,754 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:24:10,765 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:24:10,772 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-19 13:24:10,781 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,787 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:24:10,793 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:24:10,800 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,805 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,812 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,820 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,829 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,838 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,847 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,856 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:24:10,865 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,871 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:24:10,886 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,891 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:24:10,898 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,903 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-19 13:24:10,910 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,918 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,922 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,935 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,953 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,957 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-19 13:24:10,968 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,974 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,983 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,989 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:10,995 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,005 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,012 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,019 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,025 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,032 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,036 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,045 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,052 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,059 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,066 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,071 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,076 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,083 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,088 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,092 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,099 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,103 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,109 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:24:11,115 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,120 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-19 13:24:11,127 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,133 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,136 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,139 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,143 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,149 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-19 13:24:11,151 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,155 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,158 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,164 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,168 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,170 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-19 13:24:11,173 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,176 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,182 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,186 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,189 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,193 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,199 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,202 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,205 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,210 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,215 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,220 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,227 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,236 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,239 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,246 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,253 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,257 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,263 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,269 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,272 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:24:11,276 - my_logger - INFO - Column ˮλ was last updated at 2024-11-18 -2024-11-19 13:24:11,285 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 -2024-11-19 13:24:11,289 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 -2024-11-19 13:24:11,299 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 -2024-11-19 13:24:11,301 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 -2024-11-19 13:24:11,306 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 -2024-11-19 13:24:11,312 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-19 13:24:11,319 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-19 13:24:11,323 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-19 13:24:11,327 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-19 13:24:11,333 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 -2024-11-19 13:24:11,338 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 -2024-11-19 13:24:11,341 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 -2024-11-19 13:24:48,024 - my_logger - INFO - etaȡ... -2024-11-19 13:24:48,577 - my_logger - INFO - ָ ::ͳͶʹ::ֵܾ -2024-11-19 13:24:48,814 - my_logger - INFO - ָ :ͳͶʹ::ֵܾ -2024-11-19 13:24:48,993 - my_logger - INFO - ָ :ɽ:ͳͶʹ::ֵܾ -2024-11-19 13:24:49,185 - my_logger - INFO - ָ :īذ:ͳͶʹ::ֵܾ -2024-11-19 13:24:49,369 - my_logger - INFO - ָ ::ͳͶʹ::ֵܾ -2024-11-19 13:24:49,584 - my_logger - INFO - ָ ::ͳͶʹ::ֵܾ -2024-11-19 13:24:50,627 - my_logger - INFO - ָ йִ/7DMA -2024-11-19 13:24:51,085 - my_logger - INFO - ָ ͱ裨ܶȣ1ܻֵ -2024-11-19 13:24:51,086 - my_logger - INFO - ָ ͱ裨ܶȣ1ܻ -2024-11-19 13:24:51,396 - my_logger - INFO - ָ Ͳܶȣ1ܻ -2024-11-19 13:24:52,620 - my_logger - INFO - ָ ԭܶȱ/4WMA -2024-11-19 13:24:52,620 - my_logger - INFO - ָ Ʒ/4WMA -2024-11-19 13:24:52,621 - my_logger - INFO - ָ Ʒ4ܻ -2024-11-19 13:24:52,819 - my_logger - INFO - ָ ˹/500 -2024-11-19 13:24:52,820 - my_logger - INFO - ָ DOE-Ͳ1ܻ -2024-11-19 13:24:52,821 - my_logger - INFO - ָ DOE-Ͳ1ܻ -2024-11-19 13:24:52,821 - my_logger - INFO - ָ úһܻֵ -2024-11-19 13:24:52,822 - my_logger - INFO - ָ ͱһܻֵ -2024-11-19 13:24:52,822 - my_logger - INFO - ָ ͱһܻֵ -2024-11-19 13:24:52,822 - my_logger - INFO - ָ ŷѲ -2024-11-19 13:24:52,823 - my_logger - INFO - ָ ŷ޲Ѳ -2024-11-19 13:24:53,207 - my_logger - INFO - ָ йӪ1ܻ -2024-11-19 13:24:53,696 - my_logger - INFO - ָ ӵָܻȣ/3WMA -2024-11-19 13:24:53,697 - my_logger - INFO - ָ ԭ1ܻ -2024-11-19 13:24:54,968 - my_logger - INFO - ָ ԭ4ֵܾ -2024-11-19 13:24:56,074 - my_logger - INFO - ָ ڻѲ -2024-11-19 13:24:56,076 - my_logger - INFO - ָ īѲ -2024-11-19 13:24:56,179 - my_logger - INFO - ָ ŦԼ۲Ѳ -2024-11-19 13:24:56,179 - my_logger - INFO - ָ ŷ޲ڻѲ -2024-11-19 13:24:56,180 - my_logger - INFO - ָ ŷѲ -2024-11-19 13:24:56,180 - my_logger - INFO - ָ ¼²Ѳ -2024-11-19 13:24:56,181 - my_logger - INFO - ָ ڻѲ -2024-11-19 13:24:56,181 - my_logger - INFO - ָ īѲ -2024-11-19 13:24:56,182 - my_logger - INFO - ָ ŦԼѲ -2024-11-19 13:24:56,182 - my_logger - INFO - ָ ŷ¹صѲ -2024-11-19 13:24:56,182 - my_logger - INFO - ָ ¼Ѳ -2024-11-19 13:24:59,224 - my_logger - INFO - ָ ú4ƽ -2024-11-19 13:25:01,038 - my_logger - INFO - ָ RBOB12ºԼѽ/5DMA5ջ/65DMA -2024-11-19 13:25:01,039 - my_logger - INFO - ָ HO12ºԼѽ/5DMA5ջ/65DMA -2024-11-19 13:25:01,039 - my_logger - INFO - ָ HO12ºԼѽ/65DMA -2024-11-19 13:25:01,040 - my_logger - INFO - ָ RBOB12ºԼѽ/65DMA -2024-11-19 13:25:01,040 - my_logger - INFO - ָ HO12ºԼѽ/5DMA5ջ -2024-11-19 13:25:01,041 - my_logger - INFO - ָ RBOB12ºԼѽ/5DMA5ջ -2024-11-19 13:25:01,041 - my_logger - INFO - ָ HO12ºԼѽ/5DMA -2024-11-19 13:25:01,042 - my_logger - INFO - ָ RBOB12ºԼѽ/5DMA -2024-11-19 13:25:05,060 - my_logger - INFO - ָ Brent1Լ۸/2DMA -2024-11-19 13:25:05,062 - my_logger - INFO - ָ Brent1Լ۸/7DMA -2024-11-19 13:25:05,062 - my_logger - INFO - ָ Brent1Լ۸/23DMA -2024-11-19 13:25:05,063 - my_logger - INFO - ָ ԭͿ泬/5ϲв/WTI c1-c6 -2024-11-19 13:25:05,063 - my_logger - INFO - ָ Brent1Լ۸/5DMA -2024-11-19 13:25:05,063 - my_logger - INFO - ָ Brent c1-c2/3 -2024-11-19 13:25:05,064 - my_logger - INFO - ָ PP̼ϲв/ڻ̼ۣԾԭ -2024-11-19 13:25:05,064 - my_logger - INFO - ָ Brent1Լ۸/11DMA -2024-11-19 13:25:05,064 - my_logger - INFO - ָ ɽѽ۲ϲв/ڻۣԾԭ -2024-11-19 13:25:05,066 - my_logger - INFO - ָ ɽѽ۲ϲв/ -2024-11-19 13:25:05,066 - my_logger - INFO - ָ ԭ(йʤ)ϲв/ԭ -2024-11-19 13:25:05,066 - my_logger - INFO - ָ Brent1Լ۸/21DMA -2024-11-19 13:25:05,066 - my_logger - INFO - ָ Brent1Լ۸/14DMA -2024-11-19 13:25:05,067 - my_logger - INFO - ָ Brent1Լ۸/15DMA -2024-11-19 13:25:05,068 - my_logger - INFO - ָ Brent1-12 -2024-11-19 13:25:12,328 - my_logger - INFO - ָ WTI c1-c36 -2024-11-19 13:25:12,328 - my_logger - INFO - ָ WTI c1-c24 -2024-11-19 13:25:12,328 - my_logger - INFO - ָ WTI c1-c12 -2024-11-19 13:25:14,403 - my_logger - INFO - ָ Brent c1-c36 -2024-11-19 13:25:14,403 - my_logger - INFO - ָ Brent c1-c24 -2024-11-19 13:25:14,405 - my_logger - INFO - ָ Brent c1-c12 -2024-11-19 13:25:20,608 - my_logger - INFO - ָ Brent1Լ۸1ջ -2024-11-19 13:25:20,609 - my_logger - INFO - ָ Brent1Լ۸1ջ -2024-11-19 13:25:20,609 - my_logger - INFO - ָ WTI1Լ۸ϲв/500ָ -2024-11-19 13:25:20,976 - my_logger - INFO - ָ Dubai2Լ۸ -2024-11-19 13:25:20,976 - my_logger - INFO - ָ Dubai4Լ۸ -2024-11-19 13:25:21,357 - my_logger - INFO - ָ RBOBڻ2212·ݺԼ۸ -2024-11-19 13:25:21,360 - my_logger - INFO - ָ RBOBڻ2301·ݺԼ۸ -2024-11-19 13:25:21,360 - my_logger - INFO - ָ RBOBڻ2306·ݺԼ۸ -2024-11-19 13:25:23,216 - my_logger - INFO - ָ Dubai7Լ۸ -2024-11-19 13:25:23,217 - my_logger - INFO - ָ Dubai9Լ۸ -2024-11-19 13:25:23,218 - my_logger - INFO - ָ ϰ7-9² -2024-11-19 13:25:24,399 - my_logger - INFO - ָ Brent2 -2024-11-19 13:25:24,399 - my_logger - INFO - ָ WTI2Լ۸ -2024-11-19 13:25:25,384 - my_logger - INFO - ָ WTI4Լ۸ -2024-11-19 13:25:26,194 - my_logger - INFO - ָ Brent4Լ۸ -2024-11-19 13:25:27,383 - my_logger - INFO - ָ WTI7Լ۸ -2024-11-19 13:25:27,637 - my_logger - INFO - ָ WTI12Լ۸ -2024-11-19 13:25:27,953 - my_logger - INFO - ָ 24Լ۸ -2024-11-19 13:25:28,507 - my_logger - INFO - ָ Brent6Լ۸ -2024-11-19 13:25:28,508 - my_logger - INFO - ָ Brent12Լ۸ -2024-11-19 13:25:28,509 - my_logger - INFO - ָ Brent9Լ -2024-11-19 13:25:28,509 - my_logger - INFO - ָ brent3Լ -2024-11-19 13:25:28,510 - my_logger - INFO - ָ Brent5 -2024-11-19 13:25:28,510 - my_logger - INFO - ָ Brent10Լ -2024-11-19 13:25:28,510 - my_logger - INFO - ָ Brent11Լ -2024-11-19 13:25:28,511 - my_logger - INFO - ָ WTI3Լ۸ -2024-11-19 13:25:28,511 - my_logger - INFO - ָ Brent 7Լ۸ -2024-11-19 13:25:28,511 - my_logger - INFO - ָ Brent8Լ۸ -2024-11-19 13:25:28,513 - my_logger - INFO - ָ Brent13 -2024-11-19 13:25:29,047 - my_logger - INFO - ָ ICE Brent c15 -2024-11-19 13:25:29,047 - my_logger - INFO - ָ ICE Brent c16 -2024-11-19 13:25:29,048 - my_logger - INFO - ָ ICE Brent c17 -2024-11-19 13:25:29,049 - my_logger - INFO - ָ ICE Brent c18 -2024-11-19 13:25:29,049 - my_logger - INFO - ָ ICE Brent c19 -2024-11-19 13:25:29,050 - my_logger - INFO - ָ ICE Brent c20 -2024-11-19 13:25:29,294 - my_logger - INFO - ָ ICE Brent c21 -2024-11-19 13:25:29,295 - my_logger - INFO - ָ ICE Brent c22 -2024-11-19 13:25:29,295 - my_logger - INFO - ָ ICE Brent c23 -2024-11-19 13:25:29,296 - my_logger - INFO - ָ ICE Brent c25 -2024-11-19 13:25:29,297 - my_logger - INFO - ָ ICE Brent c26 -2024-11-19 13:25:29,297 - my_logger - INFO - ָ ICE Brent c27 -2024-11-19 13:25:29,297 - my_logger - INFO - ָ ICE Brent c28 -2024-11-19 13:25:29,298 - my_logger - INFO - ָ ICE Brent c29 -2024-11-19 13:25:29,298 - my_logger - INFO - ָ ICE Brent c30 -2024-11-19 13:25:29,298 - my_logger - INFO - ָ ICE Brent c31 -2024-11-19 13:25:29,300 - my_logger - INFO - ָ ICE Brent c32 -2024-11-19 13:25:29,301 - my_logger - INFO - ָ ICE Brent c33 -2024-11-19 13:25:29,301 - my_logger - INFO - ָ ICE Brent c34 -2024-11-19 13:25:29,301 - my_logger - INFO - ָ ICE Brent c35 -2024-11-19 13:25:29,302 - my_logger - INFO - ָ ICE Brent c36 -2024-11-19 13:25:30,455 - my_logger - INFO - ָ NYMWX WTI c6 -2024-11-19 13:25:30,456 - my_logger - INFO - ָ NYMWX WTI c8 -2024-11-19 13:25:30,456 - my_logger - INFO - ָ NYMWX WTI c9 -2024-11-19 13:25:30,458 - my_logger - INFO - ָ NYMWX WTI c10 -2024-11-19 13:25:30,459 - my_logger - INFO - ָ NYMWX WTI c11 -2024-11-19 13:25:30,459 - my_logger - INFO - ָ NYMWX WTI c13 -2024-11-19 13:25:30,459 - my_logger - INFO - ָ NYMWX WTI c14 -2024-11-19 13:25:30,460 - my_logger - INFO - ָ NYMWX WTI c15 -2024-11-19 13:25:30,460 - my_logger - INFO - ָ NYMWX WTI c16 -2024-11-19 13:25:30,461 - my_logger - INFO - ָ NYMWX WTI c17 -2024-11-19 13:25:30,461 - my_logger - INFO - ָ NYMWX WTI c18 -2024-11-19 13:25:30,461 - my_logger - INFO - ָ NYMWX WTI c19 -2024-11-19 13:25:30,463 - my_logger - INFO - ָ NYMWX WTI c20 -2024-11-19 13:25:30,464 - my_logger - INFO - ָ NYMWX WTI c21 -2024-11-19 13:25:30,464 - my_logger - INFO - ָ NYMWX WTI c22 -2024-11-19 13:25:30,465 - my_logger - INFO - ָ NYMWX WTI c23 -2024-11-19 13:25:30,465 - my_logger - INFO - ָ NYMWX WTI c25 -2024-11-19 13:25:30,465 - my_logger - INFO - ָ NYMWX WTI c26 -2024-11-19 13:25:30,466 - my_logger - INFO - ָ NYMWX WTI c27 -2024-11-19 13:25:30,466 - my_logger - INFO - ָ NYMWX WTI c28 -2024-11-19 13:25:30,466 - my_logger - INFO - ָ NYMWX WTI c29 -2024-11-19 13:25:30,467 - my_logger - INFO - ָ NYMWX WTI c30 -2024-11-19 13:25:30,467 - my_logger - INFO - ָ NYMWX WTI c31 -2024-11-19 13:25:30,468 - my_logger - INFO - ָ NYMWX WTI c32 -2024-11-19 13:25:30,468 - my_logger - INFO - ָ NYMWX WTI c33 -2024-11-19 13:25:30,468 - my_logger - INFO - ָ NYMWX WTI c34 -2024-11-19 13:25:30,469 - my_logger - INFO - ָ NYMWX WTI c35 -2024-11-19 13:25:30,470 - my_logger - INFO - ָ NYMWX WTI c36 -2024-11-19 13:25:30,774 - my_logger - INFO - ָ INE SC c2 -2024-11-19 13:25:30,775 - my_logger - INFO - ָ INE SC c3 -2024-11-19 13:25:30,777 - my_logger - INFO - ָ INE SC c4 -2024-11-19 13:25:30,778 - my_logger - INFO - ָ INE SC c5 -2024-11-19 13:25:30,778 - my_logger - INFO - ָ INE SC c6 -2024-11-19 13:25:30,779 - my_logger - INFO - ָ INE SC c7 -2024-11-19 13:25:30,779 - my_logger - INFO - ָ INE SC c8 -2024-11-19 13:25:30,780 - my_logger - INFO - ָ INE SC c9 -2024-11-19 13:25:30,780 - my_logger - INFO - ָ INE SC c10 -2024-11-19 13:25:30,780 - my_logger - INFO - ָ INE SC c11 -2024-11-19 13:25:30,781 - my_logger - INFO - ָ INE SC c12 -2024-11-19 13:25:30,781 - my_logger - INFO - ָ INE SC c13 -2024-11-19 13:25:30,781 - my_logger - INFO - ָ INE SC c14 -2024-11-19 13:25:30,783 - my_logger - INFO - ָ INE SC c15 -2024-11-19 13:25:30,783 - my_logger - INFO - ָ INE SC c16 -2024-11-19 13:25:30,784 - my_logger - INFO - ָ INE SC c17 -2024-11-19 13:25:30,784 - my_logger - INFO - ָ INE SC c18 -2024-11-19 13:25:30,785 - my_logger - INFO - ָ INE SC c19 -2024-11-19 13:25:30,785 - my_logger - INFO - ָ INE SC c20 -2024-11-19 13:25:30,785 - my_logger - INFO - ָ EFS c1 -2024-11-19 13:25:30,786 - my_logger - INFO - ָ EFS c2 -2024-11-19 13:25:30,786 - my_logger - INFO - ָ EFS c3 -2024-11-19 13:25:30,786 - my_logger - INFO - ָ EFS c4 -2024-11-19 13:25:30,787 - my_logger - INFO - ָ EFS c5 -2024-11-19 13:25:30,787 - my_logger - INFO - ָ EFS c6 -2024-11-19 13:25:30,787 - my_logger - INFO - ָ Dubai Swap c15 -2024-11-19 13:25:30,789 - my_logger - INFO - ָ Dubai Swap c16 -2024-11-19 13:25:30,789 - my_logger - INFO - ָ Dubai Swap c17 -2024-11-19 13:25:30,789 - my_logger - INFO - ָ Dubai Swap c18 -2024-11-19 13:25:30,790 - my_logger - INFO - ָ Dubai Swap c19 -2024-11-19 13:25:30,790 - my_logger - INFO - ָ Dubai Swap c20 -2024-11-19 13:25:30,791 - my_logger - INFO - ָ Dubai Swap c21 -2024-11-19 13:25:30,791 - my_logger - INFO - ָ Dubai Swap c22 -2024-11-19 13:25:31,002 - my_logger - INFO - ָ Oman Swap c2 -2024-11-19 13:25:31,004 - my_logger - INFO - ָ Oman Swap c3 -2024-11-19 13:25:31,004 - my_logger - INFO - ָ Oman Swap c4 -2024-11-19 13:25:31,005 - my_logger - INFO - ָ Oman Swap c5 -2024-11-19 13:25:31,005 - my_logger - INFO - ָ Oman Swap c6 -2024-11-19 13:25:31,006 - my_logger - INFO - ָ Oman Swap c7 -2024-11-19 13:25:31,006 - my_logger - INFO - ָ Oman Swap c8 -2024-11-19 13:25:31,006 - my_logger - INFO - ָ Oman Swap c9 -2024-11-19 13:25:31,007 - my_logger - INFO - ָ Oman Swap c10 -2024-11-19 13:25:31,007 - my_logger - INFO - ָ Oman Swap c11 -2024-11-19 13:25:31,007 - my_logger - INFO - ָ Oman Swap c12 -2024-11-19 13:25:31,007 - my_logger - INFO - ָ Oman Swap c13 -2024-11-19 13:25:31,009 - my_logger - INFO - ָ Oman Swap c14 -2024-11-19 13:25:31,009 - my_logger - INFO - ָ Oman Swap c15 -2024-11-19 13:25:31,010 - my_logger - INFO - ָ Oman Swap c16 -2024-11-19 13:25:31,010 - my_logger - INFO - ָ Oman Swap c17 -2024-11-19 13:25:31,011 - my_logger - INFO - ָ Oman Swap c18 -2024-11-19 13:25:31,011 - my_logger - INFO - ָ Oman Swap c19 -2024-11-19 13:25:31,011 - my_logger - INFO - ָ Oman Swap c20 -2024-11-19 13:25:31,011 - my_logger - INFO - ָ Oman Swap c21 -2024-11-19 13:25:31,012 - my_logger - INFO - ָ Oman Swap c22 -2024-11-19 13:25:31,012 - my_logger - INFO - ָ Oman Swap c23 -2024-11-19 13:25:31,014 - my_logger - INFO - ָ Oman Swap c24 -2024-11-19 13:25:31,014 - my_logger - INFO - ָ Oman Swap c25 -2024-11-19 13:25:31,015 - my_logger - INFO - ָ Oman Swap c26 -2024-11-19 13:25:31,015 - my_logger - INFO - ָ Oman Swap c27 -2024-11-19 13:25:31,016 - my_logger - INFO - ָ Oman Swap c28 -2024-11-19 13:25:31,018 - my_logger - INFO - ָ Oman Swap c29 -2024-11-19 13:25:31,019 - my_logger - INFO - ָ Oman Swap c30 -2024-11-19 13:25:31,019 - my_logger - INFO - ָ Oman Swap c31 -2024-11-19 13:25:31,019 - my_logger - INFO - ָ Oman Swap c32 -2024-11-19 13:25:31,020 - my_logger - INFO - ָ Oman Swap c33 -2024-11-19 13:25:31,020 - my_logger - INFO - ָ Oman Swap c34 -2024-11-19 13:25:31,021 - my_logger - INFO - ָ Oman Swap c35 -2024-11-19 13:25:31,021 - my_logger - INFO - ָ Oman Swap c36 -2024-11-19 13:25:31,021 - my_logger - INFO - ָ Oman Swap c37 -2024-11-19 13:25:31,022 - my_logger - INFO - ָ Oman Swap c38 -2024-11-19 13:25:31,519 - my_logger - INFO - ָ DME Oman c2 -2024-11-19 13:25:31,519 - my_logger - INFO - ָ DME Oman c3 -2024-11-19 13:25:31,519 - my_logger - INFO - ָ DME Oman c4 -2024-11-19 13:25:31,519 - my_logger - INFO - ָ DME Oman c5 -2024-11-19 13:25:31,521 - my_logger - INFO - ָ DME Oman c6 -2024-11-19 13:25:31,709 - my_logger - INFO - ָ Murban Futures c2 -2024-11-19 13:25:31,711 - my_logger - INFO - ָ Murban Futures c3 -2024-11-19 13:25:31,711 - my_logger - INFO - ָ Murban Futures c4 -2024-11-19 13:25:31,712 - my_logger - INFO - ָ Murban Futures c5 -2024-11-19 13:25:31,712 - my_logger - INFO - ָ Murban Futures c6 -2024-11-19 13:25:42,162 - my_logger - INFO - ָ EFS c1-c2 -2024-11-19 13:25:42,162 - my_logger - INFO - ָ TD3C ˷ c1-c2 -2024-11-19 13:25:44,488 - my_logger - INFO - ָ SC c1-c2/7DMA -2024-11-19 13:25:44,625 - my_logger - INFO - ָ Ѳ-Ѳ -2024-11-19 13:25:44,627 - my_logger - INFO - ָ Brent c1-c2 () -2024-11-19 13:25:49,877 - my_logger - INFO - ָ Brent c1-c2 (B) -2024-11-19 13:25:50,119 - my_logger - INFO - ָ WTI c1-c2 (B) -2024-11-19 13:25:50,376 - my_logger - INFO - ָ DME Oman c1 02:30̼Ԥ -2024-11-19 13:25:50,377 - my_logger - INFO - ָ DME Oman c2 02:30̼Ԥ -2024-11-19 13:25:50,864 - my_logger - INFO - ָ Brent1Լ۸/12DMA -2024-11-19 13:25:53,539 - my_logger - INFO - ָ ƷͿ1ܻ -2024-11-19 13:25:53,539 - my_logger - INFO - ָ PADD1ԭͿ1ܻ -2024-11-19 13:25:53,540 - my_logger - INFO - ָ PADD3ԭͿ1ܻ -2024-11-19 13:25:53,541 - my_logger - INFO - ָ PADD2ԭͿ1ܻ -2024-11-19 13:25:53,541 - my_logger - INFO - ָ PADD5ԭͿ1ܻ -2024-11-19 13:25:53,542 - my_logger - INFO - ָ PADD4ԭͿ1ܻ -2024-11-19 13:25:55,548 - my_logger - INFO - ָ ԭͿ1ܻ -2024-11-19 13:25:55,801 - my_logger - INFO - ָ սԴԭͿ1ܻ -2024-11-19 13:25:55,801 - my_logger - INFO - ָ ҵԭͿ1ܻ -2024-11-19 13:26:03,151 - my_logger - INFO - ָ жԭͳɱ+˷ -2024-11-19 13:26:05,058 - my_logger - INFO - ָ Brentԭֻ۸/8DMA -2024-11-19 13:26:05,059 - my_logger - INFO - ָ ֻ:ԭ:ӢDtd/8DMA -2024-11-19 13:26:31,926 - my_logger - INFO - ָ Brent1Լ۸ϲв/Brent 2-3 -2024-11-19 13:26:31,927 - my_logger - INFO - ָ BrentC1-C21ջ -2024-11-19 13:26:43,984 - my_logger - INFO - ָ OMANԭԶֻDES30DMA -2024-11-19 13:26:45,973 - my_logger - INFO - ָ VLCCԭ˼ۣжձ -2024-11-19 13:26:50,715 - my_logger - INFO - ָ ж-йԭ˷ -2024-11-19 13:26:54,317 - my_logger - INFO - ָ ˹嵽йVLCCԭ˷ѣԪ/죩 -2024-11-19 13:26:54,317 - my_logger - INFO - ָ ˹嵽¼VLCC˷ -2024-11-19 13:26:56,774 - my_logger - INFO - ָ ԭͲ -2024-11-19 13:27:08,136 - my_logger - INFO - ָ Brent1Լ۸ϲв/DFL -2024-11-19 13:27:08,884 - my_logger - INFO - ָ SC c3-޳ɱ/7DMA -2024-11-19 13:27:19,869 - my_logger - INFO - ָ ;ڣܶȣ1ܻ -2024-11-19 13:27:20,356 - my_logger - INFO - ָ ҳ͹˾ɼ -2024-11-19 13:27:20,623 - my_logger - INFO - ָ ܶԭͲ1ܻ -2024-11-19 13:27:20,624 - my_logger - INFO - ָ EIAܶNGLͬ -2024-11-19 13:27:20,624 - my_logger - INFO - ָ ԭͻԾͬ -2024-11-19 13:27:20,799 - my_logger - INFO - ָ ԭͣӪʣйܣնȱƵ -2024-11-19 13:27:21,141 - my_logger - INFO - ָ ԭܶȵ/4WMA -2024-11-19 13:27:21,141 - my_logger - INFO - ָ FCCװü -2024-11-19 13:27:21,143 - my_logger - INFO - ָ VDUװü -2024-11-19 13:27:21,390 - my_logger - INFO - ָ CDUװü -2024-11-19 13:27:21,391 - my_logger - INFO - ָ װü -2024-11-19 13:27:21,553 - my_logger - INFO - ָ ˹CDUװü -2024-11-19 13:27:21,882 - my_logger - INFO - ָ CDU -2024-11-19 13:27:21,884 - my_logger - INFO - ָ CDU/7DMA -2024-11-19 13:27:21,884 - my_logger - INFO - ָ CDU/5 -2024-11-19 13:27:22,110 - my_logger - INFO - ָ FCCװü/3 -2024-11-19 13:27:22,112 - my_logger - INFO - ָ ŷFCCװü -2024-11-19 13:27:22,112 - my_logger - INFO - ָ ŷFCCװü/7DMA -2024-11-19 13:27:22,113 - my_logger - INFO - ָ ŷѻװü -2024-11-19 13:27:22,113 - my_logger - INFO - ָ ŷѻװü/7DMA -2024-11-19 13:27:22,113 - my_logger - INFO - ָ FCCװü/7DMA -2024-11-19 13:27:22,114 - my_logger - INFO - ָ CDUװü/3 -2024-11-19 13:27:22,114 - my_logger - INFO - ָ йCDU -2024-11-19 13:27:22,719 - 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my_logger - INFO - ovx index -2024-11-19 13:27:57,807 - my_logger - INFO - dxy curncy -2024-11-19 13:27:58,557 - my_logger - INFO - C2403128043 -2024-11-19 13:27:59,258 - my_logger - INFO - C2403150124 -2024-11-19 13:28:00,101 - my_logger - INFO - FVHCM1 INDEX -2024-11-19 13:28:00,542 - my_logger - INFO - doedtprd index -2024-11-19 13:28:00,859 - my_logger - INFO - CFFDQMMN INDEX -2024-11-19 13:28:01,124 - my_logger - INFO - C2403083739 -2024-11-19 13:28:01,380 - my_logger - INFO - C2404167878 -2024-11-19 13:28:01,605 - my_logger - INFO - lmcads03 lme comdty -2024-11-19 13:28:02,029 - my_logger - INFO - GC1 COMB Comdty -2024-11-19 13:28:02,695 - my_logger - INFO - C2404167855 -2024-11-19 13:28:03,481 - my_logger - INFO - date ::ͳͶʹ::ֵ :ͳͶʹ::ֵ :ɽ:ͳͶʹ::ֵ ... C2404167878 lmcads03 lme comdty GC1 COMB Comdty C2404167855 -9425 2024-11-19 NaN NaN NaN ... NaN NaN NaN NaN -8289 2024-11-18 NaN NaN NaN ... NaN NaN 2615.3 38.5293 -10772 2024-11-17 NaN NaN NaN ... NaN NaN NaN NaN -11274 2024-11-16 NaN NaN NaN ... NaN NaN NaN NaN -1733 2024-11-15 NaN NaN NaN ... NaN 9002.5 2570.1 38.3483 - -[5 rows x 504 columns] -2024-11-19 13:29:35,398 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:29:35,403 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:29:35,407 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:29:35,410 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:29:35,414 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:29:35,416 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:29:35,419 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-19 13:29:35,422 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-19 13:29:35,428 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-19 13:29:35,430 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-19 13:29:35,433 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-19 13:29:35,436 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-19 13:29:35,443 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:29:35,446 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:29:35,448 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:29:35,450 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-19 13:29:35,454 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-19 13:29:35,458 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-19 13:29:35,463 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-19 13:29:35,465 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-19 13:29:35,468 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-19 13:29:35,472 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-19 13:29:35,477 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-19 13:29:35,482 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-19 13:29:35,486 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-19 13:29:35,490 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-19 13:29:35,495 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-19 13:29:35,498 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-19 13:29:35,500 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-19 13:29:35,503 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-19 13:29:35,509 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-19 13:29:35,512 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-19 13:29:35,516 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-19 13:29:35,518 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-18 -2024-11-19 13:29:35,522 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-18 -2024-11-19 13:29:35,527 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-18 -2024-11-19 13:29:35,530 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:29:35,534 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:29:35,536 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:29:35,539 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-18 -2024-11-19 13:29:35,545 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-18 -2024-11-19 13:29:35,548 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-18 -2024-11-19 13:29:35,551 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-18 -2024-11-19 13:29:35,554 - my_logger - INFO - Column ͵һ was last updated at 2024-11-18 -2024-11-19 13:29:35,558 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 -2024-11-19 13:29:35,563 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 -2024-11-19 13:29:35,567 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 -2024-11-19 13:29:35,569 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 -2024-11-19 13:29:35,573 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-18 -2024-11-19 13:29:35,579 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-18 -2024-11-19 13:29:35,582 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-15 -2024-11-19 13:29:35,585 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-15 -2024-11-19 13:29:35,587 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-18 -2024-11-19 13:29:35,592 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-18 -2024-11-19 13:29:35,596 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-18 -2024-11-19 13:29:35,600 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-18 -2024-11-19 13:29:35,605 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-18 -2024-11-19 13:29:35,609 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-18 -2024-11-19 13:29:35,615 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-18 -2024-11-19 13:29:35,618 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-18 -2024-11-19 13:29:35,622 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-18 -2024-11-19 13:29:35,627 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,630 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-18 -2024-11-19 13:29:35,632 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-18 -2024-11-19 13:29:35,634 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-18 -2024-11-19 13:29:35,637 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-18 -2024-11-19 13:29:35,644 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-18 -2024-11-19 13:29:35,646 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-18 -2024-11-19 13:29:35,649 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-18 -2024-11-19 13:29:35,651 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-18 -2024-11-19 13:29:35,655 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-19 13:29:35,660 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 -2024-11-19 13:29:35,663 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 -2024-11-19 13:29:35,665 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 -2024-11-19 13:29:35,669 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 -2024-11-19 13:29:35,672 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 -2024-11-19 13:29:35,678 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 -2024-11-19 13:29:35,682 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 -2024-11-19 13:29:35,684 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 -2024-11-19 13:29:35,688 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:29:35,693 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-18 -2024-11-19 13:29:35,695 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-19 13:29:35,698 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-19 13:29:35,701 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-19 13:29:35,704 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-19 13:29:35,708 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:29:35,712 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-18 -2024-11-19 13:29:35,715 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-18 -2024-11-19 13:29:35,717 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-19 -2024-11-19 13:29:35,720 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:29:35,724 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-19 13:29:35,731 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-19 13:29:35,738 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,744 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-19 13:29:35,746 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-19 13:29:35,750 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-19 13:29:35,752 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-19 13:29:35,755 - my_logger - INFO - Column y was last updated at 2024-11-18 -2024-11-19 13:29:35,760 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 -2024-11-19 13:29:35,762 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 -2024-11-19 13:29:35,765 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 -2024-11-19 13:29:35,767 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 -2024-11-19 13:29:35,770 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 -2024-11-19 13:29:35,773 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 -2024-11-19 13:29:35,779 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 -2024-11-19 13:29:35,782 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,785 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,788 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,794 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,797 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,800 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,802 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-18 -2024-11-19 13:29:35,806 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-15 -2024-11-19 13:29:35,813 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 -2024-11-19 13:29:35,816 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 -2024-11-19 13:29:35,819 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-18 -2024-11-19 13:29:35,822 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-18 -2024-11-19 13:29:35,828 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-18 -2024-11-19 13:29:35,830 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-19 -2024-11-19 13:29:35,833 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 -2024-11-19 13:29:35,836 - my_logger - INFO - Column Brent* was last updated at 2024-11-18 -2024-11-19 13:29:35,843 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-18 -2024-11-19 13:29:35,849 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-18 -2024-11-19 13:29:35,852 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-18 -2024-11-19 13:29:35,855 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-18 -2024-11-19 13:29:35,860 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:29:35,864 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:29:35,866 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:29:35,869 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 -2024-11-19 13:29:35,873 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 -2024-11-19 13:29:35,878 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 -2024-11-19 13:29:35,881 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-18 -2024-11-19 13:29:35,883 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-19 13:29:35,884 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-19 13:29:35,888 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-19 13:29:35,894 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-18 -2024-11-19 13:29:35,897 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-19 13:29:35,899 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 -2024-11-19 13:29:35,901 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 -2024-11-19 13:29:35,904 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:29:35,909 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:29:35,913 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:29:35,915 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:29:35,918 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-18 -2024-11-19 13:29:35,921 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-18 -2024-11-19 13:29:35,926 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-18 -2024-11-19 13:29:35,929 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-19 13:29:35,932 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-19 13:29:35,934 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:29:35,937 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:29:35,941 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:29:35,946 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:29:35,949 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-19 13:29:35,952 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-19 13:29:35,958 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-19 13:29:35,963 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-19 13:29:35,966 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-19 13:29:35,969 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:29:35,972 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:29:35,977 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-19 13:29:35,981 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:29:35,983 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-19 13:29:35,985 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:29:35,989 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-19 13:29:35,996 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-19 13:29:35,998 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-19 13:29:36,001 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,005 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:29:36,010 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,012 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-19 13:29:36,016 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-19 13:29:36,018 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-19 13:29:36,022 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-19 13:29:36,026 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-19 13:29:36,030 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-19 13:29:36,033 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-19 13:29:36,035 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-19 13:29:36,042 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-19 13:29:36,047 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-19 13:29:36,049 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:29:36,053 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,055 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,062 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,064 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,066 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,071 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,079 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,084 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,089 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-19 13:29:36,095 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-19 13:29:36,098 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:29:36,100 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:29:36,103 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,108 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-19 13:29:36,113 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-19 13:29:36,115 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 -2024-11-19 13:29:36,118 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 -2024-11-19 13:29:36,122 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-18 -2024-11-19 13:29:36,130 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-18 -2024-11-19 13:29:36,132 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-18 -2024-11-19 13:29:36,135 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,138 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-19 13:29:36,144 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-19 13:29:36,147 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-18 -2024-11-19 13:29:36,150 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-18 -2024-11-19 13:29:36,154 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-18 -2024-11-19 13:29:36,159 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-18 -2024-11-19 13:29:36,162 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-18 -2024-11-19 13:29:36,165 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-18 -2024-11-19 13:29:36,167 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-18 -2024-11-19 13:29:36,169 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-18 -2024-11-19 13:29:36,171 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-18 -2024-11-19 13:29:36,177 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-18 -2024-11-19 13:29:36,178 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-18 -2024-11-19 13:29:36,181 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-18 -2024-11-19 13:29:36,183 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-18 -2024-11-19 13:29:36,184 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-18 -2024-11-19 13:29:36,187 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-18 -2024-11-19 13:29:36,192 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-18 -2024-11-19 13:29:36,197 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-18 -2024-11-19 13:29:36,198 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-18 -2024-11-19 13:29:36,200 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-18 -2024-11-19 13:29:36,201 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-18 -2024-11-19 13:29:36,205 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-18 -2024-11-19 13:29:36,210 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-18 -2024-11-19 13:29:36,212 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-15 -2024-11-19 13:29:36,214 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,216 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 -2024-11-19 13:29:36,217 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-18 -2024-11-19 13:29:36,220 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-18 -2024-11-19 13:29:36,223 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 -2024-11-19 13:29:36,226 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-15 -2024-11-19 13:29:36,229 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-18 -2024-11-19 13:29:36,230 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,233 - my_logger - INFO - Column DFL was last updated at 2024-11-18 -2024-11-19 13:29:36,235 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-18 -2024-11-19 13:29:36,238 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-19 -2024-11-19 13:29:36,242 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-18 -2024-11-19 13:29:36,244 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,246 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-19 13:29:36,248 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-18 -2024-11-19 13:29:36,250 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-18 -2024-11-19 13:29:36,252 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-18 -2024-11-19 13:29:36,254 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-18 -2024-11-19 13:29:36,258 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-18 -2024-11-19 13:29:36,261 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 -2024-11-19 13:29:36,263 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,264 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-19 -2024-11-19 13:29:36,267 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-19 13:29:36,268 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:29:36,270 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:29:36,276 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-15 -2024-11-19 13:29:36,279 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-19 13:29:36,282 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-18 -2024-11-19 13:29:36,284 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-19 -2024-11-19 13:29:36,286 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:29:36,290 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-18 -2024-11-19 13:29:36,294 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-19 -2024-11-19 13:29:36,296 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-18 -2024-11-19 13:29:36,298 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-15 -2024-11-19 13:29:36,300 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:29:36,303 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-15 -2024-11-19 13:29:36,305 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-15 -2024-11-19 13:29:36,311 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-18 -2024-11-19 13:29:36,315 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:29:36,318 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-19 13:29:36,322 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:29:36,326 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-19 13:29:36,329 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,330 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,333 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,334 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-19 13:29:36,337 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,341 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,343 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-19 -2024-11-19 13:29:36,346 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-18 -2024-11-19 13:29:36,347 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:29:36,349 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-18 -2024-11-19 13:29:36,352 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-18 -2024-11-19 13:29:36,354 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-18 -2024-11-19 13:29:36,358 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-19 13:29:36,362 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 -2024-11-19 13:29:36,363 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 -2024-11-19 13:29:36,366 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 -2024-11-19 13:29:36,368 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 -2024-11-19 13:29:36,369 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 -2024-11-19 13:29:36,371 - my_logger - INFO - Column Oman FOB M2 was last updated at None -2024-11-19 13:29:36,377 - my_logger - INFO - Column Oman FOB M3 was last updated at None -2024-11-19 13:29:36,379 - my_logger - INFO - Column Oman FOB M4 was last updated at None -2024-11-19 13:29:36,382 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 -2024-11-19 13:29:36,383 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 -2024-11-19 13:29:36,388 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 -2024-11-19 13:29:36,423 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 -2024-11-19 13:29:36,462 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-18 -2024-11-19 13:29:36,465 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-15 -2024-11-19 13:29:36,467 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-18 -2024-11-19 13:29:36,470 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-18 -2024-11-19 13:29:36,476 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-18 -2024-11-19 13:29:36,483 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-18 -2024-11-19 13:29:36,491 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-18 -2024-11-19 13:29:36,498 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-18 -2024-11-19 13:29:36,501 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-18 -2024-11-19 13:29:36,504 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-18 -2024-11-19 13:29:36,506 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-18 -2024-11-19 13:29:36,510 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 -2024-11-19 13:29:36,513 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 -2024-11-19 13:29:36,515 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-18 -2024-11-19 13:29:36,517 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-18 -2024-11-19 13:29:36,520 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-18 -2024-11-19 13:29:36,522 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-18 -2024-11-19 13:29:36,527 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-18 -2024-11-19 13:29:36,529 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:29:36,530 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:29:36,533 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:29:36,535 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:29:36,538 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:29:36,543 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:29:36,547 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:29:36,553 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:29:36,559 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-18 -2024-11-19 13:29:36,563 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-18 -2024-11-19 13:29:36,565 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-18 -2024-11-19 13:29:36,567 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-18 -2024-11-19 13:29:36,569 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-17 -2024-11-19 13:29:36,573 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-18 -2024-11-19 13:29:36,577 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-18 -2024-11-19 13:29:36,579 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-18 -2024-11-19 13:29:36,581 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-18 -2024-11-19 13:29:36,584 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-18 -2024-11-19 13:29:36,586 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-18 -2024-11-19 13:29:36,588 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-18 -2024-11-19 13:29:36,594 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 -2024-11-19 13:29:36,596 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-18 -2024-11-19 13:29:36,597 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-18 -2024-11-19 13:29:36,600 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-18 -2024-11-19 13:29:36,602 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:29:36,604 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:29:36,606 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:29:36,610 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:29:36,613 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-19 13:29:36,614 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-19 13:29:36,616 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-19 13:29:36,618 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-19 13:29:36,621 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-19 13:29:36,624 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-19 13:29:36,628 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-19 13:29:36,630 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-19 13:29:36,633 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-19 13:29:36,635 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-19 13:29:36,637 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-19 13:29:36,640 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-19 13:29:36,644 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-19 13:29:36,645 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-19 13:29:36,647 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-19 13:29:36,649 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-19 13:29:36,651 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-19 13:29:36,653 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-19 13:29:36,655 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-19 13:29:36,662 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,665 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,669 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,672 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,678 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,680 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,684 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,685 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-19 13:29:36,687 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-19 13:29:36,692 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-19 13:29:36,695 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-19 13:29:36,697 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-19 13:29:36,698 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-19 13:29:36,700 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-19 13:29:36,702 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-19 13:29:36,704 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-19 13:29:36,710 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-19 13:29:36,712 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-19 13:29:36,713 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-19 13:29:36,715 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-19 13:29:36,717 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-19 13:29:36,719 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-19 13:29:36,722 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-19 13:29:36,727 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-19 13:29:36,729 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-19 13:29:36,731 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-19 13:29:36,732 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-19 13:29:36,734 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-19 13:29:36,736 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-19 13:29:36,742 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-19 13:29:36,744 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-19 13:29:36,745 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-19 13:29:36,748 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-19 13:29:36,749 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-19 13:29:36,752 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-19 13:29:36,754 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:29:36,758 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-19 13:29:36,761 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-19 13:29:36,763 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-19 13:29:36,764 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-19 13:29:36,767 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-19 13:29:36,769 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-19 13:29:36,772 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-15 -2024-11-19 13:29:36,777 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-15 -2024-11-19 13:29:36,779 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-19 13:29:36,780 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-19 13:29:36,783 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-19 13:29:36,784 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-19 13:29:36,787 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:29:36,792 - my_logger - 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INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,825 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:29:36,828 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,830 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:29:36,833 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,834 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:29:36,836 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,840 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-19 13:29:36,844 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,845 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,847 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,849 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,850 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,852 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-19 13:29:36,854 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,858 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,861 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,863 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,864 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,867 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,868 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,870 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,875 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,877 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,879 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,881 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,882 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,885 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,887 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,889 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,894 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,896 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,898 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:29:36,900 - 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Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:29:37,028 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:29:37,030 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:29:37,032 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:29:37,036 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:29:37,039 - my_logger - INFO - Column ˮλ was last updated at 2024-11-18 -2024-11-19 13:29:37,044 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 -2024-11-19 13:29:37,046 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 -2024-11-19 13:29:37,050 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 -2024-11-19 13:29:37,053 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 -2024-11-19 13:29:37,056 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 -2024-11-19 13:29:37,061 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-19 13:29:37,064 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-19 13:29:37,065 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-19 13:29:37,068 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-19 13:29:37,071 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 -2024-11-19 13:29:37,077 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 -2024-11-19 13:29:37,080 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 -2024-11-19 13:29:37,090 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-19 13:29:37,095 - my_logger - INFO - ɾԤǰ(2515, 504) -2024-11-19 13:29:37,098 - my_logger - INFO - ɾԤ(2515, 435) -2024-11-19 13:29:37,099 - my_logger - INFO - ϴԤϢ -2024-11-19 13:29:37,232 - my_logger - INFO - Ԥϴ... -2024-11-19 13:29:37,232 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIwMzAxNzcsImp0aSI6ImQwNTk3NjFhYmRmMjQ2MTI5NmMyZjMyZmFhOGQ4Y2QzIn0.AxbBfzAGmhQog2GBlEyqz17-mQ0fggByYFyqp5Gc2sw -2024-11-19 13:29:37,233 - my_logger - INFO - warning_data:{'funcModule': 'ԭͣԤ', 'funcOperation': 'ԭͣԤ', 'data': {'WARNING_TYPE_NAME': 'ͣԤtest', 'WARNING_CONTENT': ' ͣ Ԥ ʱ \n 2218 2018-10-27 2018-10-24 1.0 ŷBrent211\n 1023 2022-02-03 2022-01-31 1.0 W-BԾԼ۲\n 1023 2022-02-03 2022-01-31 1.0 B-WԾԼ۲\n 734 2022-11-19 2022-11-16 1.0 Brent/ϰԭˮ\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 RBOBڻ2309·ݺԼ۸\n 293 2024-02-03 2024-01-31 1.0 ī87#ֻ۸\n 265 2024-03-02 2024-02-28 1.0 Ebob1Լ\n 223 2024-04-13 2024-04-10 1.0 йִ\n 91 2024-08-23 2024-08-20 1.0 Kpler-;ԭ\n 86 2023-04-15 2023-03-31 7.0 ԭͣʣܣ\n 68 2023-08-19 2023-08-04 7.0 ԭͣۿڿ棺йܣ\n 30 2024-05-13 2024-04-28 7.0 ж-ܶԭͺ˳\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ/3\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ɽ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :īذ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ͳͶʹ::ֵ\n 22 2023-10-09 2023-08-27 21.0 ж-Ҳܶԭͺ˳\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30̼ͺ1\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(B)\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(B)\n 18 2024-08-05 2024-07-21 7.0 ȫԭͿ棨޳\n 13 2024-09-09 2024-08-25 7.0 Kpler-ԭ;ڣܶȣ\n 8 2024-10-12 2024-09-27 7.0 īԭ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 6 2024-11-16 2024-11-13 1.0 CFR/ԭͱȼ\n 6 2024-11-16 2024-11-13 1.0 SCȼ\n 6 2024-11-16 2024-11-13 1.0 ԭͣʣDESۣίգ\n 6 2024-11-16 2024-11-13 1.0 ԭֻۣͣɽգ\n 5 2024-11-17 2024-11-14 1.0 OMANԭͣʣԶֻDESۣɽգ\n 4 2024-11-18 2024-11-15 1.0 Midlandԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 WTIԭCushing-C1\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼѽ\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼ\n 4 2024-11-18 2024-11-15 1.0 Suezmax-к\n 4 2024-11-18 2024-11-15 1.0 VLCC:ж-й\n 4 2024-11-18 2024-11-15 1.0 ICEBrentc14\n 4 2024-11-18 2024-11-15 1.0 HO12Լ\n 4 2024-11-18 2024-11-15 1.0 ŷ޲ֻ۸\n 4 2024-11-18 2024-11-15 1.0 DFL(ڲ-ڻC1\n 4 2024-11-18 2024-11-15 1.0 LLS-Brent۲\n 4 2024-11-18 2024-11-15 1.0 DFL(Dated-أ\n 4 2024-11-18 2024-11-15 1.0 lmcads03lmecomdty\n 4 2024-11-18 2024-11-15 1.0 MEHԭֻ۸壩\n 4 2024-11-18 2024-11-15 1.0 MARSԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 ֻ۸\n 4 2024-11-18 2024-11-15 1.0 WTIԭֻ۸Cushing\n 4 2024-11-18 2024-11-15 1.0 MARSˮWTI\n 4 2024-11-18 2024-11-15 1.0 LLSԭֻ۸\n 3 2024-11-18 2024-11-03 7.0 -͸絺ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 Խܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Ϸܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -յܶԭͺ˳\n 2 2024-11-20 2024-11-17 1.0 SCc1-SCc2(ҹ)ͺ1\n 1 None 0.0 OmanFOBM2\n 1 None 0.0 OmanFOBM3\n 1 None 0.0 OmanFOBM4', 'WARNING_DATE': '2024-11-19 13:29:37'}} -2024-11-19 13:29:37,631 - my_logger - INFO - ϴԤϢɹ -2024-11-19 13:29:37,633 - my_logger - INFO - ɾ²ǰ(2515, 435) -2024-11-19 13:29:38,108 - my_logger - INFO - ɾ²(2515, 434) -2024-11-19 13:29:38,111 - my_logger - INFO - ɾԤΪֵк(1779, 434) -2024-11-19 13:29:38,115 - my_logger - INFO - ɾȫΪֵк(1779, 363) -2024-11-19 13:29:42,563 - my_logger - INFO - ն(231) ܶ(130) ¶(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -226 C2403128043 -227 C2403150124 -228 FVHCM1 INDEX -229 GC1 COMB Comdty -230 C2404167855 - -[231 rows x 3 columns] -2024-11-19 13:29:42,581 - my_logger - INFO - Ϣܹ360,ն(231),ܶ(130),¶(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 13:29:42,583 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 13:29:44,195 - my_logger - INFO - ʼѵģ... -2024-11-19 13:29:44,214 - my_logger - INFO - Training set head: -2024-11-19 13:29:44,214 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -2849 2018-01-02 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2848 2018-01-03 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2847 2018-01-04 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -336 2018-01-05 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2846 2018-01-08 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 - -[5 rows x 378 columns] -2024-11-19 13:29:44,541 - my_logger - INFO - -Testing set head: -2024-11-19 13:29:44,542 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -8789 2019-05-21 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 -8788 2019-05-22 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 -8787 2019-05-23 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 -264 2019-05-24 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 -8786 2019-05-27 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 - -[5 rows x 378 columns] -2024-11-19 13:36:08,107 - my_logger - INFO - ȡݣdataset\ԭָ.xlsx -2024-11-19 13:36:08,107 - my_logger - INFO - getdataգdataset\ԭָ.xlsx date -2024-11-19 13:36:52,991 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:36:52,995 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:36:52,997 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:36:52,999 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:36:53,001 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:36:53,002 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-19 13:36:53,006 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-19 13:36:53,009 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-19 13:36:53,012 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-19 13:36:53,014 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-19 13:36:53,016 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-19 13:36:53,020 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-19 13:36:53,022 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:36:53,023 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:36:53,025 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-19 13:36:53,026 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-19 13:36:53,029 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-19 13:36:53,031 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-19 13:36:53,032 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-19 13:36:53,037 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-19 13:36:53,040 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-19 13:36:53,041 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-19 13:36:53,043 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-19 13:36:53,045 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-19 13:36:53,048 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-19 13:36:53,052 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-19 13:36:53,054 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-19 13:36:53,055 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-19 13:36:53,057 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-19 13:36:53,059 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-19 13:36:53,061 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-19 13:36:53,064 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-19 13:36:53,067 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-19 13:36:53,070 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-18 -2024-11-19 13:36:53,071 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-18 -2024-11-19 13:36:53,073 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-18 -2024-11-19 13:36:53,075 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:36:53,076 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:36:53,079 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-18 -2024-11-19 13:36:53,082 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-18 -2024-11-19 13:36:53,085 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-18 -2024-11-19 13:36:53,087 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-18 -2024-11-19 13:36:53,089 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-18 -2024-11-19 13:36:53,090 - my_logger - INFO - Column ͵һ was last updated at 2024-11-18 -2024-11-19 13:36:53,092 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 -2024-11-19 13:36:53,093 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 -2024-11-19 13:36:53,096 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 -2024-11-19 13:36:53,102 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 -2024-11-19 13:36:53,105 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-18 -2024-11-19 13:36:53,107 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-18 -2024-11-19 13:36:53,108 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-15 -2024-11-19 13:36:53,110 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-15 -2024-11-19 13:36:53,117 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-18 -2024-11-19 13:36:53,120 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-18 -2024-11-19 13:36:53,122 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,123 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-18 -2024-11-19 13:36:53,125 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-18 -2024-11-19 13:36:53,127 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-18 -2024-11-19 13:36:53,130 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-18 -2024-11-19 13:36:53,135 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-18 -2024-11-19 13:36:53,137 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-18 -2024-11-19 13:36:53,138 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,140 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-18 -2024-11-19 13:36:53,142 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-18 -2024-11-19 13:36:53,144 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-18 -2024-11-19 13:36:53,147 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-18 -2024-11-19 13:36:53,151 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-18 -2024-11-19 13:36:53,152 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,153 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-18 -2024-11-19 13:36:53,155 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-18 -2024-11-19 13:36:53,157 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,159 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 -2024-11-19 13:36:53,162 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 -2024-11-19 13:36:53,167 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 -2024-11-19 13:36:53,168 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 -2024-11-19 13:36:53,170 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 -2024-11-19 13:36:53,172 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 -2024-11-19 13:36:53,173 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 -2024-11-19 13:36:53,176 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 -2024-11-19 13:36:53,177 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:36:53,179 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-18 -2024-11-19 13:36:53,184 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-19 13:36:53,186 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-19 13:36:53,188 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-19 13:36:53,189 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-19 13:36:53,191 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:36:53,193 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-18 -2024-11-19 13:36:53,195 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-18 -2024-11-19 13:36:53,198 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-19 -2024-11-19 13:36:53,201 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-18 -2024-11-19 13:36:53,203 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-19 13:36:53,204 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-19 13:36:53,206 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,207 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-19 13:36:53,209 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-19 13:36:53,212 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-19 13:36:53,216 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-19 13:36:53,218 - my_logger - INFO - Column y was last updated at 2024-11-18 -2024-11-19 13:36:53,219 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 -2024-11-19 13:36:53,221 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 -2024-11-19 13:36:53,222 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 -2024-11-19 13:36:53,223 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 -2024-11-19 13:36:53,226 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 -2024-11-19 13:36:53,228 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 -2024-11-19 13:36:53,232 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 -2024-11-19 13:36:53,235 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,236 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,238 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,240 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,241 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,243 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,246 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-18 -2024-11-19 13:36:53,250 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-15 -2024-11-19 13:36:53,252 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 -2024-11-19 13:36:53,254 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 -2024-11-19 13:36:53,256 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-18 -2024-11-19 13:36:53,258 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-18 -2024-11-19 13:36:53,261 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-18 -2024-11-19 13:36:53,263 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-19 -2024-11-19 13:36:53,267 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 -2024-11-19 13:36:53,269 - my_logger - INFO - Column Brent* was last updated at 2024-11-18 -2024-11-19 13:36:53,271 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-18 -2024-11-19 13:36:53,272 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-18 -2024-11-19 13:36:53,274 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-18 -2024-11-19 13:36:53,276 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-18 -2024-11-19 13:36:53,280 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:36:53,284 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:36:53,287 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 -2024-11-19 13:36:53,288 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 -2024-11-19 13:36:53,290 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 -2024-11-19 13:36:53,292 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 -2024-11-19 13:36:53,294 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-18 -2024-11-19 13:36:53,296 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-19 13:36:53,300 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-19 13:36:53,303 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-19 13:36:53,306 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-18 -2024-11-19 13:36:53,308 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-19 13:36:53,310 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 -2024-11-19 13:36:53,312 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 -2024-11-19 13:36:53,316 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:36:53,318 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:36:53,320 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:36:53,321 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-18 -2024-11-19 13:36:53,323 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-18 -2024-11-19 13:36:53,325 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-18 -2024-11-19 13:36:53,327 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-18 -2024-11-19 13:36:53,328 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-19 13:36:53,333 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-19 13:36:53,336 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:36:53,338 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:36:53,339 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 -2024-11-19 13:36:53,341 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:36:53,347 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-19 13:36:53,353 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-19 13:36:53,355 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-19 13:36:53,356 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-19 13:36:53,358 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-19 13:36:53,359 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:36:53,361 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:36:53,363 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-19 13:36:53,367 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:36:53,368 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-19 13:36:53,370 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-19 13:36:53,372 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-19 13:36:53,373 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-19 13:36:53,375 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-19 13:36:53,376 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,378 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:36:53,381 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,383 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-19 13:36:53,385 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-19 13:36:53,386 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-19 13:36:53,387 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-19 13:36:53,389 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-19 13:36:53,391 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-19 13:36:53,392 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-19 13:36:53,394 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-19 13:36:53,398 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-19 13:36:53,400 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-19 13:36:53,402 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:36:53,403 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,405 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,408 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,410 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,412 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,415 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,418 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,419 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,422 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-19 13:36:53,423 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-19 13:36:53,425 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-19 13:36:53,426 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-19 13:36:53,428 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,432 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-19 13:36:53,433 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-19 13:36:53,436 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 -2024-11-19 13:36:53,438 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 -2024-11-19 13:36:53,439 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-18 -2024-11-19 13:36:53,441 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-18 -2024-11-19 13:36:53,443 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-18 -2024-11-19 13:36:53,446 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,449 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-19 13:36:53,452 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-19 13:36:53,453 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-18 -2024-11-19 13:36:53,458 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-18 -2024-11-19 13:36:53,461 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-18 -2024-11-19 13:36:53,467 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-18 -2024-11-19 13:36:53,470 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-18 -2024-11-19 13:36:53,472 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-18 -2024-11-19 13:36:53,474 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-18 -2024-11-19 13:36:53,476 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-18 -2024-11-19 13:36:53,477 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-18 -2024-11-19 13:36:53,480 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-18 -2024-11-19 13:36:53,483 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-18 -2024-11-19 13:36:53,485 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-18 -2024-11-19 13:36:53,486 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-18 -2024-11-19 13:36:53,488 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-18 -2024-11-19 13:36:53,489 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-18 -2024-11-19 13:36:53,491 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-18 -2024-11-19 13:36:53,492 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-18 -2024-11-19 13:36:53,494 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-18 -2024-11-19 13:36:53,497 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-18 -2024-11-19 13:36:53,501 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-18 -2024-11-19 13:36:53,502 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-18 -2024-11-19 13:36:53,504 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-18 -2024-11-19 13:36:53,505 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-15 -2024-11-19 13:36:53,507 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,508 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 -2024-11-19 13:36:53,510 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-18 -2024-11-19 13:36:53,512 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-18 -2024-11-19 13:36:53,516 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 -2024-11-19 13:36:53,518 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-15 -2024-11-19 13:36:53,521 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-18 -2024-11-19 13:36:53,522 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,523 - my_logger - INFO - Column DFL was last updated at 2024-11-18 -2024-11-19 13:36:53,525 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-18 -2024-11-19 13:36:53,527 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-19 -2024-11-19 13:36:53,528 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-18 -2024-11-19 13:36:53,533 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,535 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-19 13:36:53,537 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-18 -2024-11-19 13:36:53,539 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-18 -2024-11-19 13:36:53,540 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-18 -2024-11-19 13:36:53,542 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-18 -2024-11-19 13:36:53,543 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-18 -2024-11-19 13:36:53,546 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 -2024-11-19 13:36:53,550 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,552 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-19 -2024-11-19 13:36:53,554 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-19 13:36:53,556 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:36:53,557 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:36:53,559 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-15 -2024-11-19 13:36:53,562 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-19 13:36:53,564 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-18 -2024-11-19 13:36:53,568 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-19 -2024-11-19 13:36:53,569 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 -2024-11-19 13:36:53,571 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-18 -2024-11-19 13:36:53,574 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-19 -2024-11-19 13:36:53,576 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-18 -2024-11-19 13:36:53,581 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-15 -2024-11-19 13:36:53,585 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:36:53,588 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-15 -2024-11-19 13:36:53,590 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-15 -2024-11-19 13:36:53,593 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-18 -2024-11-19 13:36:53,596 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:36:53,600 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-19 13:36:53,601 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-15 -2024-11-19 13:36:53,603 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-19 13:36:53,605 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,607 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,609 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,610 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-19 13:36:53,612 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,616 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,618 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-19 -2024-11-19 13:36:53,620 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-18 -2024-11-19 13:36:53,621 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-18 -2024-11-19 13:36:53,623 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-18 -2024-11-19 13:36:53,625 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-18 -2024-11-19 13:36:53,627 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-18 -2024-11-19 13:36:53,629 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-19 13:36:53,633 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 -2024-11-19 13:36:53,635 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 -2024-11-19 13:36:53,636 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 -2024-11-19 13:36:53,638 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 -2024-11-19 13:36:53,639 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 -2024-11-19 13:36:53,642 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 -2024-11-19 13:36:53,644 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 -2024-11-19 13:36:53,648 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 -2024-11-19 13:36:53,651 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 -2024-11-19 13:36:53,653 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-18 -2024-11-19 13:36:53,653 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-15 -2024-11-19 13:36:53,657 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-18 -2024-11-19 13:36:53,659 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-18 -2024-11-19 13:36:53,660 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-18 -2024-11-19 13:36:53,662 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-18 -2024-11-19 13:36:53,666 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-18 -2024-11-19 13:36:53,669 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-18 -2024-11-19 13:36:53,671 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-18 -2024-11-19 13:36:53,672 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-18 -2024-11-19 13:36:53,673 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-18 -2024-11-19 13:36:53,675 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 -2024-11-19 13:36:53,678 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 -2024-11-19 13:36:53,682 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-18 -2024-11-19 13:36:53,684 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-18 -2024-11-19 13:36:53,685 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-18 -2024-11-19 13:36:53,687 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-18 -2024-11-19 13:36:53,689 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-18 -2024-11-19 13:36:53,691 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:36:53,692 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:36:53,695 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:36:53,699 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-19 -2024-11-19 13:36:53,702 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:36:53,703 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:36:53,705 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:36:53,707 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-18 -2024-11-19 13:36:53,709 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-18 -2024-11-19 13:36:53,710 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-18 -2024-11-19 13:36:53,712 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-18 -2024-11-19 13:36:53,716 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-18 -2024-11-19 13:36:53,719 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-17 -2024-11-19 13:36:53,721 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-18 -2024-11-19 13:36:53,723 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-18 -2024-11-19 13:36:53,725 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-18 -2024-11-19 13:36:53,725 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-18 -2024-11-19 13:36:53,728 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-18 -2024-11-19 13:36:53,732 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-18 -2024-11-19 13:36:53,734 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-18 -2024-11-19 13:36:53,736 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 -2024-11-19 13:36:53,737 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-18 -2024-11-19 13:36:53,740 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-18 -2024-11-19 13:36:53,741 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-18 -2024-11-19 13:36:53,743 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:36:53,745 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:36:53,749 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:36:53,752 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-19 13:36:53,753 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-19 13:36:53,755 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-19 13:36:53,756 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-19 13:36:53,759 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-19 13:36:53,760 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-19 13:36:53,763 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-19 13:36:53,767 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-19 13:36:53,769 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-19 13:36:53,770 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-19 13:36:53,772 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-19 13:36:53,774 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-19 13:36:53,775 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-19 13:36:53,777 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-19 13:36:53,780 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-19 13:36:53,784 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-19 13:36:53,786 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-19 13:36:53,788 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-19 13:36:53,789 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-19 13:36:53,791 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-19 13:36:53,793 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,795 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,800 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,802 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,804 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,805 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,807 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,809 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-19 13:36:53,810 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-19 13:36:53,814 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-19 13:36:53,819 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-19 13:36:53,821 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-19 13:36:53,823 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-19 13:36:53,825 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-19 13:36:53,827 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-19 13:36:53,831 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-19 13:36:53,834 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-19 13:36:53,835 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-19 13:36:53,837 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-19 13:36:53,839 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-19 13:36:53,840 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-19 13:36:53,843 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-19 13:36:53,845 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-19 13:36:53,849 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-19 13:36:53,852 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-19 13:36:53,854 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-19 13:36:53,855 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-19 13:36:53,856 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-19 13:36:53,859 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-19 13:36:53,860 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-19 13:36:53,862 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-19 13:36:53,866 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-19 13:36:53,869 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-19 13:36:53,870 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-19 13:36:53,871 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-19 13:36:53,874 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:36:53,875 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-19 13:36:53,877 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-19 13:36:53,879 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-19 13:36:53,883 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-19 13:36:53,885 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-19 13:36:53,887 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-19 13:36:53,889 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-15 -2024-11-19 13:36:53,890 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-15 -2024-11-19 13:36:53,892 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-19 13:36:53,893 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-19 13:36:53,896 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-19 13:36:53,901 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-19 13:36:53,902 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:36:53,905 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-19 13:36:53,906 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-19 13:36:53,908 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:53,909 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:36:53,912 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:36:53,915 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:53,951 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:53,965 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:53,988 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:53,991 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:53,995 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:53,998 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,001 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:36:54,018 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,023 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:36:54,026 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,030 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-19 13:36:54,034 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,035 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-19 13:36:54,037 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,039 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,040 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,043 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,046 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,051 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-19 13:36:54,054 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,056 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,058 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,059 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,062 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,066 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,067 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,069 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,070 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,072 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,074 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,075 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,077 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,079 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,083 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,085 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,086 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,087 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,089 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,091 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,092 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,095 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,098 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-19 13:36:54,102 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,103 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-19 13:36:54,105 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,106 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,109 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,110 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,112 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,115 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-19 13:36:54,117 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,119 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,122 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,123 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,125 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,127 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-19 13:36:54,129 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,133 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,134 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,136 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,138 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,139 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,141 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,142 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,144 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,146 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,150 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,152 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,155 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,157 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,159 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,162 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,167 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,171 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,173 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,175 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,176 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-19 13:36:54,178 - my_logger - INFO - Column ˮλ was last updated at 2024-11-18 -2024-11-19 13:36:54,183 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 -2024-11-19 13:36:54,185 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 -2024-11-19 13:36:54,187 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 -2024-11-19 13:36:54,189 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 -2024-11-19 13:36:54,191 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 -2024-11-19 13:36:54,192 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-19 13:36:54,194 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-19 13:36:54,201 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-19 13:36:54,202 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-19 13:36:54,203 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 -2024-11-19 13:36:54,206 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 -2024-11-19 13:36:54,207 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 -2024-11-19 13:36:54,215 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-19 13:36:54,217 - my_logger - INFO - ɾԤǰ(2515, 504) -2024-11-19 13:36:54,221 - my_logger - INFO - ɾԤ(2515, 438) -2024-11-19 13:36:54,222 - my_logger - INFO - ϴԤϢ -2024-11-19 13:36:54,346 - my_logger - INFO - Ԥϴ... -2024-11-19 13:36:54,346 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIwMzA2MTQsImp0aSI6IjUxNWJjMWE1MzE5MTQ2OTU4N2VkZDIzZTZjYzg1ZjBiIn0.l5oRzdXI93Jl0i2xDvWWrtwNJM-RzIb1EQazp6jlN20 -2024-11-19 13:36:54,347 - my_logger - INFO - warning_data:{'funcModule': 'ԭͣԤ', 'funcOperation': 'ԭͣԤ', 'data': {'WARNING_TYPE_NAME': 'ͣԤtest', 'WARNING_CONTENT': ' ͣ Ԥ ʱ \n 2218 2018-10-27 2018-10-24 1.0 ŷBrent211\n 1023 2022-02-03 2022-01-31 1.0 B-WԾԼ۲\n 1023 2022-02-03 2022-01-31 1.0 W-BԾԼ۲\n 734 2022-11-19 2022-11-16 1.0 Brent/ϰԭˮ\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 RBOBڻ2309·ݺԼ۸\n 293 2024-02-03 2024-01-31 1.0 ī87#ֻ۸\n 265 2024-03-02 2024-02-28 1.0 Ebob1Լ\n 223 2024-04-13 2024-04-10 1.0 йִ\n 91 2024-08-23 2024-08-20 1.0 Kpler-;ԭ\n 86 2023-04-15 2023-03-31 7.0 ԭͣʣܣ\n 68 2023-08-19 2023-08-04 7.0 ԭͣۿڿ棺йܣ\n 30 2024-05-13 2024-04-28 7.0 ж-ܶԭͺ˳\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ/3\n 23 2024-06-29 2024-06-14 7.0 :ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ɽ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :īذ:ͳͶʹ::ֵ\n 22 2023-10-09 2023-08-27 21.0 ж-Ҳܶԭͺ˳\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30̼ͺ1\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(B)\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(B)\n 18 2024-08-05 2024-07-21 7.0 ȫԭͿ棨޳\n 13 2024-09-09 2024-08-25 7.0 Kpler-ԭ;ڣܶȣ\n 8 2024-10-12 2024-09-27 7.0 īԭ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 6 2024-11-16 2024-11-13 1.0 CFR/ԭͱȼ\n 6 2024-11-16 2024-11-13 1.0 ԭֻۣͣɽգ\n 6 2024-11-16 2024-11-13 1.0 SCȼ\n 6 2024-11-16 2024-11-13 1.0 ԭͣʣDESۣίգ\n 5 2024-11-17 2024-11-14 1.0 OMANԭͣʣԶֻDESۣɽգ\n 4 2024-11-18 2024-11-15 1.0 MARSˮWTI\n 4 2024-11-18 2024-11-15 1.0 VLCC:ж-й\n 4 2024-11-18 2024-11-15 1.0 Suezmax-к\n 4 2024-11-18 2024-11-15 1.0 MEHԭֻ۸壩\n 4 2024-11-18 2024-11-15 1.0 MARSԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 LLS-Brent۲\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼѽ\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼ\n 4 2024-11-18 2024-11-15 1.0 LLSԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 HO12Լ\n 4 2024-11-18 2024-11-15 1.0 DFL(Dated-أ\n 4 2024-11-18 2024-11-15 1.0 DFL(ڲ-ڻC1\n 4 2024-11-18 2024-11-15 1.0 ICEBrentc14\n 4 2024-11-18 2024-11-15 1.0 WTIԭCushing-C1\n 4 2024-11-18 2024-11-15 1.0 ֻ۸\n 4 2024-11-18 2024-11-15 1.0 Midlandԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 ŷ޲ֻ۸\n 4 2024-11-18 2024-11-15 1.0 WTIԭֻ۸Cushing\n 4 2024-11-18 2024-11-15 1.0 lmcads03lmecomdty\n 3 2024-11-18 2024-11-03 7.0 -յܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -͸絺ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Ϸܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Խܶԭͺ˽\n 2 2024-11-20 2024-11-17 1.0 SCc1-SCc2(ҹ)ͺ1', 'WARNING_DATE': '2024-11-19 13:36:54'}} -2024-11-19 13:36:54,877 - my_logger - INFO - ϴԤϢɹ -2024-11-19 13:36:54,879 - my_logger - INFO - ɾ²ǰ(2515, 438) -2024-11-19 13:36:55,365 - my_logger - INFO - ɾ²(2515, 434) -2024-11-19 13:36:55,369 - my_logger - INFO - ɾԤΪֵк(1779, 434) -2024-11-19 13:36:55,374 - my_logger - INFO - ɾȫΪֵк(1779, 363) -2024-11-19 13:36:59,136 - my_logger - INFO - ն(231) ܶ(130) ¶(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -226 C2403128043 -227 C2403150124 -228 FVHCM1 INDEX -229 GC1 COMB Comdty -230 C2404167855 - -[231 rows x 3 columns] -2024-11-19 13:36:59,151 - my_logger - INFO - Ϣܹ360,ն(231),ܶ(130),¶(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 13:36:59,152 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 13:37:00,256 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '73.3' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 13:37:00,260 - my_logger - INFO - ʼѵģ... -2024-11-19 13:37:00,272 - my_logger - INFO - Training set head: -2024-11-19 13:37:00,272 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -2513 2018-01-02 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2512 2018-01-03 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2511 2018-01-04 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2510 2018-01-05 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2507 2018-01-08 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 - -[5 rows x 378 columns] -2024-11-19 13:37:00,536 - my_logger - INFO - -Testing set head: -2024-11-19 13:37:00,537 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -2009 2019-05-21 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2008 2019-05-22 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2007 2019-05-23 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2006 2019-05-24 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2003 2019-05-27 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 - -[5 rows x 378 columns] -2024-11-19 16:14:33,948 - my_logger - INFO - etaȡ... -2024-11-19 16:14:33,948 - my_logger - INFO - etaȡ... -2024-11-19 16:15:52,753 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:15:52,753 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:15:52,754 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:15:52,754 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:16:23,304 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:16:23,304 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:16:23,891 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:16:23,891 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:16:23,894 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:16:23,894 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:16:23,898 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:16:23,898 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:16:26,574 - my_logger - INFO - ն(219) ܶ(94) 168(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:16:26,574 - my_logger - INFO - ն(219) ܶ(94) 168(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:16:26,608 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:16:26,608 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:16:26,611 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:16:26,611 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:16:27,683 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:16:27,683 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:16:27,687 - my_logger - INFO - ʼѵģ... -2024-11-19 16:16:27,687 - my_logger - INFO - ʼѵģ... -2024-11-19 16:16:27,687 - my_logger - INFO - ģѵ -2024-11-19 16:16:27,687 - my_logger - INFO - ģѵ -2024-11-19 16:16:27,688 - my_logger - INFO - ѵݻͼing -2024-11-19 16:16:27,688 - my_logger - INFO - ѵݻͼing -2024-11-19 16:16:29,005 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 16:16:29,005 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 16:16:30,766 - my_logger - INFO - ѵݻͼend -2024-11-19 16:16:30,766 - my_logger - INFO - ѵݻͼend -2024-11-19 16:16:30,767 - my_logger - INFO - ing -2024-11-19 16:16:30,767 - my_logger - INFO - ing -2024-11-19 16:16:30,919 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 16:16:30,919 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 16:16:33,209 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 16:16:33,209 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 16:16:33,211 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 16:16:33,211 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 16:16:35,408 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 16:16:35,408 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 16:16:35,409 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 16:16:35,409 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 16:16:37,991 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 16:16:37,991 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 16:16:37,993 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:16:37,993 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:16:40,012 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 16:16:40,012 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 16:16:40,014 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 16:16:40,014 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 16:16:42,085 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 16:16:42,085 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 16:16:42,087 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 16:16:42,087 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 16:16:42,626 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 16:16:42,626 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 16:16:42,627 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:16:42,627 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:16:44,661 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 16:16:44,661 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 16:16:44,663 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 16:16:44,663 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 16:16:44,988 - my_logger - INFO - ܺ͵ͼ -2024-11-19 16:16:44,988 - my_logger - INFO - ܺ͵ͼ -2024-11-19 16:16:48,434 - my_logger - INFO - end -2024-11-19 16:16:48,434 - my_logger - INFO - end -2024-11-19 16:16:48,435 - my_logger - INFO - ģѵ -2024-11-19 16:16:48,435 - my_logger - INFO - ģѵ -2024-11-19 16:27:46,496 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:27:46,496 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:27:46,497 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:27:46,497 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:29:08,350 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:29:08,350 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:29:09,230 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:29:09,230 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:29:09,235 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:29:09,235 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:29:09,239 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:29:09,239 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:29:14,418 - my_logger - INFO - ն(219) ܶ(94) 21(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:29:14,418 - my_logger - INFO - ն(219) ܶ(94) 21(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:29:14,487 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:29:14,487 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:29:14,489 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:29:14,489 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:29:15,407 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:29:15,407 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:29:15,410 - my_logger - INFO - ʼѵģ... -2024-11-19 16:29:15,410 - my_logger - INFO - ʼѵģ... -2024-11-19 16:29:15,412 - my_logger - INFO - ģѵ -2024-11-19 16:29:15,412 - my_logger - INFO - ģѵ -2024-11-19 16:29:15,413 - my_logger - INFO - ѵݻͼing -2024-11-19 16:29:15,413 - my_logger - INFO - ѵݻͼing -2024-11-19 16:29:18,036 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 16:29:18,036 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 16:29:21,429 - my_logger - INFO - ѵݻͼend -2024-11-19 16:29:21,429 - my_logger - INFO - ѵݻͼend -2024-11-19 16:29:21,429 - my_logger - INFO - ing -2024-11-19 16:29:21,429 - my_logger - INFO - ing -2024-11-19 16:29:21,639 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 16:29:21,639 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 16:29:25,628 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 16:29:25,628 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 16:29:25,631 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 16:29:25,631 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 16:29:29,962 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 16:29:29,962 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 16:29:29,964 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 16:29:29,964 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 16:29:34,145 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 16:29:34,145 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 16:29:34,147 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:29:34,147 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:29:38,835 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 16:29:38,835 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 16:29:38,838 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 16:29:38,838 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 16:29:42,982 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 16:29:42,982 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 16:29:42,985 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 16:29:42,985 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 16:29:44,017 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 16:29:44,017 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 16:29:44,019 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:29:44,019 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:29:46,905 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 16:29:46,905 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 16:29:46,907 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 16:29:46,907 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 16:29:47,554 - my_logger - INFO - ܺ͵ͼ -2024-11-19 16:29:47,554 - my_logger - INFO - ܺ͵ͼ -2024-11-19 16:29:53,347 - my_logger - INFO - end -2024-11-19 16:29:53,347 - my_logger - INFO - end -2024-11-19 16:29:53,348 - my_logger - INFO - ģѵ -2024-11-19 16:29:53,348 - my_logger - INFO - ģѵ -2024-11-19 16:30:59,746 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:30:59,746 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:30:59,748 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:30:59,748 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:32:28,484 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:32:28,484 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:32:29,550 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:32:29,550 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:32:29,554 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:32:29,554 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:32:29,561 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:32:29,561 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:32:34,950 - my_logger - INFO - ն(219) ܶ(94) 168(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:32:34,950 - my_logger - INFO - ն(219) ܶ(94) 168(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:32:35,025 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:32:35,025 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:32:35,028 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:32:35,028 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:32:36,083 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:32:36,083 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:32:36,086 - my_logger - INFO - ʼѵģ... -2024-11-19 16:32:36,086 - my_logger - INFO - ʼѵģ... -2024-11-19 16:32:36,088 - my_logger - INFO - ģѵ -2024-11-19 16:32:36,088 - my_logger - INFO - ģѵ -2024-11-19 16:32:36,089 - my_logger - INFO - ѵݻͼing -2024-11-19 16:32:36,089 - my_logger - INFO - ѵݻͼing -2024-11-19 16:32:38,710 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 16:32:38,710 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 16:32:42,254 - my_logger - INFO - ѵݻͼend -2024-11-19 16:32:42,254 - my_logger - INFO - ѵݻͼend -2024-11-19 16:32:42,255 - my_logger - INFO - ing -2024-11-19 16:32:42,255 - my_logger - INFO - ing -2024-11-19 16:32:42,468 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 16:32:42,468 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 16:32:46,566 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 16:32:46,566 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 16:32:46,573 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 16:32:46,573 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 16:32:51,307 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 16:32:51,307 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 16:32:51,309 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 16:32:51,309 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 16:32:55,792 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 16:32:55,792 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 16:32:55,795 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:32:55,795 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:33:01,050 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 16:33:01,050 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 16:33:01,053 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 16:33:01,053 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 16:33:05,628 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 16:33:05,628 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 16:33:05,630 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 16:33:05,630 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 16:33:06,716 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 16:33:06,716 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 16:33:06,719 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:33:06,719 - my_logger - INFO - ʼֱָͼ -2024-11-19 16:33:10,018 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 16:33:10,018 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 16:33:10,020 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 16:33:10,020 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 16:33:10,820 - my_logger - INFO - ܺ͵ͼ -2024-11-19 16:33:10,820 - my_logger - INFO - ܺ͵ͼ -2024-11-19 16:33:16,716 - my_logger - INFO - end -2024-11-19 16:33:16,716 - my_logger - INFO - end -2024-11-19 16:33:16,717 - my_logger - INFO - ģѵ -2024-11-19 16:33:16,717 - my_logger - INFO - ģѵ -2024-11-19 16:34:37,006 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:34:37,006 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:34:37,008 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:34:37,008 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:36:06,729 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:36:06,729 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:36:07,586 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:36:07,586 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:36:07,590 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:36:07,590 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:36:07,595 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:36:07,595 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:36:12,947 - my_logger - INFO - ն(219) ܶ(94) 84(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:36:12,947 - my_logger - INFO - ն(219) ܶ(94) 84(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:36:13,038 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),84(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:36:13,038 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),84(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:36:13,040 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:36:13,040 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:36:13,954 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:36:13,954 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:37:37,765 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:37:37,765 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:37:37,768 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:37:37,768 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:39:09,361 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:39:09,361 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:39:10,276 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:39:10,276 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:39:10,281 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:39:10,281 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:39:10,286 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:39:10,286 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:39:15,685 - my_logger - INFO - ն(219) ܶ(94) 49(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:39:15,685 - my_logger - INFO - ն(219) ܶ(94) 49(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:39:15,759 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),49(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:39:15,759 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),49(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:39:15,761 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:39:15,761 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:39:16,797 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:39:16,797 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:39:49,539 - my_logger - INFO - һԤģ -2024-11-19 16:39:49,539 - my_logger - INFO - һԤģ -2024-11-19 16:48:21,787 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:48:21,787 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx -2024-11-19 16:48:21,789 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:48:21,789 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date -2024-11-19 16:48:57,297 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:48:57,297 - my_logger - INFO - ɾ²ǰ(2515, 354) -2024-11-19 16:48:57,759 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:48:57,759 - my_logger - INFO - ɾ²(2515, 315) -2024-11-19 16:48:57,764 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:48:57,764 - my_logger - INFO - ɾԤΪֵк(771, 315) -2024-11-19 16:48:57,767 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:48:57,767 - my_logger - INFO - ɾȫΪֵк(771, 315) -2024-11-19 16:48:59,738 - my_logger - INFO - ն(219) ܶ(94) 21(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:48:59,738 - my_logger - INFO - ն(219) ܶ(94) 21(1) -0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ -1 Ͼ۱ϩ̼ۣ PPйܣ -2 ۱ϩ̼ۣ PPƽйܣ -3 ۱ϩ̼ۣ PPйܣ -4 úƾ۱ϩ PPָ -.. ... ... ... -214 PEڻ̼ -215 PP-1 -216 PP-5 -217 PP-9 -218 y - -[219 rows x 3 columns] -2024-11-19 16:48:59,751 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:48:59,751 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-19 16:48:59,755 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:48:59,755 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-19 16:49:12,428 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:49:12,428 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' -2024-11-19 16:49:51,530 - my_logger - INFO - һԤģ -2024-11-19 16:49:51,530 - my_logger - INFO - һԤģ -2024-11-19 16:50:44,447 - my_logger - INFO - һԤģ -2024-11-19 16:50:44,447 - my_logger - INFO - һԤģ -2024-11-19 16:52:59,904 - my_logger - INFO - һԤģ -2024-11-19 16:52:59,904 - my_logger - INFO - һԤģ -2024-11-19 16:54:22,267 - my_logger - INFO - һԤģ -2024-11-19 16:54:22,267 - my_logger - INFO - һԤģ -2024-11-19 16:54:22,300 - my_logger - INFO - 20Ԥв͵ģƣNHITS -2024-11-19 16:54:22,300 - my_logger - INFO - 20Ԥв͵ģƣNHITS -2024-11-19 17:08:22,549 - my_logger - INFO - ʼѵģ... -2024-11-19 17:08:22,549 - my_logger - INFO - ʼѵģ... -2024-11-19 17:08:27,380 - my_logger - INFO - ģѵ -2024-11-19 17:08:27,380 - my_logger - INFO - ģѵ -2024-11-19 17:08:27,384 - my_logger - INFO - ѵݻͼing -2024-11-19 17:08:27,384 - my_logger - INFO - ѵݻͼing -2024-11-19 17:08:28,454 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 17:08:28,454 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 17:08:30,651 - my_logger - INFO - ѵݻͼend -2024-11-19 17:08:30,651 - my_logger - INFO - ѵݻͼend -2024-11-19 17:08:38,711 - my_logger - INFO - ing -2024-11-19 17:08:38,711 - my_logger - INFO - ing -2024-11-19 17:08:38,888 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 17:08:38,888 - my_logger - INFO - ʼƼ۲ֱָͼ -2024-11-19 17:08:41,357 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 17:08:41,357 - my_logger - INFO - ۲ָܺΪ11.045084254496823 -2024-11-19 17:08:41,359 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 17:08:41,359 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-19 17:08:43,624 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 17:08:43,624 - my_logger - INFO - ۸ָܺΪ91.9826336555467 -2024-11-19 17:08:43,626 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 17:08:43,626 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-19 17:08:45,836 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 17:08:45,836 - my_logger - INFO - ӦָܺΪ19.676577761750373 -2024-11-19 17:08:45,838 - my_logger - INFO - ʼֱָͼ -2024-11-19 17:08:45,838 - my_logger - INFO - ʼֱָͼ -2024-11-19 17:08:47,949 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 17:08:47,949 - my_logger - INFO - ָܺΪ12.061155519572203 -2024-11-19 17:08:47,951 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 17:08:47,951 - my_logger - INFO - ʼƿֱָͼ -2024-11-19 17:08:50,380 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 17:08:50,380 - my_logger - INFO - ָܺΪ11.265124823866078 -2024-11-19 17:08:50,384 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 17:08:50,384 - my_logger - INFO - ʼƽֱָͼ -2024-11-19 17:08:50,915 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 17:08:50,915 - my_logger - INFO - ָܺΪ1.621285695326623 -2024-11-19 17:08:50,917 - my_logger - INFO - ʼֱָͼ -2024-11-19 17:08:50,917 - my_logger - INFO - ʼֱָͼ -2024-11-19 17:08:52,415 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 17:08:52,415 - my_logger - INFO - ָܺΪ6.76636659497056 -2024-11-19 17:08:52,418 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 17:08:52,418 - my_logger - INFO - ʼܺ͵ͼ -2024-11-19 17:08:52,788 - my_logger - INFO - ܺ͵ͼ -2024-11-19 17:08:52,788 - my_logger - INFO - ܺ͵ͼ -2024-11-19 17:08:55,983 - my_logger - INFO - end -2024-11-19 17:08:55,983 - my_logger - INFO - end -2024-11-19 17:08:55,986 - my_logger - INFO - ģѵ -2024-11-19 17:08:55,986 - my_logger - INFO - ģѵ -2024-11-19 18:12:18,831 - my_logger - INFO - ģѵ -2024-11-19 18:12:18,831 - my_logger - INFO - ģѵ -2024-11-19 18:12:18,837 - my_logger - INFO - ѵݻͼing -2024-11-19 18:12:18,837 - my_logger - INFO - ѵݻͼing -2024-11-19 18:13:08,569 - my_logger - INFO - ģѵ -2024-11-19 18:13:08,569 - my_logger - INFO - ģѵ -2024-11-19 18:13:08,572 - my_logger - INFO - ѵݻͼing -2024-11-19 18:13:08,572 - my_logger - INFO - ѵݻͼing -2024-11-19 18:14:08,296 - my_logger - INFO - ģѵ -2024-11-19 18:14:08,296 - my_logger - INFO - ģѵ -2024-11-19 18:14:08,332 - my_logger - INFO - ѵݻͼing -2024-11-19 18:14:08,332 - my_logger - INFO - ѵݻͼing -2024-11-19 18:14:10,122 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 18:14:10,122 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' -2024-11-19 18:14:37,406 - my_logger - INFO - ģѵ -2024-11-19 18:14:37,406 - my_logger - INFO - ģѵ -2024-11-19 18:14:37,412 - my_logger - INFO - ѵݻͼing -2024-11-19 18:14:37,412 - my_logger - INFO - ѵݻͼing -2024-11-19 18:15:08,384 - my_logger - INFO - ģѵ -2024-11-19 18:15:08,384 - my_logger - INFO - ģѵ -2024-11-19 18:15:08,387 - my_logger - INFO - ѵݻͼing -2024-11-19 18:15:08,387 - my_logger - INFO - ѵݻͼing -2024-11-19 18:15:41,733 - my_logger - INFO - ģѵ -2024-11-19 18:15:41,733 - my_logger - INFO - ģѵ -2024-11-19 18:15:41,737 - my_logger - INFO - ѵݻͼing -2024-11-19 18:15:41,737 - my_logger - INFO - ѵݻͼing -2024-11-19 18:16:37,016 - my_logger - INFO - ģѵ -2024-11-19 18:16:37,016 - my_logger - INFO - ģѵ -2024-11-19 18:16:37,021 - my_logger - INFO - ѵݻͼing -2024-11-19 18:16:37,021 - my_logger - INFO - ѵݻͼing -2024-11-19 18:17:07,852 - my_logger - INFO - ģѵ -2024-11-19 18:17:07,852 - my_logger - INFO - ģѵ -2024-11-19 18:17:07,857 - my_logger - INFO - ѵݻͼing -2024-11-19 18:17:07,857 - my_logger - INFO - ѵݻͼing -2024-11-19 18:20:21,874 - my_logger - INFO - ģѵ -2024-11-19 18:20:21,874 - my_logger - INFO - ģѵ -2024-11-19 18:20:21,878 - my_logger - INFO - ѵݻͼing -2024-11-19 18:20:21,878 - my_logger - INFO - ѵݻͼing -2024-11-19 18:20:23,056 - my_logger - INFO - ѵݻͼend -2024-11-19 18:20:23,056 - my_logger - INFO - ѵݻͼend -2024-11-19 18:24:37,395 - my_logger - INFO - ģѵ -2024-11-19 18:24:37,395 - my_logger - INFO - ģѵ -2024-11-19 18:24:37,400 - my_logger - INFO - ѵݻͼing -2024-11-19 18:24:37,400 - my_logger - INFO - ѵݻͼing -2024-11-19 18:25:15,837 - my_logger - INFO - ģѵ -2024-11-19 18:25:15,837 - my_logger - INFO - ģѵ -2024-11-19 18:25:15,842 - my_logger - INFO - ѵݻͼing -2024-11-19 18:25:15,842 - my_logger - INFO - ѵݻͼing -2024-11-19 18:25:16,991 - my_logger - INFO - ѵݻͼend -2024-11-19 18:25:16,991 - my_logger - INFO - ѵݻͼend -2024-11-19 18:26:27,771 - my_logger - INFO - ģѵ -2024-11-19 18:26:27,771 - my_logger - INFO - ģѵ -2024-11-19 18:26:27,777 - my_logger - INFO - ѵݻͼing -2024-11-19 18:26:27,777 - my_logger - INFO - ѵݻͼing -2024-11-19 18:26:29,029 - my_logger - INFO - ѵݻͼend -2024-11-19 18:26:29,029 - my_logger - INFO - ѵݻͼend -2024-11-20 10:50:48,031 - my_logger - INFO - 预警上传中... -2024-11-20 10:50:48,037 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIxMDcwNDUsImp0aSI6ImM0Njk5ZGY3YWYwMTQ1Y2I4NWUzYjJhZTg2ZjMzYzRiIn0.EuDSlyPRNA3ULUyNHCKpj2nZCCyRqpOY72A_qkoSkJs -2024-11-20 10:50:48,039 - my_logger - INFO - warning_data:{'funcModule': '原油特征停更预警', 'funcOperation': '原油特征停更预警', 'data': {'WARNING_TYPE_NAME': '特征数据停更预警', 'WARNING_CONTENT': ' 停更周期 预警日期 最后更新时间 更新周期 特征名称\n 2218 2018-10-27 2018-10-24 1.0 西北欧即期Brent211利润\n 1023 2022-02-03 2022-01-31 1.0 B-W活跃合约价差\n 1023 2022-02-03 2022-01-31 1.0 W-B活跃合约价差\n 734 2022-11-19 2022-11-16 1.0 Brent/迪拜原油升贴水\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 美国RBOB期货2309月份合约价格\n 293 2024-02-03 2024-01-31 1.0 美国墨西哥湾87#汽油现货价格\n 265 2024-03-02 2024-02-28 1.0 Ebob连1合约\n 223 2024-04-13 2024-04-10 1.0 中国航班执行数\n 91 2024-08-23 2024-08-20 1.0 Kpler-海运在途原油\n 86 2023-04-15 2023-03-31 7.0 原油：开工率：东北地区：独立炼厂（周）\n 68 2023-08-19 2023-08-04 7.0 原油：港口库存：中国（周）\n 30 2024-05-13 2024-04-28 7.0 中东-巴林周度原油海运出口\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）超季节性/3年\n 23 2024-06-29 2024-06-14 7.0 美国:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值\n 22 2023-10-09 2023-08-27 21.0 中东-也门周度原油海运出口\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30收盘价滞后1天\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(结算B)\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(结算B)\n 18 2024-08-05 2024-07-21 7.0 全球原油库存（剔除富查伊拉）\n 13 2024-09-09 2024-08-25 7.0 Kpler-美国原油净进口（周度）\n 8 2024-10-12 2024-09-27 7.0 美国墨西哥湾原油钻机数\n 7 2024-10-19 2024-10-04 7.0 美国柴油产量占比\n 7 2024-10-19 2024-10-04 7.0 美国汽油产量占比\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：重质：DES价：委内瑞拉（日）\n 6 2024-11-16 2024-11-13 1.0 丙烷CFR华南/布伦特原油比价\n 6 2024-11-16 2024-11-13 1.0 国内马瑞与SC比价\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：现货价：山东（日）\n 5 2024-11-17 2024-11-14 1.0 OMAN原油：中质：远期现货DES价：山东（日）', 'WARNING_DATE': '2024-11-20 10:50:47'}} -2024-11-20 14:29:35,536 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 14:29:35,536 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 14:29:35,540 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 14:29:35,540 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 14:32:02,307 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 14:32:02,307 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 14:32:02,310 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 14:32:02,310 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 14:35:46,689 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 14:35:46,689 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 14:35:46,695 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 14:35:46,695 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 14:36:44,623 - my_logger - INFO - 从eta获取数据... -2024-11-20 14:36:44,623 - my_logger - INFO - 从eta获取数据... -2024-11-20 14:39:58,504 - my_logger - INFO - 从eta获取数据... -2024-11-20 14:39:58,504 - my_logger - INFO - 从eta获取数据... -2024-11-20 14:40:55,408 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 -2024-11-20 14:40:55,408 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 -2024-11-20 14:40:55,414 - my_logger - INFO - 跳过指标 PP2409前20多单量 -2024-11-20 14:40:55,414 - my_logger - INFO - 跳过指标 PP2409前20多单量 -2024-11-20 14:40:55,420 - my_logger - INFO - 跳过指标 PP2409前20空单量 -2024-11-20 14:40:55,420 - my_logger - INFO - 跳过指标 PP2409前20空单量 -2024-11-20 14:41:24,965 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] -2024-11-20 14:41:24,965 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] -2024-11-20 14:41:24,973 - my_logger - INFO - lmcads03 lme comdty -2024-11-20 14:41:24,973 - my_logger - INFO - lmcads03 lme comdty -2024-11-20 14:41:25,541 - my_logger - INFO - GC1 COMB Comdty -2024-11-20 14:41:25,541 - my_logger - INFO - GC1 COMB Comdty -2024-11-20 14:41:26,365 - my_logger - INFO - C2404171822 -2024-11-20 14:41:26,365 - my_logger - INFO - C2404171822 -2024-11-20 14:41:27,382 - my_logger - INFO - dxy curncy -2024-11-20 14:41:27,382 - my_logger - INFO - dxy curncy -2024-11-20 14:41:28,202 - my_logger - INFO - S5443199 -2024-11-20 14:41:28,202 - my_logger - INFO - S5443199 -2024-11-20 14:41:28,608 - my_logger - INFO - S5479800 -2024-11-20 14:41:28,608 - my_logger - INFO - S5479800 -2024-11-20 14:41:29,044 - my_logger - INFO - S5443108 -2024-11-20 14:41:29,044 - my_logger - INFO - S5443108 -2024-11-20 14:41:29,460 - my_logger - INFO - H7358586 -2024-11-20 14:41:29,460 - my_logger - INFO - H7358586 -2024-11-20 14:41:29,728 - my_logger - INFO - LC3FM1 INDEX -2024-11-20 14:41:29,728 - my_logger - INFO - LC3FM1 INDEX -2024-11-20 14:41:30,116 - my_logger - INFO - CNY REGN Curncy -2024-11-20 14:41:30,116 - my_logger - INFO - CNY REGN Curncy -2024-11-20 14:41:31,315 - my_logger - INFO - s0105897 -2024-11-20 14:41:31,315 - my_logger - INFO - s0105897 -2024-11-20 14:41:32,077 - my_logger - INFO - M0067419 -2024-11-20 14:41:32,077 - my_logger - INFO - M0067419 -2024-11-20 14:41:32,600 - my_logger - INFO - M0066351 -2024-11-20 14:41:32,600 - my_logger - INFO - M0066351 -2024-11-20 14:41:33,194 - my_logger - INFO - S0266372 -2024-11-20 14:41:33,194 - my_logger - INFO - S0266372 -2024-11-20 14:41:33,648 - my_logger - INFO - S0266438 -2024-11-20 14:41:33,648 - my_logger - INFO - S0266438 -2024-11-20 14:41:34,101 - my_logger - INFO - S0266506 -2024-11-20 14:41:34,101 - my_logger - INFO - S0266506 -2024-11-20 14:41:34,769 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ -6556 2024-11-20 NaN NaN NaN -6462 2024-11-19 NaN NaN NaN -950 2024-11-18 NaN NaN NaN -6557 2024-11-17 NaN NaN NaN -6558 2024-11-16 NaN NaN NaN - - 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ -6556 NaN NaN NaN NaN NaN -6462 NaN NaN NaN NaN NaN -950 NaN NaN -1183.0 NaN NaN -6557 NaN NaN NaN NaN NaN -6558 NaN NaN NaN NaN NaN - - PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ -6556 NaN ... NaN NaN NaN NaN NaN NaN -6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN -950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 -6557 NaN ... NaN NaN NaN NaN NaN NaN -6558 NaN ... NaN NaN NaN NaN NaN NaN - - PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 -6556 NaN NaN NaN NaN -6462 NaN NaN NaN NaN -950 NaN NaN NaN NaN -6557 NaN NaN NaN NaN -6558 NaN NaN NaN NaN +2024-11-22 16:44:10,123 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 16:44:10,123 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 16:44:10,126 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 16:44:10,126 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 16:46:09,392 - my_logger - INFO - etaȡ... +2024-11-22 16:46:09,392 - my_logger - INFO - etaȡ... +2024-11-22 16:46:58,956 - my_logger - INFO - ָ PEͷPPͷ +2024-11-22 16:46:58,956 - my_logger - INFO - ָ PEͷPPͷ +2024-11-22 16:46:58,958 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-22 16:46:58,958 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-22 16:46:58,958 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-22 16:46:58,958 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-22 16:47:22,725 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-22 16:47:22,725 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-22 16:47:22,727 - my_logger - INFO - lmcads03 lme comdty +2024-11-22 16:47:22,727 - my_logger - INFO - lmcads03 lme comdty +2024-11-22 16:47:23,168 - my_logger - INFO - GC1 COMB Comdty +2024-11-22 16:47:23,168 - my_logger - INFO - GC1 COMB Comdty +2024-11-22 16:47:23,845 - my_logger - INFO - C2404171822 +2024-11-22 16:47:23,845 - my_logger - INFO - C2404171822 +2024-11-22 16:47:24,602 - my_logger - INFO - dxy curncy +2024-11-22 16:47:24,602 - my_logger - INFO - dxy curncy +2024-11-22 16:47:25,262 - my_logger - INFO - S5443199 +2024-11-22 16:47:25,262 - my_logger - INFO - S5443199 +2024-11-22 16:47:25,620 - my_logger - INFO - S5479800 +2024-11-22 16:47:25,620 - my_logger - INFO - S5479800 +2024-11-22 16:47:25,913 - my_logger - INFO - S5443108 +2024-11-22 16:47:25,913 - my_logger - INFO - S5443108 +2024-11-22 16:47:26,267 - my_logger - INFO - H7358586 +2024-11-22 16:47:26,267 - my_logger - INFO - H7358586 +2024-11-22 16:47:26,478 - my_logger - INFO - LC3FM1 INDEX +2024-11-22 16:47:26,478 - my_logger - INFO - LC3FM1 INDEX +2024-11-22 16:47:26,800 - my_logger - INFO - CNY REGN Curncy +2024-11-22 16:47:26,800 - my_logger - INFO - CNY REGN Curncy +2024-11-22 16:47:27,792 - my_logger - INFO - s0105897 +2024-11-22 16:47:27,792 - my_logger - INFO - s0105897 +2024-11-22 16:47:28,266 - my_logger - INFO - M0067419 +2024-11-22 16:47:28,266 - my_logger - INFO - M0067419 +2024-11-22 16:47:28,696 - my_logger - INFO - M0066351 +2024-11-22 16:47:28,696 - my_logger - INFO - M0066351 +2024-11-22 16:47:29,153 - my_logger - INFO - S0266372 +2024-11-22 16:47:29,153 - my_logger - INFO - S0266372 +2024-11-22 16:47:29,497 - my_logger - INFO - S0266438 +2024-11-22 16:47:29,497 - my_logger - INFO - S0266438 +2024-11-22 16:47:29,860 - my_logger - INFO - S0266506 +2024-11-22 16:47:29,860 - my_logger - INFO - S0266506 +2024-11-22 16:47:30,250 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +3922 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6465 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN +0 2024-11-20 -284.9682 NaN NaN NaN ... 5282.0 8454.0 7528.0 7518.0 7505.0 +1 2024-11-19 -310.3906 NaN NaN NaN ... 5292.0 8341.0 7490.0 7483.0 7479.0 +2 2024-11-18 -338.7818 NaN NaN NaN ... 5284.0 8253.0 7436.0 7438.0 7445.0 [5 rows x 357 columns] -2024-11-20 14:41:34,769 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ -6556 2024-11-20 NaN NaN NaN -6462 2024-11-19 NaN NaN NaN -950 2024-11-18 NaN NaN NaN -6557 2024-11-17 NaN NaN NaN -6558 2024-11-16 NaN NaN NaN - - 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ -6556 NaN NaN NaN NaN NaN -6462 NaN NaN NaN NaN NaN -950 NaN NaN -1183.0 NaN NaN -6557 NaN NaN NaN NaN NaN -6558 NaN NaN NaN NaN NaN - - PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ -6556 NaN ... NaN NaN NaN NaN NaN NaN -6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN -950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 -6557 NaN ... NaN NaN NaN NaN NaN NaN -6558 NaN ... NaN NaN NaN NaN NaN NaN - - PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 -6556 NaN NaN NaN NaN -6462 NaN NaN NaN NaN -950 NaN NaN NaN NaN -6557 NaN NaN NaN NaN -6558 NaN NaN NaN NaN +2024-11-22 16:47:30,250 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +3922 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6465 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN +0 2024-11-20 -284.9682 NaN NaN NaN ... 5282.0 8454.0 7528.0 7518.0 7505.0 +1 2024-11-19 -310.3906 NaN NaN NaN ... 5292.0 8341.0 7490.0 7483.0 7479.0 +2 2024-11-18 -338.7818 NaN NaN NaN ... 5284.0 8253.0 7436.0 7438.0 7445.0 [5 rows x 357 columns] -2024-11-20 14:44:05,780 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 14:44:05,780 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 14:44:06,932 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 14:44:06,932 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 14:44:06,938 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 14:44:06,938 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 14:44:06,946 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 14:44:06,946 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 14:44:10,722 - my_logger - INFO - 日度(218) 6天(1) 周度(93) 105天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 BOPP开工率(隆众)同差 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y +2024-11-22 16:48:27,210 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 16:48:27,210 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 16:48:27,598 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 16:48:27,598 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 16:48:27,601 - my_logger - INFO - ɾԤΪֵк(774, 311) +2024-11-22 16:48:27,601 - my_logger - INFO - ɾԤΪֵк(774, 311) +2024-11-22 16:48:27,603 - my_logger - INFO - ɾȫΪֵк(774, 311) +2024-11-22 16:48:27,603 - my_logger - INFO - ɾȫΪֵк(774, 311) +2024-11-22 16:48:29,302 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y -[218 rows x 4 columns] -2024-11-20 14:44:10,722 - my_logger - INFO - 日度(218) 6天(1) 周度(93) 105天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 BOPP开工率(隆众)同差 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y +[216 rows x 2 columns] +2024-11-22 16:48:29,302 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y -[218 rows x 4 columns] -2024-11-20 14:44:10,770 - my_logger - INFO - 特征信息：总共有311个,日度(218),6天(1),周度(93),105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： +[216 rows x 2 columns] +2024-11-22 16:48:29,321 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է -2024-11-20 14:44:10,770 - my_logger - INFO - 特征信息：总共有311个,日度(218),6天(1),周度(93),105天(1), 详看 附1、特征列表 - 数据特征工程： - 1. 数据日期排序，新日期在最后 - 2. 删除空列，特征数据列没有值，就删除 - 3. 删除近两月不再更新值的指标 - 4. 非日度数据填充为日度数据，填充规则： - -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 - -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 - 数据特征相关性分析： +2024-11-22 16:48:29,321 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է -2024-11-20 14:44:10,773 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 14:44:10,773 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 14:44:12,508 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 14:44:12,508 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 14:44:12,549 - my_logger - INFO - 开始训练模型... -2024-11-20 14:44:12,549 - my_logger - INFO - 开始训练模型... -2024-11-20 14:44:12,679 - my_logger - INFO - 模型训练完成 -2024-11-20 14:44:12,679 - my_logger - INFO - 模型训练完成 -2024-11-20 14:44:12,686 - my_logger - INFO - 训练数据绘图ing -2024-11-20 14:44:12,686 - my_logger - INFO - 训练数据绘图ing -2024-11-20 15:30:39,001 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:30:39,001 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:36:20,004 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:36:20,004 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:37:15,898 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 -2024-11-20 15:37:15,898 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 -2024-11-20 15:37:15,902 - my_logger - INFO - 跳过指标 PP2409前20多单量 -2024-11-20 15:37:15,902 - my_logger - INFO - 跳过指标 PP2409前20多单量 -2024-11-20 15:37:15,904 - my_logger - INFO - 跳过指标 PP2409前20空单量 -2024-11-20 15:37:15,904 - my_logger - INFO - 跳过指标 PP2409前20空单量 -2024-11-20 15:37:42,083 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] -2024-11-20 15:37:42,083 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] -2024-11-20 15:37:42,089 - my_logger - INFO - lmcads03 lme comdty -2024-11-20 15:37:42,089 - my_logger - INFO - lmcads03 lme comdty -2024-11-20 15:37:42,570 - my_logger - INFO - GC1 COMB Comdty -2024-11-20 15:37:42,570 - my_logger - INFO - GC1 COMB Comdty -2024-11-20 15:37:43,415 - my_logger - INFO - C2404171822 -2024-11-20 15:37:43,415 - my_logger - INFO - C2404171822 -2024-11-20 15:37:44,379 - my_logger - INFO - dxy curncy -2024-11-20 15:37:44,379 - my_logger - INFO - dxy curncy -2024-11-20 15:37:45,115 - my_logger - INFO - S5443199 -2024-11-20 15:37:45,115 - my_logger - INFO - S5443199 -2024-11-20 15:37:45,525 - my_logger - INFO - S5479800 -2024-11-20 15:37:45,525 - my_logger - INFO - S5479800 -2024-11-20 15:37:46,001 - my_logger - INFO - S5443108 -2024-11-20 15:37:46,001 - my_logger - INFO - S5443108 -2024-11-20 15:37:46,417 - my_logger - INFO - H7358586 -2024-11-20 15:37:46,417 - my_logger - INFO - H7358586 -2024-11-20 15:37:46,658 - my_logger - INFO - LC3FM1 INDEX -2024-11-20 15:37:46,658 - my_logger - INFO - LC3FM1 INDEX -2024-11-20 15:37:47,008 - my_logger - INFO - CNY REGN Curncy -2024-11-20 15:37:47,008 - my_logger - INFO - CNY REGN Curncy -2024-11-20 15:37:48,022 - my_logger - INFO - s0105897 -2024-11-20 15:37:48,022 - my_logger - INFO - s0105897 -2024-11-20 15:37:48,697 - my_logger - INFO - M0067419 -2024-11-20 15:37:48,697 - my_logger - INFO - M0067419 -2024-11-20 15:37:49,170 - my_logger - INFO - M0066351 -2024-11-20 15:37:49,170 - my_logger - INFO - M0066351 -2024-11-20 15:37:49,651 - my_logger - INFO - S0266372 -2024-11-20 15:37:49,651 - my_logger - INFO - S0266372 -2024-11-20 15:37:50,073 - my_logger - INFO - S0266438 -2024-11-20 15:37:50,073 - my_logger - INFO - S0266438 -2024-11-20 15:37:50,461 - my_logger - INFO - S0266506 -2024-11-20 15:37:50,461 - my_logger - INFO - S0266506 -2024-11-20 15:37:51,004 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ -6556 2024-11-20 NaN NaN NaN -6462 2024-11-19 NaN NaN NaN -950 2024-11-18 NaN NaN NaN -6557 2024-11-17 NaN NaN NaN -6558 2024-11-16 NaN NaN NaN +2024-11-22 16:48:29,324 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 16:48:29,324 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 16:48:30,142 - my_logger - INFO - ʼѵģ... +2024-11-22 16:48:30,142 - my_logger - INFO - ʼѵģ... +2024-11-22 16:48:30,154 - my_logger - INFO - Training set head: +2024-11-22 16:48:30,154 - my_logger - INFO - Training set head: +2024-11-22 16:48:30,155 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +750 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +749 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +748 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +747 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +746 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 - 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ -6556 NaN NaN NaN NaN NaN -6462 NaN NaN NaN NaN NaN -950 NaN NaN -1183.0 NaN NaN -6557 NaN NaN NaN NaN NaN -6558 NaN NaN NaN NaN NaN +[5 rows x 326 columns] +2024-11-22 16:48:30,155 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +750 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +749 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +748 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +747 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +746 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 - PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ -6556 NaN ... NaN NaN NaN NaN NaN NaN -6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN -950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 -6557 NaN ... NaN NaN NaN NaN NaN NaN -6558 NaN ... NaN NaN NaN NaN NaN NaN +[5 rows x 326 columns] +2024-11-22 16:48:30,673 - my_logger - INFO - +Testing set head: +2024-11-22 16:48:30,673 - my_logger - INFO - +Testing set head: +2024-11-22 16:48:30,674 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +600 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 +599 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 +598 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 +597 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 +596 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 - PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 -6556 NaN NaN NaN NaN -6462 NaN NaN NaN NaN -950 NaN NaN NaN NaN -6557 NaN NaN NaN NaN -6558 NaN NaN NaN NaN +[5 rows x 326 columns] +2024-11-22 16:48:30,674 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +600 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 +599 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 +598 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 +597 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 +596 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 + +[5 rows x 326 columns] +2024-11-22 16:54:00,156 - my_logger - INFO - ģѵ +2024-11-22 16:54:00,156 - my_logger - INFO - ģѵ +2024-11-22 16:54:00,157 - my_logger - INFO - ѵݻͼing +2024-11-22 16:54:00,157 - my_logger - INFO - ѵݻͼing +2024-11-22 17:07:41,207 - my_logger - INFO - etaȡ... +2024-11-22 17:07:41,207 - my_logger - INFO - etaȡ... +2024-11-22 17:08:31,868 - my_logger - INFO - ָ PEͷPPͷ +2024-11-22 17:08:31,868 - my_logger - INFO - ָ PEͷPPͷ +2024-11-22 17:08:31,870 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-22 17:08:31,870 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-22 17:08:31,870 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-22 17:08:31,870 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-22 17:08:55,444 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-22 17:08:55,444 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-22 17:08:55,445 - my_logger - INFO - lmcads03 lme comdty +2024-11-22 17:08:55,445 - my_logger - INFO - lmcads03 lme comdty +2024-11-22 17:08:55,893 - my_logger - INFO - GC1 COMB Comdty +2024-11-22 17:08:55,893 - my_logger - INFO - GC1 COMB Comdty +2024-11-22 17:08:56,590 - my_logger - INFO - C2404171822 +2024-11-22 17:08:56,590 - my_logger - INFO - C2404171822 +2024-11-22 17:08:57,388 - my_logger - INFO - dxy curncy +2024-11-22 17:08:57,388 - my_logger - INFO - dxy curncy +2024-11-22 17:08:58,019 - my_logger - INFO - S5443199 +2024-11-22 17:08:58,019 - my_logger - INFO - S5443199 +2024-11-22 17:08:58,368 - my_logger - INFO - S5479800 +2024-11-22 17:08:58,368 - my_logger - INFO - S5479800 +2024-11-22 17:08:58,665 - my_logger - INFO - S5443108 +2024-11-22 17:08:58,665 - my_logger - INFO - S5443108 +2024-11-22 17:08:59,037 - my_logger - INFO - H7358586 +2024-11-22 17:08:59,037 - my_logger - INFO - H7358586 +2024-11-22 17:08:59,241 - my_logger - INFO - LC3FM1 INDEX +2024-11-22 17:08:59,241 - my_logger - INFO - LC3FM1 INDEX +2024-11-22 17:08:59,565 - my_logger - INFO - CNY REGN Curncy +2024-11-22 17:08:59,565 - my_logger - INFO - CNY REGN Curncy +2024-11-22 17:09:00,490 - my_logger - INFO - s0105897 +2024-11-22 17:09:00,490 - my_logger - INFO - s0105897 +2024-11-22 17:09:01,000 - my_logger - INFO - M0067419 +2024-11-22 17:09:01,000 - my_logger - INFO - M0067419 +2024-11-22 17:09:01,433 - my_logger - INFO - M0066351 +2024-11-22 17:09:01,433 - my_logger - INFO - M0066351 +2024-11-22 17:09:01,900 - my_logger - INFO - S0266372 +2024-11-22 17:09:01,900 - my_logger - INFO - S0266372 +2024-11-22 17:09:02,244 - my_logger - INFO - S0266438 +2024-11-22 17:09:02,244 - my_logger - INFO - S0266438 +2024-11-22 17:09:02,580 - my_logger - INFO - S0266506 +2024-11-22 17:09:02,580 - my_logger - INFO - S0266506 +2024-11-22 17:09:02,964 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +3922 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6465 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN +0 2024-11-20 -284.9682 NaN NaN NaN ... 5282.0 8454.0 7528.0 7518.0 7505.0 +1 2024-11-19 -310.3906 NaN NaN NaN ... 5292.0 8341.0 7490.0 7483.0 7479.0 +2 2024-11-18 -338.7818 NaN NaN NaN ... 5284.0 8253.0 7436.0 7438.0 7445.0 [5 rows x 357 columns] -2024-11-20 15:37:51,004 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ -6556 2024-11-20 NaN NaN NaN -6462 2024-11-19 NaN NaN NaN -950 2024-11-18 NaN NaN NaN -6557 2024-11-17 NaN NaN NaN -6558 2024-11-16 NaN NaN NaN - - 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ -6556 NaN NaN NaN NaN NaN -6462 NaN NaN NaN NaN NaN -950 NaN NaN -1183.0 NaN NaN -6557 NaN NaN NaN NaN NaN -6558 NaN NaN NaN NaN NaN - - PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ -6556 NaN ... NaN NaN NaN NaN NaN NaN -6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN -950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 -6557 NaN ... NaN NaN NaN NaN NaN NaN -6558 NaN ... NaN NaN NaN NaN NaN NaN - - PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 -6556 NaN NaN NaN NaN -6462 NaN NaN NaN NaN -950 NaN NaN NaN NaN -6557 NaN NaN NaN NaN -6558 NaN NaN NaN NaN +2024-11-22 17:09:02,964 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +3922 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6465 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN +0 2024-11-20 -284.9682 NaN NaN NaN ... 5282.0 8454.0 7528.0 7518.0 7505.0 +1 2024-11-19 -310.3906 NaN NaN NaN ... 5292.0 8341.0 7490.0 7483.0 7479.0 +2 2024-11-18 -338.7818 NaN NaN NaN ... 5284.0 8253.0 7436.0 7438.0 7445.0 [5 rows x 357 columns] -2024-11-20 15:39:10,907 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 15:39:10,907 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 15:39:11,529 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 15:39:11,529 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 15:39:11,537 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 15:39:11,537 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 15:39:11,543 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 15:39:11,543 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 15:39:13,727 - my_logger - INFO - 日度(218) 周度(94) 84天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y +2024-11-22 17:10:00,542 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:10:00,542 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:10:00,935 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:10:00,935 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:10:00,938 - my_logger - INFO - ɾԤΪֵк(774, 311) +2024-11-22 17:10:00,938 - my_logger - INFO - ɾԤΪֵк(774, 311) +2024-11-22 17:10:00,940 - my_logger - INFO - ɾȫΪֵк(774, 311) +2024-11-22 17:10:00,940 - my_logger - INFO - ɾȫΪֵк(774, 311) +2024-11-22 17:10:02,696 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y -[218 rows x 3 columns] -2024-11-20 15:39:13,727 - my_logger - INFO - 日度(218) 周度(94) 84天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y +[216 rows x 2 columns] +2024-11-22 17:10:02,696 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y -[218 rows x 3 columns] -2024-11-20 15:39:13,739 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 - 数据特征工程： - 1. 数据日期排序，新日期在最后 - 2. 删除空列，特征数据列没有值，就删除 - 3. 删除近两月不再更新值的指标 - 4. 非日度数据填充为日度数据，填充规则： - -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 - -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 - 数据特征相关性分析： - -2024-11-20 15:39:13,739 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 - 数据特征工程： - 1. 数据日期排序，新日期在最后 - 2. 删除空列，特征数据列没有值，就删除 - 3. 删除近两月不再更新值的指标 - 4. 非日度数据填充为日度数据，填充规则： - -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 - -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 - 数据特征相关性分析： - -2024-11-20 15:39:13,743 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 15:39:13,743 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 15:39:14,694 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 15:39:14,694 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 15:39:14,732 - my_logger - INFO - 开始训练模型... -2024-11-20 15:39:14,732 - my_logger - INFO - 开始训练模型... -2024-11-20 15:39:14,807 - my_logger - INFO - 模型训练完成 -2024-11-20 15:39:14,807 - my_logger - INFO - 模型训练完成 -2024-11-20 15:39:14,817 - my_logger - INFO - 训练数据绘图ing -2024-11-20 15:39:14,817 - my_logger - INFO - 训练数据绘图ing -2024-11-20 15:53:34,022 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:53:34,022 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:54:17,075 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:54:17,075 - my_logger - INFO - 从eta获取数据... -2024-11-20 15:54:33,897 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 15:54:33,897 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 15:54:33,898 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 15:54:33,898 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 15:55:12,401 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 15:55:12,401 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 15:55:12,777 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 15:55:12,777 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 15:55:12,781 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 15:55:12,781 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 15:55:12,785 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 15:55:12,785 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 15:55:14,220 - my_logger - INFO - 日度(218) 周度(94) 112天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y - -[218 rows x 3 columns] -2024-11-20 15:55:14,220 - my_logger - INFO - 日度(218) 周度(94) 112天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y - -[218 rows x 3 columns] -2024-11-20 15:55:14,233 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： - -2024-11-20 15:55:14,233 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： - -2024-11-20 15:55:14,235 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 15:55:14,235 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 15:55:15,045 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 15:55:15,045 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 15:55:15,082 - my_logger - INFO - 开始训练模型... -2024-11-20 15:55:15,082 - my_logger - INFO - 开始训练模型... -2024-11-20 15:55:15,172 - my_logger - INFO - 模型训练完成 -2024-11-20 15:55:15,172 - my_logger - INFO - 模型训练完成 -2024-11-20 15:55:15,179 - my_logger - INFO - 训练数据绘图ing -2024-11-20 15:55:15,179 - my_logger - INFO - 训练数据绘图ing -2024-11-20 15:56:13,617 - my_logger - INFO - 模型训练完成 -2024-11-20 15:56:13,617 - my_logger - INFO - 模型训练完成 -2024-11-20 15:56:13,628 - my_logger - INFO - 训练数据绘图ing -2024-11-20 15:56:13,628 - my_logger - INFO - 训练数据绘图ing -2024-11-20 15:56:15,628 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 15:56:15,628 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 15:56:18,463 - my_logger - INFO - 训练数据绘图end -2024-11-20 15:56:18,463 - my_logger - INFO - 训练数据绘图end -2024-11-20 16:08:02,536 - my_logger - INFO - 模型训练完成 -2024-11-20 16:08:02,536 - my_logger - INFO - 模型训练完成 -2024-11-20 16:08:02,546 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:08:02,546 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:08:31,365 - my_logger - INFO - 模型训练完成 -2024-11-20 16:08:31,365 - my_logger - INFO - 模型训练完成 -2024-11-20 16:08:31,375 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:08:31,375 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:16:20,931 - my_logger - INFO - 模型训练完成 -2024-11-20 16:16:20,931 - my_logger - INFO - 模型训练完成 -2024-11-20 16:16:20,942 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:16:20,942 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:18:02,876 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 16:18:02,876 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 16:18:09,464 - my_logger - INFO - 模型训练完成 -2024-11-20 16:18:09,464 - my_logger - INFO - 模型训练完成 -2024-11-20 16:18:09,475 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:18:09,475 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:19:59,819 - my_logger - INFO - 模型训练完成 -2024-11-20 16:19:59,819 - my_logger - INFO - 模型训练完成 -2024-11-20 16:19:59,855 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:19:59,855 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:29:29,224 - my_logger - INFO - 模型训练完成 -2024-11-20 16:29:29,224 - my_logger - INFO - 模型训练完成 -2024-11-20 16:29:29,232 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:29:29,232 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:31:15,273 - my_logger - INFO - 模型训练完成 -2024-11-20 16:31:15,273 - my_logger - INFO - 模型训练完成 -2024-11-20 16:31:15,281 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:31:15,281 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:32:12,430 - my_logger - INFO - 模型训练完成 -2024-11-20 16:32:12,430 - my_logger - INFO - 模型训练完成 -2024-11-20 16:32:12,437 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:32:12,437 - my_logger - INFO - 训练数据绘图ing -2024-11-20 16:32:51,174 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 16:32:51,174 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 16:32:54,841 - my_logger - INFO - 训练数据绘图end -2024-11-20 16:32:54,841 - my_logger - INFO - 训练数据绘图end -2024-11-20 17:00:33,088 - my_logger - INFO - 模型训练完成 -2024-11-20 17:00:33,088 - my_logger - INFO - 模型训练完成 -2024-11-20 17:00:33,097 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:00:33,097 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:02:11,068 - my_logger - INFO - 模型训练完成 -2024-11-20 17:02:11,068 - my_logger - INFO - 模型训练完成 -2024-11-20 17:02:11,086 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:02:11,086 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:13:51,742 - my_logger - INFO - 模型训练完成 -2024-11-20 17:13:51,742 - my_logger - INFO - 模型训练完成 -2024-11-20 17:13:51,750 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:13:51,750 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:25:53,045 - my_logger - INFO - 模型训练完成 -2024-11-20 17:25:53,045 - my_logger - INFO - 模型训练完成 -2024-11-20 17:25:53,056 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:25:53,056 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:34:18,009 - my_logger - INFO - 模型训练完成 -2024-11-20 17:34:18,009 - my_logger - INFO - 模型训练完成 -2024-11-20 17:34:18,019 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:34:18,019 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:37:57,485 - my_logger - INFO - 模型训练完成 -2024-11-20 17:37:57,485 - my_logger - INFO - 模型训练完成 -2024-11-20 17:37:57,493 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:37:57,493 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:39:34,532 - my_logger - INFO - 模型训练完成 -2024-11-20 17:39:34,532 - my_logger - INFO - 模型训练完成 -2024-11-20 17:39:34,541 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:39:34,541 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:46:26,255 - my_logger - INFO - 模型训练完成 -2024-11-20 17:46:26,255 - my_logger - INFO - 模型训练完成 -2024-11-20 17:46:26,262 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:46:26,262 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:46:50,803 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 17:46:50,803 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 17:46:50,805 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 17:46:50,805 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 17:48:20,278 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 17:48:20,278 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 17:48:21,238 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 17:48:21,238 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 17:48:21,246 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 17:48:21,246 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 17:48:21,251 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 17:48:21,251 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 17:48:25,313 - my_logger - INFO - 日度(218) 周度(94) 112天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y - -[218 rows x 3 columns] -2024-11-20 17:48:25,313 - my_logger - INFO - 日度(218) 周度(94) 112天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y - -[218 rows x 3 columns] -2024-11-20 17:48:25,343 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： - -2024-11-20 17:48:25,343 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： - -2024-11-20 17:48:25,346 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 17:48:25,346 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 17:48:26,188 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 17:48:26,188 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' -2024-11-20 17:49:13,075 - my_logger - INFO - 开始训练模型... -2024-11-20 17:49:13,075 - my_logger - INFO - 开始训练模型... -2024-11-20 17:49:19,542 - my_logger - INFO - 模型训练完成 -2024-11-20 17:49:19,542 - my_logger - INFO - 模型训练完成 -2024-11-20 17:49:19,548 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:49:19,548 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:50:48,629 - my_logger - INFO - 模型训练完成 -2024-11-20 17:50:48,629 - my_logger - INFO - 模型训练完成 -2024-11-20 17:50:48,635 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:50:48,635 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:52:31,637 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 17:52:31,637 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-20 17:52:31,639 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 17:52:31,639 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-20 17:53:01,502 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 17:53:01,502 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-20 17:53:01,886 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 17:53:01,886 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) -2024-11-20 17:53:01,891 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 17:53:01,891 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) -2024-11-20 17:53:01,894 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 17:53:01,894 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) -2024-11-20 17:53:03,262 - my_logger - INFO - 日度(218) 周度(94) 84天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y - -[218 rows x 3 columns] -2024-11-20 17:53:03,262 - my_logger - INFO - 日度(218) 周度(94) 84天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -213 PE期货收盘价 -214 PP连续-1月 -215 PP连续-5月 -216 PP连续-9月 -217 y - -[218 rows x 3 columns] -2024-11-20 17:53:03,275 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 - 数据特征工程： - 1. 数据日期排序，新日期在最后 - 2. 删除空列，特征数据列没有值，就删除 - 3. 删除近两月不再更新值的指标 - 4. 非日度数据填充为日度数据，填充规则： - -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 - -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 - 数据特征相关性分析： - -2024-11-20 17:53:03,275 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 - 数据特征工程： - 1. 数据日期排序，新日期在最后 - 2. 删除空列，特征数据列没有值，就删除 - 3. 删除近两月不再更新值的指标 - 4. 非日度数据填充为日度数据，填充规则： - -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 - -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 - 数据特征相关性分析： - -2024-11-20 17:53:03,277 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 17:53:03,277 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-20 17:53:03,960 - my_logger - INFO - 开始训练模型... -2024-11-20 17:53:03,960 - my_logger - INFO - 开始训练模型... -2024-11-20 17:53:04,039 - my_logger - INFO - 模型训练完成 -2024-11-20 17:53:04,039 - my_logger - INFO - 模型训练完成 -2024-11-20 17:53:04,044 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:53:04,044 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:54:22,592 - my_logger - INFO - 模型训练完成 -2024-11-20 17:54:22,592 - my_logger - INFO - 模型训练完成 -2024-11-20 17:54:26,171 - my_logger - INFO - 训练数据绘图ing -2024-11-20 17:54:26,171 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:01:14,148 - my_logger - INFO - 模型训练完成 -2024-11-20 18:01:14,148 - my_logger - INFO - 模型训练完成 -2024-11-20 18:01:14,157 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:01:14,157 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:01:51,916 - my_logger - INFO - 模型训练完成 -2024-11-20 18:01:51,916 - my_logger - INFO - 模型训练完成 -2024-11-20 18:01:51,926 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:01:51,926 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:03:23,321 - my_logger - INFO - 模型训练完成 -2024-11-20 18:03:23,321 - my_logger - INFO - 模型训练完成 -2024-11-20 18:03:23,331 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:03:23,331 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:08:10,910 - my_logger - INFO - 模型训练完成 -2024-11-20 18:08:10,910 - my_logger - INFO - 模型训练完成 -2024-11-20 18:08:10,920 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:08:10,920 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:09:30,758 - my_logger - INFO - 模型训练完成 -2024-11-20 18:09:30,758 - my_logger - INFO - 模型训练完成 -2024-11-20 18:09:30,767 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:09:30,767 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:10:22,625 - my_logger - INFO - 模型训练完成 -2024-11-20 18:10:22,625 - my_logger - INFO - 模型训练完成 -2024-11-20 18:10:22,636 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:10:22,636 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:11:11,097 - my_logger - INFO - 模型训练完成 -2024-11-20 18:11:11,097 - my_logger - INFO - 模型训练完成 -2024-11-20 18:11:11,108 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:11:11,108 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:15:06,226 - my_logger - INFO - 模型训练完成 -2024-11-20 18:15:06,226 - my_logger - INFO - 模型训练完成 -2024-11-20 18:15:06,235 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:15:06,235 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:17:34,624 - my_logger - INFO - 模型训练完成 -2024-11-20 18:17:34,624 - my_logger - INFO - 模型训练完成 -2024-11-20 18:17:34,631 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:17:34,631 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:19:16,902 - my_logger - INFO - 模型训练完成 -2024-11-20 18:19:16,902 - my_logger - INFO - 模型训练完成 -2024-11-20 18:19:16,908 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:19:16,908 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:20:55,276 - my_logger - INFO - 模型训练完成 -2024-11-20 18:20:55,276 - my_logger - INFO - 模型训练完成 -2024-11-20 18:20:55,286 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:20:55,286 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:22:25,477 - my_logger - INFO - 模型训练完成 -2024-11-20 18:22:25,477 - my_logger - INFO - 模型训练完成 -2024-11-20 18:22:25,487 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:22:25,487 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:23:22,386 - my_logger - INFO - 模型训练完成 -2024-11-20 18:23:22,386 - my_logger - INFO - 模型训练完成 -2024-11-20 18:23:22,396 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:23:22,396 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:26:39,826 - my_logger - INFO - 模型训练完成 -2024-11-20 18:26:39,826 - my_logger - INFO - 模型训练完成 -2024-11-20 18:26:39,843 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:26:39,843 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:31:58,890 - my_logger - INFO - 模型训练完成 -2024-11-20 18:31:58,890 - my_logger - INFO - 模型训练完成 -2024-11-20 18:31:58,902 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:31:58,902 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:33:19,060 - my_logger - INFO - 模型训练完成 -2024-11-20 18:33:19,060 - my_logger - INFO - 模型训练完成 -2024-11-20 18:33:19,073 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:33:19,073 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:34:14,757 - my_logger - INFO - 模型训练完成 -2024-11-20 18:34:14,757 - my_logger - INFO - 模型训练完成 -2024-11-20 18:34:14,766 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:34:14,766 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:35:31,659 - my_logger - INFO - 模型训练完成 -2024-11-20 18:35:31,659 - my_logger - INFO - 模型训练完成 -2024-11-20 18:35:31,667 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:35:31,667 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:35:35,027 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:35:35,027 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:35:39,824 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:35:39,824 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:37:01,511 - my_logger - INFO - 模型训练完成 -2024-11-20 18:37:01,511 - my_logger - INFO - 模型训练完成 -2024-11-20 18:37:01,520 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:37:01,520 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:37:05,172 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:37:05,172 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:37:09,320 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:37:09,320 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:37:33,387 - my_logger - INFO - 模型训练完成 -2024-11-20 18:37:33,387 - my_logger - INFO - 模型训练完成 -2024-11-20 18:37:33,393 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:37:33,393 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:37:36,979 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:37:36,979 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:37:41,173 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:37:41,173 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:38:34,067 - my_logger - INFO - 模型训练完成 -2024-11-20 18:38:34,067 - my_logger - INFO - 模型训练完成 -2024-11-20 18:38:34,075 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:38:34,075 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:38:37,716 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:38:37,716 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:38:41,989 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:38:41,989 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:39:16,268 - my_logger - INFO - 模型训练完成 -2024-11-20 18:39:16,268 - my_logger - INFO - 模型训练完成 -2024-11-20 18:39:16,280 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:39:16,280 - my_logger - INFO - 训练数据绘图ing -2024-11-20 18:39:19,817 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:39:19,817 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-20 18:39:24,116 - my_logger - INFO - 训练数据绘图end -2024-11-20 18:39:24,116 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:49:13,630 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-21 09:49:13,630 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx -2024-11-21 09:49:13,632 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-21 09:49:13,632 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date -2024-11-21 09:50:40,607 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-21 09:50:40,607 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) -2024-11-21 09:50:41,440 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 312) -2024-11-21 09:50:41,440 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 312) -2024-11-21 09:50:41,446 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 312) -2024-11-21 09:50:41,446 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 312) -2024-11-21 09:50:41,453 - my_logger - INFO - 删除全为空值的列后数据量：(772, 312) -2024-11-21 09:50:41,453 - my_logger - INFO - 删除全为空值的列后数据量：(772, 312) -2024-11-21 09:50:45,398 - my_logger - INFO - 日度(216) 周度(94) 154天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -211 PE期货收盘价 -212 PP连续-1月 -213 PP连续-5月 -214 PP连续-9月 -215 y - -[216 rows x 3 columns] -2024-11-21 09:50:45,398 - my_logger - INFO - 日度(216) 周度(94) 154天(1) -0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 -1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） -2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） -3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） -4 煤制聚丙烯利润 PP看空情绪指数环差 -.. ... ... ... -211 PE期货收盘价 -212 PP连续-1月 -213 PP连续-5月 -214 PP连续-9月 -215 y - -[216 rows x 3 columns] -2024-11-21 09:50:45,425 - my_logger - INFO - 特征信息：总共有309个,日度(216),周度(94),154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 09:50:45,425 - my_logger - INFO - 特征信息：总共有309个,日度(216),周度(94),154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 09:50:45,429 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-21 09:50:45,429 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-21 09:50:46,253 - my_logger - INFO - 开始训练模型... -2024-11-21 09:50:46,253 - my_logger - INFO - 开始训练模型... -2024-11-21 09:50:46,370 - my_logger - INFO - 模型训练完成 -2024-11-21 09:50:46,370 - my_logger - INFO - 模型训练完成 -2024-11-21 09:50:46,378 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:50:46,378 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:50:50,325 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:50:50,325 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:50:54,939 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:50:54,939 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:50:54,954 - my_logger - INFO - 制作报告ing -2024-11-21 09:50:54,954 - my_logger - INFO - 制作报告ing -2024-11-21 09:50:55,230 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 -2024-11-21 09:50:55,230 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 -2024-11-21 09:50:59,925 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 -2024-11-21 09:50:59,925 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 -2024-11-21 09:50:59,931 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 -2024-11-21 09:50:59,931 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 -2024-11-21 09:51:04,002 - my_logger - INFO - 价格类指标的相关性总和为：89.50783619014288 -2024-11-21 09:51:04,002 - my_logger - INFO - 价格类指标的相关性总和为：89.50783619014288 -2024-11-21 09:51:04,006 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 -2024-11-21 09:51:04,006 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 -2024-11-21 09:51:08,415 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 -2024-11-21 09:51:08,415 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 -2024-11-21 09:51:08,421 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 -2024-11-21 09:51:08,421 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 -2024-11-21 09:51:12,461 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 -2024-11-21 09:51:12,461 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 -2024-11-21 09:51:12,465 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 -2024-11-21 09:51:12,465 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 -2024-11-21 09:51:16,669 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 -2024-11-21 09:51:16,669 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 -2024-11-21 09:51:16,673 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 -2024-11-21 09:51:16,673 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 -2024-11-21 09:51:17,772 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 -2024-11-21 09:51:17,772 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 -2024-11-21 09:51:17,775 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 -2024-11-21 09:51:17,775 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 -2024-11-21 09:51:21,740 - my_logger - INFO - 需求类指标的相关性总和为：6.761200339955732 -2024-11-21 09:51:21,740 - my_logger - INFO - 需求类指标的相关性总和为：6.761200339955732 -2024-11-21 09:51:21,745 - my_logger - INFO - 开始绘制相关性总和的气泡图 -2024-11-21 09:51:21,745 - my_logger - INFO - 开始绘制相关性总和的气泡图 -2024-11-21 09:51:22,561 - my_logger - INFO - 绘制相关性总和的气泡图结束 -2024-11-21 09:51:22,561 - my_logger - INFO - 绘制相关性总和的气泡图结束 -2024-11-21 09:51:28,000 - my_logger - INFO - 制作报告end -2024-11-21 09:51:28,000 - my_logger - INFO - 制作报告end -2024-11-21 09:51:28,005 - my_logger - INFO - 模型训练完成 -2024-11-21 09:51:28,005 - my_logger - INFO - 模型训练完成 -2024-11-21 09:53:23,805 - my_logger - INFO - 模型训练完成 -2024-11-21 09:53:23,805 - my_logger - INFO - 模型训练完成 -2024-11-21 09:53:23,811 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:53:23,811 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:53:27,694 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:53:27,694 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:53:32,390 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:53:32,390 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:54:44,909 - my_logger - INFO - 模型训练完成 -2024-11-21 09:54:44,909 - my_logger - INFO - 模型训练完成 -2024-11-21 09:54:44,920 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:54:44,920 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:54:48,743 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:54:48,743 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:54:53,303 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:54:53,303 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:55:32,192 - my_logger - INFO - 模型训练完成 -2024-11-21 09:55:32,192 - my_logger - INFO - 模型训练完成 -2024-11-21 09:55:32,203 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:55:32,203 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:55:35,731 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:55:35,731 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:55:39,928 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:55:39,928 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:56:34,060 - my_logger - INFO - 模型训练完成 -2024-11-21 09:56:34,060 - my_logger - INFO - 模型训练完成 -2024-11-21 09:56:34,070 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:56:34,070 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:56:38,066 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:56:38,066 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:56:42,717 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:56:42,717 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:57:28,829 - my_logger - INFO - 模型训练完成 -2024-11-21 09:57:28,829 - my_logger - INFO - 模型训练完成 -2024-11-21 09:57:28,850 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:57:28,850 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:57:32,689 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:57:32,689 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:57:37,248 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:57:37,248 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:58:31,109 - my_logger - INFO - 模型训练完成 -2024-11-21 09:58:31,109 - my_logger - INFO - 模型训练完成 -2024-11-21 09:58:31,116 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:58:31,116 - my_logger - INFO - 训练数据绘图ing -2024-11-21 09:58:34,834 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:58:34,834 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' -2024-11-21 09:58:39,171 - my_logger - INFO - 训练数据绘图end -2024-11-21 09:58:39,171 - my_logger - INFO - 训练数据绘图end -2024-11-21 13:41:19,545 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-21 13:41:19,547 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-21 13:42:04,250 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:42:04,254 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:42:04,256 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:42:04,258 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:42:04,261 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:42:04,262 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:42:04,264 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-21 13:42:04,265 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-21 13:42:04,267 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-21 13:42:04,270 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-21 13:42:04,271 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-21 13:42:04,272 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-21 13:42:04,274 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:42:04,275 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:42:04,276 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:42:04,278 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-21 13:42:04,280 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 13:42:04,283 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 13:42:04,286 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-21 13:42:04,288 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-21 13:42:04,291 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-21 13:42:04,292 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 13:42:04,294 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-21 13:42:04,295 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 13:42:04,298 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-21 13:42:04,299 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-21 13:42:04,302 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-21 13:42:04,304 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-21 13:42:04,307 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-21 13:42:04,316 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 13:42:04,320 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 13:42:04,324 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-21 13:42:04,331 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-21 13:42:04,334 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-21 13:42:04,335 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-21 13:42:04,338 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-21 13:42:04,344 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:42:04,347 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:42:04,351 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:42:04,352 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-21 13:42:04,354 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-21 13:42:04,361 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-21 13:42:04,363 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-21 13:42:04,366 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-21 13:42:04,367 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-21 13:42:04,369 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-21 13:42:04,373 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-21 13:42:04,379 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-21 13:42:04,383 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-21 13:42:04,385 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-21 13:42:04,386 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-21 13:42:04,387 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-21 13:42:04,393 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-21 13:42:04,396 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-21 13:42:04,398 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-21 13:42:04,399 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-21 13:42:04,402 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-21 13:42:04,404 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-21 13:42:04,407 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-21 13:42:04,410 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-21 13:42:04,414 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-21 13:42:04,415 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,417 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-21 13:42:04,419 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-21 13:42:04,421 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-21 13:42:04,426 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-21 13:42:04,430 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-21 13:42:04,433 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-21 13:42:04,436 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-21 13:42:04,438 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-21 13:42:04,442 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-21 13:42:04,445 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-21 13:42:04,447 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-21 13:42:04,450 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-21 13:42:04,454 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-21 13:42:04,457 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-21 13:42:04,462 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-21 13:42:04,464 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-21 13:42:04,467 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-21 13:42:04,468 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-21 13:42:04,470 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-21 13:42:04,472 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-21 13:42:04,477 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-21 13:42:04,479 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-21 13:42:04,482 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-21 13:42:04,484 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-21 13:42:04,485 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-21 13:42:04,487 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-21 13:42:04,489 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-21 13:42:04,493 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-21 13:42:04,497 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-21 13:42:04,499 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-21 13:42:04,502 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-21 13:42:04,503 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-21 13:42:04,504 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-21 13:42:04,510 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-21 13:42:04,513 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-21 13:42:04,516 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-21 13:42:04,518 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-21 13:42:04,520 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-21 13:42:04,523 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-21 13:42:04,529 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-21 13:42:04,531 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-21 13:42:04,533 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-21 13:42:04,535 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-21 13:42:04,535 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,538 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,544 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,546 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,548 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,551 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,553 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,555 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-21 13:42:04,561 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-21 13:42:04,563 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-21 13:42:04,565 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-21 13:42:04,567 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-21 13:42:04,569 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-21 13:42:04,571 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-21 13:42:04,574 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 13:42:04,580 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-21 13:42:04,583 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 13:42:04,585 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 13:42:04,588 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-21 13:42:04,593 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-21 13:42:04,596 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:42:04,597 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:42:04,600 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:42:04,601 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-21 13:42:04,603 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-21 13:42:04,606 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-21 13:42:04,611 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-21 13:42:04,614 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 13:42:04,616 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 13:42:04,617 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-21 13:42:04,620 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-21 13:42:04,622 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-21 13:42:04,628 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-21 13:42:04,630 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-21 13:42:04,633 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:42:04,635 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:42:04,637 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:42:04,638 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:42:04,644 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 13:42:04,646 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 13:42:04,648 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-21 13:42:04,651 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 13:42:04,654 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 13:42:04,655 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:42:04,658 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:42:04,661 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:42:04,665 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:42:04,667 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-21 13:42:04,670 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 13:42:04,673 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-21 13:42:04,677 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-21 13:42:04,681 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-21 13:42:04,685 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:42:04,688 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:42:04,693 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-21 13:42:04,695 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:42:04,698 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-21 13:42:04,701 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:42:04,702 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-21 13:42:04,704 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-21 13:42:04,706 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-21 13:42:04,711 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,714 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:42:04,715 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,717 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-21 13:42:04,720 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-21 13:42:04,722 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-21 13:42:04,728 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-21 13:42:04,730 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-21 13:42:04,732 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-21 13:42:04,734 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-21 13:42:04,736 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-21 13:42:04,738 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-21 13:42:04,743 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-21 13:42:04,747 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:42:04,749 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,752 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,753 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,755 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,762 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,763 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,767 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,768 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,769 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 13:42:04,772 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 13:42:04,777 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:42:04,781 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:42:04,784 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,785 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 13:42:04,786 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-21 13:42:04,790 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 13:42:04,794 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-21 13:42:04,810 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-21 13:42:04,815 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-21 13:42:04,831 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-21 13:42:04,845 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-21 13:42:04,861 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-21 13:42:04,864 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-21 13:42:04,866 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-21 13:42:04,869 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-21 13:42:04,887 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-21 13:42:04,888 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-21 13:42:04,893 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-21 13:42:04,895 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-21 13:42:04,897 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-21 13:42:04,898 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-21 13:42:04,901 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-21 13:42:04,903 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-21 13:42:04,903 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-21 13:42:04,907 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-21 13:42:04,911 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-21 13:42:04,913 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-21 13:42:04,915 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-21 13:42:04,916 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-21 13:42:04,918 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-21 13:42:04,920 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-21 13:42:04,922 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-21 13:42:04,927 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-21 13:42:04,932 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-21 13:42:04,934 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-21 13:42:04,936 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-21 13:42:04,937 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-21 13:42:04,940 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-21 13:42:04,943 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-21 13:42:04,946 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-21 13:42:04,948 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-21 13:42:04,950 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-21 13:42:04,951 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-21 13:42:04,952 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:42:04,953 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-21 13:42:04,957 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-21 13:42:04,961 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-21 13:42:04,966 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-21 13:42:04,967 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-21 13:42:04,969 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-21 13:42:04,971 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-21 13:42:04,976 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-21 13:42:04,979 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-21 13:42:04,982 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-21 13:42:04,984 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-21 13:42:04,985 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-21 13:42:04,986 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-21 13:42:04,988 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-21 13:42:04,994 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-21 13:42:04,996 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:42:04,997 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:42:04,998 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-21 13:42:05,001 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-21 13:42:05,002 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-21 13:42:05,004 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-21 13:42:05,005 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:42:05,011 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-21 13:42:05,013 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-21 13:42:05,016 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-21 13:42:05,017 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-21 13:42:05,019 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:42:05,020 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-21 13:42:05,026 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-21 13:42:05,030 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-21 13:42:05,032 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:42:05,034 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-21 13:42:05,035 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:42:05,036 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-21 13:42:05,039 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:42:05,045 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:42:05,047 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:42:05,048 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-21 13:42:05,050 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-21 13:42:05,051 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:42:05,053 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-21 13:42:05,055 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-21 13:42:05,060 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-21 13:42:05,062 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-21 13:42:05,064 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-21 13:42:05,067 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-21 13:42:05,068 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-21 13:42:05,071 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-21 13:42:05,076 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-21 13:42:05,079 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-21 13:42:05,082 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-21 13:42:05,085 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-21 13:42:05,088 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-21 13:42:05,092 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-21 13:42:05,094 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 13:42:05,095 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 13:42:05,099 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-21 13:42:05,101 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-21 13:42:05,102 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-21 13:42:05,104 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-21 13:42:05,105 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-21 13:42:05,109 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-21 13:42:05,111 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-21 13:42:05,113 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-21 13:42:05,116 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-21 13:42:05,118 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-21 13:42:05,120 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-21 13:42:05,121 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-21 13:42:05,126 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-21 13:42:05,130 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-21 13:42:05,132 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-21 13:42:05,133 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-21 13:42:05,135 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-21 13:42:05,137 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-21 13:42:05,138 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:42:05,143 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:42:05,146 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:42:05,148 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:42:05,150 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:42:05,153 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:42:05,154 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:42:05,160 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:42:05,162 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 13:42:05,165 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 13:42:05,167 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-21 13:42:05,168 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-21 13:42:05,171 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-21 13:42:05,176 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-21 13:42:05,179 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-21 13:42:05,182 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 13:42:05,185 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 13:42:05,187 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-21 13:42:05,188 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 13:42:05,194 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 13:42:05,196 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-21 13:42:05,199 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-21 13:42:05,200 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-21 13:42:05,202 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-21 13:42:05,204 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:42:05,209 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:42:05,212 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:42:05,214 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:42:05,216 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-21 13:42:05,218 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-21 13:42:05,220 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-21 13:42:05,221 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-21 13:42:05,226 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-21 13:42:05,231 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-21 13:42:05,233 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-21 13:42:05,234 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-21 13:42:05,236 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-21 13:42:05,238 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 13:42:05,243 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 13:42:05,245 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-21 13:42:05,248 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-21 13:42:05,251 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-21 13:42:05,253 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-21 13:42:05,254 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-21 13:42:05,257 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-21 13:42:05,262 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-21 13:42:05,264 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-21 13:42:05,266 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,267 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,275 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,282 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,285 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,287 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,291 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,296 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-21 13:42:05,297 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-21 13:42:05,299 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-21 13:42:05,302 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-21 13:42:05,304 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-21 13:42:05,307 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-21 13:42:05,312 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-21 13:42:05,313 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-21 13:42:05,315 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-21 13:42:05,318 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-21 13:42:05,319 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-21 13:42:05,321 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-21 13:42:05,326 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-21 13:42:05,330 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 13:42:05,333 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-21 13:42:05,334 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-21 13:42:05,336 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-21 13:42:05,337 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-21 13:42:05,339 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-21 13:42:05,344 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-21 13:42:05,347 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-21 13:42:05,349 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 13:42:05,351 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-21 13:42:05,352 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-21 13:42:05,354 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 13:42:05,357 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 13:42:05,363 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 13:42:05,365 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-21 13:42:05,367 - 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INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-21 13:42:05,398 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-21 13:42:05,400 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:42:05,401 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:42:05,403 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-21 13:42:05,404 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,408 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:42:05,412 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:42:05,414 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,414 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,417 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,418 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,420 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,426 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,430 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,432 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:42:05,435 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,437 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:42:05,438 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,444 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:42:05,447 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,448 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-21 13:42:05,450 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,452 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,454 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,456 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,462 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,465 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-21 13:42:05,467 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,469 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,474 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,478 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,482 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,483 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,485 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,488 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,493 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,497 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,498 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,500 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,502 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,504 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,507 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,512 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,514 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,515 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,518 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,519 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,521 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,525 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,528 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:42:05,531 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,533 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:42:05,535 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,537 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,539 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,545 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,548 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,552 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:42:05,553 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,555 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,560 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,562 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,564 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,566 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:42:05,569 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,571 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,575 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,579 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,582 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,584 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,587 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,589 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,593 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,595 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,598 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,600 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,601 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,603 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,605 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,609 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,614 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,615 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,617 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,619 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,621 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:42:05,624 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-21 13:42:05,629 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-21 13:42:05,631 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-21 13:42:05,633 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-21 13:42:05,635 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-21 13:42:05,637 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-21 13:42:05,640 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-21 13:42:05,646 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-21 13:42:05,648 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-21 13:42:05,651 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-21 13:42:05,652 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-21 13:42:05,654 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-21 13:42:05,657 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-21 13:42:05,666 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-21 13:42:05,669 - my_logger - INFO - ɾԤǰ(2516, 504) -2024-11-21 13:42:05,675 - my_logger - INFO - ɾԤ(2516, 431) -2024-11-21 13:42:05,677 - my_logger - INFO - ϴԤϢ -2024-11-21 13:42:05,925 - my_logger - INFO - Ԥϴ... -2024-11-21 13:42:05,926 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIyMDM3MjUsImp0aSI6IjRiMjdmMjM4YWEzZDRjNTNiMzQ0MzRmZmMwMTE4MzgzIn0.N13AOOPOn0YGALFP8EeSM_ALMctlHnxjV-GUP0bifm8 -2024-11-21 13:42:05,930 - my_logger - INFO - warning_data:{'funcModule': 'ԭͣԤ', 'funcOperation': 'ԭͣԤ', 'data': {'WARNING_TYPE_NAME': 'ͣԤ', 'WARNING_CONTENT': ' ͣ Ԥ ʱ \n 2220 2018-10-27 2018-10-24 1.0 ŷBrent211\n 1025 2022-02-03 2022-01-31 1.0 W-BԾԼ۲\n 1025 2022-02-03 2022-01-31 1.0 B-WԾԼ۲\n 736 2022-11-19 2022-11-16 1.0 Brent/ϰԭˮ\n 688 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 448 2023-09-03 2023-08-31 1.0 RBOBڻ2309·ݺԼ۸\n 295 2024-02-03 2024-01-31 1.0 ī87#ֻ۸\n 267 2024-03-02 2024-02-28 1.0 Ebob1Լ\n 225 2024-04-13 2024-04-10 1.0 йִ\n 93 2024-08-23 2024-08-20 1.0 Kpler-;ԭ\n 86 2023-04-15 2023-03-31 7.0 ԭͣʣܣ\n 68 2023-08-19 2023-08-04 7.0 ԭͣۿڿ棺йܣ\n 30 2024-05-13 2024-04-28 7.0 ж-ܶԭͺ˳\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ/3\n 23 2024-06-29 2024-06-14 7.0 :ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ɽ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :īذ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 22 2024-11-02 2024-10-30 1.0 Brentc102:30̼ͺ1\n 22 2023-10-09 2023-08-27 21.0 ж-Ҳܶԭͺ˳\n 22 2024-11-02 2024-10-30 1.0 EFSc202:30̼ͺ1\n 22 2024-11-02 2024-10-30 1.0 EFSc102:30̼ͺ1\n 22 2024-11-02 2024-10-30 1.0 Brentc202:30̼ͺ1\n 21 2024-11-03 2024-10-31 1.0 Brentc2-c3(B)\n 21 2024-11-03 2024-10-31 1.0 WTIc2-c3(B)\n 18 2024-08-05 2024-07-21 7.0 ȫԭͿ棨޳\n 13 2024-09-09 2024-08-25 7.0 Kpler-ԭ;ڣܶȣ\n 8 2024-11-16 2024-11-13 1.0 SCȼ\n 8 2024-11-16 2024-11-13 1.0 CFR/ԭͱȼ\n 8 2024-11-16 2024-11-13 1.0 ԭͣʣDESۣίգ\n 8 2024-10-12 2024-09-27 7.0 īԭ\n 8 2024-11-16 2024-11-13 1.0 ԭֻۣͣɽգ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 7 2024-11-17 2024-11-14 1.0 OMANԭͣʣԶֻDESۣɽգ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 6 2024-11-18 2024-11-15 1.0 DFL(ڲ-ڻC1\n 6 2024-11-18 2024-11-15 1.0 DFL(Dated-أ\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-21 2024-11-18 1.0 VLCC:ж-й\n 3 2024-11-21 2024-11-18 1.0 Suezmax-к\n 3 2024-11-21 2024-11-18 1.0 WTI24Լ\n 3 2024-11-18 2024-11-03 7.0 -յܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -ܶԭͺ˳\n 3 2024-11-21 2024-11-18 1.0 WTIԭCushing-C1\n 3 2024-11-21 2024-11-18 1.0 SCc1ҹ-Brentc1()*\n 3 2024-11-18 2024-11-03 7.0 -͸絺ܶԭͺ˳\n 3 2024-11-21 2024-11-18 1.0 SC/ZCԾԼ\n 3 2024-11-21 2024-11-18 1.0 SC۲\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Ϸܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Խܶԭͺ˽\n 3 2024-11-21 2024-11-18 1.0 BU-SCԾԼ\n 3 2024-11-21 2024-11-18 1.0 SCc2ҹ-Brentc1()*\n 3 2024-11-21 2024-11-18 1.0 MEHԭֻ۸壩\n 3 2024-11-21 2024-11-18 1.0 SCc2ҹ-Brentc2()*\n 3 2024-11-21 2024-11-18 1.0 Brentc2-c3()\n 3 2024-11-21 2024-11-18 1.0 SCڻ10ڹ׼\n 3 2024-11-21 2024-11-18 1.0 SCc1-SCc2(ҹ)ͺ1\n 3 2024-11-21 2024-11-18 1.0 MARSˮWTI\n 3 2024-11-21 2024-11-18 1.0 SCڻ1000ٷλ\n 3 2024-11-21 2024-11-18 1.0 SCֵͰ\n 3 2024-11-21 2024-11-18 1.0 MARSԭֻ۸\n 3 2024-11-21 2024-11-18 1.0 LLSԭֻ۸\n 3 2024-11-21 2024-11-18 1.0 WTIԭֻ۸Cushing\n 3 2024-11-21 2024-11-18 1.0 ŷ޲ֻ۸\n 3 2024-11-21 2024-11-18 1.0 Midlandԭֻ۸\n 3 2024-11-21 2024-11-18 1.0 ֻ۸\n 3 2024-11-21 2024-11-18 1.0 LLS-Brent۲\n 3 2024-11-21 2024-11-18 1.0 lmcads03lmecomdty', 'WARNING_DATE': '2024-11-21 13:42:05'}} -2024-11-21 13:42:06,768 - my_logger - INFO - ϴԤϢɹ -2024-11-21 13:42:06,768 - my_logger - INFO - ɾ²ǰ(2516, 431) -2024-11-21 13:42:07,199 - my_logger - INFO - ɾ²(2516, 427) -2024-11-21 13:42:07,203 - my_logger - INFO - ɾԤΪֵк(1780, 427) -2024-11-21 13:42:07,206 - my_logger - INFO - ɾȫΪֵк(1780, 356) -2024-11-21 13:42:11,886 - my_logger - INFO - ն(224) ܶ(130) 61(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -219 C2403128043 -220 C2403150124 -221 FVHCM1 INDEX -222 GC1 COMB Comdty -223 C2404167855 - -[224 rows x 3 columns] -2024-11-21 13:42:11,902 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),61(1), 꿴 1б +[216 rows x 2 columns] +2024-11-22 17:10:02,716 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б ̣ 1. 2. ɾУûֵɾ @@ -4597,536 +266,7 @@ Testing set head: -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ Է -2024-11-21 13:42:11,903 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-21 13:42:13,494 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 13:42:13,498 - my_logger - INFO - ʼѵģ... -2024-11-21 13:42:13,498 - my_logger - INFO - ģѵ -2024-11-21 13:42:13,500 - my_logger - INFO - ѵݻͼing -2024-11-21 13:42:14,400 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 13:43:49,774 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-21 13:43:49,775 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-21 13:44:37,185 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:44:37,189 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:44:37,192 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:44:37,195 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:44:37,197 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:44:37,200 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:44:37,204 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-21 13:44:37,208 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-21 13:44:37,211 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-21 13:44:37,215 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-21 13:44:37,219 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-21 13:44:37,221 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-21 13:44:37,222 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:44:37,225 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:44:37,228 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:44:37,233 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-21 13:44:37,235 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 13:44:37,236 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 13:44:37,238 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-21 13:44:37,242 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-21 13:44:37,244 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-21 13:44:37,245 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 13:44:37,248 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-21 13:44:37,252 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 13:44:37,255 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-21 13:44:37,256 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-21 13:44:37,261 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-21 13:44:37,264 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-21 13:44:37,265 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-21 13:44:37,268 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 13:44:37,269 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 13:44:37,270 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-21 13:44:37,274 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-21 13:44:37,278 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-21 13:44:37,281 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-21 13:44:37,283 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-21 13:44:37,284 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:44:37,287 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:44:37,290 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:44:37,293 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-21 13:44:37,298 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-21 13:44:37,300 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-21 13:44:37,301 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-21 13:44:37,303 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-21 13:44:37,305 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-21 13:44:37,308 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-21 13:44:37,313 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-21 13:44:37,315 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-21 13:44:37,318 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-21 13:44:37,320 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-21 13:44:37,321 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-21 13:44:37,324 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-21 13:44:37,326 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-21 13:44:37,329 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-21 13:44:37,334 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,336 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-21 13:44:37,337 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-21 13:44:37,340 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-21 13:44:37,342 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-21 13:44:37,346 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-21 13:44:37,349 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-21 13:44:37,351 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,353 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-21 13:44:37,354 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-21 13:44:37,356 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-21 13:44:37,358 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-21 13:44:37,362 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-21 13:44:37,365 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,365 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-21 13:44:37,368 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-21 13:44:37,370 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-21 13:44:37,372 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-21 13:44:37,374 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-21 13:44:37,379 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-21 13:44:37,381 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-21 13:44:37,383 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-21 13:44:37,385 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-21 13:44:37,387 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-21 13:44:37,389 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-21 13:44:37,392 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-21 13:44:37,396 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-21 13:44:37,399 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-21 13:44:37,401 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-21 13:44:37,403 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-21 13:44:37,405 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-21 13:44:37,427 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-21 13:44:37,454 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-21 13:44:37,464 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-21 13:44:37,468 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-21 13:44:37,475 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-21 13:44:37,488 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-21 13:44:37,492 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-21 13:44:37,496 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-21 13:44:37,498 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-21 13:44:37,501 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-21 13:44:37,503 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-21 13:44:37,505 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-21 13:44:37,508 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-21 13:44:37,511 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-21 13:44:37,514 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-21 13:44:37,516 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-21 13:44:37,518 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-21 13:44:37,519 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-21 13:44:37,522 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-21 13:44:37,524 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-21 13:44:37,528 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,530 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,534 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,536 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,538 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,541 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,545 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,548 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-21 13:44:37,551 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-21 13:44:37,552 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-21 13:44:37,555 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-21 13:44:37,557 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-21 13:44:37,559 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-21 13:44:37,563 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-21 13:44:37,564 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 13:44:37,567 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-21 13:44:37,569 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 13:44:37,571 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 13:44:37,572 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-21 13:44:37,574 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-21 13:44:37,580 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:44:37,582 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:44:37,585 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:44:37,586 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-21 13:44:37,588 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-21 13:44:37,589 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-21 13:44:37,593 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-21 13:44:37,596 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 13:44:37,599 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 13:44:37,600 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-21 13:44:37,602 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-21 13:44:37,604 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-21 13:44:37,606 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-21 13:44:37,609 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-21 13:44:37,615 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:44:37,617 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:44:37,618 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:44:37,620 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:44:37,622 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 13:44:37,626 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 13:44:37,630 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-21 13:44:37,633 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 13:44:37,634 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 13:44:37,635 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:44:37,637 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:44:37,640 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:44:37,642 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:44:37,647 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-21 13:44:37,648 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 13:44:37,652 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-21 13:44:37,654 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-21 13:44:37,656 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-21 13:44:37,659 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:44:37,663 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:44:37,665 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-21 13:44:37,667 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:44:37,669 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-21 13:44:37,671 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:44:37,674 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-21 13:44:37,677 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-21 13:44:37,680 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-21 13:44:37,683 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,685 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:44:37,686 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,688 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-21 13:44:37,692 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-21 13:44:37,695 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-21 13:44:37,697 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-21 13:44:37,700 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-21 13:44:37,702 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-21 13:44:37,703 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-21 13:44:37,705 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-21 13:44:37,706 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-21 13:44:37,713 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-21 13:44:37,716 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:44:37,719 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,723 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,728 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,731 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,733 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,735 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,737 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,738 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,741 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 13:44:37,747 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 13:44:37,749 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:44:37,753 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:44:37,755 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,757 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 13:44:37,763 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-21 13:44:37,766 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 13:44:37,768 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-21 13:44:37,771 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-21 13:44:37,773 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-21 13:44:37,778 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-21 13:44:37,782 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,785 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-21 13:44:37,787 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-21 13:44:37,789 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-21 13:44:37,792 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-21 13:44:37,797 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-21 13:44:37,799 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-21 13:44:37,801 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-21 13:44:37,803 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-21 13:44:37,804 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-21 13:44:37,807 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-21 13:44:37,812 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-21 13:44:37,815 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-21 13:44:37,818 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-21 13:44:37,820 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-21 13:44:37,822 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-21 13:44:37,825 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-21 13:44:37,827 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-21 13:44:37,831 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-21 13:44:37,833 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-21 13:44:37,835 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-21 13:44:37,837 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-21 13:44:37,841 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-21 13:44:37,844 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-21 13:44:37,849 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-21 13:44:37,851 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-21 13:44:37,852 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,855 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-21 13:44:37,858 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-21 13:44:37,861 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-21 13:44:37,863 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-21 13:44:37,866 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-21 13:44:37,868 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-21 13:44:37,870 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,873 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-21 13:44:37,880 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-21 13:44:37,882 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-21 13:44:37,884 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-21 13:44:37,886 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,889 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-21 13:44:37,893 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-21 13:44:37,896 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-21 13:44:37,899 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-21 13:44:37,900 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-21 13:44:37,903 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-21 13:44:37,904 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-21 13:44:37,906 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,908 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-21 13:44:37,911 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-21 13:44:37,915 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:44:37,917 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:44:37,918 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-21 13:44:37,921 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-21 13:44:37,923 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-21 13:44:37,927 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-21 13:44:37,931 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:44:37,934 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-21 13:44:37,936 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-21 13:44:37,937 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-21 13:44:37,939 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-21 13:44:37,941 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:44:37,945 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-21 13:44:37,948 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-21 13:44:37,950 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-21 13:44:37,952 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:44:37,954 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-21 13:44:37,956 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:44:37,958 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-21 13:44:37,963 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,966 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,968 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,970 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-21 13:44:37,972 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,974 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:44:37,978 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-21 13:44:37,982 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-21 13:44:37,984 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-21 13:44:37,986 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-21 13:44:37,987 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-21 13:44:37,989 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-21 13:44:37,994 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-21 13:44:37,999 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-21 13:44:38,001 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-21 13:44:38,003 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-21 13:44:38,004 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-21 13:44:38,006 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-21 13:44:38,012 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-21 13:44:38,015 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-21 13:44:38,018 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 13:44:38,019 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 13:44:38,021 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-21 13:44:38,023 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-21 13:44:38,030 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-21 13:44:38,033 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-21 13:44:38,035 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-21 13:44:38,037 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-21 13:44:38,040 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-21 13:44:38,042 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-21 13:44:38,047 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-21 13:44:38,049 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-21 13:44:38,052 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-21 13:44:38,053 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-21 13:44:38,057 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-21 13:44:38,062 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-21 13:44:38,064 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-21 13:44:38,066 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-21 13:44:38,067 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-21 13:44:38,071 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-21 13:44:38,073 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:44:38,076 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:44:38,079 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:44:38,082 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:44:38,083 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:44:38,086 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:44:38,088 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:44:38,091 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:44:38,093 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 13:44:38,096 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 13:44:38,099 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-21 13:44:38,102 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-21 13:44:38,104 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-21 13:44:38,106 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-21 13:44:38,109 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-21 13:44:38,114 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 13:44:38,117 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 13:44:38,119 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-21 13:44:38,121 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 13:44:38,124 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 13:44:38,128 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-21 13:44:38,131 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-21 13:44:38,133 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-21 13:44:38,135 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-21 13:44:38,137 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:44:38,138 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:44:38,141 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:44:38,145 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:44:38,148 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-21 13:44:38,152 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-21 13:44:38,155 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-21 13:44:38,158 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-21 13:44:38,163 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-21 13:44:38,166 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-21 13:44:38,168 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-21 13:44:38,169 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-21 13:44:38,170 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-21 13:44:38,173 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 13:44:38,179 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 13:44:38,183 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-21 13:44:38,185 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-21 13:44:38,187 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-21 13:44:38,190 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-21 13:44:38,196 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-21 13:44:38,198 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-21 13:44:38,200 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-21 13:44:38,201 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-21 13:44:38,203 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,205 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,208 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,212 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,215 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,217 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,219 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,221 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-21 13:44:38,224 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-21 13:44:38,230 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-21 13:44:38,233 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-21 13:44:38,235 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-21 13:44:38,237 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-21 13:44:38,239 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-21 13:44:38,243 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-21 13:44:38,247 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-21 13:44:38,250 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-21 13:44:38,252 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-21 13:44:38,254 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-21 13:44:38,255 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-21 13:44:38,258 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 13:44:38,262 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-21 13:44:38,264 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-21 13:44:38,266 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-21 13:44:38,268 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-21 13:44:38,268 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-21 13:44:38,271 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-21 13:44:38,274 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-21 13:44:38,278 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 13:44:38,281 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-21 13:44:38,283 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-21 13:44:38,286 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 13:44:38,288 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 13:44:38,292 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 13:44:38,297 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-21 13:44:38,300 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:44:38,302 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-21 13:44:38,304 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-21 13:44:38,305 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-21 13:44:38,308 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-21 13:44:38,313 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-21 13:44:38,315 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-21 13:44:38,318 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-21 13:44:38,320 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-21 13:44:38,321 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-21 13:44:38,323 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-21 13:44:38,326 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-21 13:44:38,328 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-21 13:44:38,332 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:44:38,335 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:44:38,337 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-21 13:44:38,338 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,340 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:44:38,345 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:44:38,348 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,349 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,352 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,354 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,356 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,359 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,364 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,367 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:44:38,369 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,370 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:44:38,372 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,374 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:44:38,379 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,381 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-21 13:44:38,384 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,386 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,388 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,390 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,393 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,397 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-21 13:44:38,399 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,402 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,403 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,405 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,407 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,412 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,414 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,416 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,418 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,420 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,423 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,426 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,430 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,433 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,434 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,437 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,438 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,442 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,446 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,450 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,452 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,454 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,456 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:44:38,461 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,464 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:44:38,467 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,469 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,470 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,471 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,474 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,477 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:44:38,481 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,483 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,485 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,487 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,490 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,495 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:44:38,498 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,499 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,501 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,504 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,506 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,508 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,513 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,515 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,518 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,520 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,522 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,523 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,525 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,530 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,533 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,534 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,536 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,537 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,541 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,544 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,548 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:44:38,550 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-21 13:44:38,552 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-21 13:44:38,554 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-21 13:44:38,556 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-21 13:44:38,558 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-21 13:44:38,564 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-21 13:44:38,566 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-21 13:44:38,568 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-21 13:44:38,570 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-21 13:44:38,572 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-21 13:44:38,573 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-21 13:44:38,579 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-21 13:44:38,582 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-21 13:44:38,586 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-21 13:44:38,588 - my_logger - INFO - ɾԤǰ(2516, 504) -2024-11-21 13:44:38,595 - my_logger - INFO - ɾԤ(2516, 431) -2024-11-21 13:44:38,597 - my_logger - INFO - ɾ²ǰ(2516, 431) -2024-11-21 13:44:39,050 - my_logger - INFO - ɾ²(2516, 427) -2024-11-21 13:44:39,054 - my_logger - INFO - ɾԤΪֵк(1780, 427) -2024-11-21 13:44:39,059 - my_logger - INFO - ɾȫΪֵк(1780, 356) -2024-11-21 13:44:43,046 - my_logger - INFO - ն(224) ܶ(130) ¶(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -219 C2403128043 -220 C2403150124 -221 FVHCM1 INDEX -222 GC1 COMB Comdty -223 C2404167855 - -[224 rows x 3 columns] -2024-11-21 13:44:43,062 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б +2024-11-22 17:10:02,716 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б ̣ 1. 2. ɾУûֵɾ @@ -5136,4924 +276,149 @@ Testing set head: -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ Է -2024-11-21 13:44:43,063 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-21 13:44:44,106 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 13:44:44,109 - my_logger - INFO - ʼѵģ... -2024-11-21 13:44:44,109 - my_logger - INFO - ģѵ -2024-11-21 13:44:44,110 - my_logger - INFO - ѵݻͼing -2024-11-21 13:44:44,902 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 13:44:46,528 - my_logger - INFO - ѵݻͼend -2024-11-21 13:44:46,528 - my_logger - INFO - ing -2024-11-21 13:44:46,806 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-21 13:44:49,421 - my_logger - INFO - ۸ָܺΪ67.3553417985951 -2024-11-21 13:44:49,424 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-21 13:44:51,572 - my_logger - INFO - ӦָܺΪ15.185628739201855 -2024-11-21 13:44:51,573 - my_logger - INFO - ʼֱָͼ -2024-11-21 13:44:54,413 - my_logger - INFO - ָܺΪ6.24635506638453 -2024-11-21 13:44:54,414 - my_logger - INFO - ʼƿֱָͼ -2024-11-21 13:44:56,308 - my_logger - INFO - ָܺΪ19.08669774926328 -2024-11-21 13:44:56,311 - my_logger - INFO - ʼڻгֱָͼ -2024-11-21 13:44:58,148 - my_logger - INFO - ڻгָܺΪ51.928047677314126 -2024-11-21 13:44:58,150 - my_logger - INFO - ʼֱָͼ -2024-11-21 13:44:58,466 - my_logger - INFO - ָܺΪ1.024712499327046 -2024-11-21 13:44:58,467 - my_logger - INFO - ʼƽֱָͼ -2024-11-21 13:45:00,708 - my_logger - INFO - ָܺΪ5.690866753195581 -2024-11-21 13:45:00,709 - my_logger - INFO - ʼֱָͼ -2024-11-21 13:45:02,644 - my_logger - INFO - ָܺΪ12.425850166531935 -2024-11-21 13:45:02,645 - my_logger - INFO - ʼܺ͵ͼ -2024-11-21 13:45:02,942 - my_logger - INFO - ܺ͵ͼ -2024-11-21 13:45:06,555 - my_logger - INFO - end -2024-11-21 13:45:06,555 - my_logger - INFO - ģѵ -2024-11-21 13:45:10,319 - my_logger - INFO - ʼͳɹ -2024-11-21 13:55:08,508 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-21 13:55:08,508 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-21 13:55:59,987 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:55:59,990 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:55:59,992 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:55:59,997 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:56:00,001 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:56:00,006 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 13:56:00,012 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-21 13:56:00,018 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-21 13:56:00,031 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-21 13:56:00,038 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-21 13:56:00,041 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-21 13:56:00,047 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-21 13:56:00,050 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:56:00,055 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:56:00,060 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 13:56:00,064 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-21 13:56:00,068 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 13:56:00,071 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 13:56:00,076 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-21 13:56:00,079 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-21 13:56:00,083 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-21 13:56:00,085 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 13:56:00,090 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-21 13:56:00,093 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 13:56:00,096 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-21 13:56:00,098 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-21 13:56:00,104 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-21 13:56:00,105 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-21 13:56:00,108 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-21 13:56:00,110 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 13:56:00,112 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 13:56:00,117 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-21 13:56:00,119 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-21 13:56:00,121 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-21 13:56:00,123 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-21 13:56:00,126 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-21 13:56:00,128 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:56:00,130 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:56:00,135 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-21 13:56:00,139 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-21 13:56:00,141 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-21 13:56:00,143 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-21 13:56:00,145 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-21 13:56:00,149 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-21 13:56:00,152 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-21 13:56:00,155 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-21 13:56:00,157 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-21 13:56:00,160 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-21 13:56:00,163 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-21 13:56:00,165 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-21 13:56:00,168 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-21 13:56:00,173 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-21 13:56:00,176 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-21 13:56:00,178 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-21 13:56:00,181 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,186 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-21 13:56:00,189 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-21 13:56:00,192 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-21 13:56:00,195 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-21 13:56:00,199 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-21 13:56:00,203 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-21 13:56:00,206 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,207 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-21 13:56:00,209 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-21 13:56:00,212 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-21 13:56:00,214 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-21 13:56:00,219 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-21 13:56:00,221 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,224 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-21 13:56:00,225 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-21 13:56:00,228 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-21 13:56:00,233 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-21 13:56:00,236 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-21 13:56:00,239 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-21 13:56:00,240 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-21 13:56:00,242 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-21 13:56:00,244 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-21 13:56:00,247 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-21 13:56:00,253 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-21 13:56:00,254 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-21 13:56:00,256 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-21 13:56:00,259 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-21 13:56:00,261 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-21 13:56:00,265 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-21 13:56:00,269 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-21 13:56:00,271 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-21 13:56:00,273 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-21 13:56:00,273 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-21 13:56:00,276 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-21 13:56:00,278 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-21 13:56:00,282 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-21 13:56:00,285 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-21 13:56:00,288 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-21 13:56:00,289 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-21 13:56:00,291 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-21 13:56:00,292 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-21 13:56:00,295 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-21 13:56:00,299 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-21 13:56:00,304 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-21 13:56:00,305 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-21 13:56:00,307 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-21 13:56:00,310 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-21 13:56:00,312 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-21 13:56:00,314 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-21 13:56:00,319 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-21 13:56:00,320 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,322 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,325 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,327 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,329 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,334 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,339 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,343 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-21 13:56:00,346 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-21 13:56:00,351 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-21 13:56:00,355 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-21 13:56:00,357 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-21 13:56:00,360 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-21 13:56:00,362 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-21 13:56:00,363 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 13:56:00,369 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-21 13:56:00,371 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 13:56:00,373 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 13:56:00,374 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-21 13:56:00,376 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-21 13:56:00,377 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:56:00,380 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:56:00,386 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 13:56:00,389 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-21 13:56:00,391 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-21 13:56:00,393 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-21 13:56:00,395 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-21 13:56:00,398 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 13:56:00,403 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 13:56:00,405 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-21 13:56:00,406 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-21 13:56:00,409 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-21 13:56:00,410 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-21 13:56:00,412 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-21 13:56:00,415 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:56:00,419 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:56:00,421 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:56:00,423 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 13:56:00,425 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 13:56:00,426 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 13:56:00,429 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-21 13:56:00,432 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 13:56:00,437 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 13:56:00,439 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:56:00,441 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:56:00,443 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 13:56:00,445 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:56:00,449 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-21 13:56:00,453 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 13:56:00,456 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-21 13:56:00,458 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-21 13:56:00,460 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-21 13:56:00,463 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:56:00,464 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:56:00,469 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-21 13:56:00,471 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:56:00,473 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-21 13:56:00,473 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-21 13:56:00,476 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-21 13:56:00,480 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-21 13:56:00,485 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-21 13:56:00,487 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,490 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:56:00,492 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,494 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-21 13:56:00,496 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-21 13:56:00,500 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-21 13:56:00,503 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-21 13:56:00,505 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-21 13:56:00,506 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-21 13:56:00,509 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-21 13:56:00,510 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-21 13:56:00,513 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-21 13:56:00,516 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-21 13:56:00,520 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:56:00,521 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,522 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,524 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,526 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,527 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,530 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,534 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,537 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,539 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 13:56:00,541 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 13:56:00,542 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 13:56:00,543 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 13:56:00,546 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,550 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 13:56:00,553 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-21 13:56:00,555 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 13:56:00,557 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-21 13:56:00,558 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-21 13:56:00,560 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-21 13:56:00,561 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-21 13:56:00,563 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,569 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-21 13:56:00,570 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-21 13:56:00,572 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-21 13:56:00,573 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-21 13:56:00,575 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-21 13:56:00,577 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-21 13:56:00,579 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-21 13:56:00,586 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-21 13:56:00,588 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-21 13:56:00,591 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-21 13:56:00,592 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-21 13:56:00,596 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-21 13:56:00,600 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-21 13:56:00,603 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-21 13:56:00,605 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-21 13:56:00,607 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-21 13:56:00,609 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-21 13:56:00,611 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-21 13:56:00,613 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-21 13:56:00,619 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-21 13:56:00,623 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-21 13:56:00,624 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-21 13:56:00,626 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-21 13:56:00,629 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-21 13:56:00,633 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-21 13:56:00,637 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,639 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-21 13:56:00,641 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-21 13:56:00,642 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-21 13:56:00,647 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-21 13:56:00,650 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-21 13:56:00,652 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-21 13:56:00,654 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,656 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-21 13:56:00,658 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-21 13:56:00,659 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-21 13:56:00,662 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-21 13:56:00,664 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,666 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-21 13:56:00,670 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-21 13:56:00,672 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-21 13:56:00,673 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-21 13:56:00,676 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-21 13:56:00,677 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-21 13:56:00,680 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-21 13:56:00,685 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,689 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-21 13:56:00,691 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-21 13:56:00,694 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:56:00,695 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:56:00,699 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-21 13:56:00,702 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-21 13:56:00,704 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-21 13:56:00,706 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-21 13:56:00,709 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 13:56:00,710 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-21 13:56:00,713 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-21 13:56:00,717 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-21 13:56:00,719 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-21 13:56:00,723 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:56:00,725 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-21 13:56:00,728 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-21 13:56:00,732 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-21 13:56:00,737 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:56:00,739 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-21 13:56:00,743 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 13:56:00,748 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-21 13:56:00,753 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,759 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,764 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,772 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-21 13:56:00,775 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,778 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-21 13:56:00,782 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-21 13:56:00,787 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-21 13:56:00,790 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-21 13:56:00,793 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-21 13:56:00,795 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-21 13:56:00,800 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-21 13:56:00,803 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-21 13:56:00,805 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-21 13:56:00,808 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-21 13:56:00,810 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-21 13:56:00,814 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-21 13:56:00,818 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-21 13:56:00,821 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-21 13:56:00,824 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-21 13:56:00,826 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 13:56:00,827 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 13:56:00,831 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-21 13:56:00,834 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-21 13:56:00,838 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-21 13:56:00,841 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-21 13:56:00,842 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-21 13:56:00,845 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-21 13:56:00,847 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-21 13:56:00,851 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-21 13:56:00,853 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-21 13:56:00,855 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-21 13:56:00,857 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-21 13:56:00,858 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-21 13:56:00,860 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-21 13:56:00,862 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-21 13:56:00,869 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-21 13:56:00,871 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-21 13:56:00,873 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-21 13:56:00,877 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-21 13:56:00,879 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:56:00,882 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:56:00,887 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:56:00,890 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-21 13:56:00,892 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:56:00,893 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:56:00,896 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:56:00,898 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 13:56:00,902 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 13:56:00,905 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 13:56:00,906 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-21 13:56:00,908 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-21 13:56:00,910 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-21 13:56:00,912 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-21 13:56:00,915 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-21 13:56:00,919 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 13:56:00,921 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 13:56:00,924 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-21 13:56:00,925 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 13:56:00,927 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 13:56:00,929 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-21 13:56:00,935 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-21 13:56:00,937 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-21 13:56:00,940 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-21 13:56:00,941 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:56:00,943 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:56:00,945 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:56:00,949 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 13:56:00,953 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-21 13:56:00,955 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-21 13:56:00,957 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-21 13:56:00,960 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-21 13:56:00,961 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-21 13:56:00,964 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-21 13:56:00,969 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-21 13:56:00,971 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-21 13:56:00,974 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-21 13:56:00,975 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 13:56:00,976 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 13:56:00,979 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-21 13:56:00,983 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-21 13:56:00,986 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-21 13:56:00,989 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-21 13:56:00,991 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-21 13:56:00,993 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-21 13:56:00,994 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-21 13:56:00,997 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-21 13:56:01,001 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,004 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,006 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,008 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,010 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,012 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,015 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,020 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-21 13:56:01,023 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-21 13:56:01,025 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-21 13:56:01,026 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-21 13:56:01,028 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-21 13:56:01,032 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-21 13:56:01,036 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-21 13:56:01,039 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-21 13:56:01,040 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-21 13:56:01,042 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-21 13:56:01,043 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-21 13:56:01,047 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-21 13:56:01,051 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-21 13:56:01,054 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 13:56:01,057 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-21 13:56:01,059 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-21 13:56:01,061 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-21 13:56:01,064 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-21 13:56:01,068 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-21 13:56:01,070 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-21 13:56:01,071 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-21 13:56:01,074 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 13:56:01,075 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-21 13:56:01,078 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-21 13:56:01,081 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 13:56:01,085 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 13:56:01,089 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 13:56:01,091 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-21 13:56:01,094 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:56:01,096 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-21 13:56:01,100 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-21 13:56:01,102 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-21 13:56:01,103 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-21 13:56:01,106 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-21 13:56:01,108 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-21 13:56:01,110 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-21 13:56:01,113 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-21 13:56:01,116 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-21 13:56:01,119 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-21 13:56:01,121 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-21 13:56:01,123 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-21 13:56:01,125 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:56:01,127 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 13:56:01,129 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-21 13:56:01,133 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,137 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:56:01,141 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:56:01,143 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,146 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,151 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,153 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,155 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,156 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,159 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,160 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:56:01,161 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,164 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:56:01,167 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,171 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-21 13:56:01,174 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,176 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-21 13:56:01,179 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,181 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,186 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,190 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,192 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,193 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-21 13:56:01,194 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,198 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,201 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,204 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,206 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,208 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,209 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,211 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,213 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,256 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,264 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,273 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,276 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,291 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,293 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,296 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,300 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,305 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,308 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,310 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,313 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,317 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,320 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 13:56:01,323 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,326 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:56:01,328 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,331 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,338 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,340 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,342 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,344 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:56:01,346 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,350 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,354 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,356 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,358 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,360 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-21 13:56:01,362 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,368 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,370 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,372 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,375 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,376 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,380 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,385 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,388 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,390 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,392 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,394 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,396 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,401 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,404 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,405 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,407 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,409 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,411 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,413 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,417 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 13:56:01,420 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-21 13:56:01,422 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-21 13:56:01,424 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-21 13:56:01,426 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-21 13:56:01,429 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-21 13:56:01,434 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-21 13:56:01,436 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-21 13:56:01,439 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-21 13:56:01,441 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-21 13:56:01,442 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-21 13:56:01,445 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-21 13:56:01,447 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-21 13:56:01,451 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-21 13:56:01,457 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-21 13:56:01,460 - my_logger - INFO - ɾԤǰ(2516, 504) -2024-11-21 13:56:01,466 - my_logger - INFO - ɾԤ(2516, 431) -2024-11-21 13:56:01,469 - my_logger - INFO - ɾ²ǰ(2516, 431) -2024-11-21 13:56:01,936 - my_logger - INFO - ɾ²(2516, 427) -2024-11-21 13:56:01,941 - my_logger - INFO - ɾԤΪֵк(1780, 427) -2024-11-21 13:56:01,945 - my_logger - INFO - ɾȫΪֵк(1780, 356) -2024-11-21 13:56:05,875 - my_logger - INFO - ն(224) ܶ(130) 61(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -219 C2403128043 -220 C2403150124 -221 FVHCM1 INDEX -222 GC1 COMB Comdty -223 C2404167855 +2024-11-22 17:10:02,719 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:10:02,719 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:10:03,344 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', y = '7430.0' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:10:03,344 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-21 00:00:00', y = '7430.0' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:10:03,349 - my_logger - INFO - ʼѵģ... +2024-11-22 17:10:03,349 - my_logger - INFO - ʼѵģ... +2024-11-22 17:10:03,361 - my_logger - INFO - Training set head: +2024-11-22 17:10:03,361 - my_logger - INFO - Training set head: +2024-11-22 17:10:03,362 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +750 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +749 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +748 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +747 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +746 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 -[224 rows x 3 columns] -2024-11-21 13:56:05,895 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),61(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-21 13:56:05,896 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-21 13:56:06,967 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 13:56:06,969 - my_logger - INFO - ʼѵģ... -2024-11-21 13:56:06,970 - my_logger - INFO - ģѵ -2024-11-21 13:56:06,970 - my_logger - INFO - ѵݻͼing -2024-11-21 13:56:07,777 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 13:56:09,425 - my_logger - INFO - ѵݻͼend -2024-11-21 13:56:09,425 - my_logger - INFO - ing -2024-11-21 13:56:09,670 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-21 13:56:11,796 - my_logger - INFO - ۸ָܺΪ67.3553417985951 -2024-11-21 13:56:11,798 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-21 13:56:13,654 - my_logger - INFO - ӦָܺΪ15.185628739201855 -2024-11-21 13:56:13,655 - my_logger - INFO - ʼֱָͼ -2024-11-21 13:56:16,069 - my_logger - INFO - ָܺΪ6.24635506638453 -2024-11-21 13:56:16,070 - my_logger - INFO - ʼƿֱָͼ -2024-11-21 13:56:18,213 - my_logger - INFO - ָܺΪ19.08669774926328 -2024-11-21 13:56:18,214 - my_logger - INFO - ʼڻгֱָͼ -2024-11-21 13:56:20,376 - my_logger - INFO - ڻгָܺΪ51.928047677314126 -2024-11-21 13:56:20,378 - my_logger - INFO - ʼֱָͼ -2024-11-21 13:56:20,682 - my_logger - INFO - ָܺΪ1.024712499327046 -2024-11-21 13:56:20,683 - my_logger - INFO - ʼƽֱָͼ -2024-11-21 13:56:23,162 - my_logger - INFO - ָܺΪ5.690866753195581 -2024-11-21 13:56:23,164 - my_logger - INFO - ʼֱָͼ -2024-11-21 13:56:25,229 - my_logger - INFO - ָܺΪ12.425850166531935 -2024-11-21 13:56:25,230 - my_logger - INFO - ʼܺ͵ͼ -2024-11-21 13:56:25,542 - my_logger - INFO - ܺ͵ͼ -2024-11-21 13:56:29,516 - my_logger - INFO - end -2024-11-21 13:56:29,516 - my_logger - INFO - ģѵ -2024-11-21 14:01:49,278 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-21 14:01:49,279 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-21 14:02:33,210 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 14:02:33,213 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 14:02:33,215 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 14:02:33,217 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 14:02:33,220 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 14:02:33,223 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-21 14:02:33,228 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-21 14:02:33,231 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-21 14:02:33,234 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-21 14:02:33,236 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-21 14:02:33,241 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-21 14:02:33,244 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-21 14:02:33,246 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 14:02:33,247 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 14:02:33,249 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-21 14:02:33,252 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-21 14:02:33,254 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 14:02:33,260 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-21 14:02:33,261 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-21 14:02:33,263 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-21 14:02:33,265 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-21 14:02:33,267 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 14:02:33,268 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-21 14:02:33,270 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-21 14:02:33,275 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-21 14:02:33,278 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-21 14:02:33,281 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-21 14:02:33,283 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-21 14:02:33,285 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-21 14:02:33,289 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 14:02:33,291 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-21 14:02:33,293 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-21 14:02:33,294 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-21 14:02:33,296 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-21 14:02:33,299 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-21 14:02:33,304 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-21 14:02:33,308 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-21 14:02:33,309 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-21 14:02:33,311 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-21 14:02:33,314 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-21 14:02:33,316 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-21 14:02:33,318 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-21 14:02:33,322 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-21 14:02:33,324 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-21 14:02:33,325 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-21 14:02:33,326 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-21 14:02:33,328 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-21 14:02:33,330 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-21 14:02:33,333 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-21 14:02:33,335 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-21 14:02:33,339 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-21 14:02:33,341 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-21 14:02:33,342 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-21 14:02:33,345 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-21 14:02:33,345 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,348 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-21 14:02:33,350 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-21 14:02:33,355 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-21 14:02:33,357 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-21 14:02:33,358 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-21 14:02:33,361 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-21 14:02:33,363 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,364 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-21 14:02:33,366 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-21 14:02:33,371 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-21 14:02:33,374 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-21 14:02:33,377 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-21 14:02:33,378 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,381 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-21 14:02:33,383 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-21 14:02:33,420 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-21 14:02:33,427 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-21 14:02:33,430 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-21 14:02:33,434 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-21 14:02:33,440 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-21 14:02:33,442 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-21 14:02:33,455 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-21 14:02:33,462 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-21 14:02:33,467 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-21 14:02:33,470 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-21 14:02:33,474 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-21 14:02:33,475 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-21 14:02:33,477 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-21 14:02:33,478 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-21 14:02:33,480 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-21 14:02:33,483 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-21 14:02:33,485 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-21 14:02:33,488 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-21 14:02:33,491 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-21 14:02:33,492 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-21 14:02:33,494 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-21 14:02:33,496 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-21 14:02:33,498 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-21 14:02:33,501 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-21 14:02:33,504 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-21 14:02:33,506 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-21 14:02:33,507 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-21 14:02:33,509 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-21 14:02:33,511 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-21 14:02:33,513 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-21 14:02:33,514 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-21 14:02:33,515 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-21 14:02:33,518 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-21 14:02:33,521 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-21 14:02:33,523 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-21 14:02:33,525 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,527 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,530 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,532 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,537 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,540 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,542 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,545 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-21 14:02:33,547 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-21 14:02:33,548 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-21 14:02:33,551 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-21 14:02:33,553 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-21 14:02:33,556 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-21 14:02:33,558 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-21 14:02:33,561 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 14:02:33,563 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-21 14:02:33,564 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 14:02:33,566 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-21 14:02:33,569 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-21 14:02:33,571 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-21 14:02:33,573 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 14:02:33,576 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 14:02:33,578 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-21 14:02:33,580 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-21 14:02:33,581 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-21 14:02:33,583 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-21 14:02:33,588 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-21 14:02:33,591 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 14:02:33,594 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-21 14:02:33,595 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-21 14:02:33,597 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-21 14:02:33,599 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-21 14:02:33,605 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-21 14:02:33,607 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-21 14:02:33,610 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 14:02:33,612 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 14:02:33,613 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 14:02:33,615 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-21 14:02:33,616 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 14:02:33,622 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-21 14:02:33,625 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-21 14:02:33,628 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 14:02:33,629 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-21 14:02:33,632 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 14:02:33,634 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 14:02:33,638 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-21 14:02:33,642 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-21 14:02:33,643 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-21 14:02:33,646 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 14:02:33,647 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-21 14:02:33,649 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-21 14:02:33,656 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-21 14:02:33,658 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 14:02:33,661 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-21 14:02:33,663 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-21 14:02:33,666 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 14:02:33,671 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-21 14:02:33,674 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-21 14:02:33,675 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-21 14:02:33,678 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-21 14:02:33,679 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-21 14:02:33,682 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,685 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 14:02:33,688 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,691 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-21 14:02:33,692 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-21 14:02:33,694 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-21 14:02:33,696 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-21 14:02:33,697 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-21 14:02:33,699 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-21 14:02:33,703 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-21 14:02:33,706 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-21 14:02:33,708 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-21 14:02:33,710 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-21 14:02:33,711 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 14:02:33,713 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,715 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,717 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,721 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,723 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,724 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,727 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,727 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,728 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 14:02:33,731 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-21 14:02:33,734 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-21 14:02:33,738 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-21 14:02:33,740 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,741 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-21 14:02:33,744 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-21 14:02:33,747 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-21 14:02:33,749 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-21 14:02:33,752 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-21 14:02:33,754 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-21 14:02:33,757 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-21 14:02:33,758 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,760 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-21 14:02:33,763 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-21 14:02:33,764 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-21 14:02:33,767 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-21 14:02:33,772 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-21 14:02:33,774 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-21 14:02:33,775 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-21 14:02:33,777 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-21 14:02:33,779 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-21 14:02:33,780 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-21 14:02:33,783 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-21 14:02:33,787 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-21 14:02:33,789 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-21 14:02:33,791 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-21 14:02:33,793 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-21 14:02:33,795 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-21 14:02:33,798 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-21 14:02:33,799 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-21 14:02:33,804 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-21 14:02:33,807 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-21 14:02:33,810 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-21 14:02:33,812 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-21 14:02:33,813 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-21 14:02:33,816 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-21 14:02:33,818 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-21 14:02:33,823 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,825 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-21 14:02:33,827 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-21 14:02:33,829 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-21 14:02:33,831 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-21 14:02:33,833 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-21 14:02:33,836 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-21 14:02:33,840 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,843 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-21 14:02:33,845 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-21 14:02:33,846 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-21 14:02:33,847 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-21 14:02:33,849 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,853 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-21 14:02:33,857 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-21 14:02:33,859 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-21 14:02:33,861 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-21 14:02:33,863 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-21 14:02:33,865 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-21 14:02:33,870 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-21 14:02:33,873 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,874 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-21 14:02:33,877 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-21 14:02:33,879 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 14:02:33,881 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-21 14:02:33,883 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-21 14:02:33,887 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-21 14:02:33,890 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-21 14:02:33,892 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-21 14:02:33,894 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-21 14:02:33,896 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-21 14:02:33,897 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-21 14:02:33,899 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-21 14:02:33,904 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-21 14:02:33,907 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-21 14:02:33,909 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-21 14:02:33,911 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-21 14:02:33,912 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-21 14:02:33,914 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 14:02:33,917 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-21 14:02:33,921 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-21 14:02:33,923 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-21 14:02:33,925 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,926 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,927 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,930 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-21 14:02:33,932 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,935 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-21 14:02:33,940 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-21 14:02:33,944 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-21 14:02:33,946 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-21 14:02:33,948 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-21 14:02:33,952 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-21 14:02:33,957 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-21 14:02:33,958 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-21 14:02:33,959 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-21 14:02:33,962 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-21 14:02:33,963 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-21 14:02:33,965 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-21 14:02:33,969 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-21 14:02:33,973 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-21 14:02:33,975 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-21 14:02:33,977 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 14:02:33,979 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-21 14:02:33,981 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-21 14:02:33,982 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-21 14:02:33,986 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-21 14:02:33,989 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-21 14:02:33,993 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-21 14:02:33,996 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-21 14:02:33,997 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-21 14:02:34,001 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-21 14:02:34,004 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-21 14:02:34,008 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-21 14:02:34,011 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-21 14:02:34,013 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-21 14:02:34,015 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-21 14:02:34,019 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-21 14:02:34,022 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-21 14:02:34,023 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-21 14:02:34,025 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-21 14:02:34,026 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-21 14:02:34,029 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-21 14:02:34,030 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-21 14:02:34,032 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-21 14:02:34,035 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-21 14:02:34,039 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 14:02:34,042 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 14:02:34,045 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 14:02:34,047 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-21 14:02:34,048 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 14:02:34,051 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-21 14:02:34,056 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-21 14:02:34,058 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-21 14:02:34,060 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-21 14:02:34,062 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-21 14:02:34,063 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-21 14:02:34,066 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 14:02:34,069 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-21 14:02:34,073 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-21 14:02:34,076 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 14:02:34,078 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-21 14:02:34,079 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-21 14:02:34,082 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-21 14:02:34,086 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-21 14:02:34,089 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-21 14:02:34,092 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 14:02:34,094 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 14:02:34,095 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 14:02:34,096 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-21 14:02:34,099 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-21 14:02:34,101 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-21 14:02:34,106 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-21 14:02:34,108 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-21 14:02:34,109 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-21 14:02:34,111 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-21 14:02:34,112 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-21 14:02:34,114 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-21 14:02:34,116 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-21 14:02:34,120 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 14:02:34,124 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 14:02:34,128 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-21 14:02:34,130 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-21 14:02:34,135 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-21 14:02:34,141 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-21 14:02:34,143 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-21 14:02:34,144 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-21 14:02:34,147 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-21 14:02:34,150 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-21 14:02:34,153 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,156 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,158 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,160 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,161 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,164 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,165 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,167 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-21 14:02:34,170 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-21 14:02:34,173 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-21 14:02:34,174 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-21 14:02:34,176 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-21 14:02:34,177 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-21 14:02:34,179 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-21 14:02:34,182 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-21 14:02:34,184 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-21 14:02:34,188 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-21 14:02:34,190 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-21 14:02:34,191 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-21 14:02:34,194 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-21 14:02:34,196 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-21 14:02:34,199 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-21 14:02:34,201 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-21 14:02:34,204 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-21 14:02:34,208 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-21 14:02:34,211 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-21 14:02:34,213 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-21 14:02:34,215 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-21 14:02:34,220 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-21 14:02:34,223 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-21 14:02:34,226 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-21 14:02:34,227 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-21 14:02:34,229 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 14:02:34,232 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-21 14:02:34,235 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-21 14:02:34,238 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-21 14:02:34,241 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-21 14:02:34,243 - 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INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,324 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,326 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,327 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-21 14:02:34,329 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,331 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,333 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,337 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,340 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,342 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,344 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-21 14:02:34,344 - my_logger - 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Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 14:02:34,456 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 14:02:34,459 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 14:02:34,461 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 14:02:34,464 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 14:02:34,466 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-21 14:02:34,470 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-21 14:02:34,472 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-21 14:02:34,475 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-21 14:02:34,477 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-21 14:02:34,478 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-21 14:02:34,479 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-21 14:02:34,482 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-21 14:02:34,485 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-21 14:02:34,489 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-21 14:02:34,491 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-21 14:02:34,494 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-21 14:02:34,495 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-21 14:02:34,497 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-21 14:02:34,503 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-21 14:02:34,506 - my_logger - INFO - ɾԤǰ(2516, 504) -2024-11-21 14:02:34,510 - my_logger - INFO - ɾԤ(2516, 431) -2024-11-21 14:02:34,510 - my_logger - INFO - ɾ²ǰ(2516, 431) -2024-11-21 14:02:34,941 - my_logger - INFO - ɾ²(2516, 427) -2024-11-21 14:02:34,945 - my_logger - INFO - ɾԤΪֵк(1780, 427) -2024-11-21 14:02:34,949 - my_logger - INFO - ɾȫΪֵк(1780, 356) -2024-11-21 14:02:38,513 - my_logger - INFO - ն(224) ܶ(130) 61(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -219 C2403128043 -220 C2403150124 -221 FVHCM1 INDEX -222 GC1 COMB Comdty -223 C2404167855 +[5 rows x 326 columns] +2024-11-22 17:10:03,362 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +750 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +749 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +748 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +747 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +746 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 -[224 rows x 3 columns] -2024-11-21 14:02:38,532 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),61(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-21 14:02:38,533 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-21 14:02:39,657 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 14:02:39,661 - my_logger - INFO - ʼѵģ... -2024-11-21 14:02:39,662 - my_logger - INFO - ģѵ -2024-11-21 14:02:39,662 - my_logger - INFO - ѵݻͼing -2024-11-21 14:02:40,618 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' -2024-11-21 14:02:42,587 - my_logger - INFO - ѵݻͼend -2024-11-21 14:02:42,589 - my_logger - INFO - ing -2024-11-21 14:02:42,835 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-21 14:02:45,592 - my_logger - INFO - ۸ָܺΪ67.3553417985951 -2024-11-21 14:02:45,594 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-21 14:02:48,464 - my_logger - INFO - ӦָܺΪ15.185628739201855 -2024-11-21 14:02:48,466 - my_logger - INFO - ʼֱָͼ -2024-11-21 14:02:51,727 - my_logger - INFO - ָܺΪ6.24635506638453 -2024-11-21 14:02:51,729 - my_logger - INFO - ʼƿֱָͼ -2024-11-21 14:02:54,363 - my_logger - INFO - ָܺΪ19.08669774926328 -2024-11-21 14:02:54,365 - my_logger - INFO - ʼڻгֱָͼ -2024-11-21 14:02:57,324 - my_logger - INFO - ڻгָܺΪ51.928047677314126 -2024-11-21 14:02:57,325 - my_logger - INFO - ʼֱָͼ -2024-11-21 14:02:57,696 - my_logger - INFO - ָܺΪ1.024712499327046 -2024-11-21 14:02:57,697 - my_logger - INFO - ʼƽֱָͼ -2024-11-21 14:02:59,971 - my_logger - INFO - ָܺΪ5.690866753195581 -2024-11-21 14:02:59,973 - my_logger - INFO - ʼֱָͼ -2024-11-21 14:03:02,973 - my_logger - INFO - ָܺΪ12.425850166531935 -2024-11-21 14:03:02,975 - my_logger - INFO - ʼܺ͵ͼ -2024-11-21 14:03:03,324 - my_logger - INFO - ܺ͵ͼ -2024-11-21 14:03:07,396 - my_logger - INFO - end -2024-11-21 14:03:07,397 - my_logger - INFO - ģѵ -2024-11-22 13:28:05,823 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 13:28:05,823 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 13:29:03,132 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:29:03,137 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:29:03,138 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:29:03,140 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:29:03,142 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:29:03,143 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:29:03,145 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-22 13:29:03,147 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-22 13:29:03,148 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-22 13:29:03,149 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-22 13:29:03,152 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-22 13:29:03,153 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-22 13:29:03,155 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 13:29:03,157 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 13:29:03,159 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 13:29:03,160 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-22 13:29:03,162 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 13:29:03,165 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 13:29:03,166 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-22 13:29:03,169 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-22 13:29:03,171 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-22 13:29:03,174 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 13:29:03,176 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-22 13:29:03,179 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 13:29:03,183 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-22 13:29:03,185 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-22 13:29:03,188 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-22 13:29:03,193 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-22 13:29:03,200 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-22 13:29:03,203 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 13:29:03,206 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 13:29:03,211 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-22 13:29:03,218 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-22 13:29:03,220 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-22 13:29:03,223 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-22 13:29:03,231 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-22 13:29:03,233 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-22 13:29:03,236 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-22 13:29:03,239 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-22 13:29:03,245 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-22 13:29:03,251 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-22 13:29:03,253 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-22 13:29:03,255 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-22 13:29:03,258 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-22 13:29:03,265 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-22 13:29:03,268 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-22 13:29:03,270 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-22 13:29:03,273 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-22 13:29:03,276 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-22 13:29:03,280 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-22 13:29:03,282 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-22 13:29:03,285 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-22 13:29:03,287 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-22 13:29:03,290 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-22 13:29:03,296 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,299 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-22 13:29:03,302 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-22 13:29:03,304 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-22 13:29:03,307 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-22 13:29:03,312 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-22 13:29:03,315 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-22 13:29:03,317 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,321 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-22 13:29:03,323 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-22 13:29:03,328 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-22 13:29:03,332 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-22 13:29:03,335 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-22 13:29:03,337 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,340 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-22 13:29:03,345 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-22 13:29:03,348 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-22 13:29:03,351 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-22 13:29:03,354 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-22 13:29:03,356 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-22 13:29:03,361 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-22 13:29:03,364 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-22 13:29:03,368 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-22 13:29:03,371 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-22 13:29:03,372 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-22 13:29:03,376 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-22 13:29:03,379 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-22 13:29:03,383 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-22 13:29:03,386 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-22 13:29:03,388 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-22 13:29:03,390 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-22 13:29:03,394 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-22 13:29:03,398 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-22 13:29:03,400 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-22 13:29:03,402 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-22 13:29:03,405 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-22 13:29:03,406 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-22 13:29:03,408 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-22 13:29:03,411 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-22 13:29:03,415 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-22 13:29:03,416 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-22 13:29:03,419 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-22 13:29:03,424 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-22 13:29:03,429 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-22 13:29:03,431 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-22 13:29:03,437 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-22 13:29:03,439 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-22 13:29:03,442 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-22 13:29:03,447 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-22 13:29:03,451 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-22 13:29:03,454 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-22 13:29:03,458 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,464 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,468 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,471 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,475 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,481 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,484 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,486 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-22 13:29:03,489 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-22 13:29:03,491 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-22 13:29:03,496 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-22 13:29:03,498 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-22 13:29:03,501 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-22 13:29:03,503 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-22 13:29:03,507 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 13:29:03,511 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-22 13:29:03,513 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 13:29:03,516 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 13:29:03,518 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-22 13:29:03,520 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-22 13:29:03,523 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 13:29:03,526 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 13:29:03,531 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 13:29:03,532 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-22 13:29:03,536 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-22 13:29:03,538 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-22 13:29:03,539 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-22 13:29:03,543 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 13:29:03,547 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 13:29:03,548 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-22 13:29:03,552 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-22 13:29:03,554 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-22 13:29:03,556 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-22 13:29:03,559 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-22 13:29:03,563 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:29:03,566 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:29:03,569 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:29:03,571 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:29:03,573 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 13:29:03,576 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 13:29:03,581 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-22 13:29:03,584 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 13:29:03,587 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 13:29:03,590 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 13:29:03,592 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 13:29:03,598 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 13:29:03,600 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-22 13:29:03,603 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-22 13:29:03,605 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 13:29:03,606 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-22 13:29:03,608 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-22 13:29:03,613 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-22 13:29:03,616 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 13:29:03,618 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 13:29:03,620 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-22 13:29:03,623 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 13:29:03,625 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-22 13:29:03,631 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-22 13:29:03,634 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-22 13:29:03,637 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-22 13:29:03,640 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-22 13:29:03,645 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,648 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 13:29:03,651 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,654 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-22 13:29:03,657 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-22 13:29:03,660 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-22 13:29:03,665 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-22 13:29:03,667 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-22 13:29:03,668 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-22 13:29:03,672 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-22 13:29:03,674 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-22 13:29:03,678 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-22 13:29:03,680 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-22 13:29:03,683 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 13:29:03,686 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,688 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,690 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,696 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,698 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,702 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,705 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,706 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,710 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 13:29:03,714 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 13:29:03,717 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 13:29:03,719 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 13:29:03,722 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,723 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 13:29:03,729 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-22 13:29:03,732 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 13:29:03,735 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-22 13:29:03,738 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-22 13:29:03,741 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-22 13:29:03,745 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-22 13:29:03,749 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,751 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-22 13:29:03,754 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-22 13:29:03,757 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-22 13:29:03,762 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-22 13:29:03,765 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-22 13:29:03,768 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-22 13:29:03,770 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-22 13:29:03,773 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-22 13:29:03,778 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-22 13:29:03,781 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-22 13:29:03,784 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-22 13:29:03,786 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-22 13:29:03,789 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-22 13:29:03,790 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-22 13:29:03,796 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-22 13:29:03,798 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-22 13:29:03,802 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-22 13:29:03,804 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-22 13:29:03,806 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-22 13:29:03,813 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-22 13:29:03,817 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-22 13:29:03,819 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-22 13:29:03,823 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-22 13:29:03,827 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-22 13:29:03,831 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-22 13:29:03,833 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,835 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-22 13:29:03,837 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-22 13:29:03,840 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-22 13:29:03,846 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-22 13:29:03,849 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-22 13:29:03,852 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-22 13:29:03,854 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,857 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-22 13:29:03,861 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-22 13:29:03,863 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-22 13:29:03,867 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-22 13:29:03,869 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,871 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-22 13:29:03,875 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-22 13:29:03,880 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-22 13:29:03,883 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-22 13:29:03,885 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-22 13:29:03,889 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-22 13:29:03,892 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-22 13:29:03,898 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,902 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-22 13:29:03,904 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-22 13:29:03,907 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 13:29:03,911 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-22 13:29:03,914 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-22 13:29:03,917 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-22 13:29:03,920 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-22 13:29:03,922 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-22 13:29:03,925 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 13:29:03,931 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-22 13:29:03,934 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-22 13:29:03,937 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-22 13:29:03,940 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-22 13:29:03,943 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-22 13:29:03,948 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-22 13:29:03,950 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-22 13:29:03,953 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-22 13:29:03,955 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 13:29:03,957 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-22 13:29:03,964 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 13:29:03,968 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-22 13:29:03,970 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,973 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,975 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,982 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-22 13:29:03,985 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,988 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:29:03,991 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-22 13:29:03,997 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-22 13:29:04,000 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-22 13:29:04,003 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-22 13:29:04,005 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-22 13:29:04,008 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-22 13:29:04,013 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-22 13:29:04,016 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-22 13:29:04,019 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-22 13:29:04,022 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-22 13:29:04,025 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-22 13:29:04,030 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-22 13:29:04,034 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-22 13:29:04,036 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-22 13:29:04,039 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 13:29:04,042 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 13:29:04,047 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-22 13:29:04,049 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-22 13:29:04,051 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-22 13:29:04,053 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-22 13:29:04,056 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-22 13:29:04,059 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-22 13:29:04,063 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-22 13:29:04,065 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-22 13:29:04,068 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-22 13:29:04,071 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-22 13:29:04,075 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-22 13:29:04,080 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-22 13:29:04,083 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-22 13:29:04,085 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-22 13:29:04,088 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-22 13:29:04,091 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-22 13:29:04,095 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-22 13:29:04,097 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-22 13:29:04,101 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:29:04,103 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:29:04,105 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:29:04,107 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:29:04,111 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:29:04,115 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:29:04,118 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:29:04,121 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:29:04,124 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 13:29:04,128 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 13:29:04,131 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-22 13:29:04,133 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-22 13:29:04,136 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-22 13:29:04,138 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-22 13:29:04,140 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-22 13:29:04,145 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 13:29:04,148 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 13:29:04,151 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-22 13:29:04,154 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 13:29:04,157 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 13:29:04,161 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-22 13:29:04,167 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-22 13:29:04,169 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-22 13:29:04,173 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-22 13:29:04,178 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:29:04,181 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:29:04,183 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:29:04,185 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:29:04,187 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-22 13:29:04,189 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-22 13:29:04,196 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-22 13:29:04,198 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-22 13:29:04,201 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-22 13:29:04,203 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-22 13:29:04,204 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-22 13:29:04,207 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-22 13:29:04,212 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-22 13:29:04,215 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 13:29:04,218 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 13:29:04,220 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-22 13:29:04,223 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-22 13:29:04,228 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-22 13:29:04,232 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-22 13:29:04,234 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-22 13:29:04,236 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-22 13:29:04,237 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-22 13:29:04,240 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-22 13:29:04,245 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,248 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,250 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,255 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,257 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,261 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,264 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,265 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-22 13:29:04,267 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-22 13:29:04,269 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-22 13:29:04,274 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-22 13:29:04,279 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-22 13:29:04,282 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-22 13:29:04,284 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-22 13:29:04,286 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-22 13:29:04,289 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-22 13:29:04,292 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-22 13:29:04,297 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-22 13:29:04,299 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-22 13:29:04,302 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-22 13:29:04,304 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 13:29:04,307 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-22 13:29:04,311 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-22 13:29:04,314 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-22 13:29:04,316 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-22 13:29:04,335 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-22 13:29:04,362 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-22 13:29:04,365 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-22 13:29:04,367 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 13:29:04,375 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-22 13:29:04,382 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-22 13:29:04,384 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 13:29:04,386 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 13:29:04,388 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 13:29:04,391 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-22 13:29:04,397 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 13:29:04,399 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-22 13:29:04,402 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-22 13:29:04,404 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-22 13:29:04,406 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-22 13:29:04,410 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-22 13:29:04,415 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-22 13:29:04,417 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-22 13:29:04,419 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-22 13:29:04,421 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-22 13:29:04,423 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-22 13:29:04,427 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-22 13:29:04,430 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-22 13:29:04,434 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 13:29:04,436 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 13:29:04,438 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-22 13:29:04,439 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,446 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:29:04,449 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:29:04,452 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,455 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,460 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,466 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,467 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,470 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,473 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,477 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:29:04,482 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,485 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:29:04,487 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,490 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:29:04,497 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,499 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-22 13:29:04,502 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,504 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,507 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,512 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,515 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,517 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-22 13:29:04,522 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,525 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,530 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,533 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,536 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,538 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,540 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,544 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,547 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,550 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,552 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,553 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,556 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,558 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,564 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,567 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,569 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,571 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,573 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,576 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,581 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,584 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,586 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:29:04,588 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,590 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 13:29:04,594 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,600 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,602 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,604 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,606 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,609 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 13:29:04,615 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,618 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,620 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,622 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,623 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,628 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 13:29:04,632 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,635 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,637 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,639 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,642 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,647 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,649 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,652 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,654 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,658 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,664 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,666 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,668 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,671 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,673 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,678 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,680 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,683 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,686 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,688 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,690 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:29:04,695 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-22 13:29:04,699 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-22 13:29:04,701 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-22 13:29:04,703 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-22 13:29:04,705 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-22 13:29:04,708 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-22 13:29:04,713 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-22 13:29:04,715 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-22 13:29:04,719 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-22 13:29:04,720 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-22 13:29:04,722 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-22 13:29:04,726 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-22 13:29:04,731 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-22 13:29:04,742 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-22 13:29:04,746 - my_logger - INFO - ɾԤǰ(2516, 504) -2024-11-22 13:29:04,752 - my_logger - INFO - ɾԤ(2516, 431) -2024-11-22 13:29:04,752 - my_logger - INFO - ɾ²ǰ(2516, 431) -2024-11-22 13:29:05,389 - my_logger - INFO - ɾ²(2516, 427) -2024-11-22 13:29:05,395 - my_logger - INFO - ɾԤΪֵк(1780, 427) -2024-11-22 13:29:05,400 - my_logger - INFO - ɾȫΪֵк(1780, 356) -2024-11-22 13:29:09,639 - my_logger - INFO - ն(224) ܶ(130) ¶(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -219 C2403128043 -220 C2403150124 -221 FVHCM1 INDEX -222 GC1 COMB Comdty -223 C2404167855 - -[224 rows x 3 columns] -2024-11-22 13:29:09,656 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-22 13:29:09,659 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-22 13:29:11,311 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' -2024-11-22 13:29:11,320 - my_logger - INFO - ʼѵģ... -2024-11-22 13:29:11,320 - my_logger - INFO - ģѵ -2024-11-22 13:29:11,321 - my_logger - INFO - ѵݻͼing -2024-11-22 13:29:12,220 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' -2024-11-22 13:29:13,913 - my_logger - INFO - ѵݻͼend -2024-11-22 13:29:13,914 - my_logger - INFO - ing -2024-11-22 13:29:14,189 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-22 13:29:16,981 - my_logger - INFO - ۸ָܺΪ67.3553417985951 -2024-11-22 13:29:16,983 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-22 13:29:19,437 - my_logger - INFO - ӦָܺΪ15.185628739201855 -2024-11-22 13:29:19,438 - my_logger - INFO - ʼֱָͼ -2024-11-22 13:29:21,949 - my_logger - INFO - ָܺΪ6.24635506638453 -2024-11-22 13:29:21,951 - my_logger - INFO - ʼƿֱָͼ -2024-11-22 13:29:24,123 - my_logger - INFO - ָܺΪ19.08669774926328 -2024-11-22 13:29:24,124 - my_logger - INFO - ʼڻгֱָͼ -2024-11-22 13:29:26,659 - my_logger - INFO - ڻгָܺΪ51.928047677314126 -2024-11-22 13:29:26,662 - my_logger - INFO - ʼֱָͼ -2024-11-22 13:29:27,053 - my_logger - INFO - ָܺΪ1.024712499327046 -2024-11-22 13:29:27,053 - my_logger - INFO - ʼƽֱָͼ -2024-11-22 13:29:29,108 - my_logger - INFO - ָܺΪ5.690866753195581 -2024-11-22 13:29:29,110 - my_logger - INFO - ʼֱָͼ -2024-11-22 13:29:31,667 - my_logger - INFO - ָܺΪ12.425850166531935 -2024-11-22 13:29:31,669 - my_logger - INFO - ʼܺ͵ͼ -2024-11-22 13:29:31,985 - my_logger - INFO - ܺ͵ͼ -2024-11-22 13:29:36,904 - my_logger - INFO - end -2024-11-22 13:29:36,905 - my_logger - INFO - ģѵ -2024-11-22 13:34:48,095 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 13:34:48,097 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 13:36:04,060 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 13:36:04,060 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 13:36:47,631 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:36:47,633 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:36:47,635 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:36:47,638 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:36:47,640 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:36:47,641 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 13:36:47,643 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-22 13:36:47,646 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-22 13:36:47,650 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-22 13:36:47,652 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-22 13:36:47,655 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-22 13:36:47,657 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-22 13:36:47,658 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 13:36:47,661 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 13:36:47,664 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 13:36:47,668 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-22 13:36:47,670 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 13:36:47,672 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 13:36:47,674 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-22 13:36:47,676 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-22 13:36:47,679 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-22 13:36:47,684 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 13:36:47,688 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-22 13:36:47,691 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 13:36:47,695 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-22 13:36:47,698 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-22 13:36:47,701 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-22 13:36:47,702 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-22 13:36:47,704 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-22 13:36:47,706 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 13:36:47,708 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 13:36:47,712 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-22 13:36:47,715 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-22 13:36:47,718 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-22 13:36:47,720 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-22 13:36:47,722 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-22 13:36:47,723 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-22 13:36:47,729 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-22 13:36:47,732 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-22 13:36:47,734 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-22 13:36:47,737 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-22 13:36:47,739 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-22 13:36:47,740 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-22 13:36:47,743 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-22 13:36:47,747 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-22 13:36:47,749 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-22 13:36:47,751 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-22 13:36:47,753 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-22 13:36:47,755 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-22 13:36:47,757 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-22 13:36:47,761 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-22 13:36:47,765 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-22 13:36:47,767 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-22 13:36:47,768 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-22 13:36:47,771 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-22 13:36:47,772 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-22 13:36:47,776 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-22 13:36:47,780 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-22 13:36:47,783 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-22 13:36:47,784 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-22 13:36:47,786 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-22 13:36:47,788 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,790 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-22 13:36:47,794 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-22 13:36:47,797 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-22 13:36:47,799 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-22 13:36:47,801 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-22 13:36:47,803 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-22 13:36:47,805 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-22 13:36:47,807 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-22 13:36:47,811 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-22 13:36:47,815 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-22 13:36:47,816 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-22 13:36:47,818 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-22 13:36:47,820 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-22 13:36:47,822 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-22 13:36:47,824 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-22 13:36:47,829 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-22 13:36:47,831 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-22 13:36:47,834 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-22 13:36:47,835 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-22 13:36:47,837 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-22 13:36:47,841 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-22 13:36:47,845 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-22 13:36:47,847 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-22 13:36:47,850 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-22 13:36:47,851 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-22 13:36:47,853 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-22 13:36:47,856 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-22 13:36:47,857 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-22 13:36:47,861 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-22 13:36:47,864 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-22 13:36:47,865 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-22 13:36:47,867 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-22 13:36:47,870 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-22 13:36:47,871 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-22 13:36:47,873 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-22 13:36:47,875 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-22 13:36:47,879 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-22 13:36:47,881 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-22 13:36:47,883 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-22 13:36:47,885 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-22 13:36:47,887 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-22 13:36:47,889 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-22 13:36:47,891 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-22 13:36:47,894 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,896 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,898 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,900 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,902 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,904 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,905 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,907 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-22 13:36:47,911 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-22 13:36:47,914 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-22 13:36:47,915 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-22 13:36:47,917 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-22 13:36:47,919 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-22 13:36:47,920 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-22 13:36:47,922 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 13:36:47,924 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-22 13:36:47,927 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 13:36:47,930 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 13:36:47,932 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-22 13:36:47,934 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-22 13:36:47,935 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 13:36:47,937 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 13:36:47,938 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 13:36:47,941 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-22 13:36:47,944 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-22 13:36:47,948 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-22 13:36:47,950 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-22 13:36:47,952 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 13:36:47,953 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 13:36:47,955 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-22 13:36:47,957 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-22 13:36:47,962 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-22 13:36:47,964 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-22 13:36:47,966 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-22 13:36:47,967 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:36:47,969 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:36:47,971 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:36:47,972 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 13:36:47,976 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 13:36:47,980 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 13:36:47,982 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-22 13:36:47,984 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 13:36:47,985 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 13:36:47,987 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 13:36:47,988 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 13:36:47,991 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 13:36:47,994 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-22 13:36:47,997 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-22 13:36:47,999 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 13:36:48,001 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-22 13:36:48,002 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-22 13:36:48,004 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-22 13:36:48,007 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 13:36:48,012 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 13:36:48,015 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-22 13:36:48,017 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 13:36:48,018 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-22 13:36:48,022 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-22 13:36:48,025 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-22 13:36:48,030 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-22 13:36:48,032 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-22 13:36:48,034 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,036 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 13:36:48,038 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,041 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-22 13:36:48,045 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-22 13:36:48,048 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-22 13:36:48,052 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-22 13:36:48,055 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-22 13:36:48,058 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-22 13:36:48,063 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-22 13:36:48,066 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-22 13:36:48,067 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-22 13:36:48,068 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-22 13:36:48,071 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 13:36:48,073 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,075 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,079 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,083 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,085 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,087 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,089 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,091 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,093 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 13:36:48,097 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 13:36:48,100 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 13:36:48,102 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 13:36:48,103 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,106 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 13:36:48,109 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-22 13:36:48,113 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 13:36:48,115 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-22 13:36:48,118 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-22 13:36:48,121 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-22 13:36:48,123 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-22 13:36:48,124 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,128 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-22 13:36:48,131 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-22 13:36:48,133 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-22 13:36:48,135 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-22 13:36:48,136 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-22 13:36:48,138 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-22 13:36:48,140 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-22 13:36:48,143 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-22 13:36:48,148 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-22 13:36:48,151 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-22 13:36:48,154 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-22 13:36:48,155 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-22 13:36:48,159 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-22 13:36:48,162 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-22 13:36:48,165 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-22 13:36:48,168 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-22 13:36:48,170 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-22 13:36:48,171 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-22 13:36:48,174 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-22 13:36:48,178 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-22 13:36:48,180 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-22 13:36:48,182 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-22 13:36:48,184 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-22 13:36:48,186 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-22 13:36:48,188 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-22 13:36:48,189 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,192 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-22 13:36:48,196 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-22 13:36:48,198 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-22 13:36:48,200 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-22 13:36:48,202 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-22 13:36:48,204 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-22 13:36:48,206 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,210 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-22 13:36:48,214 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-22 13:36:48,215 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-22 13:36:48,218 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-22 13:36:48,221 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,223 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-22 13:36:48,262 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-22 13:36:48,268 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-22 13:36:48,275 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-22 13:36:48,283 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-22 13:36:48,285 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-22 13:36:48,287 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-22 13:36:48,290 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,292 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-22 13:36:48,299 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-22 13:36:48,302 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 13:36:48,304 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-22 13:36:48,306 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-22 13:36:48,309 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-22 13:36:48,313 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-22 13:36:48,317 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-22 13:36:48,318 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 13:36:48,321 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-22 13:36:48,323 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-22 13:36:48,325 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-22 13:36:48,331 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-22 13:36:48,333 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-22 13:36:48,337 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-22 13:36:48,338 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-22 13:36:48,340 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-22 13:36:48,345 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 13:36:48,347 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-22 13:36:48,350 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 13:36:48,354 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-22 13:36:48,355 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,357 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,362 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,364 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-22 13:36:48,366 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,368 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-22 13:36:48,370 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-22 13:36:48,371 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-22 13:36:48,375 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-22 13:36:48,378 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-22 13:36:48,381 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-22 13:36:48,383 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-22 13:36:48,385 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-22 13:36:48,386 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-22 13:36:48,389 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-22 13:36:48,391 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-22 13:36:48,394 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-22 13:36:48,397 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-22 13:36:48,400 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-22 13:36:48,402 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-22 13:36:48,404 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 13:36:48,406 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 13:36:48,409 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-22 13:36:48,412 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-22 13:36:48,414 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-22 13:36:48,417 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-22 13:36:48,419 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-22 13:36:48,421 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-22 13:36:48,424 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-22 13:36:48,427 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-22 13:36:48,430 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-22 13:36:48,434 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-22 13:36:48,436 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-22 13:36:48,439 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-22 13:36:48,442 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-22 13:36:48,445 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-22 13:36:48,450 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-22 13:36:48,452 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-22 13:36:48,454 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-22 13:36:48,456 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-22 13:36:48,458 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:36:48,463 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:36:48,464 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:36:48,467 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-22 13:36:48,471 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:36:48,472 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:36:48,475 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:36:48,479 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 13:36:48,482 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 13:36:48,484 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 13:36:48,486 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-22 13:36:48,487 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-22 13:36:48,489 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-22 13:36:48,491 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-22 13:36:48,496 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-22 13:36:48,499 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 13:36:48,501 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 13:36:48,502 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-22 13:36:48,504 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 13:36:48,506 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 13:36:48,508 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-22 13:36:48,513 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-22 13:36:48,516 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-22 13:36:48,517 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-22 13:36:48,520 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:36:48,521 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:36:48,523 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:36:48,524 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 13:36:48,529 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-22 13:36:48,532 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-22 13:36:48,534 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-22 13:36:48,535 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-22 13:36:48,537 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-22 13:36:48,539 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-22 13:36:48,541 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-22 13:36:48,546 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-22 13:36:48,549 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-22 13:36:48,551 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 13:36:48,552 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 13:36:48,555 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-22 13:36:48,556 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-22 13:36:48,561 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-22 13:36:48,563 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-22 13:36:48,566 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-22 13:36:48,567 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-22 13:36:48,569 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-22 13:36:48,570 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-22 13:36:48,572 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,574 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,578 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,581 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,582 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,584 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,586 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,589 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-22 13:36:48,592 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-22 13:36:48,597 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-22 13:36:48,600 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-22 13:36:48,602 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-22 13:36:48,606 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-22 13:36:48,609 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-22 13:36:48,615 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-22 13:36:48,617 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-22 13:36:48,620 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-22 13:36:48,623 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-22 13:36:48,628 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-22 13:36:48,631 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-22 13:36:48,636 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 13:36:48,639 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-22 13:36:48,643 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-22 13:36:48,650 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-22 13:36:48,654 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-22 13:36:48,657 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-22 13:36:48,661 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-22 13:36:48,668 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-22 13:36:48,669 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 13:36:48,672 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-22 13:36:48,674 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-22 13:36:48,680 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 13:36:48,683 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 13:36:48,685 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 13:36:48,687 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-22 13:36:48,689 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 13:36:48,691 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-22 13:36:48,695 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-22 13:36:48,698 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-22 13:36:48,699 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-22 13:36:48,701 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-22 13:36:48,703 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-22 13:36:48,705 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-22 13:36:48,706 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-22 13:36:48,708 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-22 13:36:48,713 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-22 13:36:48,715 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-22 13:36:48,717 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-22 13:36:48,719 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 13:36:48,721 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 13:36:48,723 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-22 13:36:48,726 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,731 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:36:48,733 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:36:48,734 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,735 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,738 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,740 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,742 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,747 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,749 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,751 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:36:48,752 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,754 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:36:48,757 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,762 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 13:36:48,766 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,767 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-22 13:36:48,769 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,771 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,774 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,778 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,780 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,782 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-22 13:36:48,784 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,786 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,788 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,790 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,792 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,797 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,799 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,801 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,802 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,805 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,807 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,810 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,811 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,813 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,815 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,817 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,819 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,822 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,826 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,830 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,833 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,835 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,837 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 13:36:48,840 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,843 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 13:36:48,847 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,848 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,850 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,852 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,854 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,856 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 13:36:48,857 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,861 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,863 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,865 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,867 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,869 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 13:36:48,871 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,873 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,874 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,878 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,882 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,884 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,885 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,887 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,889 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,891 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,895 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,898 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,900 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,901 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,903 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,905 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,907 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,910 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,913 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,915 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,917 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 13:36:48,919 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-22 13:36:48,920 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-22 13:36:48,922 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-22 13:36:48,924 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-22 13:36:48,930 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-22 13:36:48,931 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-22 13:36:48,934 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-22 13:36:48,935 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-22 13:36:48,937 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-22 13:36:48,938 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-22 13:36:48,941 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-22 13:36:48,946 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-22 13:36:48,948 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-22 13:36:48,952 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-22 13:36:48,955 - my_logger - INFO - ɾԤǰ(2881, 504) -2024-11-22 13:36:48,961 - my_logger - INFO - ɾԤ(2881, 431) -2024-11-22 13:36:48,963 - my_logger - INFO - ɾ²ǰ(2881, 431) -2024-11-22 13:36:49,424 - my_logger - INFO - ɾ²(2881, 427) -2024-11-22 13:36:49,428 - my_logger - INFO - ɾԤΪֵк(1823, 427) -2024-11-22 13:36:49,431 - my_logger - INFO - ɾȫΪֵк(1823, 356) -2024-11-22 13:36:53,201 - my_logger - INFO - ն(224) ܶ(130) ¶(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -219 C2403128043 -220 C2403150124 -221 FVHCM1 INDEX -222 GC1 COMB Comdty -223 C2404167855 - -[224 rows x 3 columns] -2024-11-22 13:36:53,218 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-22 13:36:53,220 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-22 13:36:54,283 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' -2024-11-22 13:36:54,285 - my_logger - INFO - ʼѵģ... -2024-11-22 13:36:54,286 - my_logger - INFO - ģѵ -2024-11-22 13:36:54,286 - my_logger - INFO - ѵݻͼing -2024-11-22 13:36:55,170 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' -2024-11-22 13:36:56,774 - my_logger - INFO - ѵݻͼend -2024-11-22 13:36:56,774 - my_logger - INFO - ing -2024-11-22 13:36:57,044 - my_logger - INFO - ʼƼ۸ֱָͼ -2024-11-22 13:36:59,380 - my_logger - INFO - ۸ָܺΪ67.29718178974987 -2024-11-22 13:36:59,382 - my_logger - INFO - ʼƹӦֱָͼ -2024-11-22 13:37:01,595 - my_logger - INFO - ӦָܺΪ14.985815035604956 -2024-11-22 13:37:01,596 - my_logger - INFO - ʼֱָͼ -2024-11-22 13:37:03,959 - my_logger - INFO - ָܺΪ6.25197284721235 -2024-11-22 13:37:03,960 - my_logger - INFO - ʼƿֱָͼ -2024-11-22 13:37:06,174 - my_logger - INFO - ָܺΪ18.962665261571317 -2024-11-22 13:37:06,175 - my_logger - INFO - ʼڻгֱָͼ -2024-11-22 13:37:08,813 - my_logger - INFO - ڻгָܺΪ51.885481819982964 -2024-11-22 13:37:08,814 - my_logger - INFO - ʼֱָͼ -2024-11-22 13:37:09,165 - my_logger - INFO - ָܺΪ1.0136936453780894 -2024-11-22 13:37:09,166 - my_logger - INFO - ʼƽֱָͼ -2024-11-22 13:37:11,246 - my_logger - INFO - ָܺΪ5.633477877840687 -2024-11-22 13:37:11,247 - my_logger - INFO - ʼֱָͼ -2024-11-22 13:37:13,882 - my_logger - INFO - ָܺΪ12.177440218129728 -2024-11-22 13:37:13,883 - my_logger - INFO - ʼܺ͵ͼ -2024-11-22 13:37:14,175 - my_logger - INFO - ܺ͵ͼ -2024-11-22 13:37:18,355 - my_logger - INFO - end -2024-11-22 13:37:18,356 - my_logger - INFO - ģѵ -2024-11-22 14:25:59,588 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 14:25:59,588 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 14:26:51,078 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:26:51,081 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:26:51,084 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:26:51,087 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:26:51,090 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:26:51,096 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:26:51,105 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-22 14:26:51,108 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-22 14:26:51,115 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-22 14:26:51,122 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-22 14:26:51,126 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-22 14:26:51,132 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-22 14:26:51,133 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 14:26:51,136 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 14:26:51,140 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 14:26:51,144 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-22 14:26:51,146 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 14:26:51,147 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 14:26:51,150 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-22 14:26:51,153 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-22 14:26:51,154 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-22 14:26:51,159 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 14:26:51,162 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-22 14:26:51,166 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 14:26:51,169 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-22 14:26:51,171 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-22 14:26:51,175 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-22 14:26:51,179 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-22 14:26:51,182 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-22 14:26:51,184 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 14:26:51,188 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 14:26:51,191 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-22 14:26:51,194 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-22 14:26:51,195 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-22 14:26:51,197 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-22 14:26:51,198 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-22 14:26:51,201 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:26:51,205 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:26:51,208 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:26:51,210 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-22 14:26:51,211 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-22 14:26:51,213 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-22 14:26:51,217 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-22 14:26:51,223 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-22 14:26:51,227 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-22 14:26:51,230 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-22 14:26:51,234 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-22 14:26:51,237 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-22 14:26:51,240 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-22 14:26:51,242 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-22 14:26:51,244 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-22 14:26:51,247 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-22 14:26:51,249 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-22 14:26:51,250 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-22 14:26:51,256 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,258 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-22 14:26:51,259 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-22 14:26:51,261 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-22 14:26:51,263 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-22 14:26:51,265 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-22 14:26:51,266 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-22 14:26:51,271 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,273 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-22 14:26:51,275 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-22 14:26:51,276 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-22 14:26:51,279 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-22 14:26:51,281 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-22 14:26:51,283 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,288 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-22 14:26:51,292 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-22 14:26:51,294 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-22 14:26:51,295 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-22 14:26:51,297 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-22 14:26:51,299 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-22 14:26:51,301 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-22 14:26:51,306 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-22 14:26:51,308 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-22 14:26:51,309 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-22 14:26:51,311 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-22 14:26:51,313 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-22 14:26:51,315 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-22 14:26:51,319 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-22 14:26:51,323 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-22 14:26:51,325 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-22 14:26:51,327 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-22 14:26:51,329 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-22 14:26:51,331 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-22 14:26:51,335 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-22 14:26:51,339 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-22 14:26:51,341 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-22 14:26:51,343 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-22 14:26:51,346 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-22 14:26:51,348 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-22 14:26:51,349 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-22 14:26:51,353 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-22 14:26:51,356 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-22 14:26:51,358 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-22 14:26:51,360 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-22 14:26:51,361 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-22 14:26:51,364 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-22 14:26:51,365 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-22 14:26:51,368 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-22 14:26:51,370 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-22 14:26:51,374 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-22 14:26:51,375 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-22 14:26:51,377 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,379 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,381 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,383 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,389 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,392 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,394 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,396 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-22 14:26:51,398 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-22 14:26:51,400 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-22 14:26:51,404 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-22 14:26:51,407 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-22 14:26:51,409 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-22 14:26:51,411 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-22 14:26:51,411 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 14:26:51,414 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-22 14:26:51,416 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 14:26:51,418 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 14:26:51,424 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-22 14:26:51,425 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-22 14:26:51,427 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:26:51,429 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:26:51,430 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:26:51,432 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-22 14:26:51,435 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-22 14:26:51,440 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-22 14:26:51,442 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-22 14:26:51,443 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 14:26:51,446 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 14:26:51,448 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-22 14:26:51,450 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-22 14:26:51,453 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-22 14:26:51,457 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-22 14:26:51,459 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-22 14:26:51,461 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:26:51,463 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:26:51,464 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:26:51,466 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:26:51,473 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 14:26:51,475 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 14:26:51,477 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-22 14:26:51,479 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 14:26:51,481 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 14:26:51,483 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:26:51,489 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:26:51,491 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:26:51,493 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:26:51,495 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-22 14:26:51,497 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 14:26:51,499 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-22 14:26:51,501 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-22 14:26:51,506 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-22 14:26:51,508 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:26:51,510 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:26:51,512 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-22 14:26:51,513 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:26:51,518 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-22 14:26:51,522 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:26:51,523 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-22 14:26:51,526 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-22 14:26:51,527 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-22 14:26:51,529 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,531 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:26:51,533 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,535 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-22 14:26:51,539 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-22 14:26:51,542 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-22 14:26:51,543 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-22 14:26:51,546 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-22 14:26:51,548 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-22 14:26:51,550 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-22 14:26:51,553 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-22 14:26:51,556 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-22 14:26:51,557 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-22 14:26:51,559 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:26:51,563 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,564 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,565 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,568 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,572 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,574 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,577 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,579 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,580 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 14:26:51,583 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 14:26:51,585 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:26:51,589 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:26:51,593 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,596 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 14:26:51,597 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-22 14:26:51,599 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 14:26:51,601 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-22 14:26:51,608 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-22 14:26:51,610 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-22 14:26:51,611 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-22 14:26:51,613 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,615 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-22 14:26:51,617 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-22 14:26:51,622 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-22 14:26:51,624 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-22 14:26:51,626 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-22 14:26:51,628 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-22 14:26:51,629 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-22 14:26:51,631 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-22 14:26:51,633 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-22 14:26:51,636 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-22 14:26:51,640 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-22 14:26:51,643 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-22 14:26:51,645 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-22 14:26:51,647 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-22 14:26:51,648 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-22 14:26:51,650 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-22 14:26:51,656 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-22 14:26:51,659 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-22 14:26:51,661 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-22 14:26:51,662 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-22 14:26:51,663 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-22 14:26:51,666 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-22 14:26:51,672 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-22 14:26:51,675 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-22 14:26:51,677 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-22 14:26:51,680 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,681 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-22 14:26:51,685 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-22 14:26:51,689 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-22 14:26:51,692 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-22 14:26:51,694 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-22 14:26:51,696 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-22 14:26:51,697 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,700 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-22 14:26:51,703 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-22 14:26:51,708 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-22 14:26:51,709 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-22 14:26:51,711 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,712 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-22 14:26:51,715 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-22 14:26:51,717 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-22 14:26:51,722 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-22 14:26:51,723 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-22 14:26:51,726 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-22 14:26:51,727 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-22 14:26:51,729 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,731 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-22 14:26:51,735 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-22 14:26:51,739 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:26:51,742 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:26:51,744 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-22 14:26:51,747 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-22 14:26:51,750 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-22 14:26:51,753 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-22 14:26:51,756 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:26:51,758 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-22 14:26:51,760 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-22 14:26:51,761 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-22 14:26:51,764 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-22 14:26:51,765 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:26:51,768 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-22 14:26:51,773 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-22 14:26:51,774 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-22 14:26:51,776 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:26:51,777 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-22 14:26:51,780 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:26:51,781 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-22 14:26:51,785 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,789 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,792 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,795 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-22 14:26:51,797 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,798 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:26:51,801 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-22 14:26:51,805 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-22 14:26:51,807 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-22 14:26:51,810 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-22 14:26:51,812 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-22 14:26:51,813 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-22 14:26:51,815 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-22 14:26:51,817 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-22 14:26:51,821 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-22 14:26:51,824 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-22 14:26:51,826 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-22 14:26:51,828 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-22 14:26:51,830 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-22 14:26:51,833 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-22 14:26:51,835 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 14:26:51,840 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 14:26:51,843 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-22 14:26:51,844 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-22 14:26:51,846 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-22 14:26:51,848 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-22 14:26:51,849 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-22 14:26:51,852 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-22 14:26:51,857 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-22 14:26:51,859 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-22 14:26:51,860 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-22 14:26:51,862 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-22 14:26:51,863 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-22 14:26:51,866 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-22 14:26:51,868 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-22 14:26:51,874 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-22 14:26:51,876 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-22 14:26:51,877 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-22 14:26:51,880 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-22 14:26:51,881 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-22 14:26:51,884 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:26:51,890 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:26:51,892 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:26:51,894 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:26:51,895 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:26:51,898 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:26:51,900 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:26:51,905 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:26:51,907 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 14:26:51,910 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 14:26:51,911 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-22 14:26:51,914 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-22 14:26:51,916 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-22 14:26:51,919 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-22 14:26:51,923 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-22 14:26:51,925 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 14:26:51,928 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 14:26:51,930 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-22 14:26:51,933 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 14:26:51,940 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 14:26:51,956 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-22 14:26:51,963 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-22 14:26:51,969 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-22 14:26:51,973 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-22 14:26:51,976 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:26:51,978 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:26:51,980 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:26:51,982 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:26:51,983 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-22 14:26:51,989 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-22 14:26:51,991 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-22 14:26:51,993 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-22 14:26:51,995 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-22 14:26:51,997 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-22 14:26:51,998 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-22 14:26:52,000 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-22 14:26:52,003 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-22 14:26:52,008 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 14:26:52,009 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 14:26:52,011 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-22 14:26:52,013 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-22 14:26:52,014 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-22 14:26:52,018 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-22 14:26:52,023 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-22 14:26:52,025 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-22 14:26:52,027 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-22 14:26:52,029 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-22 14:26:52,031 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,032 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,037 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,041 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,043 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,044 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,047 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,049 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-22 14:26:52,090 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-22 14:26:52,098 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-22 14:26:52,111 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-22 14:26:52,113 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-22 14:26:52,115 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-22 14:26:52,119 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-22 14:26:52,123 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-22 14:26:52,125 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-22 14:26:52,128 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-22 14:26:52,129 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-22 14:26:52,131 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-22 14:26:52,133 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-22 14:26:52,136 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 14:26:52,140 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-22 14:26:52,143 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-22 14:26:52,144 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-22 14:26:52,147 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-22 14:26:52,148 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-22 14:26:52,151 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-22 14:26:52,156 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-22 14:26:52,159 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 14:26:52,161 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-22 14:26:52,163 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-22 14:26:52,165 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 14:26:52,167 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 14:26:52,172 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 14:26:52,175 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-22 14:26:52,178 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:26:52,179 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-22 14:26:52,181 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-22 14:26:52,182 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-22 14:26:52,187 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-22 14:26:52,191 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-22 14:26:52,193 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-22 14:26:52,195 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-22 14:26:52,197 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-22 14:26:52,198 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-22 14:26:52,202 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-22 14:26:52,208 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-22 14:26:52,211 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-22 14:26:52,213 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:26:52,219 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:26:52,225 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-22 14:26:52,228 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,230 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:26:52,236 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:26:52,240 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,242 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,244 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,247 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,250 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,254 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,256 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,258 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:26:52,261 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,263 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:26:52,264 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,266 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:26:52,270 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,273 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-22 14:26:52,275 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,277 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,279 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,280 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,283 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,286 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-22 14:26:52,291 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,293 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,295 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,296 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,298 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,299 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,304 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,306 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,309 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,310 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,311 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,314 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,315 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,320 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,325 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,328 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,331 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,334 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,340 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,343 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,345 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,348 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,350 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:26:52,352 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,356 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 14:26:52,359 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,361 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,363 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,364 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,366 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,369 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 14:26:52,373 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,375 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,377 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,381 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,385 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,391 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 14:26:52,393 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,395 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,397 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,403 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,408 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,411 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,413 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,415 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,418 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,422 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,423 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,425 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,428 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,429 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,431 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,434 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,439 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,441 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,443 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,445 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,448 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:26:52,450 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-22 14:26:52,453 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-22 14:26:52,456 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-22 14:26:52,458 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-22 14:26:52,461 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-22 14:26:52,462 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-22 14:26:52,464 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-22 14:26:52,467 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-22 14:26:52,472 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-22 14:26:52,474 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-22 14:26:52,475 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-22 14:26:52,478 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-22 14:26:52,480 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-22 14:26:52,485 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-22 14:26:52,488 - my_logger - INFO - ɾԤǰ(2881, 504) -2024-11-22 14:26:52,495 - my_logger - INFO - ɾԤ(2881, 431) -2024-11-22 14:26:52,495 - my_logger - INFO - ɾ²ǰ(2881, 431) -2024-11-22 14:26:53,018 - my_logger - INFO - ɾ²(2881, 427) -2024-11-22 14:26:53,022 - my_logger - INFO - ɾԤΪֵк(1823, 427) -2024-11-22 14:26:53,027 - my_logger - INFO - ɾȫΪֵк(1823, 356) -2024-11-22 14:26:57,341 - my_logger - INFO - ն(224) ܶ(130) ¶(1) -0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ -1 īӹWTIԭCDU йͱ -2 ¼ӹDubaiԭCDU DOE-Ͳ/3 -3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ -4 īӹWTIԭCDU M2 Ͳܶȣ -.. ... ... ... -219 C2403128043 -220 C2403150124 -221 FVHCM1 INDEX -222 GC1 COMB Comdty -223 C2404167855 - -[224 rows x 3 columns] -2024-11-22 14:26:57,366 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б - ̣ - 1. - 2. ɾУûֵɾ - 3. ɾ²ٸֵָ - 4. նΪնݣ - -- 䣬һָܶݣô֮ǰ - -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ - Է - -2024-11-22 14:26:57,368 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-22 14:26:58,713 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' -2024-11-22 14:26:58,721 - my_logger - INFO - ʼѵģ... -2024-11-22 14:26:58,748 - my_logger - INFO - Training set head: -2024-11-22 14:26:58,750 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -2577 2017-10-31 37614.0 732.4702 114.0476 66472.0 71169.0 ... 1.0 0.0 0.0 0.0 0.0 1 -2576 2017-11-01 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2575 2017-11-02 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2574 2017-11-03 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2571 2017-11-06 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 - -[5 rows x 371 columns] -2024-11-22 14:26:59,137 - my_logger - INFO - +[5 rows x 326 columns] +2024-11-22 17:10:03,865 - my_logger - INFO - Testing set head: -2024-11-22 14:26:59,139 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -2059 2019-04-02 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2058 2019-04-03 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2057 2019-04-04 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2056 2019-04-05 36407.0 732.4702 127.9048 68642.0 71183.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2053 2019-04-08 36407.0 732.4702 127.9048 68642.0 71183.0 ... 0.0 0.0 0.0 0.0 0.0 1 - -[5 rows x 371 columns] -2024-11-22 14:33:03,003 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 14:33:03,004 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 14:35:22,469 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:35:22,484 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:35:22,490 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:35:22,496 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:35:22,505 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:35:22,508 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:35:22,511 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-22 14:35:22,515 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-22 14:35:22,522 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-22 14:35:22,526 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-22 14:35:22,531 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-22 14:35:22,539 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-22 14:35:22,542 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 14:35:22,546 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 14:35:22,555 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 14:35:22,562 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-22 14:35:22,565 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 14:35:22,573 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 14:35:22,578 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-22 14:35:22,583 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-22 14:35:22,592 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-22 14:35:22,596 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 14:35:22,600 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-22 14:35:22,608 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 14:35:22,612 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-22 14:35:22,615 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-22 14:35:22,619 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-22 14:35:22,623 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-22 14:35:22,626 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-22 14:35:22,629 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 14:35:22,638 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 14:35:22,643 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-22 14:35:22,646 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-22 14:35:22,654 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-22 14:35:22,658 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-22 14:35:22,661 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-22 14:35:22,664 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:35:22,672 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:35:22,676 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:35:22,679 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-22 14:35:22,687 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-22 14:35:22,692 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-22 14:35:22,695 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-22 14:35:22,702 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-22 14:35:22,707 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-22 14:35:22,710 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-22 14:35:22,715 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-22 14:35:22,722 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-22 14:35:22,725 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-22 14:35:22,731 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-22 14:35:22,739 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-22 14:35:22,743 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-22 14:35:22,747 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-22 14:35:22,755 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-22 14:35:22,760 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-22 14:35:22,764 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-22 14:35:22,770 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-22 14:35:22,774 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-22 14:35:22,779 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-22 14:35:22,783 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-22 14:35:22,788 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-22 14:35:22,793 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-22 14:35:22,796 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-22 14:35:22,802 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-22 14:35:22,808 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-22 14:35:22,810 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-22 14:35:22,816 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-22 14:35:22,823 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-22 14:35:22,827 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-22 14:35:22,830 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-22 14:35:22,838 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-22 14:35:22,842 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-22 14:35:22,847 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-22 14:35:22,853 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-22 14:35:22,857 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-22 14:35:22,861 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-22 14:35:22,865 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-22 14:35:22,873 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-22 14:35:22,878 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-22 14:35:22,881 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-22 14:35:22,889 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-22 14:35:22,893 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-22 14:35:22,898 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-22 14:35:22,905 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-22 14:35:22,909 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-22 14:35:22,914 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-22 14:35:22,920 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-22 14:35:22,923 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-22 14:35:22,928 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-22 14:35:22,933 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-22 14:35:22,938 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-22 14:35:22,943 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-22 14:35:22,947 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-22 14:35:22,952 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-22 14:35:22,957 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-22 14:35:22,960 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-22 14:35:22,965 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-22 14:35:22,973 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-22 14:35:22,978 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-22 14:35:22,980 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-22 14:35:22,988 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-22 14:35:22,993 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-22 14:35:22,997 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-22 14:35:23,002 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-22 14:35:23,008 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-22 14:35:23,012 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,018 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,023 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,026 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,033 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,039 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,044 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,056 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-22 14:35:23,063 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-22 14:35:23,072 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-22 14:35:23,080 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-22 14:35:23,095 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-22 14:35:23,104 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-22 14:35:23,112 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-22 14:35:23,120 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 14:35:23,127 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-22 14:35:23,134 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 14:35:23,141 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 14:35:23,144 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-22 14:35:23,147 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-22 14:35:23,156 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:35:23,160 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:35:23,163 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:35:23,172 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-22 14:35:23,175 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-22 14:35:23,179 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-22 14:35:23,186 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-22 14:35:23,192 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 14:35:23,195 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 14:35:23,200 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-22 14:35:23,205 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-22 14:35:23,209 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-22 14:35:23,213 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-22 14:35:23,221 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-22 14:35:23,225 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:35:23,228 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:35:23,235 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:35:23,240 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:35:23,244 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 14:35:23,252 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 14:35:23,256 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-22 14:35:23,261 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 14:35:23,266 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 14:35:23,274 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:35:23,279 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:35:23,286 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:35:23,291 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:35:23,295 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-22 14:35:23,301 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 14:35:23,305 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-22 14:35:23,310 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-22 14:35:23,313 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-22 14:35:23,320 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:35:23,324 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:35:23,328 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-22 14:35:23,330 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:35:23,336 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-22 14:35:23,343 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:35:23,347 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-22 14:35:23,356 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-22 14:35:23,360 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-22 14:35:23,363 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,370 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:35:23,374 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,378 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-22 14:35:23,381 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-22 14:35:23,389 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-22 14:35:23,392 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-22 14:35:23,395 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-22 14:35:23,402 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-22 14:35:23,406 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-22 14:35:23,410 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-22 14:35:23,414 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-22 14:35:23,421 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-22 14:35:23,427 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:35:23,430 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,438 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,442 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,445 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,450 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,454 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,459 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,465 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,472 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 14:35:23,476 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 14:35:23,480 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:35:23,486 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:35:23,493 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,497 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 14:35:23,505 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-22 14:35:23,509 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 14:35:23,513 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-22 14:35:23,520 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-22 14:35:23,523 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-22 14:35:23,527 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-22 14:35:23,530 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,538 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-22 14:35:23,543 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-22 14:35:23,546 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-22 14:35:23,554 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-22 14:35:23,558 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-22 14:35:23,561 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-22 14:35:23,568 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-22 14:35:23,572 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-22 14:35:23,576 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-22 14:35:23,580 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-22 14:35:23,586 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-22 14:35:23,591 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-22 14:35:23,594 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-22 14:35:23,600 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-22 14:35:23,605 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-22 14:35:23,608 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-22 14:35:23,612 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-22 14:35:23,617 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-22 14:35:23,622 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-22 14:35:23,627 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-22 14:35:23,631 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-22 14:35:23,636 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-22 14:35:23,641 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-22 14:35:23,645 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-22 14:35:23,649 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-22 14:35:23,654 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,659 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-22 14:35:23,662 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-22 14:35:23,668 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-22 14:35:23,673 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-22 14:35:23,677 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-22 14:35:23,680 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-22 14:35:23,688 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,692 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-22 14:35:23,695 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-22 14:35:23,699 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-22 14:35:23,707 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-22 14:35:23,711 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,714 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-22 14:35:23,722 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-22 14:35:23,726 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-22 14:35:23,728 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-22 14:35:23,735 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-22 14:35:23,741 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-22 14:35:23,745 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-22 14:35:23,749 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,756 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-22 14:35:23,760 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-22 14:35:23,762 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:35:23,770 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:35:23,774 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-22 14:35:23,777 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-22 14:35:23,784 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-22 14:35:23,789 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-22 14:35:23,793 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:35:23,797 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-22 14:35:23,804 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-22 14:35:23,808 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-22 14:35:23,813 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-22 14:35:23,819 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:35:23,824 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-22 14:35:23,828 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-22 14:35:23,833 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-22 14:35:23,839 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:35:23,846 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-22 14:35:23,851 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:35:23,856 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-22 14:35:23,861 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,865 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,873 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,877 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-22 14:35:23,880 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,889 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:35:23,893 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-22 14:35:23,896 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-22 14:35:23,904 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-22 14:35:23,910 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-22 14:35:23,915 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-22 14:35:23,953 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-22 14:35:23,962 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-22 14:35:23,973 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-22 14:35:23,979 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-22 14:35:23,986 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-22 14:35:23,990 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-22 14:35:23,994 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-22 14:35:24,002 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-22 14:35:24,006 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-22 14:35:24,011 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 14:35:24,014 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 14:35:24,021 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-22 14:35:24,025 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-22 14:35:24,028 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-22 14:35:24,032 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-22 14:35:24,039 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-22 14:35:24,043 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-22 14:35:24,046 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-22 14:35:24,052 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-22 14:35:24,056 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-22 14:35:24,059 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-22 14:35:24,064 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-22 14:35:24,072 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-22 14:35:24,077 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-22 14:35:24,080 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-22 14:35:24,089 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-22 14:35:24,093 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-22 14:35:24,097 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-22 14:35:24,105 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-22 14:35:24,108 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:35:24,112 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:35:24,117 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:35:24,122 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:35:24,128 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:35:24,132 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:35:24,139 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:35:24,144 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:35:24,148 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 14:35:24,154 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 14:35:24,157 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-22 14:35:24,162 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-22 14:35:24,166 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-22 14:35:24,172 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-22 14:35:24,176 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-22 14:35:24,181 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 14:35:24,186 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 14:35:24,191 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-22 14:35:24,195 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 14:35:24,199 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 14:35:24,205 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-22 14:35:24,209 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-22 14:35:24,214 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-22 14:35:24,218 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-22 14:35:24,222 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:35:24,227 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:35:24,230 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:35:24,238 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:35:24,243 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-22 14:35:24,246 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-22 14:35:24,252 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-22 14:35:24,256 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-22 14:35:24,261 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-22 14:35:24,266 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-22 14:35:24,272 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-22 14:35:24,277 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-22 14:35:24,279 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-22 14:35:24,284 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 14:35:24,290 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 14:35:24,295 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-22 14:35:24,298 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-22 14:35:24,306 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-22 14:35:24,309 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-22 14:35:24,313 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-22 14:35:24,320 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-22 14:35:24,324 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-22 14:35:24,328 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-22 14:35:24,334 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,338 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,342 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,347 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,354 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,357 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,361 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,367 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-22 14:35:24,373 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-22 14:35:24,376 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-22 14:35:24,381 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-22 14:35:24,388 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-22 14:35:24,391 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-22 14:35:24,394 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-22 14:35:24,401 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-22 14:35:24,406 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-22 14:35:24,409 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-22 14:35:24,413 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-22 14:35:24,417 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-22 14:35:24,422 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-22 14:35:24,425 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 14:35:24,429 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-22 14:35:24,435 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-22 14:35:24,439 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-22 14:35:24,444 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-22 14:35:24,448 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-22 14:35:24,455 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-22 14:35:24,460 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-22 14:35:24,466 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 14:35:24,472 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-22 14:35:24,476 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-22 14:35:24,479 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 14:35:24,486 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 14:35:24,493 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 14:35:24,509 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-22 14:35:24,514 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:35:24,522 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-22 14:35:24,525 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-22 14:35:24,528 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-22 14:35:24,534 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-22 14:35:24,540 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-22 14:35:24,543 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-22 14:35:24,547 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-22 14:35:24,553 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-22 14:35:24,557 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-22 14:35:24,560 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-22 14:35:24,566 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-22 14:35:24,572 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-22 14:35:24,576 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:35:24,580 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:35:24,585 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-22 14:35:24,590 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,595 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:35:24,598 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:35:24,605 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,609 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,612 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,617 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,621 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,625 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,628 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,633 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:35:24,640 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,642 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:35:24,646 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,651 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:35:24,655 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,659 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-22 14:35:24,663 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,667 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,673 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,677 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,679 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,686 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-22 14:35:24,690 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,693 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,697 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,703 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,709 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,713 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,720 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,724 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,728 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,731 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,738 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,742 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:35:24,747 - my_logger - 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my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,862 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 14:35:24,867 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,873 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,877 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,880 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,889 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,892 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,896 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,900 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,907 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:35:24,910 - my_logger - INFO - 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my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-22 14:35:24,970 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-22 14:35:24,974 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-22 14:35:24,978 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-22 14:35:24,982 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-22 14:35:24,989 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-22 14:35:24,994 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-22 14:35:24,997 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-22 14:35:25,005 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-22 14:35:25,010 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-22 14:35:25,013 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-22 14:35:25,019 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-22 14:35:25,024 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-22 14:35:25,034 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-22 14:35:25,041 - my_logger - INFO - ɾԤǰ(2881, 504) -2024-11-22 14:35:25,046 - my_logger - INFO - ɾԤ(2881, 431) -2024-11-22 14:35:59,993 - my_logger - INFO - ɾ²ǰ(2881, 431) -2024-11-22 14:36:01,072 - my_logger - INFO - ɾ²(2881, 427) -2024-11-22 14:37:19,073 - my_logger - INFO - ʼѵģ... -2024-11-22 14:37:19,091 - my_logger - INFO - Training set head: -2024-11-22 14:37:19,093 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 -1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 -3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 -4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 - -[5 rows x 442 columns] -2024-11-22 14:37:19,797 - my_logger - INFO - +2024-11-22 17:10:03,865 - my_logger - INFO - Testing set head: -2024-11-22 14:37:19,799 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 -84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 -85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 -86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 -87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2024-11-22 17:10:03,866 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +600 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 +599 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 +598 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 +597 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 +596 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 -[5 rows x 442 columns] -2024-11-22 14:40:20,053 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 14:40:20,054 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 14:41:08,011 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:41:08,013 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:41:08,018 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:41:08,020 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:41:08,022 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:41:08,025 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 14:41:08,029 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-22 14:41:08,033 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-22 14:41:08,036 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-22 14:41:08,040 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-22 14:41:08,042 - 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Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 14:41:08,077 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-22 14:41:08,081 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 14:41:08,083 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-22 14:41:08,086 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-22 14:41:08,090 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-22 14:41:08,095 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-22 14:41:08,099 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-22 14:41:08,102 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 14:41:08,105 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 14:41:08,107 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-22 14:41:08,110 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-22 14:41:08,112 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-22 14:41:08,113 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-22 14:41:08,115 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-22 14:41:08,119 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:41:08,123 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:41:08,126 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-22 14:41:08,127 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-22 14:41:08,129 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-22 14:41:08,131 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-22 14:41:08,134 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-22 14:41:08,139 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-22 14:41:08,142 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-22 14:41:08,144 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-22 14:41:08,145 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-22 14:41:08,147 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-22 14:41:08,149 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-22 14:41:08,156 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-22 14:41:08,158 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-22 14:41:08,160 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-22 14:41:08,161 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-22 14:41:08,163 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-22 14:41:08,165 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,170 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-22 14:41:08,173 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-22 14:41:08,174 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-22 14:41:08,177 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-22 14:41:08,178 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-22 14:41:08,182 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-22 14:41:08,187 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,191 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-22 14:41:08,192 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-22 14:41:08,194 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-22 14:41:08,195 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-22 14:41:08,199 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-22 14:41:08,205 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,207 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-22 14:41:08,208 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-22 14:41:08,210 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-22 14:41:08,212 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-22 14:41:08,215 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-22 14:41:08,221 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-22 14:41:08,224 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-22 14:41:08,226 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-22 14:41:08,228 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-22 14:41:08,230 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-22 14:41:08,233 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-22 14:41:08,237 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-22 14:41:08,240 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-22 14:41:08,241 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-22 14:41:08,244 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-22 14:41:08,246 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-22 14:41:08,250 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-22 14:41:08,252 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-22 14:41:08,257 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-22 14:41:08,260 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-22 14:41:08,261 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-22 14:41:08,263 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-22 14:41:08,265 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-22 14:41:08,270 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-22 14:41:08,273 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-22 14:41:08,275 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-22 14:41:08,277 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-22 14:41:08,280 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-22 14:41:08,281 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-22 14:41:08,287 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-22 14:41:08,290 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-22 14:41:08,291 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-22 14:41:08,294 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-22 14:41:08,296 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-22 14:41:08,297 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-22 14:41:08,300 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-22 14:41:08,304 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-22 14:41:08,306 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,310 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,312 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,313 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,316 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,321 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,322 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,325 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-22 14:41:08,327 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-22 14:41:08,328 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-22 14:41:08,330 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-22 14:41:08,333 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-22 14:41:08,338 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-22 14:41:08,342 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-22 14:41:08,344 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 14:41:08,345 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-22 14:41:08,347 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 14:41:08,353 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 14:41:08,355 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-22 14:41:08,357 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-22 14:41:08,359 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:41:08,360 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:41:08,362 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 14:41:08,363 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-22 14:41:08,368 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-22 14:41:08,372 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-22 14:41:08,374 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-22 14:41:08,376 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 14:41:08,377 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 14:41:08,378 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-22 14:41:08,381 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-22 14:41:08,385 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-22 14:41:08,388 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-22 14:41:08,391 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-22 14:41:08,393 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:41:08,395 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:41:08,399 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:41:08,402 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 14:41:08,406 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 14:41:08,409 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 14:41:08,411 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-22 14:41:08,413 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 14:41:08,416 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 14:41:08,419 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:41:08,422 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:41:08,424 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 14:41:08,427 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:41:08,429 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-22 14:41:08,433 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 14:41:08,437 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-22 14:41:08,439 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-22 14:41:08,442 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-22 14:41:08,444 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:41:08,446 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:41:08,448 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-22 14:41:08,454 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:41:08,457 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-22 14:41:08,459 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-22 14:41:08,462 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-22 14:41:08,464 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-22 14:41:08,466 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-22 14:41:08,472 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,475 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:41:08,477 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,479 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-22 14:41:08,481 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-22 14:41:08,484 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-22 14:41:08,488 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-22 14:41:08,491 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-22 14:41:08,493 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-22 14:41:08,496 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-22 14:41:08,497 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-22 14:41:08,500 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-22 14:41:08,505 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-22 14:41:08,507 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:41:08,509 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,511 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,513 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,516 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,522 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,525 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,527 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,530 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,532 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 14:41:08,537 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 14:41:08,539 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 14:41:08,541 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 14:41:08,544 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,546 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 14:41:08,548 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-22 14:41:08,554 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 14:41:08,557 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-22 14:41:08,558 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-22 14:41:08,560 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-22 14:41:08,562 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-22 14:41:08,565 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,571 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-22 14:41:08,573 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-22 14:41:08,575 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-22 14:41:08,577 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-22 14:41:08,579 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-22 14:41:08,583 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-22 14:41:08,588 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-22 14:41:08,590 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-22 14:41:08,592 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-22 14:41:08,593 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-22 14:41:08,597 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-22 14:41:08,600 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-22 14:41:08,605 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-22 14:41:08,607 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-22 14:41:08,609 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-22 14:41:08,610 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-22 14:41:08,612 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-22 14:41:08,616 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-22 14:41:08,621 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-22 14:41:08,623 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-22 14:41:08,626 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-22 14:41:08,628 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-22 14:41:08,630 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-22 14:41:08,632 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-22 14:41:08,638 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-22 14:41:08,640 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,643 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-22 14:41:08,645 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-22 14:41:08,647 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-22 14:41:08,649 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-22 14:41:08,655 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-22 14:41:08,658 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-22 14:41:08,659 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,661 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-22 14:41:08,663 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-22 14:41:08,665 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-22 14:41:08,670 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-22 14:41:08,672 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,675 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-22 14:41:08,677 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-22 14:41:08,678 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-22 14:41:08,681 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-22 14:41:08,684 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-22 14:41:08,688 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-22 14:41:08,692 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-22 14:41:08,694 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,696 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-22 14:41:08,698 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-22 14:41:08,702 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:41:08,706 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:41:08,707 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-22 14:41:08,709 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-22 14:41:08,711 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-22 14:41:08,713 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-22 14:41:08,715 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 14:41:08,721 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-22 14:41:08,724 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-22 14:41:08,726 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-22 14:41:08,727 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-22 14:41:08,729 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:41:08,731 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-22 14:41:08,734 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-22 14:41:08,739 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-22 14:41:08,742 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:41:08,744 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-22 14:41:08,746 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 14:41:08,751 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-22 14:41:08,756 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,758 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,760 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,762 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-22 14:41:08,764 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,769 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-22 14:41:08,772 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-22 14:41:08,774 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-22 14:41:08,776 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-22 14:41:08,778 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-22 14:41:08,780 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-22 14:41:08,784 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-22 14:41:08,788 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-22 14:41:08,791 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-22 14:41:08,792 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-22 14:41:08,796 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-22 14:41:08,798 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-22 14:41:08,801 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-22 14:41:08,806 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-22 14:41:08,808 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-22 14:41:08,811 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 14:41:08,813 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 14:41:08,816 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-22 14:41:08,819 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-22 14:41:08,821 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-22 14:41:08,823 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-22 14:41:08,826 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-22 14:41:08,828 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-22 14:41:08,830 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-22 14:41:08,832 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-22 14:41:08,836 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-22 14:41:08,840 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-22 14:41:08,842 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-22 14:41:08,845 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-22 14:41:08,847 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-22 14:41:08,849 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-22 14:41:08,852 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-22 14:41:08,857 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-22 14:41:08,860 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-22 14:41:08,862 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-22 14:41:08,863 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:41:08,866 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:41:08,871 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:41:08,873 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-22 14:41:08,876 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:41:08,879 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:41:08,879 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:41:08,883 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 14:41:08,887 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 14:41:08,890 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 14:41:08,893 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-22 14:41:08,895 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-22 14:41:08,897 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-22 14:41:08,899 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-22 14:41:08,903 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-22 14:41:08,906 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 14:41:08,908 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 14:41:08,910 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-22 14:41:08,913 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 14:41:08,914 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 14:41:08,919 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-22 14:41:08,922 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-22 14:41:08,925 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-22 14:41:08,926 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-22 14:41:08,928 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:41:08,929 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:41:08,932 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:41:08,936 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 14:41:08,940 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-22 14:41:08,942 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-22 14:41:08,944 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-22 14:41:08,946 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-22 14:41:08,949 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-22 14:41:08,954 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-22 14:41:08,957 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-22 14:41:08,958 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-22 14:41:08,960 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-22 14:41:08,962 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 14:41:08,966 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 14:41:08,969 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-22 14:41:08,972 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-22 14:41:08,975 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-22 14:41:08,976 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-22 14:41:08,979 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-22 14:41:08,981 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-22 14:41:08,985 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-22 14:41:08,990 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-22 14:41:08,993 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 14:41:08,994 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 14:41:08,997 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-22 14:41:08,999 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-22 14:41:09,003 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-22 14:41:09,006 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-22 14:41:09,008 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-22 14:41:09,010 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-22 14:41:09,013 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-22 14:41:09,015 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-22 14:41:09,020 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-22 14:41:09,024 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-22 14:41:09,026 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-22 14:41:09,030 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-22 14:41:09,033 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-22 14:41:09,037 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-22 14:41:09,040 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-22 14:41:09,042 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-22 14:41:09,045 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-22 14:41:09,047 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-22 14:41:09,050 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 14:41:09,054 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-22 14:41:09,056 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-22 14:41:09,059 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-22 14:41:09,061 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-22 14:41:09,062 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-22 14:41:09,065 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-22 14:41:09,068 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-22 14:41:09,072 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 14:41:09,074 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-22 14:41:09,076 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-22 14:41:09,078 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 14:41:09,080 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 14:41:09,082 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 14:41:09,090 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-22 14:41:09,092 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:41:09,096 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-22 14:41:09,099 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-22 14:41:09,104 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-22 14:41:09,107 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-22 14:41:09,108 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-22 14:41:09,109 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-22 14:41:09,112 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-22 14:41:09,114 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-22 14:41:09,117 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-22 14:41:09,121 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-22 14:41:09,124 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-22 14:41:09,127 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-22 14:41:09,128 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:41:09,129 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 14:41:09,132 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-22 14:41:09,137 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,141 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:41:09,143 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:41:09,145 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,147 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,149 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,159 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,188 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,193 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,197 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,201 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:41:09,212 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,216 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:41:09,221 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,223 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 14:41:09,225 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,228 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-22 14:41:09,231 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,234 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,239 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,242 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,244 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,245 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-22 14:41:09,248 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,251 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,255 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,257 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,260 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,263 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,265 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,269 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,273 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,275 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,278 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,279 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,282 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,287 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,291 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,292 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,295 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,298 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,303 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,306 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,308 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,311 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,313 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 14:41:09,316 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,321 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 14:41:09,323 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,327 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,329 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,331 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,334 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,340 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 14:41:09,343 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,345 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,347 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,351 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,355 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,358 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 14:41:09,360 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,361 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,366 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,371 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,373 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,376 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,378 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,383 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,388 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,392 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,396 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,401 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,407 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,411 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,417 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,423 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,428 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,431 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,437 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,444 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,447 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 14:41:09,451 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-22 14:41:09,456 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-22 14:41:09,460 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-22 14:41:09,462 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-22 14:41:09,465 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-22 14:41:09,470 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-22 14:41:09,475 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-22 14:41:09,477 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-22 14:41:09,478 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-22 14:41:09,480 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-22 14:41:09,483 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-22 14:41:09,487 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-22 14:41:09,490 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-22 14:41:09,496 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-22 14:41:09,499 - my_logger - INFO - ɾԤǰ(2881, 504) -2024-11-22 14:41:09,507 - my_logger - INFO - ɾԤ(2881, 431) -2024-11-22 14:41:09,508 - my_logger - INFO - ɾ²ǰ(2881, 431) -2024-11-22 14:41:09,949 - my_logger - INFO - ɾ²(2881, 427) -2024-11-22 14:41:10,799 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-24 00:00:00', y = '73.32499999999999' WHERE ds = '2024-11-24 00:00:00' -2024-11-22 14:41:10,802 - my_logger - INFO - ʼѵģ... -2024-11-22 14:41:10,811 - my_logger - INFO - Training set head: -2024-11-22 14:41:10,811 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 -1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 -3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 -4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 +[5 rows x 326 columns] +2024-11-22 17:10:03,866 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +600 2022-06-01 621.7030 22.0 -178.0 ... 0.0 0.0 0.0 1 +599 2022-06-02 552.9803 40.0 -160.0 ... 0.0 0.0 0.0 1 +598 2022-06-06 603.3724 74.0 -96.0 ... 0.0 0.0 0.0 1 +597 2022-06-07 637.3217 65.0 -105.0 ... 0.0 0.0 0.0 1 +596 2022-06-08 688.8880 -25.0 -165.0 ... 0.0 0.0 0.0 1 -[5 rows x 442 columns] -2024-11-22 14:41:11,151 - my_logger - INFO - -Testing set head: -2024-11-22 14:41:11,152 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 -84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 -85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 -86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 -87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 +[5 rows x 326 columns] +2024-11-22 17:15:41,458 - my_logger - INFO - ģѵ +2024-11-22 17:15:41,458 - my_logger - INFO - ģѵ +2024-11-22 17:15:41,465 - my_logger - INFO - ѵݻͼing +2024-11-22 17:15:41,465 - my_logger - INFO - ѵݻͼing +2024-11-22 17:18:53,342 - my_logger - INFO - etaȡ... +2024-11-22 17:18:53,342 - my_logger - INFO - etaȡ... +2024-11-22 17:19:42,737 - my_logger - INFO - ָ PEͷPPͷ +2024-11-22 17:19:42,737 - my_logger - INFO - ָ PEͷPPͷ +2024-11-22 17:19:42,738 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-22 17:19:42,738 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-22 17:19:42,739 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-22 17:19:42,739 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-22 17:20:06,377 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-22 17:20:06,377 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-22 17:20:06,379 - my_logger - INFO - lmcads03 lme comdty +2024-11-22 17:20:06,379 - my_logger - INFO - lmcads03 lme comdty +2024-11-22 17:20:06,794 - my_logger - INFO - GC1 COMB Comdty +2024-11-22 17:20:06,794 - my_logger - INFO - GC1 COMB Comdty +2024-11-22 17:20:07,655 - my_logger - INFO - C2404171822 +2024-11-22 17:20:07,655 - my_logger - INFO - C2404171822 +2024-11-22 17:20:08,593 - my_logger - INFO - dxy curncy +2024-11-22 17:20:08,593 - my_logger - INFO - dxy curncy +2024-11-22 17:20:09,393 - my_logger - INFO - S5443199 +2024-11-22 17:20:09,393 - my_logger - INFO - S5443199 +2024-11-22 17:20:09,854 - my_logger - INFO - S5479800 +2024-11-22 17:20:09,854 - my_logger - INFO - S5479800 +2024-11-22 17:20:10,190 - my_logger - INFO - S5443108 +2024-11-22 17:20:10,190 - my_logger - INFO - S5443108 +2024-11-22 17:20:10,581 - my_logger - INFO - H7358586 +2024-11-22 17:20:10,581 - my_logger - INFO - H7358586 +2024-11-22 17:20:10,781 - my_logger - INFO - LC3FM1 INDEX +2024-11-22 17:20:10,781 - my_logger - INFO - LC3FM1 INDEX +2024-11-22 17:20:11,133 - my_logger - INFO - CNY REGN Curncy +2024-11-22 17:20:11,133 - my_logger - INFO - CNY REGN Curncy +2024-11-22 17:20:12,245 - my_logger - INFO - s0105897 +2024-11-22 17:20:12,245 - my_logger - INFO - s0105897 +2024-11-22 17:20:12,836 - my_logger - INFO - M0067419 +2024-11-22 17:20:12,836 - my_logger - INFO - M0067419 +2024-11-22 17:20:13,331 - my_logger - INFO - M0066351 +2024-11-22 17:20:13,331 - my_logger - INFO - M0066351 +2024-11-22 17:20:13,888 - my_logger - INFO - S0266372 +2024-11-22 17:20:13,888 - my_logger - INFO - S0266372 +2024-11-22 17:20:14,239 - my_logger - INFO - S0266438 +2024-11-22 17:20:14,239 - my_logger - INFO - S0266438 +2024-11-22 17:20:14,590 - my_logger - INFO - S0266506 +2024-11-22 17:20:14,590 - my_logger - INFO - S0266506 +2024-11-22 17:20:15,078 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +3922 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6465 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN +0 2024-11-20 -284.9682 NaN NaN NaN ... 5282.0 8454.0 7528.0 7518.0 7505.0 +1 2024-11-19 -310.3906 NaN NaN NaN ... 5292.0 8341.0 7490.0 7483.0 7479.0 +2 2024-11-18 -338.7818 NaN NaN NaN ... 5284.0 8253.0 7436.0 7438.0 7445.0 -[5 rows x 442 columns] -2024-11-22 15:04:11,871 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 15:04:11,872 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 15:04:58,029 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:04:58,031 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:04:58,034 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:04:58,036 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:04:58,039 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:04:58,042 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:04:58,049 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-22 15:04:58,052 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-22 15:04:58,055 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-22 15:04:58,058 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-22 15:04:58,059 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-22 15:04:58,060 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-22 15:04:58,063 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 15:04:58,065 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 15:04:58,068 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 15:04:58,071 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-22 15:04:58,074 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 15:04:58,075 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 15:04:58,078 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 -2024-11-22 15:04:58,080 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 -2024-11-22 15:04:58,083 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 -2024-11-22 15:04:58,086 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 15:04:58,091 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 -2024-11-22 15:04:58,093 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 -2024-11-22 15:04:58,096 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 -2024-11-22 15:04:58,098 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 -2024-11-22 15:04:58,100 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 -2024-11-22 15:04:58,104 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 -2024-11-22 15:04:58,106 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 -2024-11-22 15:04:58,108 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 15:04:58,110 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 15:04:58,112 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-22 15:04:58,116 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-22 15:04:58,120 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-22 15:04:58,122 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-22 15:04:58,124 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-22 15:04:58,125 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-22 15:04:58,126 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-22 15:04:58,129 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-22 15:04:58,133 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-22 15:04:58,137 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-22 15:04:58,139 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-22 15:04:58,141 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-22 15:04:58,143 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-22 15:04:58,145 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-22 15:04:58,150 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-22 15:04:58,153 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-22 15:04:58,154 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-22 15:04:58,156 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-22 15:04:58,158 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-22 15:04:58,159 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-22 15:04:58,162 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-22 15:04:58,167 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-22 15:04:58,169 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-22 15:04:58,171 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,173 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-22 15:04:58,174 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-22 15:04:58,176 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-22 15:04:58,177 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-22 15:04:58,182 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-22 15:04:58,185 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-22 15:04:58,186 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,189 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-22 15:04:58,191 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-22 15:04:58,193 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-22 15:04:58,196 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-22 15:04:58,201 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-22 15:04:58,204 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,205 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-22 15:04:58,206 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-22 15:04:58,208 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-22 15:04:58,212 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-22 15:04:58,214 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-22 15:04:58,218 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-22 15:04:58,220 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-22 15:04:58,222 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-22 15:04:58,223 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-22 15:04:58,226 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-22 15:04:58,228 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-22 15:04:58,231 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-22 15:04:58,235 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-22 15:04:58,236 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-22 15:04:58,238 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-22 15:04:58,241 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-22 15:04:58,243 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-22 15:04:58,245 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-22 15:04:58,249 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-22 15:04:58,253 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-22 15:04:58,255 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-22 15:04:58,257 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-22 15:04:58,259 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-22 15:04:58,261 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-22 15:04:58,263 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-22 15:04:58,268 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-22 15:04:58,270 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-22 15:04:58,273 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-22 15:04:58,274 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-22 15:04:58,275 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-22 15:04:58,278 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-22 15:04:58,280 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-22 15:04:58,284 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-22 15:04:58,288 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-22 15:04:58,290 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-22 15:04:58,292 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-22 15:04:58,294 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-22 15:04:58,297 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,301 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,303 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,306 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,308 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,310 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,312 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,315 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-22 15:04:58,319 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-22 15:04:58,321 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-22 15:04:58,323 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-22 15:04:58,326 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-22 15:04:58,328 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-22 15:04:58,331 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-22 15:04:58,335 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 15:04:58,336 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-22 15:04:58,338 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 15:04:58,341 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 15:04:58,343 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-22 15:04:58,345 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-22 15:04:58,350 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 15:04:58,353 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 15:04:58,354 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 15:04:58,355 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-22 15:04:58,357 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-22 15:04:58,359 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-22 15:04:58,361 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-22 15:04:58,367 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 15:04:58,369 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 15:04:58,370 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-22 15:04:58,372 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-22 15:04:58,374 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-22 15:04:58,375 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-22 15:04:58,377 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-22 15:04:58,381 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:04:58,385 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:04:58,386 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:04:58,388 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:04:58,390 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 15:04:58,393 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 15:04:58,395 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-22 15:04:58,398 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 15:04:58,402 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 15:04:58,403 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 15:04:58,405 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 15:04:58,406 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 15:04:58,409 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-22 15:04:58,412 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-22 15:04:58,416 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 15:04:58,418 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-22 15:04:58,420 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-22 15:04:58,421 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-22 15:04:58,423 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 15:04:58,426 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 15:04:58,430 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-22 15:04:58,434 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 15:04:58,436 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-22 15:04:58,438 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-22 15:04:58,439 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-22 15:04:58,442 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-22 15:04:58,444 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-22 15:04:58,447 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,451 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 15:04:58,454 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,456 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-22 15:04:58,458 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-22 15:04:58,460 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-22 15:04:58,462 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-22 15:04:58,466 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-22 15:04:58,468 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-22 15:04:58,471 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-22 15:04:58,473 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-22 15:04:58,475 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-22 15:04:58,477 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-22 15:04:58,480 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 15:04:58,483 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,487 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,489 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,492 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,493 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,495 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,499 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,502 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,504 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 15:04:58,505 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 15:04:58,506 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 15:04:58,509 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 15:04:58,510 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,513 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 15:04:58,518 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-22 15:04:58,520 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 15:04:58,523 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-22 15:04:58,524 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-22 15:04:58,527 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-22 15:04:58,529 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-22 15:04:58,534 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,536 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-22 15:04:58,538 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-22 15:04:58,539 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-22 15:04:58,542 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-22 15:04:58,544 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-22 15:04:58,547 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-22 15:04:58,551 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-22 15:04:58,553 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-22 15:04:58,555 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-22 15:04:58,556 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-22 15:04:58,557 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-22 15:04:58,560 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-22 15:04:58,563 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-22 15:04:58,567 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-22 15:04:58,570 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-22 15:04:58,572 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-22 15:04:58,573 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-22 15:04:58,575 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-22 15:04:58,577 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-22 15:04:58,580 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-22 15:04:58,585 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-22 15:04:58,586 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-22 15:04:58,588 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-22 15:04:58,590 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-22 15:04:58,592 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-22 15:04:58,594 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,596 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-22 15:04:58,601 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-22 15:04:58,603 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-22 15:04:58,605 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-22 15:04:58,606 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-22 15:04:58,610 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-22 15:04:58,613 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,618 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-22 15:04:58,620 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-22 15:04:58,623 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-22 15:04:58,625 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-22 15:04:58,626 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,629 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-22 15:04:58,634 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-22 15:04:58,636 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-22 15:04:58,638 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-22 15:04:58,641 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-22 15:04:58,643 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-22 15:04:58,646 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-22 15:04:58,650 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,650 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-22 15:04:58,653 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-22 15:04:58,655 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 15:04:58,658 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-22 15:04:58,660 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-22 15:04:58,662 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-22 15:04:58,666 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-22 15:04:58,669 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-22 15:04:58,672 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 15:04:58,674 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-22 15:04:58,675 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-22 15:04:58,676 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-22 15:04:58,680 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-22 15:04:58,684 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-22 15:04:58,687 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-22 15:04:58,690 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-22 15:04:58,693 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-22 15:04:58,695 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 15:04:58,700 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-22 15:04:58,702 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 15:04:58,706 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-22 15:04:58,708 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,709 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,711 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,717 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-22 15:04:58,720 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,722 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:04:58,725 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-22 15:04:58,726 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-22 15:04:58,728 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-22 15:04:58,734 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-22 15:04:58,736 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-22 15:04:58,738 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-22 15:04:58,740 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-22 15:04:58,741 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-22 15:04:58,743 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-22 15:04:58,745 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-22 15:04:58,750 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-22 15:04:58,752 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-22 15:04:58,755 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-22 15:04:58,756 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-22 15:04:58,758 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 15:04:58,760 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 15:04:58,764 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-22 15:04:58,768 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-22 15:04:58,771 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-22 15:04:58,772 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-22 15:04:58,774 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-22 15:04:58,776 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-22 15:04:58,778 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-22 15:04:58,783 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-22 15:04:58,786 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-22 15:04:58,789 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-22 15:04:58,791 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-22 15:04:58,792 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-22 15:04:58,795 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-22 15:04:58,803 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-22 15:04:58,815 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-22 15:04:58,844 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-22 15:04:58,849 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-22 15:04:58,853 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-22 15:04:58,874 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:04:58,877 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:04:58,880 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:04:58,887 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:04:58,891 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:04:58,894 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:04:58,902 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:04:58,906 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:04:58,908 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 15:04:58,911 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 15:04:58,914 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-22 15:04:58,919 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-22 15:04:58,922 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-22 15:04:58,924 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-22 15:04:58,926 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-22 15:04:58,928 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 15:04:58,933 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 15:04:58,936 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-22 15:04:58,938 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 15:04:58,939 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 15:04:58,942 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-22 15:04:58,944 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-22 15:04:58,946 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-22 15:04:58,952 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-22 15:04:58,954 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:04:58,956 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:04:58,957 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:04:58,959 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:04:58,960 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-22 15:04:58,964 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-22 15:04:58,969 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-22 15:04:58,972 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-22 15:04:58,973 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-22 15:04:58,976 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-22 15:04:58,978 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-22 15:04:58,980 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-22 15:04:58,983 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-22 15:04:58,984 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 15:04:58,987 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 15:04:58,988 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-22 15:04:58,990 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-22 15:04:58,991 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-22 15:04:58,994 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-22 15:04:58,996 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-22 15:04:59,000 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-22 15:04:59,002 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-22 15:04:59,003 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-22 15:04:59,005 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,006 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,009 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,010 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,013 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,017 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,020 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,021 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-22 15:04:59,022 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-22 15:04:59,025 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-22 15:04:59,026 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-22 15:04:59,028 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-22 15:04:59,034 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-22 15:04:59,037 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-22 15:04:59,038 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-22 15:04:59,041 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-22 15:04:59,042 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-22 15:04:59,045 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-22 15:04:59,050 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-22 15:04:59,052 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-22 15:04:59,055 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 15:04:59,057 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-22 15:04:59,058 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-22 15:04:59,060 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-22 15:04:59,062 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-22 15:04:59,065 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-22 15:04:59,070 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-22 15:04:59,072 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-22 15:04:59,073 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 15:04:59,075 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-22 15:04:59,078 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-22 15:04:59,080 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 15:04:59,083 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 15:04:59,086 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 15:04:59,089 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-22 15:04:59,090 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 15:04:59,092 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-22 15:04:59,093 - 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my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 -2024-11-22 15:06:13,471 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 -2024-11-22 15:06:13,473 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 -2024-11-22 15:06:13,475 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 -2024-11-22 15:06:13,477 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 -2024-11-22 15:06:13,483 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 -2024-11-22 15:06:13,486 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 -2024-11-22 15:06:13,488 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 -2024-11-22 15:06:13,490 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 -2024-11-22 15:06:13,493 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 -2024-11-22 15:06:13,498 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 -2024-11-22 15:06:13,501 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 -2024-11-22 15:06:13,504 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 -2024-11-22 15:06:13,506 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 -2024-11-22 15:06:13,507 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 -2024-11-22 15:06:13,510 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 -2024-11-22 15:06:13,515 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 -2024-11-22 15:06:13,518 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 -2024-11-22 15:06:13,521 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 -2024-11-22 15:06:13,522 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 -2024-11-22 15:06:13,524 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 -2024-11-22 15:06:13,526 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 -2024-11-22 15:06:13,532 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 -2024-11-22 15:06:13,535 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 -2024-11-22 15:06:13,537 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 -2024-11-22 15:06:13,539 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 -2024-11-22 15:06:13,540 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 -2024-11-22 15:06:13,543 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 -2024-11-22 15:06:13,549 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 -2024-11-22 15:06:13,551 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 -2024-11-22 15:06:13,554 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 -2024-11-22 15:06:13,556 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,557 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 -2024-11-22 15:06:13,561 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 -2024-11-22 15:06:13,567 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 -2024-11-22 15:06:13,570 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 -2024-11-22 15:06:13,573 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 -2024-11-22 15:06:13,575 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 -2024-11-22 15:06:13,579 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 -2024-11-22 15:06:13,584 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 -2024-11-22 15:06:13,586 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 -2024-11-22 15:06:13,587 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 -2024-11-22 15:06:13,591 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 -2024-11-22 15:06:13,597 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 -2024-11-22 15:06:13,600 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 -2024-11-22 15:06:13,603 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 -2024-11-22 15:06:13,605 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 -2024-11-22 15:06:13,607 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 -2024-11-22 15:06:13,610 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 -2024-11-22 15:06:13,616 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 -2024-11-22 15:06:13,618 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 -2024-11-22 15:06:13,620 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 -2024-11-22 15:06:13,622 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 -2024-11-22 15:06:13,624 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 -2024-11-22 15:06:13,626 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 -2024-11-22 15:06:13,630 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 -2024-11-22 15:06:13,634 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 -2024-11-22 15:06:13,636 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 -2024-11-22 15:06:13,638 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 -2024-11-22 15:06:13,641 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 -2024-11-22 15:06:13,642 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 -2024-11-22 15:06:13,648 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 -2024-11-22 15:06:13,650 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 -2024-11-22 15:06:13,653 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 -2024-11-22 15:06:13,655 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 -2024-11-22 15:06:13,657 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 -2024-11-22 15:06:13,660 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 -2024-11-22 15:06:13,663 - my_logger - INFO - Column y was last updated at 2024-11-19 -2024-11-22 15:06:13,667 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 -2024-11-22 15:06:13,669 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 -2024-11-22 15:06:13,671 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 -2024-11-22 15:06:13,673 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 -2024-11-22 15:06:13,674 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 -2024-11-22 15:06:13,676 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 -2024-11-22 15:06:13,681 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 -2024-11-22 15:06:13,684 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,686 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,688 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,690 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,692 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,697 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,701 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,702 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 -2024-11-22 15:06:13,705 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 -2024-11-22 15:06:13,706 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 -2024-11-22 15:06:13,709 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 -2024-11-22 15:06:13,710 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 -2024-11-22 15:06:13,717 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 -2024-11-22 15:06:13,719 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 -2024-11-22 15:06:13,721 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 15:06:13,723 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 -2024-11-22 15:06:13,725 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 15:06:13,727 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 -2024-11-22 15:06:13,734 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 -2024-11-22 15:06:13,736 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 -2024-11-22 15:06:13,739 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 15:06:13,741 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 15:06:13,743 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 -2024-11-22 15:06:13,748 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 -2024-11-22 15:06:13,750 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 -2024-11-22 15:06:13,753 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 -2024-11-22 15:06:13,755 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 -2024-11-22 15:06:13,757 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 15:06:13,758 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 -2024-11-22 15:06:13,762 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 -2024-11-22 15:06:13,767 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 -2024-11-22 15:06:13,771 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 -2024-11-22 15:06:13,773 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 -2024-11-22 15:06:13,774 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 -2024-11-22 15:06:13,776 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:06:13,783 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:06:13,786 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:06:13,788 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 -2024-11-22 15:06:13,789 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 15:06:13,791 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 -2024-11-22 15:06:13,793 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 -2024-11-22 15:06:13,800 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 15:06:13,801 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 -2024-11-22 15:06:13,803 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 15:06:13,805 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 15:06:13,807 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 -2024-11-22 15:06:13,809 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 -2024-11-22 15:06:13,815 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 -2024-11-22 15:06:13,817 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 15:06:13,819 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 -2024-11-22 15:06:13,821 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 -2024-11-22 15:06:13,823 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 -2024-11-22 15:06:13,824 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 15:06:13,827 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 -2024-11-22 15:06:13,830 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 -2024-11-22 15:06:13,833 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 15:06:13,836 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 -2024-11-22 15:06:13,838 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 -2024-11-22 15:06:13,840 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 -2024-11-22 15:06:13,843 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 -2024-11-22 15:06:13,847 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 -2024-11-22 15:06:13,850 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,852 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 15:06:13,854 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,856 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 -2024-11-22 15:06:13,858 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 -2024-11-22 15:06:13,859 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 -2024-11-22 15:06:13,864 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 -2024-11-22 15:06:13,866 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 -2024-11-22 15:06:13,869 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 -2024-11-22 15:06:13,870 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 -2024-11-22 15:06:13,873 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 -2024-11-22 15:06:13,874 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 -2024-11-22 15:06:13,875 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 -2024-11-22 15:06:13,881 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 15:06:13,883 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,886 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,889 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,891 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,894 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,900 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,903 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,905 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,908 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 15:06:13,909 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 -2024-11-22 15:06:13,911 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 -2024-11-22 15:06:13,916 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 -2024-11-22 15:06:13,918 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,921 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 -2024-11-22 15:06:13,924 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 -2024-11-22 15:06:13,926 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 -2024-11-22 15:06:13,930 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 -2024-11-22 15:06:13,933 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 -2024-11-22 15:06:13,935 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 -2024-11-22 15:06:13,938 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 -2024-11-22 15:06:13,940 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 -2024-11-22 15:06:13,943 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 -2024-11-22 15:06:13,946 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 -2024-11-22 15:06:13,950 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 -2024-11-22 15:06:13,952 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 -2024-11-22 15:06:13,954 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 -2024-11-22 15:06:13,956 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 -2024-11-22 15:06:13,957 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 -2024-11-22 15:06:13,959 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 -2024-11-22 15:06:13,964 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 -2024-11-22 15:06:13,967 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 -2024-11-22 15:06:13,969 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 -2024-11-22 15:06:13,971 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 -2024-11-22 15:06:13,973 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 -2024-11-22 15:06:13,975 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 -2024-11-22 15:06:13,976 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 -2024-11-22 15:06:13,979 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 -2024-11-22 15:06:13,985 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 -2024-11-22 15:06:13,986 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 -2024-11-22 15:06:13,988 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 -2024-11-22 15:06:13,990 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 -2024-11-22 15:06:13,992 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 -2024-11-22 15:06:13,998 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 -2024-11-22 15:06:14,001 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 -2024-11-22 15:06:14,002 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 -2024-11-22 15:06:14,005 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 -2024-11-22 15:06:14,006 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,009 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 -2024-11-22 15:06:14,010 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 -2024-11-22 15:06:14,016 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 -2024-11-22 15:06:14,018 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 -2024-11-22 15:06:14,020 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 -2024-11-22 15:06:14,021 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 -2024-11-22 15:06:14,025 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,027 - my_logger - INFO - Column DFL was last updated at 2024-11-19 -2024-11-22 15:06:14,032 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 -2024-11-22 15:06:14,034 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 -2024-11-22 15:06:14,036 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 -2024-11-22 15:06:14,039 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,042 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 -2024-11-22 15:06:14,044 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 -2024-11-22 15:06:14,050 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 -2024-11-22 15:06:14,053 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 -2024-11-22 15:06:14,055 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 -2024-11-22 15:06:14,057 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 -2024-11-22 15:06:14,058 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 -2024-11-22 15:06:14,061 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,066 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 -2024-11-22 15:06:14,069 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 -2024-11-22 15:06:14,071 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 15:06:14,073 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 -2024-11-22 15:06:14,075 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 -2024-11-22 15:06:14,076 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 -2024-11-22 15:06:14,081 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 -2024-11-22 15:06:14,084 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 -2024-11-22 15:06:14,088 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 -2024-11-22 15:06:14,091 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 -2024-11-22 15:06:14,093 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 -2024-11-22 15:06:14,097 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 -2024-11-22 15:06:14,101 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 -2024-11-22 15:06:14,103 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 -2024-11-22 15:06:14,106 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 -2024-11-22 15:06:14,107 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 -2024-11-22 15:06:14,110 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 -2024-11-22 15:06:14,116 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 15:06:14,119 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 -2024-11-22 15:06:14,122 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 -2024-11-22 15:06:14,123 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 -2024-11-22 15:06:14,125 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,128 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,135 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,137 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 -2024-11-22 15:06:14,141 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,142 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 -2024-11-22 15:06:14,149 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 -2024-11-22 15:06:14,152 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 -2024-11-22 15:06:14,154 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 -2024-11-22 15:06:14,156 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 -2024-11-22 15:06:14,158 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 -2024-11-22 15:06:14,159 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 -2024-11-22 15:06:14,165 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 -2024-11-22 15:06:14,168 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 -2024-11-22 15:06:14,170 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 -2024-11-22 15:06:14,173 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 -2024-11-22 15:06:14,174 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 -2024-11-22 15:06:14,176 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 -2024-11-22 15:06:14,182 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 -2024-11-22 15:06:14,185 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 -2024-11-22 15:06:14,187 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 15:06:14,190 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 -2024-11-22 15:06:14,192 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 -2024-11-22 15:06:14,195 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 -2024-11-22 15:06:14,200 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 -2024-11-22 15:06:14,201 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 -2024-11-22 15:06:14,204 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 -2024-11-22 15:06:14,205 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 -2024-11-22 15:06:14,207 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 -2024-11-22 15:06:14,210 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 -2024-11-22 15:06:14,215 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 -2024-11-22 15:06:14,218 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 -2024-11-22 15:06:14,220 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 -2024-11-22 15:06:14,221 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 -2024-11-22 15:06:14,224 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 -2024-11-22 15:06:14,225 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 -2024-11-22 15:06:14,227 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 -2024-11-22 15:06:14,233 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 -2024-11-22 15:06:14,236 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 -2024-11-22 15:06:14,239 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 -2024-11-22 15:06:14,241 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:06:14,243 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:06:14,246 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:06:14,250 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 -2024-11-22 15:06:14,252 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:06:14,254 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:06:14,256 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:06:14,258 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 -2024-11-22 15:06:14,259 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 15:06:14,265 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 -2024-11-22 15:06:14,267 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 -2024-11-22 15:06:14,270 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 -2024-11-22 15:06:14,272 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 -2024-11-22 15:06:14,274 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 -2024-11-22 15:06:14,276 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 -2024-11-22 15:06:14,279 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 15:06:14,283 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 -2024-11-22 15:06:14,285 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 -2024-11-22 15:06:14,287 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 15:06:14,290 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 -2024-11-22 15:06:14,292 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 -2024-11-22 15:06:14,296 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 -2024-11-22 15:06:14,301 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 -2024-11-22 15:06:14,303 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 -2024-11-22 15:06:14,305 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:06:14,307 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:06:14,308 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:06:14,311 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 -2024-11-22 15:06:14,317 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 -2024-11-22 15:06:14,320 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 -2024-11-22 15:06:14,322 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 -2024-11-22 15:06:14,324 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 -2024-11-22 15:06:14,326 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 -2024-11-22 15:06:14,331 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 -2024-11-22 15:06:14,335 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 -2024-11-22 15:06:14,337 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 -2024-11-22 15:06:14,340 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 -2024-11-22 15:06:14,341 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 15:06:14,345 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 15:06:14,351 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 -2024-11-22 15:06:14,353 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 -2024-11-22 15:06:14,355 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 -2024-11-22 15:06:14,357 - my_logger - INFO - Column ò was last updated at 2024-11-08 -2024-11-22 15:06:14,359 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 -2024-11-22 15:06:14,364 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 -2024-11-22 15:06:14,368 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 -2024-11-22 15:06:14,370 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 -2024-11-22 15:06:14,372 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,376 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,383 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,386 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,388 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,392 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,395 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,400 - my_logger - INFO - Column Permian was last updated at 2024-11-15 -2024-11-22 15:06:14,403 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 -2024-11-22 15:06:14,405 - my_logger - INFO - Column Williston was last updated at 2024-11-15 -2024-11-22 15:06:14,407 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 -2024-11-22 15:06:14,410 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 -2024-11-22 15:06:14,416 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 -2024-11-22 15:06:14,418 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 -2024-11-22 15:06:14,442 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 -2024-11-22 15:06:14,454 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 -2024-11-22 15:06:14,457 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 -2024-11-22 15:06:14,461 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 -2024-11-22 15:06:14,465 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 -2024-11-22 15:06:14,467 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 -2024-11-22 15:06:14,470 - my_logger - INFO - Column was last updated at 2024-11-15 -2024-11-22 15:06:14,472 - my_logger - INFO - Column ½ was last updated at 2024-11-15 -2024-11-22 15:06:14,474 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 -2024-11-22 15:06:14,478 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 -2024-11-22 15:06:14,483 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 -2024-11-22 15:06:14,486 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 -2024-11-22 15:06:14,488 - my_logger - INFO - Column was last updated at 2024-11-08 -2024-11-22 15:06:14,491 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 -2024-11-22 15:06:14,493 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 -2024-11-22 15:06:14,498 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 -2024-11-22 15:06:14,501 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 -2024-11-22 15:06:14,503 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 -2024-11-22 15:06:14,506 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 15:06:14,508 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 -2024-11-22 15:06:14,509 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 -2024-11-22 15:06:14,514 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 15:06:14,517 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 -2024-11-22 15:06:14,519 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 -2024-11-22 15:06:14,521 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 -2024-11-22 15:06:14,523 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 -2024-11-22 15:06:14,524 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 -2024-11-22 15:06:14,526 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 -2024-11-22 15:06:14,532 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 -2024-11-22 15:06:14,535 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 -2024-11-22 15:06:14,538 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 -2024-11-22 15:06:14,540 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 -2024-11-22 15:06:14,542 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 -2024-11-22 15:06:14,544 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 -2024-11-22 15:06:14,550 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 15:06:14,552 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 -2024-11-22 15:06:14,554 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 -2024-11-22 15:06:14,557 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,559 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 15:06:14,565 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 15:06:14,568 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,571 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,573 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,575 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,580 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,583 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,587 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,589 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 15:06:14,592 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,597 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 15:06:14,600 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,603 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 -2024-11-22 15:06:14,604 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,607 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 -2024-11-22 15:06:14,609 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,615 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,617 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,620 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,621 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,625 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 -2024-11-22 15:06:14,627 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,634 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,635 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,639 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,642 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,646 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,659 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,685 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,690 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,713 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,718 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,723 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,735 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,738 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,740 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,742 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,747 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,751 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,753 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,755 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,757 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,759 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,764 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 -2024-11-22 15:06:14,768 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,770 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 15:06:14,772 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,774 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,776 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,782 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,784 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,786 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 15:06:14,789 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,791 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,793 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,797 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,801 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,804 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 -2024-11-22 15:06:14,806 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,809 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,813 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,815 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,818 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,821 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,822 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,825 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,827 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,833 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,835 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,838 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,840 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,844 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,848 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,851 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,853 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,855 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,857 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,860 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,864 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 -2024-11-22 15:06:14,867 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 -2024-11-22 15:06:14,869 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 -2024-11-22 15:06:14,871 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 -2024-11-22 15:06:14,873 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 -2024-11-22 15:06:14,876 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 -2024-11-22 15:06:14,879 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 -2024-11-22 15:06:14,883 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 -2024-11-22 15:06:14,885 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 -2024-11-22 15:06:14,887 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 -2024-11-22 15:06:14,890 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 -2024-11-22 15:06:14,892 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 -2024-11-22 15:06:14,897 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 -2024-11-22 15:06:14,900 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 -2024-11-22 15:06:14,905 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv -2024-11-22 15:06:14,909 - my_logger - INFO - ɾԤǰ(2881, 504) -2024-11-22 15:06:14,918 - my_logger - INFO - ɾԤ(2881, 431) -2024-11-22 15:06:14,920 - my_logger - INFO - ɾ²ǰ(2881, 431) -2024-11-22 15:06:15,548 - my_logger - INFO - ɾ²(2881, 427) -2024-11-22 15:06:15,571 - my_logger - INFO - ɾԤΪֵк(413, 427) -2024-11-22 15:06:15,576 - my_logger - INFO - ɾȫΪֵк(413, 427) -2024-11-22 15:06:18,053 - my_logger - INFO - ܶ(425) 28(1) -0 EIAƷ EIAͲǧͰգ -1 йͱ -2 DOE-Ͳ/3 -3 ͱ裨ܶȣ -4 Ͳܶȣ -.. ... ... -420 CFFDQMMN INDEX -421 C2403083739 -422 C2404167878 -423 GC1 COMB Comdty -424 C2404167855 +[5 rows x 357 columns] +2024-11-22 17:20:15,078 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +3922 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6465 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN +0 2024-11-20 -284.9682 NaN NaN NaN ... 5282.0 8454.0 7528.0 7518.0 7505.0 +1 2024-11-19 -310.3906 NaN NaN NaN ... 5292.0 8341.0 7490.0 7483.0 7479.0 +2 2024-11-18 -338.7818 NaN NaN NaN ... 5284.0 8253.0 7436.0 7438.0 7445.0 -[425 rows x 2 columns] -2024-11-22 15:06:18,068 - my_logger - INFO - Ϣܹ424,ܶ(425),28(1), 꿴 1б +[5 rows x 357 columns] +2024-11-22 17:21:12,097 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:21:12,097 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:21:12,493 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:21:12,493 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:21:12,495 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:21:12,495 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:21:12,497 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:21:12,497 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:21:14,201 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y + +[216 rows x 2 columns] +2024-11-22 17:21:14,201 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y + +[216 rows x 2 columns] +2024-11-22 17:21:14,224 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б ̣ 1. 2. ɾУûֵɾ @@ -10063,45 +428,2102 @@ Testing set head: -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ Է -2024-11-22 15:06:18,070 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** -2024-11-22 15:06:18,827 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-24 00:00:00', y = '73.32499999999999' WHERE ds = '2024-11-24 00:00:00' -2024-11-22 15:06:18,831 - my_logger - INFO - ʼѵģ... -2024-11-22 15:06:18,839 - my_logger - INFO - Training set head: -2024-11-22 15:06:18,840 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 -1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 -2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 -3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 -4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2024-11-22 17:21:14,224 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 17:21:14,226 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:21:14,226 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:21:14,931 - my_logger - INFO - ʼѵģ... +2024-11-22 17:21:14,931 - my_logger - INFO - ʼѵģ... +2024-11-22 17:21:14,932 - my_logger - INFO - ģѵ +2024-11-22 17:21:14,932 - my_logger - INFO - ģѵ +2024-11-22 17:21:14,933 - my_logger - INFO - ѵݻͼing +2024-11-22 17:21:14,933 - my_logger - INFO - ѵݻͼing +2024-11-22 17:21:15,748 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:21:15,748 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:21:17,296 - my_logger - INFO - ѵݻͼend +2024-11-22 17:21:17,296 - my_logger - INFO - ѵݻͼend +2024-11-22 17:21:17,297 - my_logger - INFO - ing +2024-11-22 17:21:17,297 - my_logger - INFO - ing +2024-11-22 17:34:29,628 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 17:34:29,628 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 17:34:29,629 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 17:34:29,629 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 17:34:57,812 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:34:57,812 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:34:58,212 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:34:58,212 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:34:58,215 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:34:58,215 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:34:58,217 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:34:58,217 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:34:59,957 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y -[5 rows x 442 columns] -2024-11-22 15:06:19,212 - my_logger - INFO - +[216 rows x 2 columns] +2024-11-22 17:34:59,957 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y + +[216 rows x 2 columns] +2024-11-22 17:34:59,977 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 17:34:59,977 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 17:34:59,980 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:34:59,980 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:35:00,572 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:35:00,572 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:35:00,574 - my_logger - INFO - ʼѵģ... +2024-11-22 17:35:00,574 - my_logger - INFO - ʼѵģ... +2024-11-22 17:35:00,575 - my_logger - INFO - ģѵ +2024-11-22 17:35:00,575 - my_logger - INFO - ģѵ +2024-11-22 17:35:00,577 - my_logger - INFO - ѵݻͼing +2024-11-22 17:35:00,577 - my_logger - INFO - ѵݻͼing +2024-11-22 17:35:01,376 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:35:01,376 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:35:01,661 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00' +2024-11-22 17:35:01,661 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00' +2024-11-22 17:35:01,663 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00' +2024-11-22 17:35:01,663 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00' +2024-11-22 17:35:01,666 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00' +2024-11-22 17:35:01,666 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00' +2024-11-22 17:35:01,667 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00' +2024-11-22 17:35:01,667 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00' +2024-11-22 17:35:01,671 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00' +2024-11-22 17:35:01,671 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00' +2024-11-22 17:35:01,673 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00' +2024-11-22 17:35:01,673 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00' +2024-11-22 17:35:01,676 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00' +2024-11-22 17:35:01,676 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00' +2024-11-22 17:35:01,678 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00' +2024-11-22 17:35:01,678 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00' +2024-11-22 17:35:01,680 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00' +2024-11-22 17:35:01,680 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00' +2024-11-22 17:35:01,682 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00' +2024-11-22 17:35:01,682 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00' +2024-11-22 17:35:01,684 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00' +2024-11-22 17:35:01,684 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00' +2024-11-22 17:35:01,687 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00' +2024-11-22 17:35:01,687 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00' +2024-11-22 17:35:01,690 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00' +2024-11-22 17:35:01,690 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00' +2024-11-22 17:35:01,692 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00' +2024-11-22 17:35:01,692 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00' +2024-11-22 17:35:01,694 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00' +2024-11-22 17:35:01,694 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00' +2024-11-22 17:35:01,696 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00' +2024-11-22 17:35:01,696 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00' +2024-11-22 17:35:01,698 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00' +2024-11-22 17:35:01,698 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00' +2024-11-22 17:35:01,700 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00' +2024-11-22 17:35:01,700 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00' +2024-11-22 17:35:01,703 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00' +2024-11-22 17:35:01,703 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00' +2024-11-22 17:35:01,705 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00' +2024-11-22 17:35:01,705 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00' +2024-11-22 17:35:01,708 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00' +2024-11-22 17:35:01,708 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00' +2024-11-22 17:35:01,710 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00' +2024-11-22 17:35:01,710 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00' +2024-11-22 17:35:01,712 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-22 17:35:01,712 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-22 17:35:01,714 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00' +2024-11-22 17:35:01,714 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00' +2024-11-22 17:35:01,717 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00' +2024-11-22 17:35:01,717 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00' +2024-11-22 17:35:01,719 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00' +2024-11-22 17:35:01,719 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00' +2024-11-22 17:35:01,722 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00' +2024-11-22 17:35:01,722 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00' +2024-11-22 17:35:01,724 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00' +2024-11-22 17:35:01,724 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00' +2024-11-22 17:35:01,726 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00' +2024-11-22 17:35:01,726 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00' +2024-11-22 17:35:01,728 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00' +2024-11-22 17:35:01,728 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00' +2024-11-22 17:35:01,730 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00' +2024-11-22 17:35:01,730 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00' +2024-11-22 17:35:01,733 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00' +2024-11-22 17:35:01,733 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00' +2024-11-22 17:35:01,735 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00' +2024-11-22 17:35:01,735 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00' +2024-11-22 17:35:01,738 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00' +2024-11-22 17:35:01,738 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00' +2024-11-22 17:35:01,740 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00' +2024-11-22 17:35:01,740 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00' +2024-11-22 17:35:01,742 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00' +2024-11-22 17:35:01,742 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00' +2024-11-22 17:35:01,744 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00' +2024-11-22 17:35:01,744 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00' +2024-11-22 17:35:01,747 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00' +2024-11-22 17:35:01,747 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00' +2024-11-22 17:35:01,749 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00' +2024-11-22 17:35:01,749 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00' +2024-11-22 17:35:01,751 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00' +2024-11-22 17:35:01,751 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00' +2024-11-22 17:35:01,754 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00' +2024-11-22 17:35:01,754 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00' +2024-11-22 17:35:01,756 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00' +2024-11-22 17:35:01,756 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00' +2024-11-22 17:35:01,759 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00' +2024-11-22 17:35:01,759 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00' +2024-11-22 17:35:01,761 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00' +2024-11-22 17:35:01,761 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00' +2024-11-22 17:35:01,763 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00' +2024-11-22 17:35:01,763 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00' +2024-11-22 17:35:01,765 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00' +2024-11-22 17:35:01,765 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00' +2024-11-22 17:35:01,767 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00' +2024-11-22 17:35:01,767 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00' +2024-11-22 17:35:01,770 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00' +2024-11-22 17:35:01,770 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00' +2024-11-22 17:35:01,772 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00' +2024-11-22 17:35:01,772 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00' +2024-11-22 17:35:01,775 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00' +2024-11-22 17:35:01,775 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00' +2024-11-22 17:35:01,776 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00' +2024-11-22 17:35:01,776 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00' +2024-11-22 17:35:01,779 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00' +2024-11-22 17:35:01,779 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00' +2024-11-22 17:35:01,782 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00' +2024-11-22 17:35:01,782 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00' +2024-11-22 17:35:01,784 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00' +2024-11-22 17:35:01,784 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00' +2024-11-22 17:35:01,786 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00' +2024-11-22 17:35:01,786 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00' +2024-11-22 17:35:01,788 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00' +2024-11-22 17:35:01,788 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00' +2024-11-22 17:35:01,790 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00' +2024-11-22 17:35:01,790 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00' +2024-11-22 17:35:01,792 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00' +2024-11-22 17:35:01,792 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00' +2024-11-22 17:35:01,795 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00' +2024-11-22 17:35:01,795 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00' +2024-11-22 17:35:01,797 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00' +2024-11-22 17:35:01,797 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00' +2024-11-22 17:35:01,800 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00' +2024-11-22 17:35:01,800 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00' +2024-11-22 17:35:01,802 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00' +2024-11-22 17:35:01,802 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00' +2024-11-22 17:35:01,805 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00' +2024-11-22 17:35:01,805 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00' +2024-11-22 17:35:01,807 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00' +2024-11-22 17:35:01,807 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00' +2024-11-22 17:35:01,809 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00' +2024-11-22 17:35:01,809 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00' +2024-11-22 17:35:01,811 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00' +2024-11-22 17:35:01,811 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00' +2024-11-22 17:35:01,813 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00' +2024-11-22 17:35:01,813 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00' +2024-11-22 17:35:01,815 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00' +2024-11-22 17:35:01,815 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00' +2024-11-22 17:35:01,818 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00' +2024-11-22 17:35:01,818 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00' +2024-11-22 17:35:01,821 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00' +2024-11-22 17:35:01,821 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00' +2024-11-22 17:35:01,823 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00' +2024-11-22 17:35:01,823 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00' +2024-11-22 17:35:01,825 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00' +2024-11-22 17:35:01,825 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00' +2024-11-22 17:35:01,827 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00' +2024-11-22 17:35:01,827 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00' +2024-11-22 17:35:01,829 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00' +2024-11-22 17:35:01,829 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00' +2024-11-22 17:35:01,831 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00' +2024-11-22 17:35:01,831 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00' +2024-11-22 17:35:01,834 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00' +2024-11-22 17:35:01,834 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00' +2024-11-22 17:35:01,837 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00' +2024-11-22 17:35:01,837 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00' +2024-11-22 17:35:01,839 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00' +2024-11-22 17:35:01,839 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00' +2024-11-22 17:35:01,841 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00' +2024-11-22 17:35:01,841 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00' +2024-11-22 17:35:01,843 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00' +2024-11-22 17:35:01,843 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00' +2024-11-22 17:35:01,846 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00' +2024-11-22 17:35:01,846 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00' +2024-11-22 17:35:01,848 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00' +2024-11-22 17:35:01,848 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00' +2024-11-22 17:35:01,850 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00' +2024-11-22 17:35:01,850 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00' +2024-11-22 17:35:01,853 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00' +2024-11-22 17:35:01,853 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00' +2024-11-22 17:35:01,856 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00' +2024-11-22 17:35:01,856 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00' +2024-11-22 17:35:01,858 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00' +2024-11-22 17:35:01,858 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00' +2024-11-22 17:35:01,860 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00' +2024-11-22 17:35:01,860 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00' +2024-11-22 17:35:01,863 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00' +2024-11-22 17:35:01,863 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00' +2024-11-22 17:35:01,865 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00' +2024-11-22 17:35:01,865 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00' +2024-11-22 17:35:01,866 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00' +2024-11-22 17:35:01,866 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00' +2024-11-22 17:35:01,869 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00' +2024-11-22 17:35:01,869 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00' +2024-11-22 17:35:01,871 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00' +2024-11-22 17:35:01,871 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00' +2024-11-22 17:35:01,874 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00' +2024-11-22 17:35:01,874 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00' +2024-11-22 17:35:01,876 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00' +2024-11-22 17:35:01,876 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00' +2024-11-22 17:35:01,878 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00' +2024-11-22 17:35:01,878 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00' +2024-11-22 17:35:01,880 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00' +2024-11-22 17:35:01,880 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00' +2024-11-22 17:35:01,882 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00' +2024-11-22 17:35:01,882 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00' +2024-11-22 17:35:01,885 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00' +2024-11-22 17:35:01,885 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00' +2024-11-22 17:35:01,888 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00' +2024-11-22 17:35:01,888 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00' +2024-11-22 17:35:01,890 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00' +2024-11-22 17:35:01,890 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00' +2024-11-22 17:35:01,892 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00' +2024-11-22 17:35:01,892 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00' +2024-11-22 17:35:01,895 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00' +2024-11-22 17:35:01,895 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00' +2024-11-22 17:35:01,897 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00' +2024-11-22 17:35:01,897 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00' +2024-11-22 17:35:01,899 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00' +2024-11-22 17:35:01,899 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00' +2024-11-22 17:35:01,901 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00' +2024-11-22 17:35:01,901 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00' +2024-11-22 17:35:01,904 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00' +2024-11-22 17:35:01,904 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00' +2024-11-22 17:35:01,906 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00' +2024-11-22 17:35:01,906 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00' +2024-11-22 17:35:01,907 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00' +2024-11-22 17:35:01,907 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00' +2024-11-22 17:35:01,911 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00' +2024-11-22 17:35:01,911 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00' +2024-11-22 17:35:01,913 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00' +2024-11-22 17:35:01,913 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00' +2024-11-22 17:35:01,915 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00' +2024-11-22 17:35:01,915 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00' +2024-11-22 17:35:01,917 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00' +2024-11-22 17:35:01,917 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00' +2024-11-22 17:35:01,920 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00' +2024-11-22 17:35:01,920 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00' +2024-11-22 17:35:01,922 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00' +2024-11-22 17:35:01,922 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00' +2024-11-22 17:35:01,925 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00' +2024-11-22 17:35:01,925 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00' +2024-11-22 17:35:01,928 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00' +2024-11-22 17:35:01,928 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00' +2024-11-22 17:35:01,930 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00' +2024-11-22 17:35:01,930 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00' +2024-11-22 17:35:01,932 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00' +2024-11-22 17:35:01,932 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00' +2024-11-22 17:35:01,934 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00' +2024-11-22 17:35:01,934 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00' +2024-11-22 17:35:01,937 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00' +2024-11-22 17:35:01,937 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00' +2024-11-22 17:35:01,939 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00' +2024-11-22 17:35:01,939 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00' +2024-11-22 17:35:01,942 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00' +2024-11-22 17:35:01,942 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00' +2024-11-22 17:35:01,944 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00' +2024-11-22 17:35:01,944 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00' +2024-11-22 17:35:01,947 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00' +2024-11-22 17:35:01,947 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00' +2024-11-22 17:35:01,949 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00' +2024-11-22 17:35:01,949 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00' +2024-11-22 17:35:01,951 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00' +2024-11-22 17:35:01,951 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00' +2024-11-22 17:35:01,953 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00' +2024-11-22 17:35:01,953 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00' +2024-11-22 17:35:01,955 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00' +2024-11-22 17:35:01,955 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00' +2024-11-22 17:35:01,958 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00' +2024-11-22 17:35:01,958 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00' +2024-11-22 17:35:01,960 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00' +2024-11-22 17:35:01,960 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00' +2024-11-22 17:35:01,963 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00' +2024-11-22 17:35:01,963 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00' +2024-11-22 17:35:01,965 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00' +2024-11-22 17:35:01,965 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00' +2024-11-22 17:35:01,967 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00' +2024-11-22 17:35:01,967 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00' +2024-11-22 17:35:01,970 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00' +2024-11-22 17:35:01,970 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00' +2024-11-22 17:35:01,977 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00' +2024-11-22 17:35:01,977 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00' +2024-11-22 17:35:01,980 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00' +2024-11-22 17:35:01,980 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00' +2024-11-22 17:35:01,984 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00' +2024-11-22 17:35:01,984 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00' +2024-11-22 17:35:01,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00' +2024-11-22 17:35:01,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00' +2024-11-22 17:35:01,993 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00' +2024-11-22 17:35:01,993 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00' +2024-11-22 17:35:01,997 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00' +2024-11-22 17:35:01,997 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00' +2024-11-22 17:35:02,001 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00' +2024-11-22 17:35:02,001 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00' +2024-11-22 17:35:02,004 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00' +2024-11-22 17:35:02,004 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00' +2024-11-22 17:35:02,008 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00' +2024-11-22 17:35:02,008 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00' +2024-11-22 17:35:02,012 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00' +2024-11-22 17:35:02,012 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00' +2024-11-22 17:35:02,016 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00' +2024-11-22 17:35:02,016 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00' +2024-11-22 17:35:02,019 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00' +2024-11-22 17:35:02,019 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00' +2024-11-22 17:35:02,022 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00' +2024-11-22 17:35:02,022 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00' +2024-11-22 17:35:02,025 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00' +2024-11-22 17:35:02,025 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00' +2024-11-22 17:35:02,027 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00' +2024-11-22 17:35:02,027 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00' +2024-11-22 17:35:02,029 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00' +2024-11-22 17:35:02,029 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00' +2024-11-22 17:35:02,031 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00' +2024-11-22 17:35:02,031 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00' +2024-11-22 17:35:02,034 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00' +2024-11-22 17:35:02,034 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00' +2024-11-22 17:35:02,037 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00' +2024-11-22 17:35:02,037 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00' +2024-11-22 17:35:02,039 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00' +2024-11-22 17:35:02,039 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00' +2024-11-22 17:35:02,042 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00' +2024-11-22 17:35:02,042 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00' +2024-11-22 17:35:02,045 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00' +2024-11-22 17:35:02,045 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00' +2024-11-22 17:35:02,047 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00' +2024-11-22 17:35:02,047 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00' +2024-11-22 17:35:02,049 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00' +2024-11-22 17:35:02,049 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00' +2024-11-22 17:35:02,052 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00' +2024-11-22 17:35:02,052 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00' +2024-11-22 17:35:02,054 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00' +2024-11-22 17:35:02,054 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00' +2024-11-22 17:35:02,057 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00' +2024-11-22 17:35:02,057 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00' +2024-11-22 17:35:02,060 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00' +2024-11-22 17:35:02,060 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00' +2024-11-22 17:35:02,062 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00' +2024-11-22 17:35:02,062 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00' +2024-11-22 17:35:02,064 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00' +2024-11-22 17:35:02,064 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00' +2024-11-22 17:35:02,067 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00' +2024-11-22 17:35:02,067 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00' +2024-11-22 17:35:02,069 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00' +2024-11-22 17:35:02,069 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00' +2024-11-22 17:35:02,072 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00' +2024-11-22 17:35:02,072 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00' +2024-11-22 17:35:02,074 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00' +2024-11-22 17:35:02,074 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00' +2024-11-22 17:35:02,076 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00' +2024-11-22 17:35:02,076 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00' +2024-11-22 17:35:02,078 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00' +2024-11-22 17:35:02,078 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00' +2024-11-22 17:35:02,080 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00' +2024-11-22 17:35:02,080 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00' +2024-11-22 17:35:02,082 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00' +2024-11-22 17:35:02,082 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00' +2024-11-22 17:35:02,085 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00' +2024-11-22 17:35:02,085 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00' +2024-11-22 17:35:02,088 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00' +2024-11-22 17:35:02,088 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00' +2024-11-22 17:35:02,090 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00' +2024-11-22 17:35:02,090 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00' +2024-11-22 17:35:02,092 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00' +2024-11-22 17:35:02,092 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00' +2024-11-22 17:35:02,095 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00' +2024-11-22 17:35:02,095 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00' +2024-11-22 17:35:02,097 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00' +2024-11-22 17:35:02,097 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00' +2024-11-22 17:35:02,100 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00' +2024-11-22 17:35:02,100 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00' +2024-11-22 17:35:02,102 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00' +2024-11-22 17:35:02,102 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00' +2024-11-22 17:35:02,104 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00' +2024-11-22 17:35:02,104 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00' +2024-11-22 17:35:02,106 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00' +2024-11-22 17:35:02,106 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00' +2024-11-22 17:35:02,108 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00' +2024-11-22 17:35:02,108 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00' +2024-11-22 17:35:02,110 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00' +2024-11-22 17:35:02,110 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00' +2024-11-22 17:35:02,113 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00' +2024-11-22 17:35:02,113 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00' +2024-11-22 17:35:02,115 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00' +2024-11-22 17:35:02,115 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00' +2024-11-22 17:35:02,116 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00' +2024-11-22 17:35:02,116 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00' +2024-11-22 17:35:02,120 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00' +2024-11-22 17:35:02,120 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00' +2024-11-22 17:35:02,123 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00' +2024-11-22 17:35:02,123 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00' +2024-11-22 17:35:02,125 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00' +2024-11-22 17:35:02,125 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00' +2024-11-22 17:35:02,127 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00' +2024-11-22 17:35:02,127 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00' +2024-11-22 17:35:02,130 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00' +2024-11-22 17:35:02,130 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00' +2024-11-22 17:35:02,132 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00' +2024-11-22 17:35:02,132 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00' +2024-11-22 17:35:02,134 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00' +2024-11-22 17:35:02,134 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00' +2024-11-22 17:35:02,137 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00' +2024-11-22 17:35:02,137 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00' +2024-11-22 17:35:02,139 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00' +2024-11-22 17:35:02,139 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00' +2024-11-22 17:35:02,141 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00' +2024-11-22 17:35:02,141 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00' +2024-11-22 17:35:02,144 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 17:35:02,144 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 17:35:02,146 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00' +2024-11-22 17:35:02,146 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00' +2024-11-22 17:35:02,149 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:35:02,149 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:35:02,151 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:35:02,151 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:35:02,156 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00' +2024-11-22 17:35:02,156 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00' +2024-11-22 17:35:02,162 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00' +2024-11-22 17:35:02,162 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00' +2024-11-22 17:35:02,167 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00' +2024-11-22 17:35:02,167 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00' +2024-11-22 17:35:02,172 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00' +2024-11-22 17:35:02,172 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00' +2024-11-22 17:35:03,430 - my_logger - INFO - ѵݻͼend +2024-11-22 17:35:03,430 - my_logger - INFO - ѵݻͼend +2024-11-22 17:35:03,431 - my_logger - INFO - ing +2024-11-22 17:35:03,431 - my_logger - INFO - ing +2024-11-22 17:36:43,673 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 17:36:43,673 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 17:36:43,674 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 17:36:43,674 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 17:37:12,213 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:37:12,213 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:37:12,621 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:37:12,621 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:37:12,624 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:37:12,624 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:37:12,626 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:37:12,626 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:37:14,286 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y + +[216 rows x 2 columns] +2024-11-22 17:37:14,286 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y + +[216 rows x 2 columns] +2024-11-22 17:37:14,307 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 17:37:14,307 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 17:37:14,310 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:37:14,310 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:37:14,883 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:37:14,883 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:37:14,885 - my_logger - INFO - ʼѵģ... +2024-11-22 17:37:14,885 - my_logger - INFO - ʼѵģ... +2024-11-22 17:37:14,886 - my_logger - INFO - ģѵ +2024-11-22 17:37:14,886 - my_logger - INFO - ģѵ +2024-11-22 17:37:14,887 - my_logger - INFO - ѵݻͼing +2024-11-22 17:37:14,887 - my_logger - INFO - ѵݻͼing +2024-11-22 17:37:15,646 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:37:15,646 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:37:15,931 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00' +2024-11-22 17:37:15,931 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00' +2024-11-22 17:37:15,934 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00' +2024-11-22 17:37:15,934 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00' +2024-11-22 17:37:15,938 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00' +2024-11-22 17:37:15,938 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00' +2024-11-22 17:37:15,941 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00' +2024-11-22 17:37:15,941 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00' +2024-11-22 17:37:15,943 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00' +2024-11-22 17:37:15,943 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00' +2024-11-22 17:37:15,945 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00' +2024-11-22 17:37:15,945 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00' +2024-11-22 17:37:15,947 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00' +2024-11-22 17:37:15,947 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00' +2024-11-22 17:37:15,949 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00' +2024-11-22 17:37:15,949 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00' +2024-11-22 17:37:15,951 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00' +2024-11-22 17:37:15,951 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00' +2024-11-22 17:37:15,954 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00' +2024-11-22 17:37:15,954 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00' +2024-11-22 17:37:15,957 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00' +2024-11-22 17:37:15,957 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00' +2024-11-22 17:37:15,959 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00' +2024-11-22 17:37:15,959 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00' +2024-11-22 17:37:15,961 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00' +2024-11-22 17:37:15,961 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00' +2024-11-22 17:37:15,964 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00' +2024-11-22 17:37:15,964 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00' +2024-11-22 17:37:15,966 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00' +2024-11-22 17:37:15,966 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00' +2024-11-22 17:37:15,969 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00' +2024-11-22 17:37:15,969 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00' +2024-11-22 17:37:15,972 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00' +2024-11-22 17:37:15,972 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00' +2024-11-22 17:37:15,974 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00' +2024-11-22 17:37:15,974 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00' +2024-11-22 17:37:15,976 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00' +2024-11-22 17:37:15,976 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00' +2024-11-22 17:37:15,979 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00' +2024-11-22 17:37:15,979 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00' +2024-11-22 17:37:15,981 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00' +2024-11-22 17:37:15,981 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00' +2024-11-22 17:37:15,983 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00' +2024-11-22 17:37:15,983 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00' +2024-11-22 17:37:15,987 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-22 17:37:15,987 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-22 17:37:15,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00' +2024-11-22 17:37:15,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00' +2024-11-22 17:37:15,991 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00' +2024-11-22 17:37:15,991 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00' +2024-11-22 17:37:15,994 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00' +2024-11-22 17:37:15,994 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00' +2024-11-22 17:37:15,996 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00' +2024-11-22 17:37:15,996 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00' +2024-11-22 17:37:15,998 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00' +2024-11-22 17:37:15,998 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00' +2024-11-22 17:37:16,001 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00' +2024-11-22 17:37:16,001 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00' +2024-11-22 17:37:16,003 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00' +2024-11-22 17:37:16,003 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00' +2024-11-22 17:37:16,006 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00' +2024-11-22 17:37:16,006 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00' +2024-11-22 17:37:16,008 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00' +2024-11-22 17:37:16,008 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00' +2024-11-22 17:37:16,011 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00' +2024-11-22 17:37:16,011 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00' +2024-11-22 17:37:16,013 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00' +2024-11-22 17:37:16,013 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00' +2024-11-22 17:37:16,016 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00' +2024-11-22 17:37:16,016 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00' +2024-11-22 17:37:16,018 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00' +2024-11-22 17:37:16,018 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00' +2024-11-22 17:37:16,020 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00' +2024-11-22 17:37:16,020 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00' +2024-11-22 17:37:16,023 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00' +2024-11-22 17:37:16,023 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00' +2024-11-22 17:37:16,025 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00' +2024-11-22 17:37:16,025 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00' +2024-11-22 17:37:16,028 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00' +2024-11-22 17:37:16,028 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00' +2024-11-22 17:37:16,030 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00' +2024-11-22 17:37:16,030 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00' +2024-11-22 17:37:16,033 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00' +2024-11-22 17:37:16,033 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00' +2024-11-22 17:37:16,035 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00' +2024-11-22 17:37:16,035 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00' +2024-11-22 17:37:16,039 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00' +2024-11-22 17:37:16,039 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00' +2024-11-22 17:37:16,041 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00' +2024-11-22 17:37:16,041 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00' +2024-11-22 17:37:16,043 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00' +2024-11-22 17:37:16,043 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00' +2024-11-22 17:37:16,046 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00' +2024-11-22 17:37:16,046 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00' +2024-11-22 17:37:16,048 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00' +2024-11-22 17:37:16,048 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00' +2024-11-22 17:37:16,050 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00' +2024-11-22 17:37:16,050 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00' +2024-11-22 17:37:16,053 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00' +2024-11-22 17:37:16,053 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00' +2024-11-22 17:37:16,056 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00' +2024-11-22 17:37:16,056 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00' +2024-11-22 17:37:16,058 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00' +2024-11-22 17:37:16,058 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00' +2024-11-22 17:37:16,061 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00' +2024-11-22 17:37:16,061 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00' +2024-11-22 17:37:16,064 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00' +2024-11-22 17:37:16,064 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00' +2024-11-22 17:37:16,066 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00' +2024-11-22 17:37:16,066 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00' +2024-11-22 17:37:16,069 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00' +2024-11-22 17:37:16,069 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00' +2024-11-22 17:37:16,071 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00' +2024-11-22 17:37:16,071 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00' +2024-11-22 17:37:16,074 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00' +2024-11-22 17:37:16,074 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00' +2024-11-22 17:37:16,076 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00' +2024-11-22 17:37:16,076 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00' +2024-11-22 17:37:16,079 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00' +2024-11-22 17:37:16,079 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00' +2024-11-22 17:37:16,082 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00' +2024-11-22 17:37:16,082 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00' +2024-11-22 17:37:16,084 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00' +2024-11-22 17:37:16,084 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00' +2024-11-22 17:37:16,088 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00' +2024-11-22 17:37:16,088 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00' +2024-11-22 17:37:16,090 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00' +2024-11-22 17:37:16,090 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00' +2024-11-22 17:37:16,106 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00' +2024-11-22 17:37:16,106 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00' +2024-11-22 17:37:16,111 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00' +2024-11-22 17:37:16,111 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00' +2024-11-22 17:37:16,114 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00' +2024-11-22 17:37:16,114 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00' +2024-11-22 17:37:16,118 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00' +2024-11-22 17:37:16,118 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00' +2024-11-22 17:37:16,121 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00' +2024-11-22 17:37:16,121 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00' +2024-11-22 17:37:16,124 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00' +2024-11-22 17:37:16,124 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00' +2024-11-22 17:37:16,126 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00' +2024-11-22 17:37:16,126 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00' +2024-11-22 17:37:16,130 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00' +2024-11-22 17:37:16,130 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00' +2024-11-22 17:37:16,133 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00' +2024-11-22 17:37:16,133 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00' +2024-11-22 17:37:16,136 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00' +2024-11-22 17:37:16,136 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00' +2024-11-22 17:37:16,139 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00' +2024-11-22 17:37:16,139 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00' +2024-11-22 17:37:16,142 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00' +2024-11-22 17:37:16,142 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00' +2024-11-22 17:37:16,144 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00' +2024-11-22 17:37:16,144 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00' +2024-11-22 17:37:16,146 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00' +2024-11-22 17:37:16,146 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00' +2024-11-22 17:37:16,148 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00' +2024-11-22 17:37:16,148 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00' +2024-11-22 17:37:16,150 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00' +2024-11-22 17:37:16,150 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00' +2024-11-22 17:37:16,153 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00' +2024-11-22 17:37:16,153 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00' +2024-11-22 17:37:16,156 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00' +2024-11-22 17:37:16,156 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00' +2024-11-22 17:37:16,158 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00' +2024-11-22 17:37:16,158 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00' +2024-11-22 17:37:16,160 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00' +2024-11-22 17:37:16,160 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00' +2024-11-22 17:37:16,162 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00' +2024-11-22 17:37:16,162 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00' +2024-11-22 17:37:16,165 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00' +2024-11-22 17:37:16,165 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00' +2024-11-22 17:37:16,167 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00' +2024-11-22 17:37:16,167 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00' +2024-11-22 17:37:16,171 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00' +2024-11-22 17:37:16,171 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00' +2024-11-22 17:37:16,173 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00' +2024-11-22 17:37:16,173 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00' +2024-11-22 17:37:16,176 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00' +2024-11-22 17:37:16,176 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00' +2024-11-22 17:37:16,178 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00' +2024-11-22 17:37:16,178 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00' +2024-11-22 17:37:16,180 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00' +2024-11-22 17:37:16,180 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00' +2024-11-22 17:37:16,183 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00' +2024-11-22 17:37:16,183 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00' +2024-11-22 17:37:16,186 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00' +2024-11-22 17:37:16,186 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00' +2024-11-22 17:37:16,189 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00' +2024-11-22 17:37:16,189 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00' +2024-11-22 17:37:16,191 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00' +2024-11-22 17:37:16,191 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00' +2024-11-22 17:37:16,194 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00' +2024-11-22 17:37:16,194 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00' +2024-11-22 17:37:16,196 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00' +2024-11-22 17:37:16,196 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00' +2024-11-22 17:37:16,199 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00' +2024-11-22 17:37:16,199 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00' +2024-11-22 17:37:16,202 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00' +2024-11-22 17:37:16,202 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00' +2024-11-22 17:37:16,204 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00' +2024-11-22 17:37:16,204 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00' +2024-11-22 17:37:16,207 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00' +2024-11-22 17:37:16,207 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00' +2024-11-22 17:37:16,209 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00' +2024-11-22 17:37:16,209 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00' +2024-11-22 17:37:16,212 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00' +2024-11-22 17:37:16,212 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00' +2024-11-22 17:37:16,214 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00' +2024-11-22 17:37:16,214 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00' +2024-11-22 17:37:16,217 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00' +2024-11-22 17:37:16,217 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00' +2024-11-22 17:37:16,220 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00' +2024-11-22 17:37:16,220 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00' +2024-11-22 17:37:16,223 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00' +2024-11-22 17:37:16,223 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00' +2024-11-22 17:37:16,225 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00' +2024-11-22 17:37:16,225 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00' +2024-11-22 17:37:16,227 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00' +2024-11-22 17:37:16,227 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00' +2024-11-22 17:37:16,230 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00' +2024-11-22 17:37:16,230 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00' +2024-11-22 17:37:16,232 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00' +2024-11-22 17:37:16,232 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00' +2024-11-22 17:37:16,235 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00' +2024-11-22 17:37:16,235 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00' +2024-11-22 17:37:16,238 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00' +2024-11-22 17:37:16,238 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00' +2024-11-22 17:37:16,240 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00' +2024-11-22 17:37:16,240 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00' +2024-11-22 17:37:16,243 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00' +2024-11-22 17:37:16,243 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00' +2024-11-22 17:37:16,245 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00' +2024-11-22 17:37:16,245 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00' +2024-11-22 17:37:16,247 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00' +2024-11-22 17:37:16,247 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00' +2024-11-22 17:37:16,250 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00' +2024-11-22 17:37:16,250 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00' +2024-11-22 17:37:16,252 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00' +2024-11-22 17:37:16,252 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00' +2024-11-22 17:37:16,255 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00' +2024-11-22 17:37:16,255 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00' +2024-11-22 17:37:16,257 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00' +2024-11-22 17:37:16,257 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00' +2024-11-22 17:37:16,259 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00' +2024-11-22 17:37:16,259 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00' +2024-11-22 17:37:16,261 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00' +2024-11-22 17:37:16,261 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00' +2024-11-22 17:37:16,264 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00' +2024-11-22 17:37:16,264 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00' +2024-11-22 17:37:16,266 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00' +2024-11-22 17:37:16,266 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00' +2024-11-22 17:37:16,270 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00' +2024-11-22 17:37:16,270 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00' +2024-11-22 17:37:16,272 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00' +2024-11-22 17:37:16,272 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00' +2024-11-22 17:37:16,275 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00' +2024-11-22 17:37:16,275 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00' +2024-11-22 17:37:16,277 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00' +2024-11-22 17:37:16,277 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00' +2024-11-22 17:37:16,279 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00' +2024-11-22 17:37:16,279 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00' +2024-11-22 17:37:16,282 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00' +2024-11-22 17:37:16,282 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00' +2024-11-22 17:37:16,284 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00' +2024-11-22 17:37:16,284 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00' +2024-11-22 17:37:16,286 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00' +2024-11-22 17:37:16,286 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00' +2024-11-22 17:37:16,289 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00' +2024-11-22 17:37:16,289 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00' +2024-11-22 17:37:16,291 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00' +2024-11-22 17:37:16,291 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00' +2024-11-22 17:37:16,293 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00' +2024-11-22 17:37:16,293 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00' +2024-11-22 17:37:16,296 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00' +2024-11-22 17:37:16,296 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00' +2024-11-22 17:37:16,299 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00' +2024-11-22 17:37:16,299 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00' +2024-11-22 17:37:16,302 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00' +2024-11-22 17:37:16,302 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00' +2024-11-22 17:37:16,305 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00' +2024-11-22 17:37:16,305 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00' +2024-11-22 17:37:16,308 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00' +2024-11-22 17:37:16,308 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00' +2024-11-22 17:37:16,311 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00' +2024-11-22 17:37:16,311 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00' +2024-11-22 17:37:16,313 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00' +2024-11-22 17:37:16,313 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00' +2024-11-22 17:37:16,316 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00' +2024-11-22 17:37:16,316 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00' +2024-11-22 17:37:16,318 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00' +2024-11-22 17:37:16,318 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00' +2024-11-22 17:37:16,321 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00' +2024-11-22 17:37:16,321 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00' +2024-11-22 17:37:16,324 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00' +2024-11-22 17:37:16,324 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00' +2024-11-22 17:37:16,327 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00' +2024-11-22 17:37:16,327 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00' +2024-11-22 17:37:16,330 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00' +2024-11-22 17:37:16,330 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00' +2024-11-22 17:37:16,333 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00' +2024-11-22 17:37:16,333 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00' +2024-11-22 17:37:16,337 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00' +2024-11-22 17:37:16,337 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00' +2024-11-22 17:37:16,340 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00' +2024-11-22 17:37:16,340 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00' +2024-11-22 17:37:16,342 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00' +2024-11-22 17:37:16,342 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00' +2024-11-22 17:37:16,345 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00' +2024-11-22 17:37:16,345 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00' +2024-11-22 17:37:16,347 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00' +2024-11-22 17:37:16,347 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00' +2024-11-22 17:37:16,350 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00' +2024-11-22 17:37:16,350 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00' +2024-11-22 17:37:16,353 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00' +2024-11-22 17:37:16,353 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00' +2024-11-22 17:37:16,356 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00' +2024-11-22 17:37:16,356 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00' +2024-11-22 17:37:16,358 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00' +2024-11-22 17:37:16,358 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00' +2024-11-22 17:37:16,361 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00' +2024-11-22 17:37:16,361 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00' +2024-11-22 17:37:16,364 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00' +2024-11-22 17:37:16,364 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00' +2024-11-22 17:37:16,366 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00' +2024-11-22 17:37:16,366 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00' +2024-11-22 17:37:16,368 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00' +2024-11-22 17:37:16,368 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00' +2024-11-22 17:37:16,372 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00' +2024-11-22 17:37:16,372 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00' +2024-11-22 17:37:16,375 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00' +2024-11-22 17:37:16,375 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00' +2024-11-22 17:37:16,378 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00' +2024-11-22 17:37:16,378 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00' +2024-11-22 17:37:16,380 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00' +2024-11-22 17:37:16,380 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00' +2024-11-22 17:37:16,383 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00' +2024-11-22 17:37:16,383 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00' +2024-11-22 17:37:16,386 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00' +2024-11-22 17:37:16,386 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00' +2024-11-22 17:37:16,389 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00' +2024-11-22 17:37:16,389 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00' +2024-11-22 17:37:16,392 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00' +2024-11-22 17:37:16,392 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00' +2024-11-22 17:37:16,395 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00' +2024-11-22 17:37:16,395 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00' +2024-11-22 17:37:16,396 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00' +2024-11-22 17:37:16,396 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00' +2024-11-22 17:37:16,399 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00' +2024-11-22 17:37:16,399 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00' +2024-11-22 17:37:16,402 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00' +2024-11-22 17:37:16,402 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00' +2024-11-22 17:37:16,405 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00' +2024-11-22 17:37:16,405 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00' +2024-11-22 17:37:16,408 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00' +2024-11-22 17:37:16,408 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00' +2024-11-22 17:37:16,410 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00' +2024-11-22 17:37:16,410 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00' +2024-11-22 17:37:16,413 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00' +2024-11-22 17:37:16,413 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00' +2024-11-22 17:37:16,415 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00' +2024-11-22 17:37:16,415 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00' +2024-11-22 17:37:16,418 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00' +2024-11-22 17:37:16,418 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00' +2024-11-22 17:37:16,421 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00' +2024-11-22 17:37:16,421 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00' +2024-11-22 17:37:16,424 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00' +2024-11-22 17:37:16,424 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00' +2024-11-22 17:37:16,426 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00' +2024-11-22 17:37:16,426 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00' +2024-11-22 17:37:16,428 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00' +2024-11-22 17:37:16,428 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00' +2024-11-22 17:37:16,431 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00' +2024-11-22 17:37:16,431 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00' +2024-11-22 17:37:16,434 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00' +2024-11-22 17:37:16,434 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00' +2024-11-22 17:37:16,437 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00' +2024-11-22 17:37:16,437 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00' +2024-11-22 17:37:16,441 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00' +2024-11-22 17:37:16,441 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00' +2024-11-22 17:37:16,444 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00' +2024-11-22 17:37:16,444 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00' +2024-11-22 17:37:16,447 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00' +2024-11-22 17:37:16,447 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00' +2024-11-22 17:37:16,449 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00' +2024-11-22 17:37:16,449 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00' +2024-11-22 17:37:16,453 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00' +2024-11-22 17:37:16,453 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00' +2024-11-22 17:37:16,456 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00' +2024-11-22 17:37:16,456 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00' +2024-11-22 17:37:16,458 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00' +2024-11-22 17:37:16,458 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00' +2024-11-22 17:37:16,461 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00' +2024-11-22 17:37:16,461 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00' +2024-11-22 17:37:16,463 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 17:37:16,463 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 17:37:16,466 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00' +2024-11-22 17:37:16,466 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00' +2024-11-22 17:37:16,468 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:37:16,468 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:37:16,472 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:37:16,472 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:37:16,475 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00' +2024-11-22 17:37:16,475 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00' +2024-11-22 17:37:16,478 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00' +2024-11-22 17:37:16,478 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00' +2024-11-22 17:37:16,480 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00' +2024-11-22 17:37:16,480 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00' +2024-11-22 17:37:16,483 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00' +2024-11-22 17:37:16,483 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00' +2024-11-22 17:37:17,710 - my_logger - INFO - ѵݻͼend +2024-11-22 17:37:17,710 - my_logger - INFO - ѵݻͼend +2024-11-22 17:37:17,711 - my_logger - INFO - ing +2024-11-22 17:37:17,711 - my_logger - INFO - ing +2024-11-22 17:37:17,827 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-22 17:37:17,827 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-22 17:37:19,785 - my_logger - INFO - ۲ָܺΪ11.00220131745923 +2024-11-22 17:37:19,785 - my_logger - INFO - ۲ָܺΪ11.00220131745923 +2024-11-22 17:37:19,787 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-22 17:37:19,787 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-22 17:37:21,543 - my_logger - INFO - ۸ָܺΪ89.51478600785562 +2024-11-22 17:37:21,543 - my_logger - INFO - ۸ָܺΪ89.51478600785562 +2024-11-22 17:37:21,544 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-22 17:37:21,544 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-22 17:37:23,231 - my_logger - INFO - ӦָܺΪ19.723198205325225 +2024-11-22 17:37:23,231 - my_logger - INFO - ӦָܺΪ19.723198205325225 +2024-11-22 17:37:23,232 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:37:23,232 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:37:25,247 - my_logger - INFO - ָܺΪ12.059410628077607 +2024-11-22 17:37:25,247 - my_logger - INFO - ָܺΪ12.059410628077607 +2024-11-22 17:37:25,248 - my_logger - INFO - ʼƿֱָͼ +2024-11-22 17:37:25,248 - my_logger - INFO - ʼƿֱָͼ +2024-11-22 17:37:26,995 - my_logger - INFO - ָܺΪ11.270419620071786 +2024-11-22 17:37:26,995 - my_logger - INFO - ָܺΪ11.270419620071786 +2024-11-22 17:37:26,997 - my_logger - INFO - ʼƽֱָͼ +2024-11-22 17:37:26,997 - my_logger - INFO - ʼƽֱָͼ +2024-11-22 17:37:27,471 - my_logger - INFO - ָܺΪ1.6186883915910082 +2024-11-22 17:37:27,471 - my_logger - INFO - ָܺΪ1.6186883915910082 +2024-11-22 17:37:27,474 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:37:27,474 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:37:28,709 - my_logger - INFO - ָܺΪ5.950168891346667 +2024-11-22 17:37:28,709 - my_logger - INFO - ָܺΪ5.950168891346667 +2024-11-22 17:37:28,711 - my_logger - INFO - ʼܺ͵ͼ +2024-11-22 17:37:28,711 - my_logger - INFO - ʼܺ͵ͼ +2024-11-22 17:37:29,040 - my_logger - INFO - ܺ͵ͼ +2024-11-22 17:37:29,040 - my_logger - INFO - ܺ͵ͼ +2024-11-22 17:38:21,674 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 17:38:21,674 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-22 17:38:21,676 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 17:38:21,676 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-22 17:38:49,822 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:38:49,822 - my_logger - INFO - ɾ²ǰ(2518, 354) +2024-11-22 17:38:50,220 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:38:50,220 - my_logger - INFO - ɾ²(2518, 311) +2024-11-22 17:38:50,223 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:38:50,223 - my_logger - INFO - ɾԤΪֵк(775, 311) +2024-11-22 17:38:50,225 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:38:50,225 - my_logger - INFO - ɾȫΪֵк(775, 311) +2024-11-22 17:38:51,910 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y + +[216 rows x 2 columns] +2024-11-22 17:38:51,910 - my_logger - INFO - ն(216) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +211 PEڻ̼ +212 PP-1 +213 PP-5 +214 PP-9 +215 y + +[216 rows x 2 columns] +2024-11-22 17:38:51,930 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 17:38:51,930 - my_logger - INFO - Ϣܹ308,ն(216),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 17:38:51,932 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:38:51,932 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 17:38:52,535 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:38:52,535 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:38:52,537 - my_logger - INFO - ʼѵģ... +2024-11-22 17:38:52,537 - my_logger - INFO - ʼѵģ... +2024-11-22 17:38:52,538 - my_logger - INFO - ģѵ +2024-11-22 17:38:52,538 - my_logger - INFO - ģѵ +2024-11-22 17:38:52,540 - my_logger - INFO - ѵݻͼing +2024-11-22 17:38:52,540 - my_logger - INFO - ѵݻͼing +2024-11-22 17:38:53,317 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:38:53,317 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', NHITS = '7411.6895', Informer = '7334.9165', LSTM = '7422.583', iTransformer = '7352.2954', TSMixer = '7401.1157', TSMixerx = '7297.589', PatchTST = '7423.0454', RNN = '7459.277', GRU = '7460.793', TCN = '7428.613', BiTCN = '7412.83', DilatedRNN = '7442.1807', MLP = '7397.7666', DLinear = '7353.718', NLinear = '7411.7373', TFT = '7448.038', StemGNN = '7335.031', MLPMultivariate = '7417.379', TiDE = '7415.5005', DeepNPTS = '7375.539' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:38:53,634 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00' +2024-11-22 17:38:53,634 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-01 00:00:00', NHITS = '7293.03', Informer = '7333.64', LSTM = '7303.32', iTransformer = '7344.76', TSMixer = '7293.94', TSMixerx = '7286.46', PatchTST = '7290.04', RNN = '7354.97', GRU = '7344.49', TCN = '7362.96', BiTCN = '7331.7', DilatedRNN = '7319.94', MLP = '7308.96', DLinear = '7290.36', NLinear = '7289.19', TFT = '7296.06', StemGNN = '7285.51', MLPMultivariate = '7352.94', TiDE = '7304.69', DeepNPTS = '7302.33', y = '7275.0', min_within_quantile = '7285.51', max_within_quantile = '7362.96' WHERE ds = '2024-02-01 00:00:00' +2024-11-22 17:38:53,636 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00' +2024-11-22 17:38:53,636 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.62', Informer = '7325.11', LSTM = '7279.53', iTransformer = '7297.41', TSMixer = '7271.44', TSMixerx = '7272.26', PatchTST = '7271.09', RNN = '7329.05', GRU = '7319.11', TCN = '7343.98', BiTCN = '7304.94', DilatedRNN = '7291.49', MLP = '7284.85', DLinear = '7278.42', NLinear = '7264.28', TFT = '7268.14', StemGNN = '7282.86', MLPMultivariate = '7308.81', TiDE = '7284.36', DeepNPTS = '7272.06', y = '7242.5', min_within_quantile = '7264.28', max_within_quantile = '7343.98' WHERE ds = '2024-02-02 00:00:00' +2024-11-22 17:38:53,640 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00' +2024-11-22 17:38:53,640 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7239.15', Informer = '7288.52', LSTM = '7255.2', iTransformer = '7234.17', TSMixer = '7239.66', TSMixerx = '7237.31', PatchTST = '7234.59', RNN = '7302.24', GRU = '7290.27', TCN = '7315.9', BiTCN = '7272.73', DilatedRNN = '7266.23', MLP = '7241.94', DLinear = '7249.77', NLinear = '7246.93', TFT = '7239.83', StemGNN = '7278.67', MLPMultivariate = '7245.83', TiDE = '7252.76', DeepNPTS = '7282.09', y = '7240.0', min_within_quantile = '7234.17', max_within_quantile = '7315.9' WHERE ds = '2024-02-04 00:00:00' +2024-11-22 17:38:53,642 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00' +2024-11-22 17:38:53,642 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7239.76', Informer = '7267.48', LSTM = '7258.06', iTransformer = '7218.95', TSMixer = '7226.53', TSMixerx = '7185.74', PatchTST = '7229.11', RNN = '7309.05', GRU = '7293.81', TCN = '7302.82', BiTCN = '7244.59', DilatedRNN = '7268.06', MLP = '7231.6', DLinear = '7229.1', NLinear = '7233.56', TFT = '7226.28', StemGNN = '7274.25', MLPMultivariate = '7229.73', TiDE = '7232.98', DeepNPTS = '7250.71', y = '7227.5', min_within_quantile = '7185.74', max_within_quantile = '7309.05' WHERE ds = '2024-02-05 00:00:00' +2024-11-22 17:38:53,644 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00' +2024-11-22 17:38:53,644 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7224.9', Informer = '7254.32', LSTM = '7243.73', iTransformer = '7202.69', TSMixer = '7216.73', TSMixerx = '7155.18', PatchTST = '7209.54', RNN = '7293.09', GRU = '7273.63', TCN = '7292.23', BiTCN = '7217.59', DilatedRNN = '7255.89', MLP = '7218.18', DLinear = '7212.67', NLinear = '7215.69', TFT = '7200.56', StemGNN = '7269.28', MLPMultivariate = '7180.36', TiDE = '7217.44', DeepNPTS = '7242.16', y = '7246.67', min_within_quantile = '7155.18', max_within_quantile = '7293.09' WHERE ds = '2024-02-06 00:00:00' +2024-11-22 17:38:53,646 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00' +2024-11-22 17:38:53,646 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7239.0', Informer = '7259.36', LSTM = '7264.83', iTransformer = '7224.3', TSMixer = '7228.6', TSMixerx = '7189.61', PatchTST = '7235.33', RNN = '7321.81', GRU = '7302.55', TCN = '7308.34', BiTCN = '7200.16', DilatedRNN = '7275.82', MLP = '7230.29', DLinear = '7228.5', NLinear = '7230.89', TFT = '7219.71', StemGNN = '7265.36', MLPMultivariate = '7196.91', TiDE = '7231.49', DeepNPTS = '7231.01', y = '7255.0', min_within_quantile = '7189.61', max_within_quantile = '7321.81' WHERE ds = '2024-02-07 00:00:00' +2024-11-22 17:38:53,648 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00' +2024-11-22 17:38:53,648 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7252.0', Informer = '7242.24', LSTM = '7264.89', iTransformer = '7229.7', TSMixer = '7243.24', TSMixerx = '7217.54', PatchTST = '7251.7', RNN = '7321.63', GRU = '7298.11', TCN = '7317.63', BiTCN = '7189.6', DilatedRNN = '7274.34', MLP = '7245.19', DLinear = '7233.17', NLinear = '7252.39', TFT = '7227.96', StemGNN = '7261.93', MLPMultivariate = '7206.72', TiDE = '7253.86', DeepNPTS = '7248.18', y = '7270.0', min_within_quantile = '7189.6', max_within_quantile = '7321.63' WHERE ds = '2024-02-08 00:00:00' +2024-11-22 17:38:53,650 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00' +2024-11-22 17:38:53,650 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7255.9', Informer = '7237.49', LSTM = '7281.5', iTransformer = '7242.23', TSMixer = '7259.14', TSMixerx = '7239.06', PatchTST = '7267.2', RNN = '7339.12', GRU = '7322.25', TCN = '7329.25', BiTCN = '7192.33', DilatedRNN = '7286.73', MLP = '7259.53', DLinear = '7231.97', NLinear = '7268.82', TFT = '7251.75', StemGNN = '7259.42', MLPMultivariate = '7221.1', TiDE = '7275.87', DeepNPTS = '7257.38', y = '7336.67', min_within_quantile = '7192.33', max_within_quantile = '7339.12' WHERE ds = '2024-02-18 00:00:00' +2024-11-22 17:38:53,653 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00' +2024-11-22 17:38:53,653 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7326.32', Informer = '7296.64', LSTM = '7352.3', iTransformer = '7290.88', TSMixer = '7310.48', TSMixerx = '7298.75', PatchTST = '7324.35', RNN = '7405.88', GRU = '7391.36', TCN = '7373.68', BiTCN = '7285.72', DilatedRNN = '7352.01', MLP = '7295.44', DLinear = '7282.34', NLinear = '7343.92', TFT = '7356.31', StemGNN = '7258.69', MLPMultivariate = '7279.05', TiDE = '7325.16', DeepNPTS = '7270.75', y = '7350.0', min_within_quantile = '7258.69', max_within_quantile = '7405.88' WHERE ds = '2024-02-19 00:00:00' +2024-11-22 17:38:53,655 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00' +2024-11-22 17:38:53,655 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7337.7', Informer = '7325.3', LSTM = '7347.1', iTransformer = '7344.1', TSMixer = '7340.99', TSMixerx = '7336.98', PatchTST = '7338.78', RNN = '7396.35', GRU = '7384.7', TCN = '7390.67', BiTCN = '7354.06', DilatedRNN = '7360.92', MLP = '7316.08', DLinear = '7306.05', NLinear = '7354.4', TFT = '7375.3', StemGNN = '7258.33', MLPMultivariate = '7309.69', TiDE = '7334.83', DeepNPTS = '7298.9', y = '7335.0', min_within_quantile = '7258.33', max_within_quantile = '7396.35' WHERE ds = '2024-02-20 00:00:00' +2024-11-22 17:38:53,657 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00' +2024-11-22 17:38:53,657 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7315.15', Informer = '7306.42', LSTM = '7336.1', iTransformer = '7331.38', TSMixer = '7332.34', TSMixerx = '7372.55', PatchTST = '7329.49', RNN = '7382.32', GRU = '7379.69', TCN = '7394.87', BiTCN = '7383.63', DilatedRNN = '7360.14', MLP = '7319.29', DLinear = '7333.81', NLinear = '7336.74', TFT = '7355.7', StemGNN = '7257.66', MLPMultivariate = '7312.83', TiDE = '7326.16', DeepNPTS = '7322.6', y = '7297.5', min_within_quantile = '7257.66', max_within_quantile = '7394.87' WHERE ds = '2024-02-21 00:00:00' +2024-11-22 17:38:53,659 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00' +2024-11-22 17:38:53,659 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7273.91', Informer = '7280.01', LSTM = '7296.34', iTransformer = '7276.62', TSMixer = '7304.25', TSMixerx = '7353.65', PatchTST = '7300.87', RNN = '7345.41', GRU = '7337.83', TCN = '7372.88', BiTCN = '7375.89', DilatedRNN = '7324.63', MLP = '7300.77', DLinear = '7318.19', NLinear = '7297.86', TFT = '7288.64', StemGNN = '7256.03', MLPMultivariate = '7292.67', TiDE = '7294.01', DeepNPTS = '7307.07', y = '7285.0', min_within_quantile = '7256.03', max_within_quantile = '7375.89' WHERE ds = '2024-02-22 00:00:00' +2024-11-22 17:38:53,661 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00' +2024-11-22 17:38:53,661 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7260.42', Informer = '7266.09', LSTM = '7293.59', iTransformer = '7265.89', TSMixer = '7287.05', TSMixerx = '7327.32', PatchTST = '7293.32', RNN = '7343.01', GRU = '7337.46', TCN = '7355.94', BiTCN = '7362.76', DilatedRNN = '7325.19', MLP = '7288.67', DLinear = '7303.08', NLinear = '7281.43', TFT = '7268.84', StemGNN = '7254.22', MLPMultivariate = '7284.82', TiDE = '7282.37', DeepNPTS = '7312.98', y = '7306.67', min_within_quantile = '7254.22', max_within_quantile = '7362.76' WHERE ds = '2024-02-23 00:00:00' +2024-11-22 17:38:53,664 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00' +2024-11-22 17:38:53,664 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7299.06', Informer = '7267.61', LSTM = '7314.94', iTransformer = '7266.03', TSMixer = '7295.78', TSMixerx = '7317.04', PatchTST = '7320.67', RNN = '7364.35', GRU = '7355.12', TCN = '7357.66', BiTCN = '7359.22', DilatedRNN = '7336.89', MLP = '7312.78', DLinear = '7295.43', NLinear = '7301.0', TFT = '7297.68', StemGNN = '7253.53', MLPMultivariate = '7301.7', TiDE = '7295.53', DeepNPTS = '7366.97', y = '7292.5', min_within_quantile = '7253.53', max_within_quantile = '7366.97' WHERE ds = '2024-02-26 00:00:00' +2024-11-22 17:38:53,666 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00' +2024-11-22 17:38:53,666 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7313.26', Informer = '7273.56', LSTM = '7291.91', iTransformer = '7274.69', TSMixer = '7293.33', TSMixerx = '7292.4', PatchTST = '7298.94', RNN = '7344.28', GRU = '7330.29', TCN = '7350.89', BiTCN = '7341.05', DilatedRNN = '7317.65', MLP = '7313.81', DLinear = '7292.1', NLinear = '7282.07', TFT = '7278.0', StemGNN = '7253.0', MLPMultivariate = '7298.51', TiDE = '7286.74', DeepNPTS = '7362.38', y = '7306.67', min_within_quantile = '7253.0', max_within_quantile = '7362.38' WHERE ds = '2024-02-27 00:00:00' +2024-11-22 17:38:53,669 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00' +2024-11-22 17:38:53,669 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7347.37', Informer = '7304.62', LSTM = '7316.33', iTransformer = '7301.42', TSMixer = '7297.9', TSMixerx = '7315.42', PatchTST = '7324.27', RNN = '7370.73', GRU = '7359.02', TCN = '7362.29', BiTCN = '7328.49', DilatedRNN = '7333.74', MLP = '7324.28', DLinear = '7310.6', NLinear = '7305.46', TFT = '7297.74', StemGNN = '7253.18', MLPMultivariate = '7303.0', TiDE = '7303.57', DeepNPTS = '7353.7', y = '7353.33', min_within_quantile = '7253.18', max_within_quantile = '7370.73' WHERE ds = '2024-02-28 00:00:00' +2024-11-22 17:38:53,671 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00' +2024-11-22 17:38:53,671 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7357.39', Informer = '7334.41', LSTM = '7361.93', iTransformer = '7320.01', TSMixer = '7329.2', TSMixerx = '7346.75', PatchTST = '7369.05', RNN = '7414.72', GRU = '7399.75', TCN = '7379.86', BiTCN = '7340.31', DilatedRNN = '7362.55', MLP = '7356.31', DLinear = '7333.65', NLinear = '7360.8', TFT = '7313.17', StemGNN = '7253.93', MLPMultivariate = '7322.79', TiDE = '7343.81', DeepNPTS = '7365.32', y = '7325.0', min_within_quantile = '7253.93', max_within_quantile = '7414.72' WHERE ds = '2024-02-29 00:00:00' +2024-11-22 17:38:53,674 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00' +2024-11-22 17:38:53,674 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7319.59', Informer = '7324.63', LSTM = '7315.68', iTransformer = '7289.18', TSMixer = '7318.41', TSMixerx = '7312.5', PatchTST = '7334.95', RNN = '7362.89', GRU = '7354.87', TCN = '7362.14', BiTCN = '7320.36', DilatedRNN = '7324.32', MLP = '7331.15', DLinear = '7315.83', NLinear = '7336.0', TFT = '7305.04', StemGNN = '7254.71', MLPMultivariate = '7304.85', TiDE = '7328.08', DeepNPTS = '7332.28', y = '7343.33', min_within_quantile = '7254.71', max_within_quantile = '7362.89' WHERE ds = '2024-03-01 00:00:00' +2024-11-22 17:38:53,676 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00' +2024-11-22 17:38:53,676 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7331.9', Informer = '7326.71', LSTM = '7355.37', iTransformer = '7285.97', TSMixer = '7324.22', TSMixerx = '7332.79', PatchTST = '7343.98', RNN = '7402.37', GRU = '7400.32', TCN = '7375.12', BiTCN = '7311.54', DilatedRNN = '7352.71', MLP = '7325.31', DLinear = '7332.45', NLinear = '7339.52', TFT = '7298.7', StemGNN = '7255.6', MLPMultivariate = '7299.95', TiDE = '7341.82', DeepNPTS = '7324.99', y = '7330.0', min_within_quantile = '7255.6', max_within_quantile = '7402.37' WHERE ds = '2024-03-04 00:00:00' +2024-11-22 17:38:53,678 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00' +2024-11-22 17:38:53,678 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7303.84', Informer = '7325.71', LSTM = '7324.21', iTransformer = '7285.78', TSMixer = '7321.87', TSMixerx = '7339.69', PatchTST = '7324.07', RNN = '7375.15', GRU = '7361.39', TCN = '7371.15', BiTCN = '7302.63', DilatedRNN = '7337.45', MLP = '7317.23', DLinear = '7324.46', NLinear = '7321.4', TFT = '7299.96', StemGNN = '7255.99', MLPMultivariate = '7294.58', TiDE = '7326.88', DeepNPTS = '7302.49', y = '7310.0', min_within_quantile = '7255.99', max_within_quantile = '7375.15' WHERE ds = '2024-03-05 00:00:00' +2024-11-22 17:38:53,680 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00' +2024-11-22 17:38:53,680 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7297.87', Informer = '7312.31', LSTM = '7312.82', iTransformer = '7274.35', TSMixer = '7302.77', TSMixerx = '7342.38', PatchTST = '7311.56', RNN = '7359.26', GRU = '7357.54', TCN = '7362.42', BiTCN = '7300.17', DilatedRNN = '7330.28', MLP = '7313.03', DLinear = '7308.59', NLinear = '7297.13', TFT = '7295.34', StemGNN = '7255.83', MLPMultivariate = '7287.29', TiDE = '7302.2', DeepNPTS = '7288.0', y = '7297.5', min_within_quantile = '7255.83', max_within_quantile = '7362.42' WHERE ds = '2024-03-06 00:00:00' +2024-11-22 17:38:53,682 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00' +2024-11-22 17:38:53,682 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7295.98', Informer = '7311.5', LSTM = '7300.4', iTransformer = '7272.11', TSMixer = '7294.1', TSMixerx = '7318.02', PatchTST = '7309.0', RNN = '7348.72', GRU = '7339.44', TCN = '7354.29', BiTCN = '7293.92', DilatedRNN = '7316.72', MLP = '7320.5', DLinear = '7285.26', NLinear = '7296.85', TFT = '7291.67', StemGNN = '7255.44', MLPMultivariate = '7285.3', TiDE = '7293.38', DeepNPTS = '7295.2', y = '7290.0', min_within_quantile = '7255.44', max_within_quantile = '7354.29' WHERE ds = '2024-03-07 00:00:00' +2024-11-22 17:38:53,685 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-22 17:38:53,685 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7285.36', Informer = '7293.72', LSTM = '7294.83', iTransformer = '7264.46', TSMixer = '7289.22', TSMixerx = '7292.56', PatchTST = '7301.65', RNN = '7349.85', GRU = '7336.04', TCN = '7346.8', BiTCN = '7279.71', DilatedRNN = '7316.42', MLP = '7293.98', DLinear = '7284.88', NLinear = '7288.23', TFT = '7282.05', StemGNN = '7255.08', MLPMultivariate = '7277.05', TiDE = '7290.04', DeepNPTS = '7292.87', y = '7295.0', min_within_quantile = '7255.08', max_within_quantile = '7349.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-22 17:38:53,687 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00' +2024-11-22 17:38:53,687 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7271.71', Informer = '7293.69', LSTM = '7300.9', iTransformer = '7257.09', TSMixer = '7286.22', TSMixerx = '7270.18', PatchTST = '7307.1', RNN = '7352.24', GRU = '7340.26', TCN = '7346.09', BiTCN = '7275.97', DilatedRNN = '7315.47', MLP = '7271.6', DLinear = '7298.62', NLinear = '7293.29', TFT = '7291.05', StemGNN = '7255.13', MLPMultivariate = '7277.86', TiDE = '7289.49', DeepNPTS = '7296.38', y = '7285.0', min_within_quantile = '7255.13', max_within_quantile = '7352.24' WHERE ds = '2024-03-11 00:00:00' +2024-11-22 17:38:53,689 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00' +2024-11-22 17:38:53,689 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7255.9', Informer = '7291.96', LSTM = '7288.04', iTransformer = '7250.34', TSMixer = '7273.87', TSMixerx = '7250.98', PatchTST = '7283.72', RNN = '7341.11', GRU = '7326.61', TCN = '7332.0', BiTCN = '7276.4', DilatedRNN = '7304.21', MLP = '7252.42', DLinear = '7297.91', NLinear = '7275.05', TFT = '7272.56', StemGNN = '7256.51', MLPMultivariate = '7274.26', TiDE = '7270.51', DeepNPTS = '7282.4', y = '7283.33', min_within_quantile = '7250.34', max_within_quantile = '7341.11' WHERE ds = '2024-03-12 00:00:00' +2024-11-22 17:38:53,691 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00' +2024-11-22 17:38:53,691 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7254.1', Informer = '7292.74', LSTM = '7290.71', iTransformer = '7251.49', TSMixer = '7270.33', TSMixerx = '7262.54', PatchTST = '7284.31', RNN = '7343.23', GRU = '7330.99', TCN = '7337.17', BiTCN = '7268.72', DilatedRNN = '7309.51', MLP = '7243.54', DLinear = '7304.82', NLinear = '7277.78', TFT = '7270.14', StemGNN = '7258.22', MLPMultivariate = '7273.08', TiDE = '7271.28', DeepNPTS = '7249.0', y = '7285.0', min_within_quantile = '7243.54', max_within_quantile = '7343.23' WHERE ds = '2024-03-13 00:00:00' +2024-11-22 17:38:53,693 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00' +2024-11-22 17:38:53,693 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7273.13', Informer = '7266.51', LSTM = '7290.82', iTransformer = '7257.72', TSMixer = '7276.1', TSMixerx = '7264.88', PatchTST = '7286.34', RNN = '7345.03', GRU = '7329.71', TCN = '7334.38', BiTCN = '7280.68', DilatedRNN = '7306.83', MLP = '7259.82', DLinear = '7274.91', NLinear = '7288.01', TFT = '7281.89', StemGNN = '7262.29', MLPMultivariate = '7278.29', TiDE = '7280.85', DeepNPTS = '7262.56', y = '7277.5', min_within_quantile = '7257.72', max_within_quantile = '7345.03' WHERE ds = '2024-03-14 00:00:00' +2024-11-22 17:38:53,696 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00' +2024-11-22 17:38:53,696 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7268.37', Informer = '7270.26', LSTM = '7283.26', iTransformer = '7259.8', TSMixer = '7272.42', TSMixerx = '7254.96', PatchTST = '7273.03', RNN = '7335.67', GRU = '7322.4', TCN = '7332.89', BiTCN = '7275.81', DilatedRNN = '7299.96', MLP = '7257.49', DLinear = '7253.38', NLinear = '7268.81', TFT = '7284.11', StemGNN = '7265.19', MLPMultivariate = '7278.79', TiDE = '7279.41', DeepNPTS = '7271.88', y = '7353.33', min_within_quantile = '7253.38', max_within_quantile = '7335.67' WHERE ds = '2024-03-15 00:00:00' +2024-11-22 17:38:53,698 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00' +2024-11-22 17:38:53,698 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7342.96', Informer = '7334.7', LSTM = '7372.73', iTransformer = '7307.81', TSMixer = '7319.45', TSMixerx = '7290.77', PatchTST = '7360.88', RNN = '7424.59', GRU = '7414.31', TCN = '7384.19', BiTCN = '7301.85', DilatedRNN = '7379.71', MLP = '7315.73', DLinear = '7305.65', NLinear = '7352.69', TFT = '7347.41', StemGNN = '7267.99', MLPMultivariate = '7302.93', TiDE = '7328.66', DeepNPTS = '7330.97', y = '7387.5', min_within_quantile = '7267.99', max_within_quantile = '7424.59' WHERE ds = '2024-03-18 00:00:00' +2024-11-22 17:38:53,701 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00' +2024-11-22 17:38:53,701 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7385.87', Informer = '7371.88', LSTM = '7384.28', iTransformer = '7340.22', TSMixer = '7361.0', TSMixerx = '7347.59', PatchTST = '7389.47', RNN = '7431.58', GRU = '7417.98', TCN = '7411.6', BiTCN = '7307.57', DilatedRNN = '7395.87', MLP = '7366.62', DLinear = '7327.1', NLinear = '7392.05', TFT = '7375.86', StemGNN = '7269.11', MLPMultivariate = '7328.39', TiDE = '7361.62', DeepNPTS = '7386.76', y = '7435.0', min_within_quantile = '7269.11', max_within_quantile = '7431.58' WHERE ds = '2024-03-19 00:00:00' +2024-11-22 17:38:53,703 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00' +2024-11-22 17:38:53,703 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7436.95', Informer = '7400.23', LSTM = '7438.62', iTransformer = '7398.0', TSMixer = '7403.35', TSMixerx = '7365.38', PatchTST = '7446.22', RNN = '7486.7', GRU = '7485.08', TCN = '7451.48', BiTCN = '7320.66', DilatedRNN = '7449.61', MLP = '7415.68', DLinear = '7384.77', NLinear = '7439.33', TFT = '7400.82', StemGNN = '7269.63', MLPMultivariate = '7367.33', TiDE = '7415.53', DeepNPTS = '7431.11', y = '7460.0', min_within_quantile = '7269.63', max_within_quantile = '7486.7' WHERE ds = '2024-03-20 00:00:00' +2024-11-22 17:38:53,706 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00' +2024-11-22 17:38:53,706 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7458.42', Informer = '7388.49', LSTM = '7450.01', iTransformer = '7458.2', TSMixer = '7435.61', TSMixerx = '7370.25', PatchTST = '7470.08', RNN = '7498.17', GRU = '7490.98', TCN = '7476.52', BiTCN = '7336.95', DilatedRNN = '7465.6', MLP = '7432.88', DLinear = '7432.48', NLinear = '7465.37', TFT = '7407.6', StemGNN = '7271.41', MLPMultivariate = '7403.51', TiDE = '7449.86', DeepNPTS = '7385.34', y = '7422.5', min_within_quantile = '7271.41', max_within_quantile = '7498.17' WHERE ds = '2024-03-21 00:00:00' +2024-11-22 17:38:53,708 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00' +2024-11-22 17:38:53,708 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7405.74', Informer = '7358.44', LSTM = '7406.1', iTransformer = '7476.8', TSMixer = '7415.19', TSMixerx = '7375.37', PatchTST = '7396.95', RNN = '7449.5', GRU = '7448.16', TCN = '7450.79', BiTCN = '7341.35', DilatedRNN = '7430.54', MLP = '7404.41', DLinear = '7425.41', NLinear = '7426.0', TFT = '7374.01', StemGNN = '7274.52', MLPMultivariate = '7393.73', TiDE = '7431.79', DeepNPTS = '7381.06', y = '7402.5', min_within_quantile = '7274.52', max_within_quantile = '7476.8' WHERE ds = '2024-03-22 00:00:00' +2024-11-22 17:38:53,711 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00' +2024-11-22 17:38:53,711 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7389.86', Informer = '7335.64', LSTM = '7398.39', iTransformer = '7442.29', TSMixer = '7383.52', TSMixerx = '7378.63', PatchTST = '7391.35', RNN = '7435.96', GRU = '7440.8', TCN = '7432.98', BiTCN = '7336.94', DilatedRNN = '7418.08', MLP = '7373.75', DLinear = '7424.81', NLinear = '7400.9', TFT = '7357.12', StemGNN = '7275.93', MLPMultivariate = '7372.71', TiDE = '7402.31', DeepNPTS = '7386.42', y = '7372.5', min_within_quantile = '7275.93', max_within_quantile = '7442.29' WHERE ds = '2024-03-25 00:00:00' +2024-11-22 17:38:53,713 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00' +2024-11-22 17:38:53,713 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7343.81', Informer = '7316.84', LSTM = '7364.24', iTransformer = '7374.03', TSMixer = '7354.35', TSMixerx = '7352.61', PatchTST = '7347.74', RNN = '7406.96', GRU = '7402.35', TCN = '7405.09', BiTCN = '7342.78', DilatedRNN = '7394.49', MLP = '7349.8', DLinear = '7390.64', NLinear = '7354.42', TFT = '7345.88', StemGNN = '7276.82', MLPMultivariate = '7347.75', TiDE = '7357.48', DeepNPTS = '7362.4', y = '7365.0', min_within_quantile = '7276.82', max_within_quantile = '7406.96' WHERE ds = '2024-03-26 00:00:00' +2024-11-22 17:38:53,715 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00' +2024-11-22 17:38:53,715 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7334.25', Informer = '7312.9', LSTM = '7365.69', iTransformer = '7366.18', TSMixer = '7339.76', TSMixerx = '7329.54', PatchTST = '7349.96', RNN = '7407.24', GRU = '7406.1', TCN = '7398.55', BiTCN = '7349.54', DilatedRNN = '7395.19', MLP = '7331.46', DLinear = '7369.17', NLinear = '7345.27', TFT = '7338.97', StemGNN = '7277.71', MLPMultivariate = '7334.16', TiDE = '7352.0', DeepNPTS = '7352.93', y = '7345.0', min_within_quantile = '7277.71', max_within_quantile = '7407.24' WHERE ds = '2024-03-27 00:00:00' +2024-11-22 17:38:53,718 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00' +2024-11-22 17:38:53,718 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7318.37', Informer = '7311.77', LSTM = '7339.67', iTransformer = '7350.47', TSMixer = '7325.26', TSMixerx = '7322.1', PatchTST = '7336.71', RNN = '7386.54', GRU = '7376.02', TCN = '7377.34', BiTCN = '7352.13', DilatedRNN = '7360.83', MLP = '7311.63', DLinear = '7352.34', NLinear = '7328.83', TFT = '7330.92', StemGNN = '7278.46', MLPMultivariate = '7321.45', TiDE = '7332.81', DeepNPTS = '7339.01', y = '7345.0', min_within_quantile = '7278.46', max_within_quantile = '7386.54' WHERE ds = '2024-03-28 00:00:00' +2024-11-22 17:38:53,720 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00' +2024-11-22 17:38:53,720 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7337.1', Informer = '7323.26', LSTM = '7347.76', iTransformer = '7316.56', TSMixer = '7321.0', TSMixerx = '7303.46', PatchTST = '7332.69', RNN = '7398.08', GRU = '7388.0', TCN = '7368.19', BiTCN = '7338.61', DilatedRNN = '7362.22', MLP = '7295.96', DLinear = '7336.43', NLinear = '7337.58', TFT = '7331.65', StemGNN = '7279.62', MLPMultivariate = '7313.07', TiDE = '7331.62', DeepNPTS = '7342.53', y = '7345.0', min_within_quantile = '7279.62', max_within_quantile = '7398.08' WHERE ds = '2024-03-29 00:00:00' +2024-11-22 17:38:53,722 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00' +2024-11-22 17:38:53,722 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.97', Informer = '7334.29', LSTM = '7343.9', iTransformer = '7295.16', TSMixer = '7322.69', TSMixerx = '7288.71', PatchTST = '7335.23', RNN = '7392.15', GRU = '7380.61', TCN = '7356.69', BiTCN = '7326.48', DilatedRNN = '7353.42', MLP = '7299.88', DLinear = '7335.54', NLinear = '7345.19', TFT = '7332.02', StemGNN = '7280.54', MLPMultivariate = '7311.45', TiDE = '7333.11', DeepNPTS = '7330.31', y = '7360.0', min_within_quantile = '7280.54', max_within_quantile = '7392.15' WHERE ds = '2024-04-01 00:00:00' +2024-11-22 17:38:53,725 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00' +2024-11-22 17:38:53,725 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7357.03', Informer = '7339.82', LSTM = '7363.43', iTransformer = '7288.89', TSMixer = '7334.08', TSMixerx = '7292.18', PatchTST = '7345.13', RNN = '7411.06', GRU = '7403.25', TCN = '7360.07', BiTCN = '7321.56', DilatedRNN = '7367.26', MLP = '7309.49', DLinear = '7330.63', NLinear = '7355.32', TFT = '7333.28', StemGNN = '7281.4', MLPMultivariate = '7312.32', TiDE = '7340.81', DeepNPTS = '7329.47', y = '7380.0', min_within_quantile = '7281.4', max_within_quantile = '7411.06' WHERE ds = '2024-04-02 00:00:00' +2024-11-22 17:38:53,728 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00' +2024-11-22 17:38:53,728 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7357.98', Informer = '7372.29', LSTM = '7380.72', iTransformer = '7312.47', TSMixer = '7353.13', TSMixerx = '7328.7', PatchTST = '7367.93', RNN = '7425.67', GRU = '7418.16', TCN = '7384.36', BiTCN = '7330.35', DilatedRNN = '7387.31', MLP = '7332.23', DLinear = '7329.99', NLinear = '7375.97', TFT = '7344.0', StemGNN = '7282.82', MLPMultivariate = '7325.19', TiDE = '7356.59', DeepNPTS = '7375.79', y = '7397.5', min_within_quantile = '7282.82', max_within_quantile = '7425.67' WHERE ds = '2024-04-03 00:00:00' +2024-11-22 17:38:53,730 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00' +2024-11-22 17:38:53,730 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7382.54', Informer = '7402.54', LSTM = '7396.21', iTransformer = '7339.0', TSMixer = '7376.0', TSMixerx = '7364.03', PatchTST = '7408.91', RNN = '7442.9', GRU = '7436.14', TCN = '7404.92', BiTCN = '7342.16', DilatedRNN = '7406.54', MLP = '7365.21', DLinear = '7351.94', NLinear = '7389.98', TFT = '7347.57', StemGNN = '7285.38', MLPMultivariate = '7358.68', TiDE = '7388.12', DeepNPTS = '7396.71', y = '7437.5', min_within_quantile = '7285.38', max_within_quantile = '7442.9' WHERE ds = '2024-04-07 00:00:00' +2024-11-22 17:38:53,732 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00' +2024-11-22 17:38:53,732 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7438.39', Informer = '7459.21', LSTM = '7436.28', iTransformer = '7374.8', TSMixer = '7413.14', TSMixerx = '7372.18', PatchTST = '7460.24', RNN = '7483.3', GRU = '7478.54', TCN = '7442.88', BiTCN = '7349.16', DilatedRNN = '7448.56', MLP = '7416.11', DLinear = '7376.87', NLinear = '7433.25', TFT = '7379.09', StemGNN = '7289.49', MLPMultivariate = '7399.4', TiDE = '7432.31', DeepNPTS = '7436.81', y = '7490.0', min_within_quantile = '7289.49', max_within_quantile = '7483.3' WHERE ds = '2024-04-08 00:00:00' +2024-11-22 17:38:53,734 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00' +2024-11-22 17:38:53,734 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7499.01', Informer = '7458.5', LSTM = '7485.11', iTransformer = '7485.66', TSMixer = '7456.01', TSMixerx = '7388.05', PatchTST = '7492.04', RNN = '7531.14', GRU = '7530.69', TCN = '7485.5', BiTCN = '7361.76', DilatedRNN = '7497.53', MLP = '7460.77', DLinear = '7436.96', NLinear = '7488.78', TFT = '7413.02', StemGNN = '7293.22', MLPMultivariate = '7461.84', TiDE = '7474.59', DeepNPTS = '7488.92', y = '7507.5', min_within_quantile = '7293.22', max_within_quantile = '7531.14' WHERE ds = '2024-04-09 00:00:00' +2024-11-22 17:38:53,737 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00' +2024-11-22 17:38:53,737 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7511.55', Informer = '7490.82', LSTM = '7492.17', iTransformer = '7598.95', TSMixer = '7476.41', TSMixerx = '7414.38', PatchTST = '7490.21', RNN = '7534.98', GRU = '7537.68', TCN = '7512.04', BiTCN = '7382.26', DilatedRNN = '7516.06', MLP = '7480.89', DLinear = '7473.6', NLinear = '7506.98', TFT = '7405.7', StemGNN = '7297.91', MLPMultivariate = '7502.96', TiDE = '7488.21', DeepNPTS = '7506.36', y = '7497.5', min_within_quantile = '7297.91', max_within_quantile = '7598.95' WHERE ds = '2024-04-10 00:00:00' +2024-11-22 17:38:53,739 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00' +2024-11-22 17:38:53,739 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7487.06', Informer = '7450.33', LSTM = '7478.76', iTransformer = '7609.08', TSMixer = '7471.11', TSMixerx = '7407.97', PatchTST = '7465.01', RNN = '7523.77', GRU = '7524.06', TCN = '7510.76', BiTCN = '7401.47', DilatedRNN = '7505.94', MLP = '7430.48', DLinear = '7497.78', NLinear = '7499.12', TFT = '7396.42', StemGNN = '7302.35', MLPMultivariate = '7496.49', TiDE = '7485.63', DeepNPTS = '7460.76', y = '7497.5', min_within_quantile = '7302.35', max_within_quantile = '7609.08' WHERE ds = '2024-04-11 00:00:00' +2024-11-22 17:38:53,742 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00' +2024-11-22 17:38:53,742 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7462.01', Informer = '7447.73', LSTM = '7482.2', iTransformer = '7502.97', TSMixer = '7461.97', TSMixerx = '7420.29', PatchTST = '7461.34', RNN = '7526.38', GRU = '7527.52', TCN = '7506.55', BiTCN = '7415.93', DilatedRNN = '7512.52', MLP = '7406.07', DLinear = '7521.57', NLinear = '7486.0', TFT = '7388.58', StemGNN = '7306.84', MLPMultivariate = '7477.94', TiDE = '7476.13', DeepNPTS = '7402.22', y = '7506.67', min_within_quantile = '7306.84', max_within_quantile = '7527.52' WHERE ds = '2024-04-12 00:00:00' +2024-11-22 17:38:53,744 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00' +2024-11-22 17:38:53,744 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7458.26', Informer = '7414.72', LSTM = '7490.77', iTransformer = '7497.38', TSMixer = '7459.82', TSMixerx = '7386.11', PatchTST = '7463.82', RNN = '7531.12', GRU = '7534.81', TCN = '7505.88', BiTCN = '7428.85', DilatedRNN = '7521.94', MLP = '7406.29', DLinear = '7503.97', NLinear = '7496.57', TFT = '7393.23', StemGNN = '7310.88', MLPMultivariate = '7478.57', TiDE = '7478.23', DeepNPTS = '7385.38', y = '7482.5', min_within_quantile = '7310.88', max_within_quantile = '7534.81' WHERE ds = '2024-04-15 00:00:00' +2024-11-22 17:38:53,747 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00' +2024-11-22 17:38:53,747 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7437.87', Informer = '7395.82', LSTM = '7458.71', iTransformer = '7473.63', TSMixer = '7442.21', TSMixerx = '7379.02', PatchTST = '7437.67', RNN = '7499.54', GRU = '7497.44', TCN = '7482.9', BiTCN = '7420.27', DilatedRNN = '7487.93', MLP = '7383.44', DLinear = '7473.76', NLinear = '7461.8', TFT = '7385.15', StemGNN = '7312.77', MLPMultivariate = '7429.2', TiDE = '7463.46', DeepNPTS = '7369.71', y = '7495.0', min_within_quantile = '7312.77', max_within_quantile = '7499.54' WHERE ds = '2024-04-16 00:00:00' +2024-11-22 17:38:53,749 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00' +2024-11-22 17:38:53,749 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7442.7', Informer = '7395.99', LSTM = '7483.77', iTransformer = '7470.24', TSMixer = '7445.65', TSMixerx = '7354.97', PatchTST = '7443.43', RNN = '7529.7', GRU = '7527.84', TCN = '7487.33', BiTCN = '7420.01', DilatedRNN = '7505.78', MLP = '7378.29', DLinear = '7467.62', NLinear = '7479.01', TFT = '7397.81', StemGNN = '7314.38', MLPMultivariate = '7404.39', TiDE = '7468.5', DeepNPTS = '7368.8', y = '7497.5', min_within_quantile = '7314.38', max_within_quantile = '7529.7' WHERE ds = '2024-04-17 00:00:00' +2024-11-22 17:38:53,751 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00' +2024-11-22 17:38:53,751 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7458.89', Informer = '7411.42', LSTM = '7477.18', iTransformer = '7376.46', TSMixer = '7450.34', TSMixerx = '7350.06', PatchTST = '7428.66', RNN = '7522.68', GRU = '7516.13', TCN = '7480.08', BiTCN = '7417.77', DilatedRNN = '7497.99', MLP = '7393.15', DLinear = '7451.77', NLinear = '7493.78', TFT = '7405.14', StemGNN = '7316.65', MLPMultivariate = '7303.87', TiDE = '7472.15', DeepNPTS = '7408.93', y = '7497.5', min_within_quantile = '7303.87', max_within_quantile = '7522.68' WHERE ds = '2024-04-18 00:00:00' +2024-11-22 17:38:53,753 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00' +2024-11-22 17:38:53,753 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7470.82', Informer = '7415.98', LSTM = '7480.46', iTransformer = '7340.35', TSMixer = '7453.31', TSMixerx = '7379.13', PatchTST = '7407.27', RNN = '7523.12', GRU = '7522.98', TCN = '7472.7', BiTCN = '7415.12', DilatedRNN = '7497.6', MLP = '7401.5', DLinear = '7461.84', NLinear = '7489.09', TFT = '7408.27', StemGNN = '7320.63', MLPMultivariate = '7279.07', TiDE = '7468.27', DeepNPTS = '7422.25', y = '7527.5', min_within_quantile = '7279.07', max_within_quantile = '7523.12' WHERE ds = '2024-04-19 00:00:00' +2024-11-22 17:38:53,756 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00' +2024-11-22 17:38:53,756 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7507.88', Informer = '7463.52', LSTM = '7517.43', iTransformer = '7353.02', TSMixer = '7479.96', TSMixerx = '7406.56', PatchTST = '7438.62', RNN = '7560.41', GRU = '7563.2', TCN = '7492.28', BiTCN = '7415.95', DilatedRNN = '7527.52', MLP = '7446.95', DLinear = '7465.37', NLinear = '7532.75', TFT = '7431.34', StemGNN = '7325.29', MLPMultivariate = '7288.74', TiDE = '7494.77', DeepNPTS = '7452.54', y = '7527.5', min_within_quantile = '7288.74', max_within_quantile = '7563.2' WHERE ds = '2024-04-22 00:00:00' +2024-11-22 17:38:53,758 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00' +2024-11-22 17:38:53,758 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7514.11', Informer = '7485.76', LSTM = '7505.68', iTransformer = '7369.17', TSMixer = '7492.88', TSMixerx = '7455.72', PatchTST = '7452.42', RNN = '7549.69', GRU = '7548.33', TCN = '7494.24', BiTCN = '7415.21', DilatedRNN = '7521.54', MLP = '7470.63', DLinear = '7492.74', NLinear = '7517.65', TFT = '7435.17', StemGNN = '7329.31', MLPMultivariate = '7298.38', TiDE = '7507.0', DeepNPTS = '7430.75', y = '7510.0', min_within_quantile = '7298.38', max_within_quantile = '7549.69' WHERE ds = '2024-04-23 00:00:00' +2024-11-22 17:38:53,760 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00' +2024-11-22 17:38:53,760 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7498.09', Informer = '7506.67', LSTM = '7488.24', iTransformer = '7372.23', TSMixer = '7486.36', TSMixerx = '7468.01', PatchTST = '7473.15', RNN = '7529.65', GRU = '7531.82', TCN = '7489.3', BiTCN = '7417.59', DilatedRNN = '7505.07', MLP = '7474.49', DLinear = '7500.29', NLinear = '7491.23', TFT = '7429.2', StemGNN = '7334.34', MLPMultivariate = '7313.38', TiDE = '7502.08', DeepNPTS = '7427.08', y = '7487.5', min_within_quantile = '7313.38', max_within_quantile = '7531.82' WHERE ds = '2024-04-24 00:00:00' +2024-11-22 17:38:53,762 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00' +2024-11-22 17:38:53,762 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7478.03', Informer = '7495.38', LSTM = '7465.73', iTransformer = '7345.99', TSMixer = '7470.48', TSMixerx = '7479.2', PatchTST = '7485.86', RNN = '7510.22', GRU = '7506.51', TCN = '7471.3', BiTCN = '7427.06', DilatedRNN = '7486.66', MLP = '7473.04', DLinear = '7483.0', NLinear = '7476.93', TFT = '7435.22', StemGNN = '7338.89', MLPMultivariate = '7316.95', TiDE = '7482.44', DeepNPTS = '7453.49', y = '7487.5', min_within_quantile = '7316.95', max_within_quantile = '7510.22' WHERE ds = '2024-04-25 00:00:00' +2024-11-22 17:38:53,764 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00' +2024-11-22 17:38:53,764 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7469.27', Informer = '7512.51', LSTM = '7471.84', iTransformer = '7325.57', TSMixer = '7465.5', TSMixerx = '7465.19', PatchTST = '7512.31', RNN = '7515.42', GRU = '7514.18', TCN = '7467.95', BiTCN = '7440.07', DilatedRNN = '7495.09', MLP = '7481.17', DLinear = '7485.99', NLinear = '7475.37', TFT = '7435.44', StemGNN = '7341.69', MLPMultivariate = '7286.52', TiDE = '7478.29', DeepNPTS = '7482.67', y = '7502.5', min_within_quantile = '7286.52', max_within_quantile = '7515.42' WHERE ds = '2024-04-26 00:00:00' +2024-11-22 17:38:53,766 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00' +2024-11-22 17:38:53,766 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7480.85', Informer = '7543.38', LSTM = '7487.12', iTransformer = '7273.52', TSMixer = '7474.31', TSMixerx = '7468.91', PatchTST = '7533.48', RNN = '7528.6', GRU = '7529.35', TCN = '7477.92', BiTCN = '7463.06', DilatedRNN = '7509.51', MLP = '7479.49', DLinear = '7472.81', NLinear = '7494.91', TFT = '7436.61', StemGNN = '7345.81', MLPMultivariate = '7274.42', TiDE = '7486.76', DeepNPTS = '7501.15', y = '7527.5', min_within_quantile = '7273.52', max_within_quantile = '7543.38' WHERE ds = '2024-04-28 00:00:00' +2024-11-22 17:38:53,768 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00' +2024-11-22 17:38:53,768 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7499.13', Informer = '7601.43', LSTM = '7514.76', iTransformer = '7218.45', TSMixer = '7489.04', TSMixerx = '7478.98', PatchTST = '7536.96', RNN = '7558.93', GRU = '7560.23', TCN = '7506.09', BiTCN = '7479.58', DilatedRNN = '7538.02', MLP = '7457.79', DLinear = '7504.31', NLinear = '7511.3', TFT = '7437.39', StemGNN = '7349.39', MLPMultivariate = '7294.65', TiDE = '7502.07', DeepNPTS = '7523.78', y = '7537.5', min_within_quantile = '7218.45', max_within_quantile = '7601.43' WHERE ds = '2024-04-29 00:00:00' +2024-11-22 17:38:53,771 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00' +2024-11-22 17:38:53,771 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7508.19', Informer = '7611.34', LSTM = '7519.98', iTransformer = '7292.64', TSMixer = '7495.74', TSMixerx = '7484.0', PatchTST = '7531.1', RNN = '7563.33', GRU = '7565.07', TCN = '7525.1', BiTCN = '7480.86', DilatedRNN = '7546.67', MLP = '7442.06', DLinear = '7537.66', NLinear = '7527.88', TFT = '7442.77', StemGNN = '7353.74', MLPMultivariate = '7331.22', TiDE = '7506.82', DeepNPTS = '7517.8', y = '7532.5', min_within_quantile = '7292.64', max_within_quantile = '7611.34' WHERE ds = '2024-04-30 00:00:00' +2024-11-22 17:38:53,773 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00' +2024-11-22 17:38:53,773 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7502.45', Informer = '7616.81', LSTM = '7512.71', iTransformer = '7311.37', TSMixer = '7491.46', TSMixerx = '7441.92', PatchTST = '7515.64', RNN = '7556.46', GRU = '7558.15', TCN = '7521.14', BiTCN = '7469.79', DilatedRNN = '7538.94', MLP = '7424.21', DLinear = '7525.97', NLinear = '7530.22', TFT = '7447.81', StemGNN = '7359.27', MLPMultivariate = '7370.88', TiDE = '7508.13', DeepNPTS = '7446.94', y = '7502.5', min_within_quantile = '7311.37', max_within_quantile = '7616.81' WHERE ds = '2024-05-06 00:00:00' +2024-11-22 17:38:53,775 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00' +2024-11-22 17:38:53,775 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7469.7', Informer = '7549.8', LSTM = '7476.62', iTransformer = '7310.99', TSMixer = '7470.22', TSMixerx = '7407.06', PatchTST = '7478.94', RNN = '7520.08', GRU = '7518.38', TCN = '7491.57', BiTCN = '7455.6', DilatedRNN = '7505.99', MLP = '7399.92', DLinear = '7501.02', NLinear = '7492.59', TFT = '7461.56', StemGNN = '7365.55', MLPMultivariate = '7344.22', TiDE = '7481.1', DeepNPTS = '7405.46', y = '7475.0', min_within_quantile = '7310.99', max_within_quantile = '7549.8' WHERE ds = '2024-05-07 00:00:00' +2024-11-22 17:38:53,778 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00' +2024-11-22 17:38:53,778 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7455.31', Informer = '7505.71', LSTM = '7454.79', iTransformer = '7313.38', TSMixer = '7447.68', TSMixerx = '7395.73', PatchTST = '7459.32', RNN = '7497.08', GRU = '7495.53', TCN = '7461.47', BiTCN = '7444.99', DilatedRNN = '7485.06', MLP = '7398.53', DLinear = '7460.05', NLinear = '7474.83', TFT = '7451.25', StemGNN = '7372.17', MLPMultivariate = '7327.55', TiDE = '7454.24', DeepNPTS = '7449.94', y = '7512.5', min_within_quantile = '7313.38', max_within_quantile = '7505.71' WHERE ds = '2024-05-08 00:00:00' +2024-11-22 17:38:53,780 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00' +2024-11-22 17:38:53,780 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7505.32', Informer = '7520.58', LSTM = '7505.62', iTransformer = '7313.73', TSMixer = '7469.65', TSMixerx = '7439.77', PatchTST = '7493.17', RNN = '7548.18', GRU = '7551.99', TCN = '7491.52', BiTCN = '7449.19', DilatedRNN = '7531.34', MLP = '7431.11', DLinear = '7461.59', NLinear = '7498.09', TFT = '7473.93', StemGNN = '7379.21', MLPMultivariate = '7331.97', TiDE = '7475.99', DeepNPTS = '7508.51', y = '7505.0', min_within_quantile = '7313.73', max_within_quantile = '7551.99' WHERE ds = '2024-05-09 00:00:00' +2024-11-22 17:38:53,782 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00' +2024-11-22 17:38:53,782 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7510.94', Informer = '7511.19', LSTM = '7479.1', iTransformer = '7314.03', TSMixer = '7479.68', TSMixerx = '7435.47', PatchTST = '7477.52', RNN = '7520.62', GRU = '7517.88', TCN = '7490.76', BiTCN = '7442.83', DilatedRNN = '7508.32', MLP = '7443.12', DLinear = '7469.18', NLinear = '7499.66', TFT = '7474.23', StemGNN = '7387.13', MLPMultivariate = '7341.3', TiDE = '7474.65', DeepNPTS = '7502.8', y = '7477.5', min_within_quantile = '7314.03', max_within_quantile = '7520.62' WHERE ds = '2024-05-10 00:00:00' +2024-11-22 17:38:53,784 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00' +2024-11-22 17:38:53,784 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7484.63', Informer = '7457.83', LSTM = '7457.14', iTransformer = '7300.27', TSMixer = '7467.27', TSMixerx = '7453.39', PatchTST = '7461.81', RNN = '7502.97', GRU = '7498.85', TCN = '7475.17', BiTCN = '7430.08', DilatedRNN = '7483.17', MLP = '7438.77', DLinear = '7468.92', NLinear = '7474.18', TFT = '7466.8', StemGNN = '7395.19', MLPMultivariate = '7333.77', TiDE = '7463.85', DeepNPTS = '7472.98', y = '7475.0', min_within_quantile = '7300.27', max_within_quantile = '7502.97' WHERE ds = '2024-05-11 00:00:00' +2024-11-22 17:38:53,786 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00' +2024-11-22 17:38:53,786 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7488.8', Informer = '7477.29', LSTM = '7460.25', iTransformer = '7277.23', TSMixer = '7467.77', TSMixerx = '7466.81', PatchTST = '7469.62', RNN = '7509.18', GRU = '7502.02', TCN = '7461.75', BiTCN = '7429.45', DilatedRNN = '7482.12', MLP = '7446.35', DLinear = '7486.87', NLinear = '7475.9', TFT = '7468.78', StemGNN = '7403.54', MLPMultivariate = '7327.96', TiDE = '7471.05', DeepNPTS = '7478.36', y = '7485.0', min_within_quantile = '7277.23', max_within_quantile = '7509.18' WHERE ds = '2024-05-13 00:00:00' +2024-11-22 17:38:53,789 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00' +2024-11-22 17:38:53,789 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7482.69', Informer = '7485.54', LSTM = '7469.91', iTransformer = '7335.87', TSMixer = '7474.2', TSMixerx = '7492.6', PatchTST = '7468.49', RNN = '7513.93', GRU = '7512.1', TCN = '7455.16', BiTCN = '7452.95', DilatedRNN = '7490.21', MLP = '7479.21', DLinear = '7489.06', NLinear = '7494.88', TFT = '7473.66', StemGNN = '7413.22', MLPMultivariate = '7371.56', TiDE = '7476.08', DeepNPTS = '7471.92', y = '7507.5', min_within_quantile = '7335.87', max_within_quantile = '7513.93' WHERE ds = '2024-05-14 00:00:00' +2024-11-22 17:38:53,791 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00' +2024-11-22 17:38:53,791 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7493.65', Informer = '7517.31', LSTM = '7494.58', iTransformer = '7384.92', TSMixer = '7490.44', TSMixerx = '7514.62', PatchTST = '7489.47', RNN = '7532.37', GRU = '7539.13', TCN = '7476.76', BiTCN = '7480.58', DilatedRNN = '7512.73', MLP = '7514.4', DLinear = '7499.66', NLinear = '7500.44', TFT = '7486.98', StemGNN = '7418.51', MLPMultivariate = '7397.42', TiDE = '7495.62', DeepNPTS = '7462.45', y = '7510.0', min_within_quantile = '7384.92', max_within_quantile = '7539.13' WHERE ds = '2024-05-15 00:00:00' +2024-11-22 17:38:53,793 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00' +2024-11-22 17:38:53,793 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7480.87', Informer = '7550.24', LSTM = '7490.4', iTransformer = '7394.25', TSMixer = '7499.52', TSMixerx = '7520.41', PatchTST = '7509.64', RNN = '7535.19', GRU = '7533.92', TCN = '7495.61', BiTCN = '7498.01', DilatedRNN = '7512.63', MLP = '7522.96', DLinear = '7515.24', NLinear = '7496.36', TFT = '7489.64', StemGNN = '7422.17', MLPMultivariate = '7435.83', TiDE = '7507.99', DeepNPTS = '7483.36', y = '7525.0', min_within_quantile = '7394.25', max_within_quantile = '7550.24' WHERE ds = '2024-05-16 00:00:00' +2024-11-22 17:38:53,796 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00' +2024-11-22 17:38:53,796 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7485.09', Informer = '7581.01', LSTM = '7512.18', iTransformer = '7400.02', TSMixer = '7507.07', TSMixerx = '7545.0', PatchTST = '7527.19', RNN = '7557.99', GRU = '7559.9', TCN = '7518.38', BiTCN = '7514.17', DilatedRNN = '7533.51', MLP = '7508.74', DLinear = '7526.4', NLinear = '7518.77', TFT = '7495.47', StemGNN = '7424.05', MLPMultivariate = '7432.97', TiDE = '7519.45', DeepNPTS = '7520.02', y = '7587.5', min_within_quantile = '7400.02', max_within_quantile = '7581.01' WHERE ds = '2024-05-17 00:00:00' +2024-11-22 17:38:53,797 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00' +2024-11-22 17:38:53,797 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7546.71', Informer = '7662.45', LSTM = '7590.12', iTransformer = '7441.77', TSMixer = '7546.11', TSMixerx = '7560.42', PatchTST = '7596.9', RNN = '7631.37', GRU = '7637.08', TCN = '7583.63', BiTCN = '7541.75', DilatedRNN = '7603.65', MLP = '7536.64', DLinear = '7539.37', NLinear = '7590.57', TFT = '7509.7', StemGNN = '7425.11', MLPMultivariate = '7483.77', TiDE = '7573.28', DeepNPTS = '7587.41', y = '7670.0', min_within_quantile = '7425.11', max_within_quantile = '7662.45' WHERE ds = '2024-05-20 00:00:00' +2024-11-22 17:38:53,800 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00' +2024-11-22 17:38:53,800 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7649.96', Informer = '7685.71', LSTM = '7687.1', iTransformer = '7483.12', TSMixer = '7609.67', TSMixerx = '7570.7', PatchTST = '7673.86', RNN = '7715.69', GRU = '7719.17', TCN = '7742.67', BiTCN = '7556.4', DilatedRNN = '7690.68', MLP = '7608.18', DLinear = '7600.15', NLinear = '7670.6', TFT = '7537.36', StemGNN = '7426.24', MLPMultivariate = '7447.65', TiDE = '7643.9', DeepNPTS = '7669.79', y = '7677.5', min_within_quantile = '7426.24', max_within_quantile = '7742.67' WHERE ds = '2024-05-21 00:00:00' +2024-11-22 17:38:53,802 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00' +2024-11-22 17:38:53,802 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7654.77', Informer = '7695.44', LSTM = '7669.38', iTransformer = '7480.85', TSMixer = '7631.14', TSMixerx = '7576.76', PatchTST = '7628.81', RNN = '7695.81', GRU = '7698.59', TCN = '7752.93', BiTCN = '7543.47', DilatedRNN = '7683.43', MLP = '7595.67', DLinear = '7630.35', NLinear = '7678.07', TFT = '7533.89', StemGNN = '7428.89', MLPMultivariate = '7454.46', TiDE = '7657.41', DeepNPTS = '7667.38', y = '7677.5', min_within_quantile = '7428.89', max_within_quantile = '7752.93' WHERE ds = '2024-05-22 00:00:00' +2024-11-22 17:38:53,804 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00' +2024-11-22 17:38:53,804 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7636.82', Informer = '7672.83', LSTM = '7674.7', iTransformer = '7531.18', TSMixer = '7626.28', TSMixerx = '7551.46', PatchTST = '7612.6', RNN = '7705.44', GRU = '7703.0', TCN = '7744.04', BiTCN = '7535.9', DilatedRNN = '7686.84', MLP = '7574.55', DLinear = '7652.18', NLinear = '7670.11', TFT = '7532.89', StemGNN = '7433.77', MLPMultivariate = '7490.74', TiDE = '7655.04', DeepNPTS = '7614.26', y = '7645.0', min_within_quantile = '7433.77', max_within_quantile = '7744.04' WHERE ds = '2024-05-23 00:00:00' +2024-11-22 17:38:53,807 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00' +2024-11-22 17:38:53,807 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7600.56', Informer = '7624.76', LSTM = '7620.01', iTransformer = '7505.51', TSMixer = '7599.31', TSMixerx = '7514.52', PatchTST = '7583.26', RNN = '7651.75', GRU = '7652.24', TCN = '7676.08', BiTCN = '7530.69', DilatedRNN = '7646.68', MLP = '7537.74', DLinear = '7650.2', NLinear = '7639.3', TFT = '7518.39', StemGNN = '7440.13', MLPMultivariate = '7473.37', TiDE = '7619.78', DeepNPTS = '7601.37', y = '7630.0', min_within_quantile = '7440.13', max_within_quantile = '7676.08' WHERE ds = '2024-05-24 00:00:00' +2024-11-22 17:38:53,809 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00' +2024-11-22 17:38:53,809 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7596.28', Informer = '7606.55', LSTM = '7613.61', iTransformer = '7475.48', TSMixer = '7583.02', TSMixerx = '7507.65', PatchTST = '7588.11', RNN = '7642.75', GRU = '7647.58', TCN = '7592.99', BiTCN = '7528.81', DilatedRNN = '7633.99', MLP = '7530.42', DLinear = '7609.8', NLinear = '7620.76', TFT = '7509.88', StemGNN = '7448.26', MLPMultivariate = '7449.47', TiDE = '7607.04', DeepNPTS = '7625.27', y = '7650.0', min_within_quantile = '7448.26', max_within_quantile = '7647.58' WHERE ds = '2024-05-27 00:00:00' +2024-11-22 17:38:53,811 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00' +2024-11-22 17:38:53,811 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7619.87', Informer = '7591.34', LSTM = '7644.06', iTransformer = '7482.16', TSMixer = '7594.88', TSMixerx = '7535.73', PatchTST = '7608.55', RNN = '7674.81', GRU = '7672.7', TCN = '7622.82', BiTCN = '7530.67', DilatedRNN = '7658.98', MLP = '7541.71', DLinear = '7602.37', NLinear = '7627.4', TFT = '7530.55', StemGNN = '7456.79', MLPMultivariate = '7473.21', TiDE = '7622.66', DeepNPTS = '7647.13', y = '7690.0', min_within_quantile = '7456.79', max_within_quantile = '7674.81' WHERE ds = '2024-05-28 00:00:00' +2024-11-22 17:38:53,814 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00' +2024-11-22 17:38:53,814 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7660.95', Informer = '7627.37', LSTM = '7694.11', iTransformer = '7542.89', TSMixer = '7628.6', TSMixerx = '7557.3', PatchTST = '7631.53', RNN = '7727.38', GRU = '7716.75', TCN = '7688.46', BiTCN = '7550.26', DilatedRNN = '7700.73', MLP = '7570.05', DLinear = '7633.61', NLinear = '7661.19', TFT = '7561.87', StemGNN = '7465.45', MLPMultivariate = '7514.95', TiDE = '7654.7', DeepNPTS = '7663.41', y = '7690.0', min_within_quantile = '7465.45', max_within_quantile = '7727.38' WHERE ds = '2024-05-29 00:00:00' +2024-11-22 17:38:53,816 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00' +2024-11-22 17:38:53,816 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7655.54', Informer = '7625.08', LSTM = '7681.16', iTransformer = '7567.46', TSMixer = '7639.55', TSMixerx = '7551.62', PatchTST = '7615.4', RNN = '7707.6', GRU = '7703.62', TCN = '7695.75', BiTCN = '7571.54', DilatedRNN = '7692.28', MLP = '7568.54', DLinear = '7648.01', NLinear = '7674.34', TFT = '7584.42', StemGNN = '7473.81', MLPMultivariate = '7533.58', TiDE = '7665.97', DeepNPTS = '7597.05', y = '7716.67', min_within_quantile = '7473.81', max_within_quantile = '7707.6' WHERE ds = '2024-05-30 00:00:00' +2024-11-22 17:38:53,818 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00' +2024-11-22 17:38:53,818 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7675.82', Informer = '7630.21', LSTM = '7720.87', iTransformer = '7589.35', TSMixer = '7659.77', TSMixerx = '7569.06', PatchTST = '7630.38', RNN = '7743.89', GRU = '7742.09', TCN = '7745.04', BiTCN = '7591.33', DilatedRNN = '7726.96', MLP = '7598.56', DLinear = '7679.87', NLinear = '7714.27', TFT = '7609.9', StemGNN = '7481.12', MLPMultivariate = '7577.77', TiDE = '7694.21', DeepNPTS = '7608.74', y = '7740.0', min_within_quantile = '7481.12', max_within_quantile = '7745.04' WHERE ds = '2024-05-31 00:00:00' +2024-11-22 17:38:53,821 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00' +2024-11-22 17:38:53,821 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7694.27', Informer = '7627.04', LSTM = '7737.92', iTransformer = '7596.77', TSMixer = '7683.4', TSMixerx = '7585.42', PatchTST = '7640.39', RNN = '7752.06', GRU = '7755.55', TCN = '7761.58', BiTCN = '7600.73', DilatedRNN = '7743.76', MLP = '7641.79', DLinear = '7689.21', NLinear = '7744.22', TFT = '7632.17', StemGNN = '7487.62', MLPMultivariate = '7641.33', TiDE = '7713.07', DeepNPTS = '7604.73', y = '7720.0', min_within_quantile = '7487.62', max_within_quantile = '7761.58' WHERE ds = '2024-06-03 00:00:00' +2024-11-22 17:38:53,824 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00' +2024-11-22 17:38:53,824 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7675.28', Informer = '7632.47', LSTM = '7706.56', iTransformer = '7560.11', TSMixer = '7678.03', TSMixerx = '7608.9', PatchTST = '7629.39', RNN = '7725.46', GRU = '7725.45', TCN = '7735.26', BiTCN = '7602.82', DilatedRNN = '7716.86', MLP = '7630.18', DLinear = '7670.29', NLinear = '7703.59', TFT = '7617.83', StemGNN = '7492.9', MLPMultivariate = '7613.95', TiDE = '7702.77', DeepNPTS = '7589.17', y = '7650.0', min_within_quantile = '7492.9', max_within_quantile = '7735.26' WHERE ds = '2024-06-04 00:00:00' +2024-11-22 17:38:53,827 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00' +2024-11-22 17:38:53,827 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7617.53', Informer = '7588.22', LSTM = '7614.42', iTransformer = '7557.74', TSMixer = '7628.71', TSMixerx = '7605.89', PatchTST = '7613.65', RNN = '7643.34', GRU = '7643.74', TCN = '7626.68', BiTCN = '7591.62', DilatedRNN = '7642.28', MLP = '7591.6', DLinear = '7655.57', NLinear = '7622.02', TFT = '7597.69', StemGNN = '7496.42', MLPMultivariate = '7561.69', TiDE = '7638.98', DeepNPTS = '7576.78', y = '7620.0', min_within_quantile = '7496.42', max_within_quantile = '7655.57' WHERE ds = '2024-06-05 00:00:00' +2024-11-22 17:38:53,828 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00' +2024-11-22 17:38:53,828 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7615.63', Informer = '7579.99', LSTM = '7599.52', iTransformer = '7556.73', TSMixer = '7597.26', TSMixerx = '7591.14', PatchTST = '7614.21', RNN = '7636.89', GRU = '7632.15', TCN = '7555.33', BiTCN = '7578.84', DilatedRNN = '7628.52', MLP = '7585.71', DLinear = '7628.65', NLinear = '7599.14', TFT = '7586.58', StemGNN = '7499.14', MLPMultivariate = '7527.13', TiDE = '7593.54', DeepNPTS = '7615.33', y = '7600.0', min_within_quantile = '7499.14', max_within_quantile = '7636.89' WHERE ds = '2024-06-06 00:00:00' +2024-11-22 17:38:53,831 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00' +2024-11-22 17:38:53,831 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7605.12', Informer = '7560.86', LSTM = '7574.58', iTransformer = '7542.49', TSMixer = '7584.81', TSMixerx = '7576.14', PatchTST = '7616.39', RNN = '7607.5', GRU = '7609.44', TCN = '7534.1', BiTCN = '7568.8', DilatedRNN = '7607.46', MLP = '7592.48', DLinear = '7577.95', NLinear = '7585.94', TFT = '7580.88', StemGNN = '7502.01', MLPMultivariate = '7519.25', TiDE = '7579.66', DeepNPTS = '7599.35', y = '7606.67', min_within_quantile = '7502.01', max_within_quantile = '7616.39' WHERE ds = '2024-06-07 00:00:00' +2024-11-22 17:38:53,834 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00' +2024-11-22 17:38:53,834 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7610.4', Informer = '7568.84', LSTM = '7593.25', iTransformer = '7530.59', TSMixer = '7591.01', TSMixerx = '7575.71', PatchTST = '7624.15', RNN = '7630.16', GRU = '7630.48', TCN = '7551.28', BiTCN = '7575.33', DilatedRNN = '7620.56', MLP = '7597.72', DLinear = '7576.93', NLinear = '7596.32', TFT = '7584.83', StemGNN = '7505.07', MLPMultivariate = '7524.23', TiDE = '7589.38', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7505.07', max_within_quantile = '7630.48' WHERE ds = '2024-06-11 00:00:00' +2024-11-22 17:38:53,837 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00' +2024-11-22 17:38:53,837 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7617.14', Informer = '7583.38', LSTM = '7607.54', iTransformer = '7525.18', TSMixer = '7603.56', TSMixerx = '7577.11', PatchTST = '7625.0', RNN = '7645.84', GRU = '7644.76', TCN = '7606.44', BiTCN = '7589.88', DilatedRNN = '7633.79', MLP = '7575.12', DLinear = '7607.96', NLinear = '7607.93', TFT = '7593.74', StemGNN = '7508.02', MLPMultivariate = '7541.38', TiDE = '7598.98', DeepNPTS = '7611.98', y = '7673.33', min_within_quantile = '7508.02', max_within_quantile = '7645.84' WHERE ds = '2024-06-12 00:00:00' +2024-11-22 17:38:53,839 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00' +2024-11-22 17:38:53,839 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7667.23', Informer = '7646.71', LSTM = '7684.38', iTransformer = '7542.48', TSMixer = '7636.39', TSMixerx = '7608.88', PatchTST = '7672.91', RNN = '7718.42', GRU = '7712.8', TCN = '7787.54', BiTCN = '7620.61', DilatedRNN = '7696.25', MLP = '7605.08', DLinear = '7662.48', NLinear = '7671.65', TFT = '7609.16', StemGNN = '7512.53', MLPMultivariate = '7592.08', TiDE = '7642.52', DeepNPTS = '7573.13', y = '7690.0', min_within_quantile = '7512.53', max_within_quantile = '7787.54' WHERE ds = '2024-06-13 00:00:00' +2024-11-22 17:38:53,841 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00' +2024-11-22 17:38:53,841 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7678.4', Informer = '7697.71', LSTM = '7686.57', iTransformer = '7555.62', TSMixer = '7656.29', TSMixerx = '7623.8', PatchTST = '7682.09', RNN = '7708.32', GRU = '7713.25', TCN = '7821.51', BiTCN = '7645.85', DilatedRNN = '7703.51', MLP = '7634.12', DLinear = '7681.1', NLinear = '7690.56', TFT = '7609.88', StemGNN = '7516.72', MLPMultivariate = '7614.67', TiDE = '7664.61', DeepNPTS = '7606.54', y = '7690.0', min_within_quantile = '7516.72', max_within_quantile = '7821.51' WHERE ds = '2024-06-14 00:00:00' +2024-11-22 17:38:53,843 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00' +2024-11-22 17:38:53,843 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7682.18', Informer = '7710.92', LSTM = '7686.5', iTransformer = '7584.09', TSMixer = '7663.49', TSMixerx = '7641.98', PatchTST = '7687.45', RNN = '7710.55', GRU = '7712.81', TCN = '7828.53', BiTCN = '7662.05', DilatedRNN = '7703.93', MLP = '7643.66', DLinear = '7668.8', NLinear = '7688.92', TFT = '7615.47', StemGNN = '7521.01', MLPMultivariate = '7624.81', TiDE = '7678.4', DeepNPTS = '7564.49', y = '7656.67', min_within_quantile = '7521.01', max_within_quantile = '7828.53' WHERE ds = '2024-06-17 00:00:00' +2024-11-22 17:38:53,845 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00' +2024-11-22 17:38:53,845 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7648.17', Informer = '7646.81', LSTM = '7634.36', iTransformer = '7542.73', TSMixer = '7641.71', TSMixerx = '7613.38', PatchTST = '7663.21', RNN = '7663.63', GRU = '7665.08', TCN = '7762.17', BiTCN = '7647.66', DilatedRNN = '7663.17', MLP = '7604.63', DLinear = '7642.22', NLinear = '7655.17', TFT = '7623.65', StemGNN = '7525.3', MLPMultivariate = '7602.69', TiDE = '7654.81', DeepNPTS = '7632.38', y = '7656.67', min_within_quantile = '7525.3', max_within_quantile = '7762.17' WHERE ds = '2024-06-18 00:00:00' +2024-11-22 17:38:53,848 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00' +2024-11-22 17:38:53,848 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7703.47', Informer = '7674.94', LSTM = '7649.92', iTransformer = '7526.99', TSMixer = '7630.8', TSMixerx = '7595.22', PatchTST = '7663.66', RNN = '7681.71', GRU = '7678.77', TCN = '7704.43', BiTCN = '7635.8', DilatedRNN = '7670.87', MLP = '7610.01', DLinear = '7634.51', NLinear = '7652.64', TFT = '7621.49', StemGNN = '7528.45', MLPMultivariate = '7608.69', TiDE = '7634.6', DeepNPTS = '7655.13', y = '7670.0', min_within_quantile = '7526.99', max_within_quantile = '7704.43' WHERE ds = '2024-06-19 00:00:00' +2024-11-22 17:38:53,851 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00' +2024-11-22 17:38:53,851 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7728.31', Informer = '7684.27', LSTM = '7663.76', iTransformer = '7564.55', TSMixer = '7639.27', TSMixerx = '7604.79', PatchTST = '7657.25', RNN = '7689.24', GRU = '7689.01', TCN = '7737.07', BiTCN = '7630.3', DilatedRNN = '7685.22', MLP = '7652.15', DLinear = '7643.75', NLinear = '7664.37', TFT = '7629.95', StemGNN = '7531.83', MLPMultivariate = '7635.26', TiDE = '7630.05', DeepNPTS = '7667.23', y = '7680.0', min_within_quantile = '7531.83', max_within_quantile = '7737.07' WHERE ds = '2024-06-20 00:00:00' +2024-11-22 17:38:53,853 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00' +2024-11-22 17:38:53,853 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7710.09', Informer = '7710.66', LSTM = '7675.55', iTransformer = '7606.21', TSMixer = '7655.01', TSMixerx = '7629.08', PatchTST = '7658.89', RNN = '7705.35', GRU = '7698.95', TCN = '7782.64', BiTCN = '7627.68', DilatedRNN = '7693.4', MLP = '7679.1', DLinear = '7668.35', NLinear = '7675.56', TFT = '7636.27', StemGNN = '7536.15', MLPMultivariate = '7653.65', TiDE = '7645.7', DeepNPTS = '7672.62', y = '7680.0', min_within_quantile = '7536.15', max_within_quantile = '7782.64' WHERE ds = '2024-06-21 00:00:00' +2024-11-22 17:38:53,856 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00' +2024-11-22 17:38:53,856 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7682.32', Informer = '7717.46', LSTM = '7672.48', iTransformer = '7634.93', TSMixer = '7662.91', TSMixerx = '7643.98', PatchTST = '7654.09', RNN = '7702.19', GRU = '7696.17', TCN = '7778.68', BiTCN = '7619.2', DilatedRNN = '7689.5', MLP = '7644.62', DLinear = '7680.35', NLinear = '7682.58', TFT = '7634.28', StemGNN = '7541.71', MLPMultivariate = '7662.95', TiDE = '7664.97', DeepNPTS = '7660.45', y = '7680.0', min_within_quantile = '7541.71', max_within_quantile = '7778.68' WHERE ds = '2024-06-24 00:00:00' +2024-11-22 17:38:53,859 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00' +2024-11-22 17:38:53,859 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7649.3', Informer = '7732.43', LSTM = '7673.53', iTransformer = '7633.92', TSMixer = '7661.81', TSMixerx = '7659.81', PatchTST = '7647.06', RNN = '7703.93', GRU = '7697.42', TCN = '7755.68', BiTCN = '7630.25', DilatedRNN = '7688.66', MLP = '7633.69', DLinear = '7695.06', NLinear = '7679.45', TFT = '7635.92', StemGNN = '7547.49', MLPMultivariate = '7644.06', TiDE = '7677.57', DeepNPTS = '7644.18', y = '7693.33', min_within_quantile = '7547.49', max_within_quantile = '7755.68' WHERE ds = '2024-06-25 00:00:00' +2024-11-22 17:38:53,860 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00' +2024-11-22 17:38:53,860 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7650.14', Informer = '7756.62', LSTM = '7691.75', iTransformer = '7635.55', TSMixer = '7662.73', TSMixerx = '7676.67', PatchTST = '7654.97', RNN = '7713.31', GRU = '7714.62', TCN = '7766.48', BiTCN = '7646.44', DilatedRNN = '7703.99', MLP = '7643.9', DLinear = '7713.61', NLinear = '7693.6', TFT = '7632.22', StemGNN = '7552.83', MLPMultivariate = '7649.93', TiDE = '7690.39', DeepNPTS = '7642.83', y = '7716.67', min_within_quantile = '7552.83', max_within_quantile = '7766.48' WHERE ds = '2024-06-26 00:00:00' +2024-11-22 17:38:53,862 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00' +2024-11-22 17:38:53,862 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7659.12', Informer = '7780.63', LSTM = '7716.82', iTransformer = '7657.57', TSMixer = '7674.5', TSMixerx = '7686.53', PatchTST = '7679.73', RNN = '7736.96', GRU = '7737.37', TCN = '7794.54', BiTCN = '7671.39', DilatedRNN = '7727.83', MLP = '7651.58', DLinear = '7703.38', NLinear = '7707.58', TFT = '7635.97', StemGNN = '7557.28', MLPMultivariate = '7657.87', TiDE = '7699.3', DeepNPTS = '7647.31', y = '7723.33', min_within_quantile = '7557.28', max_within_quantile = '7794.54' WHERE ds = '2024-06-27 00:00:00' +2024-11-22 17:38:53,865 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00' +2024-11-22 17:38:53,865 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7660.82', Informer = '7800.25', LSTM = '7717.95', iTransformer = '7666.93', TSMixer = '7681.83', TSMixerx = '7683.57', PatchTST = '7679.83', RNN = '7738.89', GRU = '7737.34', TCN = '7811.64', BiTCN = '7686.15', DilatedRNN = '7730.24', MLP = '7647.93', DLinear = '7685.35', NLinear = '7712.23', TFT = '7638.31', StemGNN = '7561.51', MLPMultivariate = '7677.21', TiDE = '7705.19', DeepNPTS = '7634.08', y = '7730.0', min_within_quantile = '7561.51', max_within_quantile = '7811.64' WHERE ds = '2024-06-28 00:00:00' +2024-11-22 17:38:53,867 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00' +2024-11-22 17:38:53,867 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7693.65', Informer = '7818.14', LSTM = '7726.22', iTransformer = '7666.03', TSMixer = '7689.09', TSMixerx = '7696.3', PatchTST = '7706.57', RNN = '7746.61', GRU = '7743.87', TCN = '7819.91', BiTCN = '7693.95', DilatedRNN = '7739.1', MLP = '7664.86', DLinear = '7688.96', NLinear = '7720.58', TFT = '7644.08', StemGNN = '7566.17', MLPMultivariate = '7691.62', TiDE = '7714.77', DeepNPTS = '7671.88', y = '7763.33', min_within_quantile = '7566.17', max_within_quantile = '7819.91' WHERE ds = '2024-07-01 00:00:00' +2024-11-22 17:38:53,870 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00' +2024-11-22 17:38:53,870 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7741.49', Informer = '7829.29', LSTM = '7763.39', iTransformer = '7693.29', TSMixer = '7713.85', TSMixerx = '7704.79', PatchTST = '7741.12', RNN = '7774.46', GRU = '7775.04', TCN = '7847.87', BiTCN = '7688.4', DilatedRNN = '7770.06', MLP = '7693.87', DLinear = '7721.88', NLinear = '7756.29', TFT = '7659.21', StemGNN = '7572.58', MLPMultivariate = '7731.41', TiDE = '7742.04', DeepNPTS = '7758.19', y = '7780.0', min_within_quantile = '7572.58', max_within_quantile = '7847.87' WHERE ds = '2024-07-02 00:00:00' +2024-11-22 17:38:53,873 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00' +2024-11-22 17:38:53,873 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7755.62', Informer = '7829.77', LSTM = '7771.39', iTransformer = '7812.05', TSMixer = '7730.48', TSMixerx = '7709.18', PatchTST = '7741.91', RNN = '7778.13', GRU = '7779.48', TCN = '7864.1', BiTCN = '7670.84', DilatedRNN = '7778.6', MLP = '7702.81', DLinear = '7736.67', NLinear = '7779.57', TFT = '7672.51', StemGNN = '7580.92', MLPMultivariate = '7778.42', TiDE = '7745.76', DeepNPTS = '7779.45', y = '7800.0', min_within_quantile = '7580.92', max_within_quantile = '7864.1' WHERE ds = '2024-07-03 00:00:00' +2024-11-22 17:38:53,875 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00' +2024-11-22 17:38:53,875 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7781.73', Informer = '7813.65', LSTM = '7790.93', iTransformer = '7855.35', TSMixer = '7749.85', TSMixerx = '7723.64', PatchTST = '7769.69', RNN = '7793.92', GRU = '7793.25', TCN = '7883.61', BiTCN = '7661.82', DilatedRNN = '7794.67', MLP = '7717.08', DLinear = '7755.49', NLinear = '7792.56', TFT = '7685.19', StemGNN = '7587.41', MLPMultivariate = '7806.76', TiDE = '7766.36', DeepNPTS = '7799.31', y = '7800.0', min_within_quantile = '7587.41', max_within_quantile = '7883.61' WHERE ds = '2024-07-04 00:00:00' +2024-11-22 17:38:53,877 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00' +2024-11-22 17:38:53,877 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7783.65', Informer = '7815.55', LSTM = '7784.41', iTransformer = '7802.33', TSMixer = '7759.67', TSMixerx = '7709.06', PatchTST = '7777.9', RNN = '7788.52', GRU = '7786.41', TCN = '7872.35', BiTCN = '7670.46', DilatedRNN = '7792.1', MLP = '7717.44', DLinear = '7770.54', NLinear = '7786.08', TFT = '7685.44', StemGNN = '7594.79', MLPMultivariate = '7792.76', TiDE = '7780.2', DeepNPTS = '7788.91', y = '7766.67', min_within_quantile = '7594.79', max_within_quantile = '7872.35' WHERE ds = '2024-07-05 00:00:00' +2024-11-22 17:38:53,879 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00' +2024-11-22 17:38:53,879 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7739.84', Informer = '7774.65', LSTM = '7747.76', iTransformer = '7734.02', TSMixer = '7737.81', TSMixerx = '7704.14', PatchTST = '7737.04', RNN = '7757.31', GRU = '7755.17', TCN = '7812.91', BiTCN = '7676.54', DilatedRNN = '7759.6', MLP = '7680.24', DLinear = '7766.68', NLinear = '7755.3', TFT = '7678.27', StemGNN = '7604.53', MLPMultivariate = '7747.6', TiDE = '7761.35', DeepNPTS = '7763.41', y = '7746.67', min_within_quantile = '7604.53', max_within_quantile = '7812.91' WHERE ds = '2024-07-08 00:00:00' +2024-11-22 17:38:53,881 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00' +2024-11-22 17:38:53,881 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7704.96', Informer = '7751.22', LSTM = '7734.98', iTransformer = '7681.53', TSMixer = '7713.36', TSMixerx = '7700.29', PatchTST = '7720.38', RNN = '7748.09', GRU = '7743.67', TCN = '7784.08', BiTCN = '7678.85', DilatedRNN = '7746.87', MLP = '7659.76', DLinear = '7739.19', NLinear = '7734.18', TFT = '7687.28', StemGNN = '7615.01', MLPMultivariate = '7713.58', TiDE = '7738.07', DeepNPTS = '7744.81', y = '7720.0', min_within_quantile = '7615.01', max_within_quantile = '7784.08' WHERE ds = '2024-07-09 00:00:00' +2024-11-22 17:38:53,883 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00' +2024-11-22 17:38:53,883 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7668.24', Informer = '7716.5', LSTM = '7704.48', iTransformer = '7653.25', TSMixer = '7691.89', TSMixerx = '7687.34', PatchTST = '7699.17', RNN = '7725.55', GRU = '7717.21', TCN = '7751.53', BiTCN = '7669.16', DilatedRNN = '7720.75', MLP = '7629.58', DLinear = '7710.5', NLinear = '7702.68', TFT = '7683.63', StemGNN = '7625.2', MLPMultivariate = '7763.23', TiDE = '7706.64', DeepNPTS = '7716.93', y = '7693.33', min_within_quantile = '7625.2', max_within_quantile = '7763.23' WHERE ds = '2024-07-10 00:00:00' +2024-11-22 17:38:53,886 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00' +2024-11-22 17:38:53,886 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7655.56', Informer = '7655.45', LSTM = '7679.46', iTransformer = '7646.46', TSMixer = '7668.34', TSMixerx = '7689.85', PatchTST = '7682.88', RNN = '7703.39', GRU = '7695.55', TCN = '7721.28', BiTCN = '7665.45', DilatedRNN = '7696.3', MLP = '7625.53', DLinear = '7683.34', NLinear = '7677.61', TFT = '7679.45', StemGNN = '7633.94', MLPMultivariate = '7765.41', TiDE = '7672.51', DeepNPTS = '7692.97', y = '7686.67', min_within_quantile = '7625.53', max_within_quantile = '7765.41' WHERE ds = '2024-07-11 00:00:00' +2024-11-22 17:38:53,889 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00' +2024-11-22 17:38:53,889 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7673.92', Informer = '7654.4', LSTM = '7678.92', iTransformer = '7664.93', TSMixer = '7661.82', TSMixerx = '7670.41', PatchTST = '7676.71', RNN = '7705.19', GRU = '7698.01', TCN = '7726.51', BiTCN = '7667.77', DilatedRNN = '7697.05', MLP = '7623.6', DLinear = '7679.86', NLinear = '7672.3', TFT = '7672.76', StemGNN = '7642.99', MLPMultivariate = '7739.53', TiDE = '7657.11', DeepNPTS = '7686.71', y = '7680.0', min_within_quantile = '7623.6', max_within_quantile = '7739.53' WHERE ds = '2024-07-12 00:00:00' +2024-11-22 17:38:53,891 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00' +2024-11-22 17:38:53,891 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7679.05', Informer = '7629.38', LSTM = '7670.15', iTransformer = '7665.86', TSMixer = '7665.64', TSMixerx = '7643.17', PatchTST = '7660.81', RNN = '7697.88', GRU = '7692.5', TCN = '7726.05', BiTCN = '7666.73', DilatedRNN = '7690.47', MLP = '7636.43', DLinear = '7676.82', NLinear = '7670.89', TFT = '7676.44', StemGNN = '7651.4', MLPMultivariate = '7721.53', TiDE = '7656.14', DeepNPTS = '7698.73', y = '7680.0', min_within_quantile = '7629.38', max_within_quantile = '7726.05' WHERE ds = '2024-07-15 00:00:00' +2024-11-22 17:38:53,894 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00' +2024-11-22 17:38:53,894 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7658.18', Informer = '7657.46', LSTM = '7674.07', iTransformer = '7675.64', TSMixer = '7671.18', TSMixerx = '7644.27', PatchTST = '7658.37', RNN = '7700.23', GRU = '7697.7', TCN = '7734.4', BiTCN = '7658.66', DilatedRNN = '7692.74', MLP = '7645.79', DLinear = '7667.7', NLinear = '7679.7', TFT = '7687.3', StemGNN = '7655.67', MLPMultivariate = '7716.66', TiDE = '7667.69', DeepNPTS = '7703.49', y = '7666.67', min_within_quantile = '7644.27', max_within_quantile = '7734.4' WHERE ds = '2024-07-16 00:00:00' +2024-11-22 17:38:53,896 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00' +2024-11-22 17:38:53,896 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7636.25', Informer = '7658.79', LSTM = '7653.15', iTransformer = '7685.96', TSMixer = '7667.36', TSMixerx = '7626.63', PatchTST = '7657.63', RNN = '7682.49', GRU = '7680.57', TCN = '7714.26', BiTCN = '7652.69', DilatedRNN = '7677.15', MLP = '7650.81', DLinear = '7651.43', NLinear = '7662.33', TFT = '7677.77', StemGNN = '7655.56', MLPMultivariate = '7710.36', TiDE = '7664.29', DeepNPTS = '7701.59', y = '7660.0', min_within_quantile = '7626.63', max_within_quantile = '7714.26' WHERE ds = '2024-07-17 00:00:00' +2024-11-22 17:38:53,898 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00' +2024-11-22 17:38:53,898 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7648.78', Informer = '7649.32', LSTM = '7649.91', iTransformer = '7695.79', TSMixer = '7661.76', TSMixerx = '7633.07', PatchTST = '7655.58', RNN = '7679.61', GRU = '7678.66', TCN = '7710.64', BiTCN = '7644.22', DilatedRNN = '7674.59', MLP = '7663.29', DLinear = '7652.67', NLinear = '7660.82', TFT = '7663.25', StemGNN = '7654.97', MLPMultivariate = '7707.27', TiDE = '7657.24', DeepNPTS = '7687.5', y = '7656.67', min_within_quantile = '7633.07', max_within_quantile = '7710.64' WHERE ds = '2024-07-18 00:00:00' +2024-11-22 17:38:53,901 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00' +2024-11-22 17:38:53,901 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7657.19', Informer = '7655.62', LSTM = '7645.44', iTransformer = '7769.82', TSMixer = '7661.73', TSMixerx = '7639.21', PatchTST = '7652.81', RNN = '7674.37', GRU = '7675.01', TCN = '7709.35', BiTCN = '7641.87', DilatedRNN = '7672.18', MLP = '7673.37', DLinear = '7643.44', NLinear = '7662.5', TFT = '7654.19', StemGNN = '7654.26', MLPMultivariate = '7709.01', TiDE = '7658.21', DeepNPTS = '7680.18', y = '7656.67', min_within_quantile = '7639.21', max_within_quantile = '7769.82' WHERE ds = '2024-07-19 00:00:00' +2024-11-22 17:38:53,902 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00' +2024-11-22 17:38:53,902 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7644.63', Informer = '7651.01', LSTM = '7646.97', iTransformer = '7828.26', TSMixer = '7664.21', TSMixerx = '7644.83', PatchTST = '7652.53', RNN = '7677.98', GRU = '7676.36', TCN = '7723.55', BiTCN = '7643.16', DilatedRNN = '7673.09', MLP = '7676.18', DLinear = '7658.75', NLinear = '7657.24', TFT = '7649.98', StemGNN = '7654.73', MLPMultivariate = '7710.77', TiDE = '7658.0', DeepNPTS = '7669.52', y = '7640.0', min_within_quantile = '7643.16', max_within_quantile = '7828.26' WHERE ds = '2024-07-22 00:00:00' +2024-11-22 17:38:53,905 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00' +2024-11-22 17:38:53,905 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7625.69', Informer = '7648.86', LSTM = '7621.26', iTransformer = '7758.25', TSMixer = '7652.99', TSMixerx = '7639.36', PatchTST = '7631.5', RNN = '7653.9', GRU = '7654.75', TCN = '7703.54', BiTCN = '7646.72', DilatedRNN = '7654.42', MLP = '7651.65', DLinear = '7659.94', NLinear = '7641.82', TFT = '7629.22', StemGNN = '7655.2', MLPMultivariate = '7705.41', TiDE = '7639.65', DeepNPTS = '7673.65', y = '7623.33', min_within_quantile = '7621.26', max_within_quantile = '7758.25' WHERE ds = '2024-07-23 00:00:00' +2024-11-22 17:38:53,908 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00' +2024-11-22 17:38:53,908 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7613.23', Informer = '7633.44', LSTM = '7604.7', iTransformer = '7688.47', TSMixer = '7636.54', TSMixerx = '7628.08', PatchTST = '7617.54', RNN = '7640.43', GRU = '7641.47', TCN = '7667.19', BiTCN = '7643.73', DilatedRNN = '7638.5', MLP = '7634.41', DLinear = '7657.08', NLinear = '7625.93', TFT = '7608.54', StemGNN = '7653.98', MLPMultivariate = '7692.89', TiDE = '7623.71', DeepNPTS = '7677.29', y = '7623.33', min_within_quantile = '7604.7', max_within_quantile = '7692.89' WHERE ds = '2024-07-24 00:00:00' +2024-11-22 17:38:53,910 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00' +2024-11-22 17:38:53,910 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7619.08', Informer = '7635.99', LSTM = '7609.32', iTransformer = '7705.71', TSMixer = '7630.23', TSMixerx = '7614.15', PatchTST = '7614.34', RNN = '7643.54', GRU = '7646.08', TCN = '7660.7', BiTCN = '7633.34', DilatedRNN = '7641.26', MLP = '7634.88', DLinear = '7666.96', NLinear = '7626.84', TFT = '7607.61', StemGNN = '7651.49', MLPMultivariate = '7685.83', TiDE = '7620.14', DeepNPTS = '7686.44', y = '7616.67', min_within_quantile = '7607.61', max_within_quantile = '7705.71' WHERE ds = '2024-07-25 00:00:00' +2024-11-22 17:38:53,912 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00' +2024-11-22 17:38:53,912 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7615.7', Informer = '7616.59', LSTM = '7598.35', iTransformer = '7704.62', TSMixer = '7624.03', TSMixerx = '7609.36', PatchTST = '7597.93', RNN = '7632.4', GRU = '7636.33', TCN = '7642.88', BiTCN = '7620.33', DilatedRNN = '7631.23', MLP = '7634.45', DLinear = '7653.19', NLinear = '7615.14', TFT = '7601.04', StemGNN = '7648.73', MLPMultivariate = '7676.74', TiDE = '7610.18', DeepNPTS = '7689.61', y = '7606.67', min_within_quantile = '7597.93', max_within_quantile = '7704.62' WHERE ds = '2024-07-26 00:00:00' +2024-11-22 17:38:53,914 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00' +2024-11-22 17:38:53,914 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7629.09', Informer = '7606.38', LSTM = '7588.16', iTransformer = '7708.0', TSMixer = '7614.09', TSMixerx = '7610.74', PatchTST = '7593.82', RNN = '7623.35', GRU = '7627.71', TCN = '7624.67', BiTCN = '7609.2', DilatedRNN = '7622.05', MLP = '7632.06', DLinear = '7621.63', NLinear = '7607.21', TFT = '7592.11', StemGNN = '7645.04', MLPMultivariate = '7660.31', TiDE = '7606.27', DeepNPTS = '7620.2', y = '7593.33', min_within_quantile = '7588.16', max_within_quantile = '7708.0' WHERE ds = '2024-07-29 00:00:00' +2024-11-22 17:38:53,916 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00' +2024-11-22 17:38:53,916 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7608.5', Informer = '7597.83', LSTM = '7572.46', iTransformer = '7697.74', TSMixer = '7600.86', TSMixerx = '7599.02', PatchTST = '7590.58', RNN = '7609.88', GRU = '7613.06', TCN = '7584.8', BiTCN = '7596.35', DilatedRNN = '7607.81', MLP = '7619.44', DLinear = '7602.68', NLinear = '7598.81', TFT = '7579.59', StemGNN = '7640.58', MLPMultivariate = '7627.75', TiDE = '7595.42', DeepNPTS = '7604.2', y = '7593.33', min_within_quantile = '7572.46', max_within_quantile = '7697.74' WHERE ds = '2024-07-30 00:00:00' +2024-11-22 17:38:53,919 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00' +2024-11-22 17:38:53,919 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7587.86', Informer = '7600.43', LSTM = '7577.42', iTransformer = '7683.9', TSMixer = '7594.43', TSMixerx = '7583.18', PatchTST = '7591.9', RNN = '7614.07', GRU = '7618.89', TCN = '7573.55', BiTCN = '7582.13', DilatedRNN = '7609.89', MLP = '7599.34', DLinear = '7587.82', NLinear = '7602.57', TFT = '7582.7', StemGNN = '7636.45', MLPMultivariate = '7602.32', TiDE = '7593.78', DeepNPTS = '7596.65', y = '7583.33', min_within_quantile = '7573.55', max_within_quantile = '7683.9' WHERE ds = '2024-07-31 00:00:00' +2024-11-22 17:38:53,921 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00' +2024-11-22 17:38:53,921 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7571.28', Informer = '7603.95', LSTM = '7561.5', iTransformer = '7678.54', TSMixer = '7583.72', TSMixerx = '7559.47', PatchTST = '7578.02', RNN = '7597.04', GRU = '7603.41', TCN = '7553.16', BiTCN = '7567.06', DilatedRNN = '7595.79', MLP = '7575.47', DLinear = '7581.84', NLinear = '7588.2', TFT = '7578.23', StemGNN = '7633.45', MLPMultivariate = '7581.19', TiDE = '7581.03', DeepNPTS = '7587.61', y = '7620.0', min_within_quantile = '7553.16', max_within_quantile = '7678.54' WHERE ds = '2024-08-01 00:00:00' +2024-11-22 17:38:53,924 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00' +2024-11-22 17:38:53,924 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7605.04', Informer = '7600.59', LSTM = '7619.24', iTransformer = '7698.18', TSMixer = '7606.58', TSMixerx = '7576.54', PatchTST = '7610.25', RNN = '7657.54', GRU = '7658.64', TCN = '7651.08', BiTCN = '7573.92', DilatedRNN = '7642.17', MLP = '7582.17', DLinear = '7601.61', NLinear = '7625.46', TFT = '7615.12', StemGNN = '7633.45', MLPMultivariate = '7618.23', TiDE = '7607.04', DeepNPTS = '7618.72', y = '7623.33', min_within_quantile = '7573.92', max_within_quantile = '7698.18' WHERE ds = '2024-08-02 00:00:00' +2024-11-22 17:38:53,926 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00' +2024-11-22 17:38:53,926 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7609.82', Informer = '7600.05', LSTM = '7605.63', iTransformer = '7725.64', TSMixer = '7621.38', TSMixerx = '7588.62', PatchTST = '7610.48', RNN = '7640.6', GRU = '7643.83', TCN = '7673.56', BiTCN = '7590.3', DilatedRNN = '7636.29', MLP = '7587.78', DLinear = '7606.96', NLinear = '7627.13', TFT = '7618.7', StemGNN = '7634.53', MLPMultivariate = '7641.03', TiDE = '7618.78', DeepNPTS = '7621.86', y = '7610.0', min_within_quantile = '7587.78', max_within_quantile = '7725.64' WHERE ds = '2024-08-05 00:00:00' +2024-11-22 17:38:53,928 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00' +2024-11-22 17:38:53,928 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7606.94', Informer = '7598.54', LSTM = '7592.25', iTransformer = '7730.87', TSMixer = '7616.19', TSMixerx = '7588.18', PatchTST = '7609.46', RNN = '7628.8', GRU = '7633.3', TCN = '7642.47', BiTCN = '7600.22', DilatedRNN = '7623.03', MLP = '7600.26', DLinear = '7622.11', NLinear = '7610.3', TFT = '7612.19', StemGNN = '7634.69', MLPMultivariate = '7641.35', TiDE = '7623.31', DeepNPTS = '7612.23', y = '7596.67', min_within_quantile = '7588.18', max_within_quantile = '7730.87' WHERE ds = '2024-08-06 00:00:00' +2024-11-22 17:38:53,931 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00' +2024-11-22 17:38:53,931 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7595.0', Informer = '7582.54', LSTM = '7576.57', iTransformer = '7705.37', TSMixer = '7604.12', TSMixerx = '7584.94', PatchTST = '7597.41', RNN = '7611.93', GRU = '7617.6', TCN = '7585.67', BiTCN = '7600.44', DilatedRNN = '7610.69', MLP = '7595.73', DLinear = '7619.54', NLinear = '7599.62', TFT = '7602.95', StemGNN = '7633.58', MLPMultivariate = '7625.15', TiDE = '7608.93', DeepNPTS = '7599.06', y = '7586.67', min_within_quantile = '7576.57', max_within_quantile = '7705.37' WHERE ds = '2024-08-07 00:00:00' +2024-11-22 17:38:53,933 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00' +2024-11-22 17:38:53,933 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7579.75', Informer = '7579.1', LSTM = '7566.6', iTransformer = '7693.27', TSMixer = '7591.34', TSMixerx = '7560.23', PatchTST = '7588.4', RNN = '7603.95', GRU = '7607.92', TCN = '7550.61', BiTCN = '7595.26', DilatedRNN = '7600.77', MLP = '7572.82', DLinear = '7599.37', NLinear = '7588.16', TFT = '7595.59', StemGNN = '7630.17', MLPMultivariate = '7582.01', TiDE = '7594.43', DeepNPTS = '7597.19', y = '7583.33', min_within_quantile = '7550.61', max_within_quantile = '7693.27' WHERE ds = '2024-08-08 00:00:00' +2024-11-22 17:38:53,935 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00' +2024-11-22 17:38:53,935 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7568.58', Informer = '7576.42', LSTM = '7564.63', iTransformer = '7689.02', TSMixer = '7581.99', TSMixerx = '7550.02', PatchTST = '7588.93', RNN = '7598.16', GRU = '7606.05', TCN = '7547.9', BiTCN = '7592.54', DilatedRNN = '7598.68', MLP = '7568.02', DLinear = '7584.46', NLinear = '7579.45', TFT = '7591.63', StemGNN = '7626.31', MLPMultivariate = '7568.22', TiDE = '7583.34', DeepNPTS = '7613.32', y = '7583.33', min_within_quantile = '7547.9', max_within_quantile = '7689.02' WHERE ds = '2024-08-09 00:00:00' +2024-11-22 17:38:53,938 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00' +2024-11-22 17:38:53,938 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7563.43', Informer = '7566.78', LSTM = '7565.33', iTransformer = '7681.2', TSMixer = '7581.6', TSMixerx = '7545.28', PatchTST = '7586.9', RNN = '7604.33', GRU = '7606.92', TCN = '7550.72', BiTCN = '7589.86', DilatedRNN = '7599.46', MLP = '7561.69', DLinear = '7579.59', NLinear = '7575.53', TFT = '7589.07', StemGNN = '7622.57', MLPMultivariate = '7569.82', TiDE = '7581.75', DeepNPTS = '7591.73', y = '7586.67', min_within_quantile = '7545.28', max_within_quantile = '7681.2' WHERE ds = '2024-08-12 00:00:00' +2024-11-22 17:38:53,940 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00' +2024-11-22 17:38:53,940 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7563.07', Informer = '7573.58', LSTM = '7570.22', iTransformer = '7677.17', TSMixer = '7581.23', TSMixerx = '7551.35', PatchTST = '7589.78', RNN = '7608.83', GRU = '7612.13', TCN = '7565.23', BiTCN = '7587.53', DilatedRNN = '7603.19', MLP = '7564.99', DLinear = '7587.24', NLinear = '7581.7', TFT = '7591.91', StemGNN = '7619.86', MLPMultivariate = '7576.36', TiDE = '7585.11', DeepNPTS = '7584.7', y = '7593.33', min_within_quantile = '7551.35', max_within_quantile = '7677.17' WHERE ds = '2024-08-13 00:00:00' +2024-11-22 17:38:53,942 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00' +2024-11-22 17:38:53,942 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7573.44', Informer = '7572.92', LSTM = '7578.49', iTransformer = '7664.83', TSMixer = '7582.9', TSMixerx = '7554.67', PatchTST = '7594.71', RNN = '7616.73', GRU = '7620.6', TCN = '7566.66', BiTCN = '7583.97', DilatedRNN = '7608.1', MLP = '7579.88', DLinear = '7584.79', NLinear = '7595.58', TFT = '7598.53', StemGNN = '7617.52', MLPMultivariate = '7569.62', TiDE = '7589.71', DeepNPTS = '7586.84', y = '7590.0', min_within_quantile = '7554.67', max_within_quantile = '7664.83' WHERE ds = '2024-08-14 00:00:00' +2024-11-22 17:38:53,945 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00' +2024-11-22 17:38:53,945 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7575.15', Informer = '7571.12', LSTM = '7571.4', iTransformer = '7667.06', TSMixer = '7581.49', TSMixerx = '7556.01', PatchTST = '7589.7', RNN = '7607.55', GRU = '7613.57', TCN = '7557.46', BiTCN = '7575.65', DilatedRNN = '7601.7', MLP = '7579.75', DLinear = '7574.1', NLinear = '7590.25', TFT = '7595.94', StemGNN = '7614.74', MLPMultivariate = '7552.46', TiDE = '7585.92', DeepNPTS = '7593.96', y = '7583.33', min_within_quantile = '7552.46', max_within_quantile = '7667.06' WHERE ds = '2024-08-15 00:00:00' +2024-11-22 17:38:53,948 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00' +2024-11-22 17:38:53,948 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7560.28', LSTM = '7564.31', iTransformer = '7677.92', TSMixer = '7576.91', TSMixerx = '7549.62', PatchTST = '7580.96', RNN = '7601.04', GRU = '7607.27', TCN = '7549.27', BiTCN = '7568.47', DilatedRNN = '7596.37', MLP = '7571.97', DLinear = '7571.23', NLinear = '7585.57', TFT = '7589.79', StemGNN = '7611.5', MLPMultivariate = '7544.87', TiDE = '7578.94', DeepNPTS = '7590.94', y = '7583.33', min_within_quantile = '7544.87', max_within_quantile = '7677.92' WHERE ds = '2024-08-16 00:00:00' +2024-11-22 17:38:53,950 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00' +2024-11-22 17:38:53,950 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7589.34', Informer = '7563.17', LSTM = '7566.2', iTransformer = '7682.29', TSMixer = '7577.36', TSMixerx = '7558.75', PatchTST = '7583.38', RNN = '7603.23', GRU = '7609.03', TCN = '7547.96', BiTCN = '7564.33', DilatedRNN = '7597.29', MLP = '7574.37', DLinear = '7563.54', NLinear = '7581.41', TFT = '7584.45', StemGNN = '7608.33', MLPMultivariate = '7545.91', TiDE = '7578.92', DeepNPTS = '7585.37', y = '7570.0', min_within_quantile = '7545.91', max_within_quantile = '7682.29' WHERE ds = '2024-08-19 00:00:00' +2024-11-22 17:38:53,952 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00' +2024-11-22 17:38:53,952 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7576.32', Informer = '7554.51', LSTM = '7546.58', iTransformer = '7670.37', TSMixer = '7568.77', TSMixerx = '7550.31', PatchTST = '7569.74', RNN = '7584.43', GRU = '7589.66', TCN = '7537.85', BiTCN = '7559.03', DilatedRNN = '7582.46', MLP = '7571.14', DLinear = '7559.86', NLinear = '7564.88', TFT = '7577.97', StemGNN = '7604.63', MLPMultivariate = '7518.21', TiDE = '7567.42', DeepNPTS = '7585.54', y = '7570.0', min_within_quantile = '7518.21', max_within_quantile = '7670.37' WHERE ds = '2024-08-20 00:00:00' +2024-11-22 17:38:53,955 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00' +2024-11-22 17:38:53,955 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7576.02', Informer = '7559.69', LSTM = '7552.85', iTransformer = '7688.67', TSMixer = '7567.58', TSMixerx = '7550.74', PatchTST = '7578.27', RNN = '7591.63', GRU = '7596.87', TCN = '7539.01', BiTCN = '7556.67', DilatedRNN = '7585.56', MLP = '7576.65', DLinear = '7556.51', NLinear = '7568.76', TFT = '7570.64', StemGNN = '7600.81', MLPMultivariate = '7515.96', TiDE = '7570.85', DeepNPTS = '7578.74', y = '7570.0', min_within_quantile = '7515.96', max_within_quantile = '7688.67' WHERE ds = '2024-08-21 00:00:00' +2024-11-22 17:38:53,957 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00' +2024-11-22 17:38:53,957 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7571.53', Informer = '7556.23', LSTM = '7550.39', iTransformer = '7674.5', TSMixer = '7570.05', TSMixerx = '7553.99', PatchTST = '7578.08', RNN = '7590.12', GRU = '7593.68', TCN = '7538.03', BiTCN = '7554.75', DilatedRNN = '7583.77', MLP = '7580.15', DLinear = '7558.27', NLinear = '7571.94', TFT = '7561.61', StemGNN = '7596.86', MLPMultivariate = '7506.7', TiDE = '7573.66', DeepNPTS = '7579.53', y = '7590.0', min_within_quantile = '7506.7', max_within_quantile = '7674.5' WHERE ds = '2024-08-22 00:00:00' +2024-11-22 17:38:53,961 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00' +2024-11-22 17:38:53,961 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7588.29', Informer = '7558.32', LSTM = '7579.98', iTransformer = '7664.93', TSMixer = '7582.75', TSMixerx = '7557.4', PatchTST = '7595.5', RNN = '7618.77', GRU = '7623.36', TCN = '7561.54', BiTCN = '7561.51', DilatedRNN = '7606.68', MLP = '7587.0', DLinear = '7580.89', NLinear = '7589.13', TFT = '7575.97', StemGNN = '7593.88', MLPMultivariate = '7545.07', TiDE = '7589.4', DeepNPTS = '7585.88', y = '7583.33', min_within_quantile = '7545.07', max_within_quantile = '7664.93' WHERE ds = '2024-08-23 00:00:00' +2024-11-22 17:38:53,963 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00' +2024-11-22 17:38:53,963 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7579.97', Informer = '7569.15', LSTM = '7561.25', iTransformer = '7675.43', TSMixer = '7582.77', TSMixerx = '7567.73', PatchTST = '7584.55', RNN = '7597.55', GRU = '7603.68', TCN = '7557.56', BiTCN = '7568.53', DilatedRNN = '7593.66', MLP = '7580.6', DLinear = '7588.43', NLinear = '7585.32', TFT = '7569.71', StemGNN = '7590.75', MLPMultivariate = '7552.74', TiDE = '7584.7', DeepNPTS = '7596.18', y = '7583.33', min_within_quantile = '7552.74', max_within_quantile = '7675.43' WHERE ds = '2024-08-26 00:00:00' +2024-11-22 17:38:53,965 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00' +2024-11-22 17:38:53,965 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7577.91', Informer = '7563.49', LSTM = '7568.06', iTransformer = '7678.96', TSMixer = '7581.37', TSMixerx = '7570.4', PatchTST = '7582.68', RNN = '7606.61', GRU = '7611.83', TCN = '7562.76', BiTCN = '7571.26', DilatedRNN = '7597.86', MLP = '7578.55', DLinear = '7596.37', NLinear = '7581.75', TFT = '7572.38', StemGNN = '7587.94', MLPMultivariate = '7581.91', TiDE = '7586.91', DeepNPTS = '7590.39', y = '7610.0', min_within_quantile = '7562.76', max_within_quantile = '7678.96' WHERE ds = '2024-08-27 00:00:00' +2024-11-22 17:38:53,967 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00' +2024-11-22 17:38:53,967 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-28 00:00:00', NHITS = '7601.71', Informer = '7564.58', LSTM = '7602.79', iTransformer = '7676.56', TSMixer = '7597.99', TSMixerx = '7585.39', PatchTST = '7606.48', RNN = '7639.9', GRU = '7644.15', TCN = '7607.83', BiTCN = '7591.18', DilatedRNN = '7628.41', MLP = '7594.0', DLinear = '7602.65', NLinear = '7611.03', TFT = '7607.1', StemGNN = '7586.66', MLPMultivariate = '7616.5', TiDE = '7605.87', DeepNPTS = '7595.78', y = '7610.0', min_within_quantile = '7564.58', max_within_quantile = '7676.56' WHERE ds = '2024-08-28 00:00:00' +2024-11-22 17:38:53,970 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00' +2024-11-22 17:38:53,970 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-29 00:00:00', NHITS = '7604.27', Informer = '7580.47', LSTM = '7591.96', iTransformer = '7668.55', TSMixer = '7604.46', TSMixerx = '7586.86', PatchTST = '7600.78', RNN = '7627.34', GRU = '7632.48', TCN = '7597.27', BiTCN = '7607.84', DilatedRNN = '7621.01', MLP = '7597.92', DLinear = '7592.76', NLinear = '7610.57', TFT = '7605.2', StemGNN = '7586.38', MLPMultivariate = '7625.94', TiDE = '7611.85', DeepNPTS = '7603.01', y = '7613.33', min_within_quantile = '7580.47', max_within_quantile = '7668.55' WHERE ds = '2024-08-29 00:00:00' +2024-11-22 17:38:53,972 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00' +2024-11-22 17:38:53,972 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-30 00:00:00', NHITS = '7607.97', Informer = '7598.73', LSTM = '7600.84', iTransformer = '7662.87', TSMixer = '7607.16', TSMixerx = '7594.33', PatchTST = '7607.59', RNN = '7635.61', GRU = '7641.57', TCN = '7619.22', BiTCN = '7624.54', DilatedRNN = '7627.71', MLP = '7602.71', DLinear = '7604.93', NLinear = '7607.76', TFT = '7610.46', StemGNN = '7587.07', MLPMultivariate = '7628.09', TiDE = '7616.65', DeepNPTS = '7609.2', y = '7606.67', min_within_quantile = '7587.07', max_within_quantile = '7662.87' WHERE ds = '2024-08-30 00:00:00' +2024-11-22 17:38:53,974 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00' +2024-11-22 17:38:53,974 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-02 00:00:00', NHITS = '7600.53', Informer = '7604.19', LSTM = '7587.7', iTransformer = '7652.7', TSMixer = '7605.35', TSMixerx = '7591.84', PatchTST = '7599.34', RNN = '7625.91', GRU = '7627.76', TCN = '7592.56', BiTCN = '7631.82', DilatedRNN = '7618.32', MLP = '7605.46', DLinear = '7602.87', NLinear = '7610.71', TFT = '7602.79', StemGNN = '7587.3', MLPMultivariate = '7621.99', TiDE = '7604.35', DeepNPTS = '7596.13', y = '7583.33', min_within_quantile = '7587.3', max_within_quantile = '7652.7' WHERE ds = '2024-09-02 00:00:00' +2024-11-22 17:38:53,977 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00' +2024-11-22 17:38:53,977 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-03 00:00:00', NHITS = '7578.29', Informer = '7597.13', LSTM = '7558.63', iTransformer = '7641.39', TSMixer = '7584.5', TSMixerx = '7581.52', PatchTST = '7574.46', RNN = '7595.31', GRU = '7599.87', TCN = '7550.44', BiTCN = '7621.47', DilatedRNN = '7591.91', MLP = '7591.23', DLinear = '7584.12', NLinear = '7585.25', TFT = '7572.72', StemGNN = '7586.78', MLPMultivariate = '7598.68', TiDE = '7580.55', DeepNPTS = '7591.35', y = '7562.5', min_within_quantile = '7550.44', max_within_quantile = '7641.39' WHERE ds = '2024-09-03 00:00:00' +2024-11-22 17:38:53,980 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00' +2024-11-22 17:38:53,980 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-04 00:00:00', NHITS = '7560.13', Informer = '7575.47', LSTM = '7538.51', iTransformer = '7629.35', TSMixer = '7565.09', TSMixerx = '7570.27', PatchTST = '7559.96', RNN = '7575.63', GRU = '7580.67', TCN = '7523.02', BiTCN = '7605.79', DilatedRNN = '7572.03', MLP = '7577.19', DLinear = '7572.78', NLinear = '7565.89', TFT = '7550.07', StemGNN = '7585.06', MLPMultivariate = '7581.45', TiDE = '7561.81', DeepNPTS = '7586.23', y = '7535.0', min_within_quantile = '7523.02', max_within_quantile = '7629.35' WHERE ds = '2024-09-04 00:00:00' +2024-11-22 17:38:53,982 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00' +2024-11-22 17:38:53,982 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-05 00:00:00', NHITS = '7539.39', Informer = '7547.86', LSTM = '7507.91', iTransformer = '7602.05', TSMixer = '7543.44', TSMixerx = '7553.82', PatchTST = '7540.08', RNN = '7549.09', GRU = '7548.82', TCN = '7493.19', BiTCN = '7581.68', DilatedRNN = '7542.36', MLP = '7556.42', DLinear = '7552.37', NLinear = '7530.16', TFT = '7535.23', StemGNN = '7581.51', MLPMultivariate = '7563.24', TiDE = '7536.61', DeepNPTS = '7580.76', y = '7475.0', min_within_quantile = '7493.19', max_within_quantile = '7602.05' WHERE ds = '2024-09-05 00:00:00' +2024-11-22 17:38:53,984 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00' +2024-11-22 17:38:53,984 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-06 00:00:00', NHITS = '7486.68', Informer = '7526.83', LSTM = '7444.59', iTransformer = '7581.91', TSMixer = '7492.09', TSMixerx = '7524.03', PatchTST = '7480.92', RNN = '7485.97', GRU = '7481.95', TCN = '7448.49', BiTCN = '7541.48', DilatedRNN = '7480.92', MLP = '7516.42', DLinear = '7517.89', NLinear = '7470.6', TFT = '7502.47', StemGNN = '7573.65', MLPMultivariate = '7517.59', TiDE = '7484.91', DeepNPTS = '7535.36', y = '7442.5', min_within_quantile = '7444.59', max_within_quantile = '7581.91' WHERE ds = '2024-09-06 00:00:00' +2024-11-22 17:38:53,986 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00' +2024-11-22 17:38:53,986 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-09 00:00:00', NHITS = '7467.74', Informer = '7509.41', LSTM = '7426.65', iTransformer = '7566.61', TSMixer = '7450.77', TSMixerx = '7484.45', PatchTST = '7454.15', RNN = '7469.73', GRU = '7466.42', TCN = '7420.31', BiTCN = '7497.7', DilatedRNN = '7459.08', MLP = '7491.39', DLinear = '7477.86', NLinear = '7434.18', TFT = '7478.71', StemGNN = '7563.63', MLPMultivariate = '7468.94', TiDE = '7448.96', DeepNPTS = '7475.06', y = '7422.5', min_within_quantile = '7420.31', max_within_quantile = '7566.61' WHERE ds = '2024-09-09 00:00:00' +2024-11-22 17:38:53,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00' +2024-11-22 17:38:53,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-10 00:00:00', NHITS = '7445.66', Informer = '7487.89', LSTM = '7408.54', iTransformer = '7546.9', TSMixer = '7427.06', TSMixerx = '7460.46', PatchTST = '7434.98', RNN = '7451.06', GRU = '7446.52', TCN = '7402.03', BiTCN = '7464.26', DilatedRNN = '7441.3', MLP = '7460.08', DLinear = '7445.32', NLinear = '7422.08', TFT = '7460.25', StemGNN = '7552.92', MLPMultivariate = '7412.01', TiDE = '7426.91', DeepNPTS = '7442.54', y = '7412.5', min_within_quantile = '7402.03', max_within_quantile = '7552.92' WHERE ds = '2024-09-10 00:00:00' +2024-11-22 17:38:53,992 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00' +2024-11-22 17:38:53,992 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-11 00:00:00', NHITS = '7419.76', Informer = '7472.38', LSTM = '7403.41', iTransformer = '7525.88', TSMixer = '7410.48', TSMixerx = '7448.35', PatchTST = '7415.57', RNN = '7446.06', GRU = '7442.93', TCN = '7392.36', BiTCN = '7433.55', DilatedRNN = '7432.29', MLP = '7435.61', DLinear = '7419.78', NLinear = '7416.27', TFT = '7444.67', StemGNN = '7542.33', MLPMultivariate = '7480.29', TiDE = '7418.37', DeepNPTS = '7422.56', y = '7387.5', min_within_quantile = '7392.36', max_within_quantile = '7542.33' WHERE ds = '2024-09-11 00:00:00' +2024-11-22 17:38:53,994 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00' +2024-11-22 17:38:53,994 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-12 00:00:00', NHITS = '7385.58', Informer = '7455.31', LSTM = '7377.77', iTransformer = '7497.65', TSMixer = '7388.28', TSMixerx = '7429.31', PatchTST = '7385.35', RNN = '7421.37', GRU = '7416.3', TCN = '7377.83', BiTCN = '7400.34', DilatedRNN = '7405.88', MLP = '7406.73', DLinear = '7401.87', NLinear = '7388.12', TFT = '7423.2', StemGNN = '7530.65', MLPMultivariate = '7484.67', TiDE = '7396.23', DeepNPTS = '7412.53', y = '7380.0', min_within_quantile = '7377.77', max_within_quantile = '7530.65' WHERE ds = '2024-09-12 00:00:00' +2024-11-22 17:38:53,996 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00' +2024-11-22 17:38:53,996 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-13 00:00:00', NHITS = '7374.48', Informer = '7438.7', LSTM = '7378.01', iTransformer = '7467.88', TSMixer = '7375.17', TSMixerx = '7417.21', PatchTST = '7378.19', RNN = '7424.74', GRU = '7419.35', TCN = '7373.4', BiTCN = '7376.87', DilatedRNN = '7402.9', MLP = '7389.02', DLinear = '7402.61', NLinear = '7386.12', TFT = '7410.16', StemGNN = '7519.38', MLPMultivariate = '7504.86', TiDE = '7385.44', DeepNPTS = '7387.58', y = '7395.0', min_within_quantile = '7373.4', max_within_quantile = '7519.38' WHERE ds = '2024-09-13 00:00:00' +2024-11-22 17:38:53,999 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00' +2024-11-22 17:38:53,999 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-14 00:00:00', NHITS = '7389.11', Informer = '7434.85', LSTM = '7393.44', iTransformer = '7437.75', TSMixer = '7385.55', TSMixerx = '7410.27', PatchTST = '7393.91', RNN = '7437.96', GRU = '7433.94', TCN = '7383.13', BiTCN = '7372.74', DilatedRNN = '7414.65', MLP = '7381.89', DLinear = '7404.71', NLinear = '7404.64', TFT = '7412.02', StemGNN = '7510.0', MLPMultivariate = '7511.71', TiDE = '7394.1', DeepNPTS = '7380.21', y = '7375.0', min_within_quantile = '7372.74', max_within_quantile = '7511.71' WHERE ds = '2024-09-14 00:00:00' +2024-11-22 17:38:54,000 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00' +2024-11-22 17:38:54,000 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-18 00:00:00', NHITS = '7367.53', Informer = '7420.92', LSTM = '7366.42', iTransformer = '7404.27', TSMixer = '7379.83', TSMixerx = '7390.37', PatchTST = '7371.07', RNN = '7409.48', GRU = '7406.47', TCN = '7375.83', BiTCN = '7367.97', DilatedRNN = '7391.31', MLP = '7359.78', DLinear = '7383.2', NLinear = '7385.22', TFT = '7390.7', StemGNN = '7499.89', MLPMultivariate = '7500.53', TiDE = '7384.12', DeepNPTS = '7395.46', y = '7342.5', min_within_quantile = '7359.78', max_within_quantile = '7500.53' WHERE ds = '2024-09-18 00:00:00' +2024-11-22 17:38:54,003 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00' +2024-11-22 17:38:54,003 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-19 00:00:00', NHITS = '7343.21', Informer = '7409.83', LSTM = '7338.76', iTransformer = '7362.39', TSMixer = '7356.54', TSMixerx = '7366.11', PatchTST = '7352.71', RNN = '7384.21', GRU = '7382.13', TCN = '7366.56', BiTCN = '7364.62', DilatedRNN = '7366.67', MLP = '7345.17', DLinear = '7371.94', NLinear = '7346.56', TFT = '7366.52', StemGNN = '7488.25', MLPMultivariate = '7465.58', TiDE = '7358.97', DeepNPTS = '7376.83', y = '7325.0', min_within_quantile = '7338.76', max_within_quantile = '7488.25' WHERE ds = '2024-09-19 00:00:00' +2024-11-22 17:38:54,005 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00' +2024-11-22 17:38:54,005 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-20 00:00:00', NHITS = '7330.46', Informer = '7402.51', LSTM = '7325.57', iTransformer = '7330.29', TSMixer = '7338.46', TSMixerx = '7348.76', PatchTST = '7344.09', RNN = '7374.64', GRU = '7368.62', TCN = '7358.14', BiTCN = '7365.78', DilatedRNN = '7354.09', MLP = '7339.13', DLinear = '7357.61', NLinear = '7336.61', TFT = '7352.14', StemGNN = '7476.15', MLPMultivariate = '7467.31', TiDE = '7339.24', DeepNPTS = '7355.49', y = '7340.0', min_within_quantile = '7325.57', max_within_quantile = '7476.15' WHERE ds = '2024-09-20 00:00:00' +2024-11-22 17:38:54,008 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00' +2024-11-22 17:38:54,008 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-23 00:00:00', NHITS = '7346.69', Informer = '7384.11', LSTM = '7345.19', iTransformer = '7316.9', TSMixer = '7341.78', TSMixerx = '7355.13', PatchTST = '7361.92', RNN = '7392.39', GRU = '7387.72', TCN = '7364.36', BiTCN = '7373.07', DilatedRNN = '7369.58', MLP = '7344.93', DLinear = '7359.83', NLinear = '7346.66', TFT = '7363.88', StemGNN = '7465.83', MLPMultivariate = '7490.78', TiDE = '7338.73', DeepNPTS = '7347.79', y = '7310.0', min_within_quantile = '7316.9', max_within_quantile = '7490.78' WHERE ds = '2024-09-23 00:00:00' +2024-11-22 17:38:54,010 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00' +2024-11-22 17:38:54,010 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-24 00:00:00', NHITS = '7325.06', Informer = '7379.41', LSTM = '7303.53', iTransformer = '7278.26', TSMixer = '7324.55', TSMixerx = '7326.05', PatchTST = '7327.3', RNN = '7350.7', GRU = '7343.54', TCN = '7351.72', BiTCN = '7368.83', DilatedRNN = '7332.33', MLP = '7326.26', DLinear = '7340.8', NLinear = '7320.21', TFT = '7354.92', StemGNN = '7454.22', MLPMultivariate = '7446.78', TiDE = '7312.46', DeepNPTS = '7341.48', y = '7280.0', min_within_quantile = '7278.26', max_within_quantile = '7454.22' WHERE ds = '2024-09-24 00:00:00' +2024-11-22 17:38:54,012 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00' +2024-11-22 17:38:54,012 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-25 00:00:00', NHITS = '7319.6', Informer = '7351.57', LSTM = '7285.29', iTransformer = '7230.04', TSMixer = '7300.14', TSMixerx = '7298.63', PatchTST = '7315.78', RNN = '7336.44', GRU = '7328.69', TCN = '7336.74', BiTCN = '7356.34', DilatedRNN = '7311.63', MLP = '7325.26', DLinear = '7318.81', NLinear = '7285.07', TFT = '7338.49', StemGNN = '7441.42', MLPMultivariate = '7370.98', TiDE = '7294.33', DeepNPTS = '7311.1', y = '7315.0', min_within_quantile = '7230.04', max_within_quantile = '7441.42' WHERE ds = '2024-09-25 00:00:00' +2024-11-22 17:38:54,014 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00' +2024-11-22 17:38:54,014 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-26 00:00:00', NHITS = '7377.8', Informer = '7359.84', LSTM = '7327.05', iTransformer = '7220.78', TSMixer = '7315.26', TSMixerx = '7303.93', PatchTST = '7349.54', RNN = '7382.33', GRU = '7369.46', TCN = '7350.74', BiTCN = '7358.08', DilatedRNN = '7343.84', MLP = '7342.74', DLinear = '7338.23', NLinear = '7322.58', TFT = '7353.1', StemGNN = '7431.47', MLPMultivariate = '7376.98', TiDE = '7317.65', DeepNPTS = '7291.06', y = '7310.0', min_within_quantile = '7220.78', max_within_quantile = '7431.47' WHERE ds = '2024-09-26 00:00:00' +2024-11-22 17:38:54,017 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00' +2024-11-22 17:38:54,017 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-27 00:00:00', NHITS = '7384.93', Informer = '7362.29', LSTM = '7306.25', iTransformer = '7231.28', TSMixer = '7313.17', TSMixerx = '7299.9', PatchTST = '7330.86', RNN = '7356.9', GRU = '7345.54', TCN = '7343.05', BiTCN = '7353.52', DilatedRNN = '7325.39', MLP = '7328.11', DLinear = '7315.12', NLinear = '7319.31', TFT = '7345.3', StemGNN = '7421.77', MLPMultivariate = '7411.89', TiDE = '7310.52', DeepNPTS = '7316.5', y = '7310.0', min_within_quantile = '7231.28', max_within_quantile = '7421.77' WHERE ds = '2024-09-27 00:00:00' +2024-11-22 17:38:54,019 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00' +2024-11-22 17:38:54,019 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-29 00:00:00', NHITS = '7394.2', Informer = '7344.55', LSTM = '7316.01', iTransformer = '7306.26', TSMixer = '7311.82', TSMixerx = '7291.51', PatchTST = '7338.06', RNN = '7365.12', GRU = '7360.95', TCN = '7352.77', BiTCN = '7345.62', DilatedRNN = '7330.85', MLP = '7319.43', DLinear = '7308.1', NLinear = '7316.09', TFT = '7342.02', StemGNN = '7412.16', MLPMultivariate = '7518.0', TiDE = '7317.17', DeepNPTS = '7313.11', y = '7365.0', min_within_quantile = '7291.51', max_within_quantile = '7518.0' WHERE ds = '2024-09-29 00:00:00' +2024-11-22 17:38:54,021 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00' +2024-11-22 17:38:54,021 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-09-30 00:00:00', NHITS = '7418.89', Informer = '7375.55', LSTM = '7376.72', iTransformer = '7420.88', TSMixer = '7350.88', TSMixerx = '7311.81', PatchTST = '7373.94', RNN = '7430.82', GRU = '7417.56', TCN = '7397.27', BiTCN = '7350.9', DilatedRNN = '7385.61', MLP = '7344.48', DLinear = '7336.65', NLinear = '7373.88', TFT = '7377.5', StemGNN = '7405.66', MLPMultivariate = '7599.54', TiDE = '7364.92', DeepNPTS = '7359.15', y = '7420.0', min_within_quantile = '7311.81', max_within_quantile = '7599.54' WHERE ds = '2024-09-30 00:00:00' +2024-11-22 17:38:54,024 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00' +2024-11-22 17:38:54,024 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-08 00:00:00', NHITS = '7411.36', Informer = '7426.39', LSTM = '7420.17', iTransformer = '7512.12', TSMixer = '7398.12', TSMixerx = '7359.73', PatchTST = '7409.71', RNN = '7469.34', GRU = '7461.63', TCN = '7440.76', BiTCN = '7378.22', DilatedRNN = '7433.09', MLP = '7366.77', DLinear = '7365.72', NLinear = '7427.48', TFT = '7420.69', StemGNN = '7401.7', MLPMultivariate = '7645.14', TiDE = '7416.32', DeepNPTS = '7419.4', y = '7602.5', min_within_quantile = '7359.73', max_within_quantile = '7645.14' WHERE ds = '2024-10-08 00:00:00' +2024-11-22 17:38:54,027 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00' +2024-11-22 17:38:54,027 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-09 00:00:00', NHITS = '7568.61', Informer = '7603.83', LSTM = '7648.56', iTransformer = '7623.63', TSMixer = '7544.27', TSMixerx = '7476.88', PatchTST = '7626.43', RNN = '7695.31', GRU = '7695.51', TCN = '7691.43', BiTCN = '7578.55', DilatedRNN = '7642.69', MLP = '7580.42', DLinear = '7483.99', NLinear = '7607.74', TFT = '7646.43', StemGNN = '7401.74', MLPMultivariate = '7821.34', TiDE = '7577.06', DeepNPTS = '7602.39', y = '7602.5', min_within_quantile = '7401.74', max_within_quantile = '7821.34' WHERE ds = '2024-10-09 00:00:00' +2024-11-22 17:38:54,029 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00' +2024-11-22 17:38:54,029 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-10 00:00:00', NHITS = '7573.02', Informer = '7620.15', LSTM = '7571.77', iTransformer = '7654.74', TSMixer = '7602.09', TSMixerx = '7543.99', PatchTST = '7628.33', RNN = '7605.3', GRU = '7615.82', TCN = '7716.98', BiTCN = '7664.65', DilatedRNN = '7598.9', MLP = '7644.88', DLinear = '7542.23', NLinear = '7609.65', TFT = '7646.24', StemGNN = '7401.86', MLPMultivariate = '7872.1', TiDE = '7607.27', DeepNPTS = '7602.33', y = '7585.0', min_within_quantile = '7401.86', max_within_quantile = '7872.1' WHERE ds = '2024-10-10 00:00:00' +2024-11-22 17:38:54,031 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00' +2024-11-22 17:38:54,031 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-11 00:00:00', NHITS = '7606.12', Informer = '7631.89', LSTM = '7576.71', iTransformer = '7733.77', TSMixer = '7595.84', TSMixerx = '7624.67', PatchTST = '7627.44', RNN = '7617.44', GRU = '7627.87', TCN = '7716.64', BiTCN = '7698.67', DilatedRNN = '7598.12', MLP = '7659.84', DLinear = '7571.29', NLinear = '7588.39', TFT = '7630.67', StemGNN = '7401.87', MLPMultivariate = '7828.14', TiDE = '7605.43', DeepNPTS = '7584.06', y = '7575.0', min_within_quantile = '7401.87', max_within_quantile = '7828.14' WHERE ds = '2024-10-11 00:00:00' +2024-11-22 17:38:54,033 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00' +2024-11-22 17:38:54,033 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-12 00:00:00', NHITS = '7613.87', Informer = '7617.99', LSTM = '7553.73', iTransformer = '7751.2', TSMixer = '7571.84', TSMixerx = '7645.99', PatchTST = '7602.18', RNN = '7589.96', GRU = '7600.81', TCN = '7625.95', BiTCN = '7713.01', DilatedRNN = '7581.05', MLP = '7664.58', DLinear = '7570.58', NLinear = '7575.38', TFT = '7626.85', StemGNN = '7401.79', MLPMultivariate = '7758.22', TiDE = '7573.47', DeepNPTS = '7572.3', y = '7576.67', min_within_quantile = '7401.79', max_within_quantile = '7758.22' WHERE ds = '2024-10-12 00:00:00' +2024-11-22 17:38:54,035 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00' +2024-11-22 17:38:54,035 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-14 00:00:00', NHITS = '7660.15', Informer = '7638.81', LSTM = '7560.87', iTransformer = '7709.14', TSMixer = '7541.43', TSMixerx = '7600.02', PatchTST = '7574.9', RNN = '7593.94', GRU = '7605.99', TCN = '7555.28', BiTCN = '7710.93', DilatedRNN = '7590.34', MLP = '7673.94', DLinear = '7556.28', NLinear = '7562.81', TFT = '7650.43', StemGNN = '7401.69', MLPMultivariate = '7701.78', TiDE = '7550.65', DeepNPTS = '7570.96', y = '7565.0', min_within_quantile = '7401.69', max_within_quantile = '7710.93' WHERE ds = '2024-10-14 00:00:00' +2024-11-22 17:38:54,038 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00' +2024-11-22 17:38:54,038 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-15 00:00:00', NHITS = '7614.77', Informer = '7631.44', LSTM = '7540.76', iTransformer = '7658.24', TSMixer = '7527.99', TSMixerx = '7556.11', PatchTST = '7546.07', RNN = '7567.85', GRU = '7582.05', TCN = '7542.9', BiTCN = '7687.05', DilatedRNN = '7572.85', MLP = '7634.46', DLinear = '7525.5', NLinear = '7536.92', TFT = '7665.67', StemGNN = '7401.41', MLPMultivariate = '7647.06', TiDE = '7537.78', DeepNPTS = '7563.79', y = '7527.5', min_within_quantile = '7401.41', max_within_quantile = '7687.05' WHERE ds = '2024-10-15 00:00:00' +2024-11-22 17:38:54,041 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00' +2024-11-22 17:38:54,041 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-16 00:00:00', NHITS = '7536.72', Informer = '7618.26', LSTM = '7497.81', iTransformer = '7551.05', TSMixer = '7503.21', TSMixerx = '7497.6', PatchTST = '7501.63', RNN = '7549.53', GRU = '7537.0', TCN = '7506.56', BiTCN = '7624.21', DilatedRNN = '7523.39', MLP = '7565.28', DLinear = '7510.15', NLinear = '7484.31', TFT = '7595.59', StemGNN = '7400.59', MLPMultivariate = '7609.08', TiDE = '7512.69', DeepNPTS = '7502.43', y = '7477.5', min_within_quantile = '7400.59', max_within_quantile = '7624.21' WHERE ds = '2024-10-16 00:00:00' +2024-11-22 17:38:54,043 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00' +2024-11-22 17:38:54,043 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-17 00:00:00', NHITS = '7475.62', Informer = '7590.42', LSTM = '7450.44', iTransformer = '7442.85', TSMixer = '7455.97', TSMixerx = '7467.4', PatchTST = '7441.68', RNN = '7496.37', GRU = '7486.65', TCN = '7470.37', BiTCN = '7548.87', DilatedRNN = '7475.1', MLP = '7493.03', DLinear = '7487.4', NLinear = '7452.81', TFT = '7497.13', StemGNN = '7398.76', MLPMultivariate = '7565.19', TiDE = '7466.51', DeepNPTS = '7451.68', y = '7467.5', min_within_quantile = '7398.76', max_within_quantile = '7590.42' WHERE ds = '2024-10-17 00:00:00' +2024-11-22 17:38:54,045 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00' +2024-11-22 17:38:54,045 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-18 00:00:00', NHITS = '7463.93', Informer = '7606.23', LSTM = '7452.34', iTransformer = '7412.81', TSMixer = '7435.1', TSMixerx = '7453.55', PatchTST = '7428.3', RNN = '7496.25', GRU = '7490.99', TCN = '7422.8', BiTCN = '7501.15', DilatedRNN = '7469.17', MLP = '7461.32', DLinear = '7437.18', NLinear = '7467.12', TFT = '7466.52', StemGNN = '7396.72', MLPMultivariate = '7535.26', TiDE = '7450.35', DeepNPTS = '7472.03', y = '7370.0', min_within_quantile = '7396.72', max_within_quantile = '7606.23' WHERE ds = '2024-10-18 00:00:00' +2024-11-22 17:38:54,047 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00' +2024-11-22 17:38:54,047 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-21 00:00:00', NHITS = '7338.94', Informer = '7496.29', LSTM = '7341.54', iTransformer = '7373.89', TSMixer = '7368.05', TSMixerx = '7385.46', PatchTST = '7319.21', RNN = '7376.66', GRU = '7376.41', TCN = '7365.28', BiTCN = '7403.64', DilatedRNN = '7376.45', MLP = '7378.6', DLinear = '7360.38', NLinear = '7363.11', TFT = '7320.91', StemGNN = '7391.5', MLPMultivariate = '7495.0', TiDE = '7361.11', DeepNPTS = '7467.13', y = '7362.5', min_within_quantile = '7319.21', max_within_quantile = '7496.29' WHERE ds = '2024-10-21 00:00:00' +2024-11-22 17:38:54,049 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00' +2024-11-22 17:38:54,049 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-22 00:00:00', NHITS = '7327.2', Informer = '7468.72', LSTM = '7370.27', iTransformer = '7361.42', TSMixer = '7343.89', TSMixerx = '7356.01', PatchTST = '7315.38', RNN = '7416.8', GRU = '7413.29', TCN = '7354.95', BiTCN = '7346.45', DilatedRNN = '7391.28', MLP = '7363.4', DLinear = '7332.67', NLinear = '7346.06', TFT = '7332.62', StemGNN = '7386.12', MLPMultivariate = '7484.29', TiDE = '7341.25', DeepNPTS = '7370.96', y = '7346.67', min_within_quantile = '7315.38', max_within_quantile = '7484.29' WHERE ds = '2024-10-22 00:00:00' +2024-11-22 17:38:54,051 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00' +2024-11-22 17:38:54,051 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-23 00:00:00', NHITS = '7295.52', Informer = '7372.11', LSTM = '7337.2', iTransformer = '7360.26', TSMixer = '7332.55', TSMixerx = '7331.25', PatchTST = '7310.9', RNN = '7384.42', GRU = '7371.02', TCN = '7341.49', BiTCN = '7301.92', DilatedRNN = '7365.34', MLP = '7344.8', DLinear = '7307.59', NLinear = '7317.02', TFT = '7316.66', StemGNN = '7380.24', MLPMultivariate = '7493.88', TiDE = '7329.25', DeepNPTS = '7367.74', y = '7357.5', min_within_quantile = '7295.52', max_within_quantile = '7493.88' WHERE ds = '2024-10-23 00:00:00' +2024-11-22 17:38:54,053 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00' +2024-11-22 17:38:54,053 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-24 00:00:00', NHITS = '7303.14', Informer = '7344.46', LSTM = '7361.94', iTransformer = '7363.9', TSMixer = '7337.49', TSMixerx = '7341.87', PatchTST = '7341.35', RNN = '7408.13', GRU = '7404.71', TCN = '7352.73', BiTCN = '7288.88', DilatedRNN = '7383.53', MLP = '7336.22', DLinear = '7333.62', NLinear = '7343.64', TFT = '7327.42', StemGNN = '7374.93', MLPMultivariate = '7502.39', TiDE = '7343.11', DeepNPTS = '7421.04', y = '7352.5', min_within_quantile = '7288.88', max_within_quantile = '7502.39' WHERE ds = '2024-10-24 00:00:00' +2024-11-22 17:38:54,056 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00' +2024-11-22 17:38:54,056 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-25 00:00:00', NHITS = '7305.27', Informer = '7314.47', LSTM = '7347.59', iTransformer = '7372.56', TSMixer = '7348.96', TSMixerx = '7342.04', PatchTST = '7368.07', RNN = '7394.61', GRU = '7384.65', TCN = '7355.43', BiTCN = '7273.14', DilatedRNN = '7365.03', MLP = '7329.94', DLinear = '7321.31', NLinear = '7359.29', TFT = '7320.81', StemGNN = '7369.66', MLPMultivariate = '7495.44', TiDE = '7358.81', DeepNPTS = '7439.04', y = '7372.5', min_within_quantile = '7273.14', max_within_quantile = '7495.44' WHERE ds = '2024-10-25 00:00:00' +2024-11-22 17:38:54,058 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00' +2024-11-22 17:38:54,058 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-28 00:00:00', NHITS = '7320.02', Informer = '7322.8', LSTM = '7377.51', iTransformer = '7414.77', TSMixer = '7376.59', TSMixerx = '7314.83', PatchTST = '7395.65', RNN = '7432.71', GRU = '7421.14', TCN = '7374.41', BiTCN = '7283.78', DilatedRNN = '7393.61', MLP = '7347.73', DLinear = '7346.72', NLinear = '7380.08', TFT = '7345.78', StemGNN = '7365.41', MLPMultivariate = '7488.73', TiDE = '7388.59', DeepNPTS = '7316.59', y = '7373.33', min_within_quantile = '7283.78', max_within_quantile = '7488.73' WHERE ds = '2024-10-28 00:00:00' +2024-11-22 17:38:54,060 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00' +2024-11-22 17:38:54,060 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-29 00:00:00', NHITS = '7345.73', Informer = '7324.51', LSTM = '7369.06', iTransformer = '7441.21', TSMixer = '7381.76', TSMixerx = '7328.59', PatchTST = '7385.57', RNN = '7411.01', GRU = '7407.7', TCN = '7389.33', BiTCN = '7316.35', DilatedRNN = '7388.18', MLP = '7349.55', DLinear = '7395.83', NLinear = '7387.5', TFT = '7349.47', StemGNN = '7361.44', MLPMultivariate = '7473.04', TiDE = '7375.08', DeepNPTS = '7347.53', y = '7380.0', min_within_quantile = '7316.35', max_within_quantile = '7473.04' WHERE ds = '2024-10-29 00:00:00' +2024-11-22 17:38:54,062 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00' +2024-11-22 17:38:54,062 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-30 00:00:00', NHITS = '7372.56', Informer = '7357.19', LSTM = '7381.28', iTransformer = '7349.71', TSMixer = '7389.52', TSMixerx = '7378.12', PatchTST = '7378.67', RNN = '7424.79', GRU = '7425.31', TCN = '7416.69', BiTCN = '7363.51', DilatedRNN = '7402.88', MLP = '7356.28', DLinear = '7412.47', NLinear = '7385.69', TFT = '7371.83', StemGNN = '7358.01', MLPMultivariate = '7483.43', TiDE = '7359.36', DeepNPTS = '7360.89', y = '7330.0', min_within_quantile = '7349.71', max_within_quantile = '7483.43' WHERE ds = '2024-10-30 00:00:00' +2024-11-22 17:38:54,065 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00' +2024-11-22 17:38:54,065 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-10-31 00:00:00', NHITS = '7318.41', Informer = '7302.55', LSTM = '7318.48', iTransformer = '7305.5', TSMixer = '7359.61', TSMixerx = '7392.72', PatchTST = '7297.88', RNN = '7362.27', GRU = '7359.36', TCN = '7402.82', BiTCN = '7357.36', DilatedRNN = '7356.16', MLP = '7337.95', DLinear = '7402.54', NLinear = '7337.88', TFT = '7309.1', StemGNN = '7352.99', MLPMultivariate = '7463.77', TiDE = '7330.59', DeepNPTS = '7371.26', y = '7340.0', min_within_quantile = '7297.88', max_within_quantile = '7463.77' WHERE ds = '2024-10-31 00:00:00' +2024-11-22 17:38:54,067 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00' +2024-11-22 17:38:54,067 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-01 00:00:00', NHITS = '7326.22', Informer = '7321.36', LSTM = '7350.86', iTransformer = '7293.5', TSMixer = '7354.26', TSMixerx = '7350.19', PatchTST = '7325.13', RNN = '7401.7', GRU = '7398.47', TCN = '7404.92', BiTCN = '7368.56', DilatedRNN = '7378.29', MLP = '7364.39', DLinear = '7386.78', NLinear = '7338.23', TFT = '7325.98', StemGNN = '7348.75', MLPMultivariate = '7426.58', TiDE = '7338.08', DeepNPTS = '7375.62', y = '7363.33', min_within_quantile = '7293.5', max_within_quantile = '7426.58' WHERE ds = '2024-11-01 00:00:00' +2024-11-22 17:38:54,069 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00' +2024-11-22 17:38:54,069 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-04 00:00:00', NHITS = '7374.25', Informer = '7358.24', LSTM = '7364.09', iTransformer = '7314.37', TSMixer = '7364.9', TSMixerx = '7348.05', PatchTST = '7345.29', RNN = '7409.66', GRU = '7401.44', TCN = '7410.7', BiTCN = '7373.88', DilatedRNN = '7390.52', MLP = '7389.02', DLinear = '7359.97', NLinear = '7358.53', TFT = '7357.7', StemGNN = '7345.58', MLPMultivariate = '7441.88', TiDE = '7358.27', DeepNPTS = '7385.27', y = '7360.0', min_within_quantile = '7314.37', max_within_quantile = '7441.88' WHERE ds = '2024-11-04 00:00:00' +2024-11-22 17:38:54,072 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00' +2024-11-22 17:38:54,072 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-05 00:00:00', NHITS = '7373.65', Informer = '7372.01', LSTM = '7357.75', iTransformer = '7344.95', TSMixer = '7357.48', TSMixerx = '7371.04', PatchTST = '7351.58', RNN = '7402.71', GRU = '7400.0', TCN = '7405.33', BiTCN = '7375.56', DilatedRNN = '7384.6', MLP = '7401.75', DLinear = '7375.59', NLinear = '7371.02', TFT = '7354.29', StemGNN = '7342.46', MLPMultivariate = '7426.3', TiDE = '7347.55', DeepNPTS = '7371.04', y = '7357.5', min_within_quantile = '7342.46', max_within_quantile = '7426.3' WHERE ds = '2024-11-05 00:00:00' +2024-11-22 17:38:54,075 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00' +2024-11-22 17:38:54,075 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-06 00:00:00', NHITS = '7357.47', Informer = '7376.47', LSTM = '7358.07', iTransformer = '7360.35', TSMixer = '7353.42', TSMixerx = '7381.25', PatchTST = '7353.63', RNN = '7404.99', GRU = '7399.05', TCN = '7407.38', BiTCN = '7355.81', DilatedRNN = '7379.37', MLP = '7387.62', DLinear = '7361.2', NLinear = '7377.91', TFT = '7351.2', StemGNN = '7339.39', MLPMultivariate = '7390.86', TiDE = '7341.25', DeepNPTS = '7366.35', y = '7383.33', min_within_quantile = '7339.39', max_within_quantile = '7407.38' WHERE ds = '2024-11-06 00:00:00' +2024-11-22 17:38:54,077 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00' +2024-11-22 17:38:54,077 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-07 00:00:00', NHITS = '7370.01', Informer = '7374.05', LSTM = '7387.24', iTransformer = '7384.07', TSMixer = '7369.07', TSMixerx = '7403.02', PatchTST = '7367.16', RNN = '7439.21', GRU = '7429.56', TCN = '7412.02', BiTCN = '7356.43', DilatedRNN = '7400.88', MLP = '7401.55', DLinear = '7365.42', NLinear = '7400.59', TFT = '7374.71', StemGNN = '7337.55', MLPMultivariate = '7395.37', TiDE = '7366.21', DeepNPTS = '7391.94', y = '7366.67', min_within_quantile = '7337.55', max_within_quantile = '7439.21' WHERE ds = '2024-11-07 00:00:00' +2024-11-22 17:38:54,079 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00' +2024-11-22 17:38:54,079 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-08 00:00:00', NHITS = '7347.13', Informer = '7331.02', LSTM = '7358.82', iTransformer = '7403.78', TSMixer = '7360.44', TSMixerx = '7404.63', PatchTST = '7356.05', RNN = '7399.63', GRU = '7397.92', TCN = '7395.24', BiTCN = '7353.35', DilatedRNN = '7374.99', MLP = '7392.07', DLinear = '7382.03', NLinear = '7376.02', TFT = '7359.79', StemGNN = '7335.68', MLPMultivariate = '7408.94', TiDE = '7357.72', DeepNPTS = '7367.52', y = '7383.33', min_within_quantile = '7331.02', max_within_quantile = '7408.94' WHERE ds = '2024-11-08 00:00:00' +2024-11-22 17:38:54,081 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00' +2024-11-22 17:38:54,081 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-11 00:00:00', NHITS = '7371.38', Informer = '7361.99', LSTM = '7388.59', iTransformer = '7407.08', TSMixer = '7372.54', TSMixerx = '7416.14', PatchTST = '7388.37', RNN = '7432.25', GRU = '7433.12', TCN = '7405.49', BiTCN = '7366.51', DilatedRNN = '7398.59', MLP = '7414.29', DLinear = '7360.41', NLinear = '7385.3', TFT = '7374.31', StemGNN = '7334.71', MLPMultivariate = '7428.77', TiDE = '7379.84', DeepNPTS = '7385.04', y = '7340.0', min_within_quantile = '7334.71', max_within_quantile = '7433.12' WHERE ds = '2024-11-11 00:00:00' +2024-11-22 17:38:54,083 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00' +2024-11-22 17:38:54,083 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-12 00:00:00', NHITS = '7342.28', Informer = '7281.32', LSTM = '7327.01', iTransformer = '7377.27', TSMixer = '7350.52', TSMixerx = '7368.61', PatchTST = '7337.3', RNN = '7374.23', GRU = '7365.22', TCN = '7387.4', BiTCN = '7352.33', DilatedRNN = '7349.75', MLP = '7396.06', DLinear = '7365.59', NLinear = '7336.46', TFT = '7330.02', StemGNN = '7332.54', MLPMultivariate = '7405.16', TiDE = '7360.75', DeepNPTS = '7359.49', y = '7306.67', min_within_quantile = '7281.32', max_within_quantile = '7405.16' WHERE ds = '2024-11-12 00:00:00' +2024-11-22 17:38:54,085 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00' +2024-11-22 17:38:54,085 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-13 00:00:00', NHITS = '7316.56', Informer = '7259.34', LSTM = '7309.92', iTransformer = '7339.55', TSMixer = '7316.62', TSMixerx = '7298.71', PatchTST = '7313.66', RNN = '7357.98', GRU = '7355.96', TCN = '7363.47', BiTCN = '7346.54', DilatedRNN = '7331.49', MLP = '7391.26', DLinear = '7334.13', NLinear = '7294.12', TFT = '7285.42', StemGNN = '7329.67', MLPMultivariate = '7390.81', TiDE = '7323.02', DeepNPTS = '7351.92', y = '7323.33', min_within_quantile = '7259.34', max_within_quantile = '7391.26' WHERE ds = '2024-11-13 00:00:00' +2024-11-22 17:38:54,088 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00' +2024-11-22 17:38:54,088 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-14 00:00:00', NHITS = '7345.7', Informer = '7254.28', LSTM = '7330.31', iTransformer = '7291.62', TSMixer = '7316.81', TSMixerx = '7319.52', PatchTST = '7341.03', RNN = '7378.62', GRU = '7370.36', TCN = '7362.94', BiTCN = '7337.1', DilatedRNN = '7343.26', MLP = '7388.62', DLinear = '7306.08', NLinear = '7322.78', TFT = '7307.24', StemGNN = '7327.73', MLPMultivariate = '7375.56', TiDE = '7328.25', DeepNPTS = '7323.85', y = '7353.33', min_within_quantile = '7254.28', max_within_quantile = '7388.62' WHERE ds = '2024-11-14 00:00:00' +2024-11-22 17:38:54,090 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00' +2024-11-22 17:38:54,090 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-15 00:00:00', NHITS = '7340.63', Informer = '7287.99', LSTM = '7357.45', iTransformer = '7264.72', TSMixer = '7333.84', TSMixerx = '7311.6', PatchTST = '7364.08', RNN = '7406.91', GRU = '7397.48', TCN = '7377.34', BiTCN = '7324.18', DilatedRNN = '7371.86', MLP = '7368.71', DLinear = '7339.67', NLinear = '7353.47', TFT = '7351.33', StemGNN = '7326.51', MLPMultivariate = '7377.3', TiDE = '7340.91', DeepNPTS = '7354.64', y = '7393.33', min_within_quantile = '7264.72', max_within_quantile = '7406.91' WHERE ds = '2024-11-15 00:00:00' +2024-11-22 17:38:54,093 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00' +2024-11-22 17:38:54,093 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-18 00:00:00', NHITS = '7316.48', Informer = '7267.58', LSTM = '7361.33', iTransformer = '7244.44', TSMixer = '7332.09', TSMixerx = '7300.24', PatchTST = '7349.86', RNN = '7406.39', GRU = '7378.73', TCN = '7402.93', BiTCN = '7315.83', DilatedRNN = '7354.02', MLP = '7345.06', DLinear = '7349.34', NLinear = '7360.75', TFT = '7354.7', StemGNN = '7326.24', MLPMultivariate = '7368.85', TiDE = '7330.75', DeepNPTS = '7353.87', y = '7363.33', min_within_quantile = '7244.44', max_within_quantile = '7406.39' WHERE ds = '2024-11-18 00:00:00' +2024-11-22 17:38:54,095 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 17:38:54,095 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-19 00:00:00', NHITS = '7286.94', Informer = '7285.37', LSTM = '7362.24', iTransformer = '7225.46', TSMixer = '7317.54', TSMixerx = '7341.28', PatchTST = '7319.86', RNN = '7408.12', GRU = '7384.77', TCN = '7406.24', BiTCN = '7309.08', DilatedRNN = '7355.55', MLP = '7323.55', DLinear = '7345.93', NLinear = '7336.97', TFT = '7356.48', StemGNN = '7331.0', MLPMultivariate = '7294.97', TiDE = '7313.41', DeepNPTS = '7360.29', y = '7370.0', min_within_quantile = '7225.46', max_within_quantile = '7408.12' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 17:38:54,097 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00' +2024-11-22 17:38:54,097 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-20 00:00:00', NHITS = '7274.48', Informer = '7275.54', LSTM = '7371.52', iTransformer = '7230.73', TSMixer = '7306.71', TSMixerx = '7316.89', PatchTST = '7289.2', RNN = '7400.42', GRU = '7378.7', TCN = '7411.29', BiTCN = '7297.42', DilatedRNN = '7369.17', MLP = '7294.48', DLinear = '7331.85', NLinear = '7369.61', TFT = '7358.86', StemGNN = '7321.04', MLPMultivariate = '7281.3', TiDE = '7289.56', DeepNPTS = '7355.43', y = '7406.67', min_within_quantile = '7230.73', max_within_quantile = '7411.29' WHERE ds = '2024-11-20 00:00:00' +2024-11-22 17:38:54,100 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:38:54,100 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-21 00:00:00', NHITS = '7260.74', Informer = '7263.57', LSTM = '7374.68', iTransformer = '7220.85', TSMixer = '7292.86', TSMixerx = '7310.72', PatchTST = '7248.04', RNN = '7388.18', GRU = '7381.69', TCN = '7418.12', BiTCN = '7281.51', DilatedRNN = '7365.29', MLP = '7281.77', DLinear = '7335.0', NLinear = '7367.09', TFT = '7360.49', StemGNN = '7320.36', MLPMultivariate = '7245.53', TiDE = '7272.58', DeepNPTS = '7360.06', y = '7430.0', min_within_quantile = '7220.85', max_within_quantile = '7418.12' WHERE ds = '2024-11-21 00:00:00' +2024-11-22 17:38:54,102 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:38:54,102 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-22 00:00:00', NHITS = '7411.69', Informer = '7334.92', LSTM = '7422.58', iTransformer = '7352.3', TSMixer = '7401.12', TSMixerx = '7297.59', PatchTST = '7423.05', RNN = '7459.28', GRU = '7460.79', TCN = '7428.61', BiTCN = '7412.83', DilatedRNN = '7442.18', MLP = '7397.77', DLinear = '7353.72', NLinear = '7411.74', TFT = '7448.04', StemGNN = '7335.03', MLPMultivariate = '7417.38', TiDE = '7415.5', DeepNPTS = '7375.54', y = 'nan', min_within_quantile = '7297.59', max_within_quantile = '7460.79' WHERE ds = '2024-11-22 00:00:00' +2024-11-22 17:38:54,104 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00' +2024-11-22 17:38:54,104 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-25 00:00:00', NHITS = '7412.34', Informer = '7320.81', LSTM = '7424.34', iTransformer = '7346.12', TSMixer = '7376.39', TSMixerx = '7339.2', PatchTST = '7436.79', RNN = '7448.75', GRU = '7451.38', TCN = '7437.56', BiTCN = '7411.08', DilatedRNN = '7426.57', MLP = '7400.24', DLinear = '7342.48', NLinear = '7390.98', TFT = '7452.36', StemGNN = '7334.76', MLPMultivariate = '7407.34', TiDE = '7381.22', DeepNPTS = '7353.78', y = 'nan', min_within_quantile = '7320.81', max_within_quantile = '7452.36' WHERE ds = '2024-11-25 00:00:00' +2024-11-22 17:38:54,106 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00' +2024-11-22 17:38:54,106 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-26 00:00:00', NHITS = '7384.9', Informer = '7339.87', LSTM = '7422.7', iTransformer = '7333.78', TSMixer = '7360.42', TSMixerx = '7396.71', PatchTST = '7421.18', RNN = '7452.26', GRU = '7452.31', TCN = '7436.18', BiTCN = '7417.53', DilatedRNN = '7424.88', MLP = '7373.3', DLinear = '7344.26', NLinear = '7411.39', TFT = '7445.46', StemGNN = '7339.4', MLPMultivariate = '7377.88', TiDE = '7343.35', DeepNPTS = '7347.07', y = 'nan', min_within_quantile = '7333.78', max_within_quantile = '7452.31' WHERE ds = '2024-11-26 00:00:00' +2024-11-22 17:38:54,110 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00' +2024-11-22 17:38:54,110 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-27 00:00:00', NHITS = '7356.2', Informer = '7299.43', LSTM = '7426.36', iTransformer = '7330.32', TSMixer = '7343.47', TSMixerx = '7362.83', PatchTST = '7438.51', RNN = '7442.23', GRU = '7441.55', TCN = '7436.6', BiTCN = '7408.26', DilatedRNN = '7430.58', MLP = '7358.09', DLinear = '7349.5', NLinear = '7397.43', TFT = '7429.17', StemGNN = '7329.7', MLPMultivariate = '7381.35', TiDE = '7335.74', DeepNPTS = '7339.72', y = 'nan', min_within_quantile = '7299.43', max_within_quantile = '7442.23' WHERE ds = '2024-11-27 00:00:00' +2024-11-22 17:38:54,112 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00' +2024-11-22 17:38:54,112 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-11-28 00:00:00', NHITS = '7355.13', Informer = '7304.66', LSTM = '7422.84', iTransformer = '7320.55', TSMixer = '7330.47', TSMixerx = '7347.99', PatchTST = '7420.46', RNN = '7423.47', GRU = '7439.15', TCN = '7439.49', BiTCN = '7402.24', DilatedRNN = '7426.88', MLP = '7338.66', DLinear = '7334.5', NLinear = '7379.44', TFT = '7410.02', StemGNN = '7329.04', MLPMultivariate = '7349.29', TiDE = '7296.4', DeepNPTS = '7342.45', y = 'nan', min_within_quantile = '7296.4', max_within_quantile = '7439.49' WHERE ds = '2024-11-28 00:00:00' +2024-11-22 17:38:55,371 - my_logger - INFO - ѵݻͼend +2024-11-22 17:38:55,371 - my_logger - INFO - ѵݻͼend +2024-11-22 17:38:55,372 - my_logger - INFO - ing +2024-11-22 17:38:55,372 - my_logger - INFO - ing +2024-11-22 17:38:55,490 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-22 17:38:55,490 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-22 17:38:57,395 - my_logger - INFO - ۲ָܺΪ11.00220131745923 +2024-11-22 17:38:57,395 - my_logger - INFO - ۲ָܺΪ11.00220131745923 +2024-11-22 17:38:57,396 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-22 17:38:57,396 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-22 17:38:59,112 - my_logger - INFO - ۸ָܺΪ89.51478600785562 +2024-11-22 17:38:59,112 - my_logger - INFO - ۸ָܺΪ89.51478600785562 +2024-11-22 17:38:59,114 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-22 17:38:59,114 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-22 17:39:00,875 - my_logger - INFO - ӦָܺΪ19.723198205325225 +2024-11-22 17:39:00,875 - my_logger - INFO - ӦָܺΪ19.723198205325225 +2024-11-22 17:39:00,877 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:39:00,877 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:39:02,925 - my_logger - INFO - ָܺΪ12.059410628077607 +2024-11-22 17:39:02,925 - my_logger - INFO - ָܺΪ12.059410628077607 +2024-11-22 17:39:02,927 - my_logger - INFO - ʼƿֱָͼ +2024-11-22 17:39:02,927 - my_logger - INFO - ʼƿֱָͼ +2024-11-22 17:39:04,651 - my_logger - INFO - ָܺΪ11.270419620071786 +2024-11-22 17:39:04,651 - my_logger - INFO - ָܺΪ11.270419620071786 +2024-11-22 17:39:04,653 - my_logger - INFO - ʼƽֱָͼ +2024-11-22 17:39:04,653 - my_logger - INFO - ʼƽֱָͼ +2024-11-22 17:39:05,151 - my_logger - INFO - ָܺΪ1.6186883915910082 +2024-11-22 17:39:05,151 - my_logger - INFO - ָܺΪ1.6186883915910082 +2024-11-22 17:39:05,153 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:39:05,153 - my_logger - INFO - ʼֱָͼ +2024-11-22 17:39:06,408 - my_logger - INFO - ָܺΪ5.950168891346667 +2024-11-22 17:39:06,408 - my_logger - INFO - ָܺΪ5.950168891346667 +2024-11-22 17:39:06,409 - my_logger - INFO - ʼܺ͵ͼ +2024-11-22 17:39:06,409 - my_logger - INFO - ʼܺ͵ͼ +2024-11-22 17:39:06,729 - my_logger - INFO - ܺ͵ͼ +2024-11-22 17:39:06,729 - my_logger - INFO - ܺ͵ͼ +2024-11-22 17:39:09,608 - my_logger - INFO - end +2024-11-22 17:39:09,608 - my_logger - INFO - end +2024-11-22 17:39:09,608 - my_logger - INFO - ģѵ +2024-11-22 17:39:09,608 - my_logger - INFO - ģѵ +2024-11-25 16:29:32,957 - my_logger - INFO - etaȡ... +2024-11-25 16:29:32,957 - my_logger - INFO - etaȡ... +2024-11-25 16:30:49,271 - my_logger - INFO - etaȡ... +2024-11-25 16:30:49,271 - my_logger - INFO - etaȡ... +2024-11-25 16:31:28,009 - my_logger - INFO - ָ PEͷPPͷ +2024-11-25 16:31:28,009 - my_logger - INFO - ָ PEͷPPͷ +2024-11-25 16:31:28,010 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-25 16:31:28,010 - my_logger - INFO - ָ PP2409ǰ20൥ +2024-11-25 16:31:28,010 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-25 16:31:28,010 - my_logger - INFO - ָ PP2409ǰ20յ +2024-11-25 16:31:46,405 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-25 16:31:46,405 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-25 16:31:46,406 - my_logger - INFO - lmcads03 lme comdty +2024-11-25 16:31:46,406 - my_logger - INFO - lmcads03 lme comdty +2024-11-25 16:31:46,720 - my_logger - INFO - GC1 COMB Comdty +2024-11-25 16:31:46,720 - my_logger - INFO - GC1 COMB Comdty +2024-11-25 16:31:47,227 - my_logger - INFO - C2404171822 +2024-11-25 16:31:47,227 - my_logger - INFO - C2404171822 +2024-11-25 16:31:47,825 - my_logger - INFO - dxy curncy +2024-11-25 16:31:47,825 - my_logger - INFO - dxy curncy +2024-11-25 16:31:48,347 - my_logger - INFO - S5443199 +2024-11-25 16:31:48,347 - my_logger - INFO - S5443199 +2024-11-25 16:31:48,600 - my_logger - INFO - S5479800 +2024-11-25 16:31:48,600 - my_logger - INFO - S5479800 +2024-11-25 16:31:48,848 - my_logger - INFO - S5443108 +2024-11-25 16:31:48,848 - my_logger - INFO - S5443108 +2024-11-25 16:31:49,101 - my_logger - INFO - H7358586 +2024-11-25 16:31:49,101 - my_logger - INFO - H7358586 +2024-11-25 16:31:49,274 - my_logger - INFO - LC3FM1 INDEX +2024-11-25 16:31:49,274 - my_logger - INFO - LC3FM1 INDEX +2024-11-25 16:31:49,485 - my_logger - INFO - CNY REGN Curncy +2024-11-25 16:31:49,485 - my_logger - INFO - CNY REGN Curncy +2024-11-25 16:31:50,137 - my_logger - INFO - s0105897 +2024-11-25 16:31:50,137 - my_logger - INFO - s0105897 +2024-11-25 16:31:50,493 - my_logger - INFO - M0067419 +2024-11-25 16:31:50,493 - my_logger - INFO - M0067419 +2024-11-25 16:31:50,823 - my_logger - INFO - M0066351 +2024-11-25 16:31:50,823 - my_logger - INFO - M0066351 +2024-11-25 16:31:51,169 - my_logger - INFO - S0266372 +2024-11-25 16:31:51,169 - my_logger - INFO - S0266372 +2024-11-25 16:31:51,428 - my_logger - INFO - S0266438 +2024-11-25 16:31:51,428 - my_logger - INFO - S0266438 +2024-11-25 16:31:51,702 - my_logger - INFO - S0266506 +2024-11-25 16:31:51,702 - my_logger - INFO - S0266506 +2024-11-25 16:31:52,012 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +1437 2024-11-25 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6560 2024-11-24 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6561 2024-11-23 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +1438 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +962 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN + +[5 rows x 358 columns] +2024-11-25 16:31:52,012 - my_logger - INFO - date PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ۱ϩ̼ۣ ... PVCڻ PEڻ̼ PP-1 PP-5 PP-9 +1437 2024-11-25 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6560 2024-11-24 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +6561 2024-11-23 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +1438 2024-11-22 NaN NaN NaN NaN ... NaN NaN NaN NaN NaN +962 2024-11-21 NaN NaN NaN NaN ... 5308.0 NaN NaN NaN NaN + +[5 rows x 358 columns] +2024-11-25 16:32:48,901 - my_logger - INFO - ɾ²ǰ(2521, 355) +2024-11-25 16:32:48,901 - my_logger - INFO - ɾ²ǰ(2521, 355) +2024-11-25 16:32:49,304 - my_logger - INFO - ɾ²(2521, 310) +2024-11-25 16:32:49,304 - my_logger - INFO - ɾ²(2521, 310) +2024-11-25 16:32:49,307 - my_logger - INFO - ɾԤΪֵк(775, 310) +2024-11-25 16:32:49,307 - my_logger - INFO - ɾԤΪֵк(775, 310) +2024-11-25 16:32:49,309 - my_logger - INFO - ɾȫΪֵк(775, 310) +2024-11-25 16:32:49,309 - my_logger - INFO - ɾȫΪֵк(775, 310) +2024-11-25 16:32:50,956 - my_logger - INFO - ն(215) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +210 PEڻ̼ +211 PP-1 +212 PP-5 +213 PP-9 +214 y + +[215 rows x 2 columns] +2024-11-25 16:32:50,956 - my_logger - INFO - ն(215) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +210 PEڻ̼ +211 PP-1 +212 PP-5 +213 PP-9 +214 y + +[215 rows x 2 columns] +2024-11-25 16:32:50,975 - my_logger - INFO - Ϣܹ307,ն(215),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-25 16:32:50,975 - my_logger - INFO - Ϣܹ307,ն(215),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-25 16:32:50,978 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-25 16:32:50,978 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-25 16:32:52,466 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-25 16:32:52,466 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-25 16:32:52,469 - my_logger - INFO - ʼѵģ... +2024-11-25 16:32:52,469 - my_logger - INFO - ʼѵģ... +2024-11-25 16:32:52,481 - my_logger - INFO - Training set head: +2024-11-25 16:32:52,481 - my_logger - INFO - Training set head: +2024-11-25 16:32:52,483 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +750 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +749 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +748 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +747 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +746 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 + +[5 rows x 325 columns] +2024-11-25 16:32:52,483 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +750 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +749 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +748 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +747 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +746 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 + +[5 rows x 325 columns] +2024-11-25 16:32:53,008 - my_logger - INFO - Testing set head: -2024-11-22 15:06:19,213 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id -83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 -84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 -85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 -86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 -87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2024-11-25 16:32:53,008 - my_logger - INFO - +Testing set head: +2024-11-25 16:32:53,009 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +674 2022-02-10 176.3601 98.0 -152.0 ... 0.0 0.0 0.0 1 +673 2022-02-11 23.7001 142.0 -128.0 ... 0.0 0.0 0.0 1 +672 2022-02-14 10.1528 208.0 -152.0 ... 0.0 0.0 0.0 1 +671 2022-02-15 87.2261 168.0 -152.0 ... 0.0 0.0 0.0 1 +670 2022-02-16 25.7618 80.0 -120.0 ... 0.0 0.0 0.0 1 -[5 rows x 442 columns] -2024-11-22 15:16:39,726 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx -2024-11-22 15:16:39,726 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date -2024-11-22 15:17:24,046 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:17:24,048 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:17:24,051 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:17:24,053 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:17:24,056 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:17:24,061 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 -2024-11-22 15:17:24,066 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 -2024-11-22 15:17:24,068 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 -2024-11-22 15:17:24,071 - my_logger - INFO - Column йִ was last updated at 2024-04-10 -2024-11-22 15:17:24,072 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 -2024-11-22 15:17:24,074 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 -2024-11-22 15:17:24,076 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 -2024-11-22 15:17:24,078 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 15:17:24,081 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 15:17:24,085 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 -2024-11-22 15:17:24,087 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 -2024-11-22 15:17:24,090 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 -2024-11-22 15:17:24,092 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +[5 rows x 325 columns] +2024-11-25 16:32:53,009 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +674 2022-02-10 176.3601 98.0 -152.0 ... 0.0 0.0 0.0 1 +673 2022-02-11 23.7001 142.0 -128.0 ... 0.0 0.0 0.0 1 +672 2022-02-14 10.1528 208.0 -152.0 ... 0.0 0.0 0.0 1 +671 2022-02-15 87.2261 168.0 -152.0 ... 0.0 0.0 0.0 1 +670 2022-02-16 25.7618 80.0 -120.0 ... 0.0 0.0 0.0 1 + +[5 rows x 325 columns] +2024-11-25 16:34:33,272 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-25 16:34:33,272 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-25 16:34:33,273 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-25 16:34:33,273 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-25 16:35:00,968 - my_logger - INFO - ɾ²ǰ(2521, 355) +2024-11-25 16:35:00,968 - my_logger - INFO - ɾ²ǰ(2521, 355) +2024-11-25 16:35:01,351 - my_logger - INFO - ɾ²(2521, 310) +2024-11-25 16:35:01,351 - my_logger - INFO - ɾ²(2521, 310) +2024-11-25 16:35:01,354 - my_logger - INFO - ɾԤΪֵк(775, 310) +2024-11-25 16:35:01,354 - my_logger - INFO - ɾԤΪֵк(775, 310) +2024-11-25 16:35:01,356 - my_logger - INFO - ɾȫΪֵк(775, 310) +2024-11-25 16:35:01,356 - my_logger - INFO - ɾȫΪֵк(775, 310) +2024-11-25 16:35:03,026 - my_logger - INFO - ն(215) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +210 PEڻ̼ +211 PP-1 +212 PP-5 +213 PP-9 +214 y + +[215 rows x 2 columns] +2024-11-25 16:35:03,026 - my_logger - INFO - ն(215) ܶ(94) +0 PP̼ϲв/ CP M1 PEעܿ/ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... +210 PEڻ̼ +211 PP-1 +212 PP-5 +213 PP-9 +214 y + +[215 rows x 2 columns] +2024-11-25 16:35:03,047 - my_logger - INFO - Ϣܹ307,ն(215),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-25 16:35:03,047 - my_logger - INFO - Ϣܹ307,ն(215),ܶ(94), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-25 16:35:03,049 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-25 16:35:03,049 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-25 16:35:03,624 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-25 16:35:03,624 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-22 00:00:00', y = '7426.666666666667' WHERE ds = '2024-11-22 00:00:00' +2024-11-25 16:35:03,627 - my_logger - INFO - ʼѵģ... +2024-11-25 16:35:03,627 - my_logger - INFO - ʼѵģ... +2024-11-25 16:35:03,637 - my_logger - INFO - Training set head: +2024-11-25 16:35:03,637 - my_logger - INFO - Training set head: +2024-11-25 16:35:03,638 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +1133 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +1132 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +1131 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +1130 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +1127 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 + +[5 rows x 325 columns] +2024-11-25 16:35:03,638 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +1133 2021-10-19 -165.5689 57.0 -93.0 ... 0.0 0.0 0.0 1 +1132 2021-10-20 -165.5689 198.0 48.0 ... 0.0 0.0 0.0 1 +1131 2021-10-21 -165.5689 215.0 -75.0 ... 0.0 0.0 0.0 1 +1130 2021-10-22 -165.5689 177.0 -63.0 ... 0.0 0.0 0.0 1 +1127 2021-10-25 -165.5689 298.0 -2.0 ... 0.0 0.0 0.0 1 + +[5 rows x 325 columns] +2024-11-25 16:35:04,161 - my_logger - INFO - +Testing set head: +2024-11-25 16:35:04,161 - my_logger - INFO - +Testing set head: +2024-11-25 16:35:04,163 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +1019 2022-02-10 176.3601 98.0 -152.0 ... 0.0 0.0 0.0 1 +1018 2022-02-11 23.7001 142.0 -128.0 ... 0.0 0.0 0.0 1 +1015 2022-02-14 10.1528 208.0 -152.0 ... 0.0 0.0 0.0 1 +1014 2022-02-15 87.2261 168.0 -152.0 ... 0.0 0.0 0.0 1 +1013 2022-02-16 25.7618 80.0 -120.0 ... 0.0 0.0 0.0 1 + +[5 rows x 325 columns] +2024-11-25 16:35:04,163 - my_logger - INFO - ds PP̼ϲв/ CP M1 Ͼ۱ϩ̼ۣ ۱ϩ̼ۣ ... is_quarter_end is_year_start is_year_end unique_id +1019 2022-02-10 176.3601 98.0 -152.0 ... 0.0 0.0 0.0 1 +1018 2022-02-11 23.7001 142.0 -128.0 ... 0.0 0.0 0.0 1 +1015 2022-02-14 10.1528 208.0 -152.0 ... 0.0 0.0 0.0 1 +1014 2022-02-15 87.2261 168.0 -152.0 ... 0.0 0.0 0.0 1 +1013 2022-02-16 25.7618 80.0 -120.0 ... 0.0 0.0 0.0 1 + +[5 rows x 325 columns] +2024-11-25 16:42:01,612 - my_logger - INFO - ģѵ +2024-11-25 16:42:01,612 - my_logger - INFO - ģѵ +2024-11-25 16:42:01,613 - my_logger - INFO - ѵݻͼing +2024-11-25 16:42:01,613 - my_logger - INFO - ѵݻͼing +2024-11-25 16:42:02,670 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00' +2024-11-25 16:42:02,670 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-02 00:00:00', NHITS = '7277.76', Informer = '7291.24', LSTM = '7371.61', iTransformer = '7345.57', TSMixer = '7280.01', TSMixerx = '7281.39', PatchTST = '7264.79', RNN = '7272.59', GRU = '7340.42', TCN = '7411.86', BiTCN = '7303.16', DilatedRNN = '7345.0', MLP = '7281.15', DLinear = '7277.24', NLinear = '7261.16', TFT = '7283.5', StemGNN = '7269.53', MLPMultivariate = '7279.63', TiDE = '7279.09', DeepNPTS = '7271.77', y = '7242.5', min_within_quantile = '7261.16', max_within_quantile = '7411.86' WHERE ds = '2024-02-02 00:00:00' +2024-11-25 16:42:02,674 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00' +2024-11-25 16:42:02,674 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-04 00:00:00', NHITS = '7241.74', Informer = '7243.19', LSTM = '7349.09', iTransformer = '7285.05', TSMixer = '7244.99', TSMixerx = '7255.34', PatchTST = '7234.49', RNN = '7239.26', GRU = '7316.72', TCN = '7392.48', BiTCN = '7278.45', DilatedRNN = '7322.16', MLP = '7246.36', DLinear = '7244.19', NLinear = '7240.8', TFT = '7210.9', StemGNN = '7265.12', MLPMultivariate = '7232.47', TiDE = '7244.08', DeepNPTS = '7301.79', y = '7240.0', min_within_quantile = '7210.9', max_within_quantile = '7392.48' WHERE ds = '2024-02-04 00:00:00' +2024-11-25 16:42:02,679 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00' +2024-11-25 16:42:02,679 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-05 00:00:00', NHITS = '7233.59', Informer = '7237.45', LSTM = '7348.15', iTransformer = '7260.67', TSMixer = '7232.47', TSMixerx = '7235.52', PatchTST = '7227.98', RNN = '7239.73', GRU = '7318.04', TCN = '7378.93', BiTCN = '7258.91', DilatedRNN = '7318.83', MLP = '7241.68', DLinear = '7229.4', NLinear = '7231.87', TFT = '7197.2', StemGNN = '7260.54', MLPMultivariate = '7221.45', TiDE = '7235.74', DeepNPTS = '7307.94', y = '7227.5', min_within_quantile = '7197.2', max_within_quantile = '7378.93' WHERE ds = '2024-02-05 00:00:00' +2024-11-25 16:42:02,684 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00' +2024-11-25 16:42:02,684 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-06 00:00:00', NHITS = '7223.33', Informer = '7219.58', LSTM = '7338.29', iTransformer = '7243.23', TSMixer = '7220.34', TSMixerx = '7223.02', PatchTST = '7209.64', RNN = '7230.95', GRU = '7305.82', TCN = '7368.15', BiTCN = '7236.67', DilatedRNN = '7310.08', MLP = '7233.32', DLinear = '7211.32', NLinear = '7216.73', TFT = '7170.77', StemGNN = '7255.42', MLPMultivariate = '7208.78', TiDE = '7222.9', DeepNPTS = '7302.89', y = '7246.67', min_within_quantile = '7170.77', max_within_quantile = '7368.15' WHERE ds = '2024-02-06 00:00:00' +2024-11-25 16:42:02,688 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00' +2024-11-25 16:42:02,688 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-07 00:00:00', NHITS = '7235.54', Informer = '7207.51', LSTM = '7352.68', iTransformer = '7221.87', TSMixer = '7234.58', TSMixerx = '7242.35', PatchTST = '7235.69', RNN = '7253.35', GRU = '7323.68', TCN = '7374.32', BiTCN = '7222.98', DilatedRNN = '7324.79', MLP = '7249.85', DLinear = '7235.61', NLinear = '7234.64', TFT = '7199.92', StemGNN = '7251.49', MLPMultivariate = '7193.5', TiDE = '7236.83', DeepNPTS = '7264.04', y = '7255.0', min_within_quantile = '7193.5', max_within_quantile = '7374.32' WHERE ds = '2024-02-07 00:00:00' +2024-11-25 16:42:02,693 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00' +2024-11-25 16:42:02,693 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-08 00:00:00', NHITS = '7249.08', Informer = '7214.77', LSTM = '7357.28', iTransformer = '7206.78', TSMixer = '7250.53', TSMixerx = '7248.01', PatchTST = '7248.01', RNN = '7263.69', GRU = '7326.24', TCN = '7377.97', BiTCN = '7215.38', DilatedRNN = '7330.58', MLP = '7254.22', DLinear = '7248.44', NLinear = '7255.2', TFT = '7211.56', StemGNN = '7248.13', MLPMultivariate = '7188.24', TiDE = '7250.05', DeepNPTS = '7240.76', y = '7270.0', min_within_quantile = '7188.24', max_within_quantile = '7377.97' WHERE ds = '2024-02-08 00:00:00' +2024-11-25 16:42:02,699 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00' +2024-11-25 16:42:02,699 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-18 00:00:00', NHITS = '7259.39', Informer = '7213.71', LSTM = '7368.49', iTransformer = '7200.57', TSMixer = '7264.89', TSMixerx = '7253.14', PatchTST = '7265.54', RNN = '7275.33', GRU = '7339.23', TCN = '7385.78', BiTCN = '7216.06', DilatedRNN = '7340.57', MLP = '7257.06', DLinear = '7256.91', NLinear = '7270.58', TFT = '7238.16', StemGNN = '7245.64', MLPMultivariate = '7185.42', TiDE = '7269.49', DeepNPTS = '7227.96', y = '7336.67', min_within_quantile = '7185.42', max_within_quantile = '7385.78' WHERE ds = '2024-02-18 00:00:00' +2024-11-25 16:42:02,704 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00' +2024-11-25 16:42:02,704 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-19 00:00:00', NHITS = '7325.23', Informer = '7286.37', LSTM = '7417.65', iTransformer = '7262.9', TSMixer = '7321.81', TSMixerx = '7302.53', PatchTST = '7334.84', RNN = '7350.27', GRU = '7395.1', TCN = '7427.24', BiTCN = '7278.28', DilatedRNN = '7386.7', MLP = '7292.64', DLinear = '7325.68', NLinear = '7349.57', TFT = '7318.93', StemGNN = '7245.06', MLPMultivariate = '7227.91', TiDE = '7323.83', DeepNPTS = '7317.33', y = '7350.0', min_within_quantile = '7227.91', max_within_quantile = '7427.24' WHERE ds = '2024-02-19 00:00:00' +2024-11-25 16:42:02,709 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00' +2024-11-25 16:42:02,709 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-20 00:00:00', NHITS = '7339.88', Informer = '7324.69', LSTM = '7424.29', iTransformer = '7296.74', TSMixer = '7342.21', TSMixerx = '7361.08', PatchTST = '7361.73', RNN = '7359.69', GRU = '7396.44', TCN = '7432.01', BiTCN = '7347.12', DilatedRNN = '7396.12', MLP = '7318.69', DLinear = '7341.37', NLinear = '7355.82', TFT = '7336.45', StemGNN = '7244.78', MLPMultivariate = '7274.91', TiDE = '7342.59', DeepNPTS = '7342.19', y = '7335.0', min_within_quantile = '7244.78', max_within_quantile = '7432.01' WHERE ds = '2024-02-20 00:00:00' +2024-11-25 16:42:02,713 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00' +2024-11-25 16:42:02,713 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-21 00:00:00', NHITS = '7335.52', Informer = '7299.71', LSTM = '7414.47', iTransformer = '7303.06', TSMixer = '7337.03', TSMixerx = '7402.93', PatchTST = '7337.13', RNN = '7334.02', GRU = '7386.18', TCN = '7430.95', BiTCN = '7376.48', DilatedRNN = '7390.37', MLP = '7332.29', DLinear = '7346.27', NLinear = '7335.22', TFT = '7329.83', StemGNN = '7244.23', MLPMultivariate = '7288.65', TiDE = '7331.46', DeepNPTS = '7333.34', y = '7297.5', min_within_quantile = '7244.23', max_within_quantile = '7430.95' WHERE ds = '2024-02-21 00:00:00' +2024-11-25 16:42:02,718 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00' +2024-11-25 16:42:02,718 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-22 00:00:00', NHITS = '7298.65', Informer = '7292.26', LSTM = '7386.83', iTransformer = '7274.07', TSMixer = '7304.39', TSMixerx = '7347.16', PatchTST = '7289.56', RNN = '7293.35', GRU = '7355.95', TCN = '7416.57', BiTCN = '7359.6', DilatedRNN = '7365.58', MLP = '7320.29', DLinear = '7309.49', NLinear = '7294.54', TFT = '7258.35', StemGNN = '7242.81', MLPMultivariate = '7263.62', TiDE = '7296.49', DeepNPTS = '7301.66', y = '7285.0', min_within_quantile = '7242.81', max_within_quantile = '7416.57' WHERE ds = '2024-02-22 00:00:00' +2024-11-25 16:42:02,723 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00' +2024-11-25 16:42:02,723 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-23 00:00:00', NHITS = '7290.68', Informer = '7297.03', LSTM = '7379.48', iTransformer = '7244.4', TSMixer = '7286.08', TSMixerx = '7312.3', PatchTST = '7278.29', RNN = '7278.67', GRU = '7350.97', TCN = '7404.99', BiTCN = '7335.18', DilatedRNN = '7353.4', MLP = '7313.97', DLinear = '7291.54', NLinear = '7280.86', TFT = '7255.98', StemGNN = '7241.47', MLPMultivariate = '7246.8', TiDE = '7282.43', DeepNPTS = '7302.35', y = '7306.67', min_within_quantile = '7241.47', max_within_quantile = '7404.99' WHERE ds = '2024-02-23 00:00:00' +2024-11-25 16:42:02,728 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00' +2024-11-25 16:42:02,728 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-26 00:00:00', NHITS = '7311.94', Informer = '7345.33', LSTM = '7395.41', iTransformer = '7233.58', TSMixer = '7295.73', TSMixerx = '7308.59', PatchTST = '7306.23', RNN = '7307.71', GRU = '7369.64', TCN = '7414.18', BiTCN = '7345.39', DilatedRNN = '7364.4', MLP = '7342.14', DLinear = '7295.41', NLinear = '7305.0', TFT = '7278.45', StemGNN = '7241.52', MLPMultivariate = '7283.35', TiDE = '7297.1', DeepNPTS = '7372.79', y = '7292.5', min_within_quantile = '7233.58', max_within_quantile = '7414.18' WHERE ds = '2024-02-26 00:00:00' +2024-11-25 16:42:02,733 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00' +2024-11-25 16:42:02,733 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-27 00:00:00', NHITS = '7306.37', Informer = '7332.44', LSTM = '7383.31', iTransformer = '7232.83', TSMixer = '7288.34', TSMixerx = '7306.04', PatchTST = '7304.01', RNN = '7293.75', GRU = '7352.97', TCN = '7404.35', BiTCN = '7329.65', DilatedRNN = '7353.96', MLP = '7336.71', DLinear = '7287.73', NLinear = '7284.19', TFT = '7250.14', StemGNN = '7241.89', MLPMultivariate = '7288.82', TiDE = '7288.67', DeepNPTS = '7377.31', y = '7306.67', min_within_quantile = '7232.83', max_within_quantile = '7404.35' WHERE ds = '2024-02-27 00:00:00' +2024-11-25 16:42:02,738 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00' +2024-11-25 16:42:02,738 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-28 00:00:00', NHITS = '7331.77', Informer = '7333.02', LSTM = '7395.92', iTransformer = '7353.83', TSMixer = '7300.75', TSMixerx = '7316.07', PatchTST = '7341.65', RNN = '7309.59', GRU = '7369.7', TCN = '7407.74', BiTCN = '7330.2', DilatedRNN = '7367.3', MLP = '7336.94', DLinear = '7309.69', NLinear = '7306.65', TFT = '7282.66', StemGNN = '7243.0', MLPMultivariate = '7306.07', TiDE = '7306.7', DeepNPTS = '7366.79', y = '7353.33', min_within_quantile = '7243.0', max_within_quantile = '7407.74' WHERE ds = '2024-02-28 00:00:00' +2024-11-25 16:42:02,742 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00' +2024-11-25 16:42:02,742 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-02-29 00:00:00', NHITS = '7365.02', Informer = '7369.75', LSTM = '7429.27', iTransformer = '7319.7', TSMixer = '7339.49', TSMixerx = '7345.22', PatchTST = '7384.17', RNN = '7365.24', GRU = '7406.44', TCN = '7425.74', BiTCN = '7344.67', DilatedRNN = '7398.24', MLP = '7360.25', DLinear = '7343.59', NLinear = '7360.55', TFT = '7371.17', StemGNN = '7244.44', MLPMultivariate = '7333.06', TiDE = '7345.11', DeepNPTS = '7372.5', y = '7325.0', min_within_quantile = '7244.44', max_within_quantile = '7429.27' WHERE ds = '2024-02-29 00:00:00' +2024-11-25 16:42:02,748 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00' +2024-11-25 16:42:02,748 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-01 00:00:00', NHITS = '7324.46', Informer = '7328.61', LSTM = '7405.85', iTransformer = '7280.27', TSMixer = '7317.92', TSMixerx = '7320.19', PatchTST = '7327.04', RNN = '7323.29', GRU = '7374.99', TCN = '7412.99', BiTCN = '7313.7', DilatedRNN = '7377.09', MLP = '7327.18', DLinear = '7311.1', NLinear = '7327.11', TFT = '7305.03', StemGNN = '7246.07', MLPMultivariate = '7307.84', TiDE = '7319.23', DeepNPTS = '7328.24', y = '7343.33', min_within_quantile = '7246.07', max_within_quantile = '7412.99' WHERE ds = '2024-03-01 00:00:00' +2024-11-25 16:42:02,754 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00' +2024-11-25 16:42:02,754 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-04 00:00:00', NHITS = '7339.6', Informer = '7348.98', LSTM = '7422.92', iTransformer = '7271.6', TSMixer = '7329.28', TSMixerx = '7358.78', PatchTST = '7328.53', RNN = '7342.99', GRU = '7399.43', TCN = '7441.33', BiTCN = '7305.66', DilatedRNN = '7393.88', MLP = '7316.95', DLinear = '7331.71', NLinear = '7335.31', TFT = '7351.46', StemGNN = '7247.63', MLPMultivariate = '7299.46', TiDE = '7330.48', DeepNPTS = '7343.17', y = '7330.0', min_within_quantile = '7247.63', max_within_quantile = '7441.33' WHERE ds = '2024-03-04 00:00:00' +2024-11-25 16:42:02,758 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00' +2024-11-25 16:42:02,758 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-05 00:00:00', NHITS = '7312.32', Informer = '7343.39', LSTM = '7410.4', iTransformer = '7261.17', TSMixer = '7318.18', TSMixerx = '7345.45', PatchTST = '7299.98', RNN = '7331.46', GRU = '7381.52', TCN = '7446.68', BiTCN = '7300.65', DilatedRNN = '7382.86', MLP = '7306.2', DLinear = '7320.88', NLinear = '7319.74', TFT = '7299.79', StemGNN = '7248.49', MLPMultivariate = '7289.25', TiDE = '7317.06', DeepNPTS = '7329.14', y = '7310.0', min_within_quantile = '7248.49', max_within_quantile = '7446.68' WHERE ds = '2024-03-05 00:00:00' +2024-11-25 16:42:02,763 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00' +2024-11-25 16:42:02,763 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-06 00:00:00', NHITS = '7298.23', Informer = '7334.77', LSTM = '7397.01', iTransformer = '7257.72', TSMixer = '7301.42', TSMixerx = '7327.31', PatchTST = '7291.47', RNN = '7302.48', GRU = '7368.86', TCN = '7446.03', BiTCN = '7297.72', DilatedRNN = '7369.57', MLP = '7302.67', DLinear = '7303.32', NLinear = '7295.14', TFT = '7289.08', StemGNN = '7248.59', MLPMultivariate = '7277.38', TiDE = '7298.75', DeepNPTS = '7298.03', y = '7297.5', min_within_quantile = '7248.59', max_within_quantile = '7446.03' WHERE ds = '2024-03-06 00:00:00' +2024-11-25 16:42:02,767 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00' +2024-11-25 16:42:02,767 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-07 00:00:00', NHITS = '7290.4', Informer = '7317.82', LSTM = '7388.14', iTransformer = '7253.68', TSMixer = '7292.6', TSMixerx = '7322.56', PatchTST = '7297.48', RNN = '7295.38', GRU = '7359.67', TCN = '7432.33', BiTCN = '7298.8', DilatedRNN = '7363.05', MLP = '7311.89', DLinear = '7286.26', NLinear = '7295.37', TFT = '7285.45', StemGNN = '7248.4', MLPMultivariate = '7275.01', TiDE = '7287.21', DeepNPTS = '7298.23', y = '7290.0', min_within_quantile = '7248.4', max_within_quantile = '7432.33' WHERE ds = '2024-03-07 00:00:00' +2024-11-25 16:42:02,774 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-25 16:42:02,774 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-08 00:00:00', NHITS = '7289.67', Informer = '7309.88', LSTM = '7382.79', iTransformer = '7241.08', TSMixer = '7289.03', TSMixerx = '7294.85', PatchTST = '7287.23', RNN = '7288.83', GRU = '7354.14', TCN = '7421.85', BiTCN = '7285.28', DilatedRNN = '7356.44', MLP = '7285.56', DLinear = '7282.94', NLinear = '7288.31', TFT = '7280.14', StemGNN = '7248.08', MLPMultivariate = '7268.99', TiDE = '7287.23', DeepNPTS = '7290.92', y = '7295.0', min_within_quantile = '7241.08', max_within_quantile = '7421.85' WHERE ds = '2024-03-08 00:00:00' +2024-11-25 16:42:02,778 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00' +2024-11-25 16:42:02,778 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-11 00:00:00', NHITS = '7287.66', Informer = '7301.36', LSTM = '7386.72', iTransformer = '7238.18', TSMixer = '7293.28', TSMixerx = '7290.12', PatchTST = '7298.67', RNN = '7295.23', GRU = '7358.98', TCN = '7415.45', BiTCN = '7283.84', DilatedRNN = '7358.79', MLP = '7274.1', DLinear = '7290.01', NLinear = '7297.48', TFT = '7282.95', StemGNN = '7248.13', MLPMultivariate = '7274.05', TiDE = '7292.62', DeepNPTS = '7284.41', y = '7285.0', min_within_quantile = '7238.18', max_within_quantile = '7415.45' WHERE ds = '2024-03-11 00:00:00' +2024-11-25 16:42:02,783 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00' +2024-11-25 16:42:02,783 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-12 00:00:00', NHITS = '7275.53', Informer = '7318.03', LSTM = '7378.83', iTransformer = '7239.03', TSMixer = '7282.57', TSMixerx = '7293.58', PatchTST = '7280.15', RNN = '7285.68', GRU = '7348.7', TCN = '7387.92', BiTCN = '7283.64', DilatedRNN = '7352.45', MLP = '7267.67', DLinear = '7281.4', NLinear = '7279.6', TFT = '7272.3', StemGNN = '7249.6', MLPMultivariate = '7274.28', TiDE = '7277.58', DeepNPTS = '7281.71', y = '7283.33', min_within_quantile = '7239.03', max_within_quantile = '7387.92' WHERE ds = '2024-03-12 00:00:00' +2024-11-25 16:42:02,788 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00' +2024-11-25 16:42:02,788 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-13 00:00:00', NHITS = '7270.42', Informer = '7291.53', LSTM = '7378.39', iTransformer = '7250.33', TSMixer = '7279.07', TSMixerx = '7307.47', PatchTST = '7285.4', RNN = '7283.84', GRU = '7349.39', TCN = '7386.99', BiTCN = '7280.16', DilatedRNN = '7352.89', MLP = '7274.41', DLinear = '7291.91', NLinear = '7280.67', TFT = '7268.81', StemGNN = '7251.45', MLPMultivariate = '7271.6', TiDE = '7275.38', DeepNPTS = '7253.8', y = '7285.0', min_within_quantile = '7250.33', max_within_quantile = '7386.99' WHERE ds = '2024-03-13 00:00:00' +2024-11-25 16:42:02,793 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00' +2024-11-25 16:42:02,793 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-14 00:00:00', NHITS = '7281.67', Informer = '7274.36', LSTM = '7379.3', iTransformer = '7256.56', TSMixer = '7280.06', TSMixerx = '7286.6', PatchTST = '7293.77', RNN = '7286.92', GRU = '7350.08', TCN = '7382.22', BiTCN = '7286.98', DilatedRNN = '7353.03', MLP = '7282.63', DLinear = '7277.67', NLinear = '7289.27', TFT = '7292.56', StemGNN = '7255.98', MLPMultivariate = '7277.15', TiDE = '7283.54', DeepNPTS = '7262.09', y = '7277.5', min_within_quantile = '7255.98', max_within_quantile = '7382.22' WHERE ds = '2024-03-14 00:00:00' +2024-11-25 16:42:02,798 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00' +2024-11-25 16:42:02,798 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-15 00:00:00', NHITS = '7274.82', Informer = '7277.45', LSTM = '7373.63', iTransformer = '7252.86', TSMixer = '7271.34', TSMixerx = '7272.03', PatchTST = '7274.89', RNN = '7277.8', GRU = '7343.38', TCN = '7380.81', BiTCN = '7274.86', DilatedRNN = '7347.01', MLP = '7273.82', DLinear = '7264.81', NLinear = '7267.96', TFT = '7280.58', StemGNN = '7259.21', MLPMultivariate = '7275.9', TiDE = '7277.28', DeepNPTS = '7269.54', y = '7353.33', min_within_quantile = '7252.86', max_within_quantile = '7380.81' WHERE ds = '2024-03-15 00:00:00' +2024-11-25 16:42:02,803 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00' +2024-11-25 16:42:02,803 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-18 00:00:00', NHITS = '7345.04', Informer = '7353.65', LSTM = '7430.67', iTransformer = '7280.07', TSMixer = '7325.75', TSMixerx = '7294.54', PatchTST = '7350.49', RNN = '7366.4', GRU = '7411.22', TCN = '7429.66', BiTCN = '7318.81', DilatedRNN = '7400.3', MLP = '7312.59', DLinear = '7332.68', NLinear = '7354.59', TFT = '7350.28', StemGNN = '7261.97', MLPMultivariate = '7293.99', TiDE = '7326.84', DeepNPTS = '7353.18', y = '7387.5', min_within_quantile = '7261.97', max_within_quantile = '7430.67' WHERE ds = '2024-03-18 00:00:00' +2024-11-25 16:42:02,808 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00' +2024-11-25 16:42:02,808 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-19 00:00:00', NHITS = '7390.21', Informer = '7382.23', LSTM = '7451.16', iTransformer = '7309.21', TSMixer = '7363.82', TSMixerx = '7399.02', PatchTST = '7377.29', RNN = '7403.79', GRU = '7426.8', TCN = '7458.86', BiTCN = '7334.71', DilatedRNN = '7422.29', MLP = '7371.35', DLinear = '7354.22', NLinear = '7391.04', TFT = '7362.41', StemGNN = '7262.61', MLPMultivariate = '7320.22', TiDE = '7359.48', DeepNPTS = '7387.3', y = '7435.0', min_within_quantile = '7262.61', max_within_quantile = '7458.86' WHERE ds = '2024-03-19 00:00:00' +2024-11-25 16:42:02,813 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00' +2024-11-25 16:42:02,813 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-20 00:00:00', NHITS = '7434.07', Informer = '7397.83', LSTM = '7486.53', iTransformer = '7343.72', TSMixer = '7415.93', TSMixerx = '7420.05', PatchTST = '7443.59', RNN = '7449.04', GRU = '7468.04', TCN = '7536.65', BiTCN = '7358.61', DilatedRNN = '7460.32', MLP = '7416.7', DLinear = '7419.89', NLinear = '7441.07', TFT = '7388.0', StemGNN = '7262.18', MLPMultivariate = '7363.34', TiDE = '7415.36', DeepNPTS = '7434.63', y = '7460.0', min_within_quantile = '7262.18', max_within_quantile = '7536.65' WHERE ds = '2024-03-20 00:00:00' +2024-11-25 16:42:02,818 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00' +2024-11-25 16:42:02,818 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-21 00:00:00', NHITS = '7451.33', Informer = '7389.27', LSTM = '7501.35', iTransformer = '7380.74', TSMixer = '7451.87', TSMixerx = '7460.72', PatchTST = '7470.17', RNN = '7476.11', GRU = '7482.15', TCN = '7585.42', BiTCN = '7369.51', DilatedRNN = '7481.02', MLP = '7439.24', DLinear = '7464.88', NLinear = '7467.61', TFT = '7399.88', StemGNN = '7263.0', MLPMultivariate = '7407.27', TiDE = '7452.5', DeepNPTS = '7458.99', y = '7422.5', min_within_quantile = '7263.0', max_within_quantile = '7585.42' WHERE ds = '2024-03-21 00:00:00' +2024-11-25 16:42:02,822 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00' +2024-11-25 16:42:02,822 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-22 00:00:00', NHITS = '7406.55', Informer = '7373.94', LSTM = '7472.66', iTransformer = '7397.92', TSMixer = '7420.83', TSMixerx = '7429.45', PatchTST = '7387.92', RNN = '7418.85', GRU = '7448.64', TCN = '7524.81', BiTCN = '7337.73', DilatedRNN = '7451.92', MLP = '7407.85', DLinear = '7433.31', NLinear = '7422.83', TFT = '7398.64', StemGNN = '7265.75', MLPMultivariate = '7392.03', TiDE = '7425.31', DeepNPTS = '7422.19', y = '7402.5', min_within_quantile = '7265.75', max_within_quantile = '7524.81' WHERE ds = '2024-03-22 00:00:00' +2024-11-25 16:42:02,827 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00' +2024-11-25 16:42:02,827 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-25 00:00:00', NHITS = '7391.64', Informer = '7325.28', LSTM = '7461.17', iTransformer = '7393.97', TSMixer = '7387.76', TSMixerx = '7369.43', PatchTST = '7365.92', RNN = '7393.09', GRU = '7439.85', TCN = '7507.91', BiTCN = '7313.56', DilatedRNN = '7438.16', MLP = '7376.85', DLinear = '7416.57', NLinear = '7401.09', TFT = '7381.14', StemGNN = '7266.82', MLPMultivariate = '7371.35', TiDE = '7396.5', DeepNPTS = '7399.49', y = '7372.5', min_within_quantile = '7266.82', max_within_quantile = '7507.91' WHERE ds = '2024-03-25 00:00:00' +2024-11-25 16:42:02,831 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00' +2024-11-25 16:42:02,831 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-26 00:00:00', NHITS = '7346.88', Informer = '7323.17', LSTM = '7439.18', iTransformer = '7334.84', TSMixer = '7354.43', TSMixerx = '7339.4', PatchTST = '7339.95', RNN = '7361.9', GRU = '7414.83', TCN = '7461.94', BiTCN = '7304.57', DilatedRNN = '7414.13', MLP = '7346.79', DLinear = '7371.6', NLinear = '7358.8', TFT = '7343.21', StemGNN = '7267.58', MLPMultivariate = '7348.96', TiDE = '7358.84', DeepNPTS = '7328.65', y = '7365.0', min_within_quantile = '7267.58', max_within_quantile = '7461.94' WHERE ds = '2024-03-26 00:00:00' +2024-11-25 16:42:02,837 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00' +2024-11-25 16:42:02,837 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-27 00:00:00', NHITS = '7337.9', Informer = '7324.08', LSTM = '7436.17', iTransformer = '7313.24', TSMixer = '7346.88', TSMixerx = '7322.41', PatchTST = '7342.69', RNN = '7355.23', GRU = '7413.55', TCN = '7452.62', BiTCN = '7312.91', DilatedRNN = '7407.79', MLP = '7332.73', DLinear = '7353.88', NLinear = '7351.98', TFT = '7331.26', StemGNN = '7268.36', MLPMultivariate = '7336.68', TiDE = '7359.92', DeepNPTS = '7319.03', y = '7345.0', min_within_quantile = '7268.36', max_within_quantile = '7452.62' WHERE ds = '2024-03-27 00:00:00' +2024-11-25 16:42:02,842 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00' +2024-11-25 16:42:02,842 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-28 00:00:00', NHITS = '7325.03', Informer = '7359.14', LSTM = '7421.34', iTransformer = '7301.39', TSMixer = '7332.52', TSMixerx = '7310.32', PatchTST = '7336.8', RNN = '7340.52', GRU = '7395.31', TCN = '7425.37', BiTCN = '7329.53', DilatedRNN = '7393.65', MLP = '7311.09', DLinear = '7338.4', NLinear = '7331.14', TFT = '7319.22', StemGNN = '7269.08', MLPMultivariate = '7322.39', TiDE = '7342.72', DeepNPTS = '7307.83', y = '7345.0', min_within_quantile = '7269.08', max_within_quantile = '7425.37' WHERE ds = '2024-03-28 00:00:00' +2024-11-25 16:42:02,846 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00' +2024-11-25 16:42:02,846 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-03-29 00:00:00', NHITS = '7341.99', Informer = '7329.45', LSTM = '7423.09', iTransformer = '7296.48', TSMixer = '7329.01', TSMixerx = '7301.72', PatchTST = '7337.06', RNN = '7342.55', GRU = '7398.87', TCN = '7421.52', BiTCN = '7324.25', DilatedRNN = '7394.78', MLP = '7302.9', DLinear = '7326.32', NLinear = '7335.04', TFT = '7317.02', StemGNN = '7270.23', MLPMultivariate = '7317.0', TiDE = '7332.39', DeepNPTS = '7297.89', y = '7345.0', min_within_quantile = '7270.23', max_within_quantile = '7423.09' WHERE ds = '2024-03-29 00:00:00' +2024-11-25 16:42:02,851 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00' +2024-11-25 16:42:02,851 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-01 00:00:00', NHITS = '7347.55', Informer = '7317.88', LSTM = '7422.55', iTransformer = '7304.17', TSMixer = '7326.74', TSMixerx = '7315.43', PatchTST = '7330.65', RNN = '7344.6', GRU = '7397.06', TCN = '7415.69', BiTCN = '7330.89', DilatedRNN = '7394.48', MLP = '7303.02', DLinear = '7327.26', NLinear = '7339.21', TFT = '7317.63', StemGNN = '7271.13', MLPMultivariate = '7319.52', TiDE = '7331.22', DeepNPTS = '7279.05', y = '7360.0', min_within_quantile = '7271.13', max_within_quantile = '7422.55' WHERE ds = '2024-04-01 00:00:00' +2024-11-25 16:42:02,856 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00' +2024-11-25 16:42:02,856 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-02 00:00:00', NHITS = '7355.73', Informer = '7319.31', LSTM = '7433.9', iTransformer = '7307.89', TSMixer = '7334.47', TSMixerx = '7336.23', PatchTST = '7343.25', RNN = '7361.45', GRU = '7410.36', TCN = '7419.88', BiTCN = '7331.99', DilatedRNN = '7404.81', MLP = '7303.75', DLinear = '7332.88', NLinear = '7350.85', TFT = '7327.93', StemGNN = '7271.92', MLPMultivariate = '7320.37', TiDE = '7333.91', DeepNPTS = '7329.05', y = '7380.0', min_within_quantile = '7271.92', max_within_quantile = '7433.9' WHERE ds = '2024-04-02 00:00:00' +2024-11-25 16:42:02,860 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00' +2024-11-25 16:42:02,860 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-03 00:00:00', NHITS = '7379.54', Informer = '7379.58', LSTM = '7447.47', iTransformer = '7306.54', TSMixer = '7353.11', TSMixerx = '7368.04', PatchTST = '7347.95', RNN = '7385.81', GRU = '7424.77', TCN = '7453.6', BiTCN = '7350.8', DilatedRNN = '7421.16', MLP = '7319.72', DLinear = '7343.96', NLinear = '7372.46', TFT = '7334.18', StemGNN = '7273.22', MLPMultivariate = '7329.05', TiDE = '7348.21', DeepNPTS = '7376.53', y = '7397.5', min_within_quantile = '7273.22', max_within_quantile = '7453.6' WHERE ds = '2024-04-03 00:00:00' +2024-11-25 16:42:02,865 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00' +2024-11-25 16:42:02,865 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-07 00:00:00', NHITS = '7398.88', Informer = '7438.32', LSTM = '7459.43', iTransformer = '7307.01', TSMixer = '7377.25', TSMixerx = '7373.61', PatchTST = '7374.73', RNN = '7404.09', GRU = '7437.51', TCN = '7469.39', BiTCN = '7371.3', DilatedRNN = '7434.85', MLP = '7341.97', DLinear = '7378.72', NLinear = '7389.85', TFT = '7364.22', StemGNN = '7275.66', MLPMultivariate = '7347.99', TiDE = '7377.65', DeepNPTS = '7395.86', y = '7437.5', min_within_quantile = '7275.66', max_within_quantile = '7469.39' WHERE ds = '2024-04-07 00:00:00' +2024-11-25 16:42:02,870 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00' +2024-11-25 16:42:02,870 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-08 00:00:00', NHITS = '7444.28', Informer = '7484.37', LSTM = '7488.05', iTransformer = '7325.72', TSMixer = '7417.71', TSMixerx = '7437.38', PatchTST = '7429.42', RNN = '7448.9', GRU = '7470.09', TCN = '7533.97', BiTCN = '7396.86', DilatedRNN = '7465.03', MLP = '7370.57', DLinear = '7416.24', NLinear = '7438.01', TFT = '7419.01', StemGNN = '7279.59', MLPMultivariate = '7390.81', TiDE = '7417.71', DeepNPTS = '7437.19', y = '7490.0', min_within_quantile = '7279.59', max_within_quantile = '7533.97' WHERE ds = '2024-04-08 00:00:00' +2024-11-25 16:42:02,875 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00' +2024-11-25 16:42:02,875 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-09 00:00:00', NHITS = '7509.21', Informer = '7484.5', LSTM = '7523.41', iTransformer = '7434.79', TSMixer = '7471.24', TSMixerx = '7481.93', PatchTST = '7511.91', RNN = '7505.19', GRU = '7510.43', TCN = '7627.06', BiTCN = '7416.24', DilatedRNN = '7504.47', MLP = '7418.06', DLinear = '7477.31', NLinear = '7497.37', TFT = '7459.21', StemGNN = '7282.72', MLPMultivariate = '7449.74', TiDE = '7469.86', DeepNPTS = '7488.95', y = '7507.5', min_within_quantile = '7282.72', max_within_quantile = '7627.06' WHERE ds = '2024-04-09 00:00:00' +2024-11-25 16:42:02,879 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00' +2024-11-25 16:42:02,879 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-10 00:00:00', NHITS = '7527.79', Informer = '7485.47', LSTM = '7532.64', iTransformer = '7552.08', TSMixer = '7495.1', TSMixerx = '7523.3', PatchTST = '7523.77', RNN = '7518.22', GRU = '7518.49', TCN = '7624.54', BiTCN = '7427.48', DilatedRNN = '7517.28', MLP = '7461.92', DLinear = '7502.92', NLinear = '7514.14', TFT = '7480.17', StemGNN = '7286.85', MLPMultivariate = '7492.22', TiDE = '7492.52', DeepNPTS = '7504.37', y = '7497.5', min_within_quantile = '7286.85', max_within_quantile = '7624.54' WHERE ds = '2024-04-10 00:00:00' +2024-11-25 16:42:02,884 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00' +2024-11-25 16:42:02,884 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-11 00:00:00', NHITS = '7493.91', Informer = '7435.15', LSTM = '7524.28', iTransformer = '7559.16', TSMixer = '7490.59', TSMixerx = '7524.42', PatchTST = '7479.18', RNN = '7501.04', GRU = '7509.35', TCN = '7599.77', BiTCN = '7405.08', DilatedRNN = '7510.2', MLP = '7433.25', DLinear = '7504.89', NLinear = '7504.69', TFT = '7476.21', StemGNN = '7290.85', MLPMultivariate = '7475.3', TiDE = '7496.43', DeepNPTS = '7492.14', y = '7497.5', min_within_quantile = '7290.85', max_within_quantile = '7599.77' WHERE ds = '2024-04-11 00:00:00' +2024-11-25 16:42:02,889 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00' +2024-11-25 16:42:02,889 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-12 00:00:00', NHITS = '7474.59', Informer = '7434.98', LSTM = '7524.88', iTransformer = '7508.02', TSMixer = '7479.57', TSMixerx = '7490.56', PatchTST = '7479.42', RNN = '7497.37', GRU = '7512.34', TCN = '7567.31', BiTCN = '7402.17', DilatedRNN = '7509.49', MLP = '7432.18', DLinear = '7516.27', NLinear = '7493.79', TFT = '7454.36', StemGNN = '7294.96', MLPMultivariate = '7468.48', TiDE = '7490.05', DeepNPTS = '7433.75', y = '7506.67', min_within_quantile = '7294.96', max_within_quantile = '7567.31' WHERE ds = '2024-04-12 00:00:00' +2024-11-25 16:42:02,894 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00' +2024-11-25 16:42:02,894 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-15 00:00:00', NHITS = '7468.5', Informer = '7463.88', LSTM = '7531.07', iTransformer = '7509.68', TSMixer = '7475.7', TSMixerx = '7407.63', PatchTST = '7469.24', RNN = '7504.41', GRU = '7520.1', TCN = '7553.06', BiTCN = '7404.14', DilatedRNN = '7513.66', MLP = '7439.02', DLinear = '7500.73', NLinear = '7503.83', TFT = '7416.14', StemGNN = '7298.55', MLPMultivariate = '7466.32', TiDE = '7489.47', DeepNPTS = '7473.84', y = '7482.5', min_within_quantile = '7298.55', max_within_quantile = '7553.06' WHERE ds = '2024-04-15 00:00:00' +2024-11-25 16:42:02,898 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00' +2024-11-25 16:42:02,898 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-16 00:00:00', NHITS = '7442.52', Informer = '7524.17', LSTM = '7512.46', iTransformer = '7483.61', TSMixer = '7452.02', TSMixerx = '7390.86', PatchTST = '7429.71', RNN = '7475.43', GRU = '7497.21', TCN = '7519.57', BiTCN = '7399.61', DilatedRNN = '7492.75', MLP = '7412.4', DLinear = '7463.9', NLinear = '7464.52', TFT = '7391.04', StemGNN = '7300.03', MLPMultivariate = '7434.93', TiDE = '7469.24', DeepNPTS = '7359.21', y = '7495.0', min_within_quantile = '7300.03', max_within_quantile = '7524.17' WHERE ds = '2024-04-16 00:00:00' +2024-11-25 16:42:02,903 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00' +2024-11-25 16:42:02,903 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-17 00:00:00', NHITS = '7451.07', Informer = '7550.8', LSTM = '7524.56', iTransformer = '7490.03', TSMixer = '7456.48', TSMixerx = '7380.51', PatchTST = '7451.85', RNN = '7494.78', GRU = '7514.28', TCN = '7539.52', BiTCN = '7404.66', DilatedRNN = '7504.01', MLP = '7410.28', DLinear = '7470.56', NLinear = '7480.26', TFT = '7395.61', StemGNN = '7301.15', MLPMultivariate = '7440.26', TiDE = '7465.12', DeepNPTS = '7380.12', y = '7497.5', min_within_quantile = '7301.15', max_within_quantile = '7550.8' WHERE ds = '2024-04-17 00:00:00' +2024-11-25 16:42:02,908 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00' +2024-11-25 16:42:02,908 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-18 00:00:00', NHITS = '7457.66', Informer = '7503.4', LSTM = '7524.5', iTransformer = '7468.81', TSMixer = '7459.76', TSMixerx = '7385.92', PatchTST = '7442.99', RNN = '7500.19', GRU = '7512.1', TCN = '7532.3', BiTCN = '7411.08', DilatedRNN = '7503.89', MLP = '7417.93', DLinear = '7465.77', NLinear = '7490.32', TFT = '7403.65', StemGNN = '7303.0', MLPMultivariate = '7453.34', TiDE = '7473.29', DeepNPTS = '7489.16', y = '7497.5', min_within_quantile = '7303.0', max_within_quantile = '7532.3' WHERE ds = '2024-04-18 00:00:00' +2024-11-25 16:42:02,912 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00' +2024-11-25 16:42:02,912 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-19 00:00:00', NHITS = '7467.65', Informer = '7489.07', LSTM = '7525.13', iTransformer = '7307.31', TSMixer = '7460.81', TSMixerx = '7424.35', PatchTST = '7435.96', RNN = '7495.89', GRU = '7513.11', TCN = '7517.37', BiTCN = '7417.42', DilatedRNN = '7503.02', MLP = '7407.39', DLinear = '7472.23', NLinear = '7481.39', TFT = '7407.39', StemGNN = '7306.72', MLPMultivariate = '7364.83', TiDE = '7464.98', DeepNPTS = '7494.04', y = '7527.5', min_within_quantile = '7306.72', max_within_quantile = '7525.13' WHERE ds = '2024-04-19 00:00:00' +2024-11-25 16:42:02,917 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00' +2024-11-25 16:42:02,917 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-22 00:00:00', NHITS = '7497.78', Informer = '7532.46', LSTM = '7547.54', iTransformer = '7283.75', TSMixer = '7487.13', TSMixerx = '7461.74', PatchTST = '7479.89', RNN = '7533.02', GRU = '7539.29', TCN = '7569.82', BiTCN = '7440.02', DilatedRNN = '7528.36', MLP = '7435.37', DLinear = '7481.29', NLinear = '7525.8', TFT = '7420.22', StemGNN = '7311.05', MLPMultivariate = '7390.11', TiDE = '7483.89', DeepNPTS = '7523.3', y = '7527.5', min_within_quantile = '7283.75', max_within_quantile = '7569.82' WHERE ds = '2024-04-22 00:00:00' +2024-11-25 16:42:02,923 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00' +2024-11-25 16:42:02,923 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-23 00:00:00', NHITS = '7511.9', Informer = '7522.29', LSTM = '7544.32', iTransformer = '7258.76', TSMixer = '7500.05', TSMixerx = '7522.14', PatchTST = '7495.4', RNN = '7530.59', GRU = '7533.16', TCN = '7581.08', BiTCN = '7446.86', DilatedRNN = '7526.82', MLP = '7449.73', DLinear = '7504.57', NLinear = '7514.41', TFT = '7421.39', StemGNN = '7314.71', MLPMultivariate = '7422.09', TiDE = '7501.74', DeepNPTS = '7525.61', y = '7510.0', min_within_quantile = '7258.76', max_within_quantile = '7581.08' WHERE ds = '2024-04-23 00:00:00' +2024-11-25 16:42:02,927 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00' +2024-11-25 16:42:02,927 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-24 00:00:00', NHITS = '7504.27', Informer = '7499.5', LSTM = '7531.97', iTransformer = '7277.19', TSMixer = '7492.46', TSMixerx = '7520.43', PatchTST = '7482.69', RNN = '7506.73', GRU = '7519.8', TCN = '7569.62', BiTCN = '7440.99', DilatedRNN = '7514.68', MLP = '7460.15', DLinear = '7501.35', NLinear = '7490.7', TFT = '7417.82', StemGNN = '7319.64', MLPMultivariate = '7421.83', TiDE = '7489.4', DeepNPTS = '7509.19', y = '7487.5', min_within_quantile = '7277.19', max_within_quantile = '7569.62' WHERE ds = '2024-04-24 00:00:00' +2024-11-25 16:42:02,932 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00' +2024-11-25 16:42:02,932 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-25 00:00:00', NHITS = '7486.25', Informer = '7489.61', LSTM = '7516.55', iTransformer = '7305.9', TSMixer = '7474.53', TSMixerx = '7548.24', PatchTST = '7469.55', RNN = '7482.66', GRU = '7502.99', TCN = '7547.37', BiTCN = '7439.33', DilatedRNN = '7499.65', MLP = '7465.73', DLinear = '7476.84', NLinear = '7477.29', TFT = '7416.24', StemGNN = '7324.2', MLPMultivariate = '7439.34', TiDE = '7467.09', DeepNPTS = '7487.12', y = '7487.5', min_within_quantile = '7305.9', max_within_quantile = '7548.24' WHERE ds = '2024-04-25 00:00:00' +2024-11-25 16:42:02,937 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00' +2024-11-25 16:42:02,937 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-26 00:00:00', NHITS = '7485.26', Informer = '7485.22', LSTM = '7518.37', iTransformer = '7294.92', TSMixer = '7474.39', TSMixerx = '7559.39', PatchTST = '7484.3', RNN = '7480.52', GRU = '7506.77', TCN = '7537.21', BiTCN = '7450.98', DilatedRNN = '7499.39', MLP = '7474.18', DLinear = '7488.34', NLinear = '7480.68', TFT = '7419.76', StemGNN = '7326.86', MLPMultivariate = '7430.49', TiDE = '7470.35', DeepNPTS = '7486.91', y = '7502.5', min_within_quantile = '7294.92', max_within_quantile = '7559.39' WHERE ds = '2024-04-26 00:00:00' +2024-11-25 16:42:02,941 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00' +2024-11-25 16:42:02,941 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-28 00:00:00', NHITS = '7495.97', Informer = '7562.73', LSTM = '7529.16', iTransformer = '7287.19', TSMixer = '7488.16', TSMixerx = '7561.48', PatchTST = '7512.93', RNN = '7501.6', GRU = '7518.83', TCN = '7538.35', BiTCN = '7476.58', DilatedRNN = '7510.21', MLP = '7486.65', DLinear = '7480.4', NLinear = '7502.99', TFT = '7418.23', StemGNN = '7330.91', MLPMultivariate = '7436.96', TiDE = '7488.76', DeepNPTS = '7501.64', y = '7527.5', min_within_quantile = '7287.19', max_within_quantile = '7562.73' WHERE ds = '2024-04-28 00:00:00' +2024-11-25 16:42:02,947 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00' +2024-11-25 16:42:02,947 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-29 00:00:00', NHITS = '7515.91', Informer = '7624.48', LSTM = '7546.91', iTransformer = '7279.48', TSMixer = '7510.22', TSMixerx = '7576.79', PatchTST = '7545.4', RNN = '7532.25', GRU = '7538.1', TCN = '7551.5', BiTCN = '7498.8', DilatedRNN = '7530.96', MLP = '7492.32', DLinear = '7507.14', NLinear = '7521.29', TFT = '7443.08', StemGNN = '7334.25', MLPMultivariate = '7455.0', TiDE = '7510.59', DeepNPTS = '7523.06', y = '7537.5', min_within_quantile = '7279.48', max_within_quantile = '7624.48' WHERE ds = '2024-04-29 00:00:00' +2024-11-25 16:42:02,951 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00' +2024-11-25 16:42:02,951 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-04-30 00:00:00', NHITS = '7522.52', Informer = '7628.2', LSTM = '7552.62', iTransformer = '7346.42', TSMixer = '7519.13', TSMixerx = '7545.64', PatchTST = '7560.92', RNN = '7543.43', GRU = '7542.47', TCN = '7560.26', BiTCN = '7514.21', DilatedRNN = '7540.41', MLP = '7507.21', DLinear = '7532.45', NLinear = '7533.48', TFT = '7450.2', StemGNN = '7338.4', MLPMultivariate = '7478.6', TiDE = '7515.86', DeepNPTS = '7531.5', y = '7532.5', min_within_quantile = '7338.4', max_within_quantile = '7628.2' WHERE ds = '2024-04-30 00:00:00' +2024-11-25 16:42:02,956 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00' +2024-11-25 16:42:02,956 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-06 00:00:00', NHITS = '7520.02', Informer = '7615.18', LSTM = '7547.94', iTransformer = '7367.74', TSMixer = '7512.47', TSMixerx = '7552.5', PatchTST = '7531.26', RNN = '7534.56', GRU = '7537.41', TCN = '7534.05', BiTCN = '7504.78', DilatedRNN = '7535.56', MLP = '7504.68', DLinear = '7517.42', NLinear = '7531.49', TFT = '7448.33', StemGNN = '7343.92', MLPMultivariate = '7466.23', TiDE = '7513.53', DeepNPTS = '7458.82', y = '7502.5', min_within_quantile = '7343.92', max_within_quantile = '7615.18' WHERE ds = '2024-05-06 00:00:00' +2024-11-25 16:42:02,961 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00' +2024-11-25 16:42:02,961 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-07 00:00:00', NHITS = '7490.75', Informer = '7544.09', LSTM = '7525.55', iTransformer = '7360.35', TSMixer = '7482.29', TSMixerx = '7505.21', PatchTST = '7494.13', RNN = '7496.38', GRU = '7512.44', TCN = '7508.45', BiTCN = '7484.02', DilatedRNN = '7511.55', MLP = '7464.48', DLinear = '7491.48', NLinear = '7489.19', TFT = '7435.35', StemGNN = '7350.48', MLPMultivariate = '7427.34', TiDE = '7479.37', DeepNPTS = '7385.34', y = '7475.0', min_within_quantile = '7350.48', max_within_quantile = '7544.09' WHERE ds = '2024-05-07 00:00:00' +2024-11-25 16:42:02,965 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00' +2024-11-25 16:42:02,965 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-08 00:00:00', NHITS = '7465.21', Informer = '7463.71', LSTM = '7508.1', iTransformer = '7314.5', TSMixer = '7451.67', TSMixerx = '7474.96', PatchTST = '7460.93', RNN = '7462.15', GRU = '7493.8', TCN = '7485.64', BiTCN = '7457.34', DilatedRNN = '7490.37', MLP = '7436.19', DLinear = '7457.4', NLinear = '7468.88', TFT = '7427.27', StemGNN = '7357.57', MLPMultivariate = '7294.83', TiDE = '7451.49', DeepNPTS = '7412.37', y = '7512.5', min_within_quantile = '7294.83', max_within_quantile = '7508.1' WHERE ds = '2024-05-08 00:00:00' +2024-11-25 16:42:02,970 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00' +2024-11-25 16:42:02,970 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-09 00:00:00', NHITS = '7502.46', Informer = '7479.3', LSTM = '7537.79', iTransformer = '7298.47', TSMixer = '7473.98', TSMixerx = '7514.62', PatchTST = '7490.37', RNN = '7511.61', GRU = '7531.07', TCN = '7516.06', BiTCN = '7467.68', DilatedRNN = '7518.55', MLP = '7443.93', DLinear = '7476.07', NLinear = '7497.96', TFT = '7460.86', StemGNN = '7365.0', MLPMultivariate = '7273.3', TiDE = '7475.34', DeepNPTS = '7507.1', y = '7505.0', min_within_quantile = '7273.3', max_within_quantile = '7537.79' WHERE ds = '2024-05-09 00:00:00' +2024-11-25 16:42:02,975 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00' +2024-11-25 16:42:02,975 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-10 00:00:00', NHITS = '7504.89', Informer = '7470.37', LSTM = '7528.36', iTransformer = '7280.79', TSMixer = '7477.09', TSMixerx = '7486.53', PatchTST = '7471.01', RNN = '7506.09', GRU = '7515.31', TCN = '7521.28', BiTCN = '7467.61', DilatedRNN = '7510.47', MLP = '7439.12', DLinear = '7475.61', NLinear = '7496.91', TFT = '7472.9', StemGNN = '7373.5', MLPMultivariate = '7230.71', TiDE = '7469.32', DeepNPTS = '7502.97', y = '7477.5', min_within_quantile = '7230.71', max_within_quantile = '7528.36' WHERE ds = '2024-05-10 00:00:00' +2024-11-25 16:42:02,980 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00' +2024-11-25 16:42:02,980 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-11 00:00:00', NHITS = '7479.01', Informer = '7440.38', LSTM = '7510.4', iTransformer = '7270.46', TSMixer = '7464.68', TSMixerx = '7482.19', PatchTST = '7462.48', RNN = '7472.86', GRU = '7495.14', TCN = '7501.23', BiTCN = '7456.51', DilatedRNN = '7493.0', MLP = '7431.41', DLinear = '7464.92', NLinear = '7469.54', TFT = '7447.08', StemGNN = '7382.32', MLPMultivariate = '7232.7', TiDE = '7461.23', DeepNPTS = '7478.14', y = '7475.0', min_within_quantile = '7232.7', max_within_quantile = '7510.4' WHERE ds = '2024-05-11 00:00:00' +2024-11-25 16:42:02,985 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00' +2024-11-25 16:42:02,985 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-13 00:00:00', NHITS = '7494.17', Informer = '7422.18', LSTM = '7510.57', iTransformer = '7272.96', TSMixer = '7468.91', TSMixerx = '7464.44', PatchTST = '7465.47', RNN = '7475.03', GRU = '7497.06', TCN = '7493.72', BiTCN = '7453.21', DilatedRNN = '7492.95', MLP = '7436.06', DLinear = '7479.65', NLinear = '7472.74', TFT = '7456.98', StemGNN = '7391.54', MLPMultivariate = '7278.73', TiDE = '7464.15', DeepNPTS = '7476.08', y = '7485.0', min_within_quantile = '7272.96', max_within_quantile = '7510.57' WHERE ds = '2024-05-13 00:00:00' +2024-11-25 16:42:02,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00' +2024-11-25 16:42:02,989 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-14 00:00:00', NHITS = '7490.05', Informer = '7459.35', LSTM = '7517.47', iTransformer = '7292.0', TSMixer = '7475.44', TSMixerx = '7488.99', PatchTST = '7467.43', RNN = '7482.22', GRU = '7505.0', TCN = '7491.7', BiTCN = '7449.48', DilatedRNN = '7495.8', MLP = '7462.32', DLinear = '7482.8', NLinear = '7493.18', TFT = '7467.48', StemGNN = '7402.29', MLPMultivariate = '7311.51', TiDE = '7473.03', DeepNPTS = '7484.51', y = '7507.5', min_within_quantile = '7292.0', max_within_quantile = '7517.47' WHERE ds = '2024-05-14 00:00:00' +2024-11-25 16:42:02,994 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00' +2024-11-25 16:42:02,994 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-15 00:00:00', NHITS = '7505.51', Informer = '7479.1', LSTM = '7533.49', iTransformer = '7342.85', TSMixer = '7496.99', TSMixerx = '7543.64', PatchTST = '7489.92', RNN = '7509.08', GRU = '7523.17', TCN = '7504.63', BiTCN = '7472.61', DilatedRNN = '7513.79', MLP = '7495.91', DLinear = '7500.53', NLinear = '7504.59', TFT = '7490.61', StemGNN = '7407.93', MLPMultivariate = '7341.56', TiDE = '7495.6', DeepNPTS = '7507.27', y = '7510.0', min_within_quantile = '7341.56', max_within_quantile = '7543.64' WHERE ds = '2024-05-15 00:00:00' +2024-11-25 16:42:02,999 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00' +2024-11-25 16:42:02,999 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-16 00:00:00', NHITS = '7502.35', Informer = '7498.85', LSTM = '7533.47', iTransformer = '7349.43', TSMixer = '7507.07', TSMixerx = '7552.25', PatchTST = '7494.65', RNN = '7515.69', GRU = '7521.24', TCN = '7520.24', BiTCN = '7496.29', DilatedRNN = '7517.91', MLP = '7505.36', DLinear = '7509.93', NLinear = '7500.98', TFT = '7496.63', StemGNN = '7411.73', MLPMultivariate = '7332.62', TiDE = '7504.28', DeepNPTS = '7509.08', y = '7525.0', min_within_quantile = '7332.62', max_within_quantile = '7552.25' WHERE ds = '2024-05-16 00:00:00' +2024-11-25 16:42:03,004 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00' +2024-11-25 16:42:03,004 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-17 00:00:00', NHITS = '7515.81', Informer = '7493.88', LSTM = '7544.87', iTransformer = '7371.63', TSMixer = '7519.93', TSMixerx = '7578.68', PatchTST = '7520.25', RNN = '7529.74', GRU = '7535.34', TCN = '7559.65', BiTCN = '7517.23', DilatedRNN = '7530.73', MLP = '7515.29', DLinear = '7521.65', NLinear = '7521.52', TFT = '7513.67', StemGNN = '7413.52', MLPMultivariate = '7344.5', TiDE = '7515.28', DeepNPTS = '7458.27', y = '7587.5', min_within_quantile = '7344.5', max_within_quantile = '7578.68' WHERE ds = '2024-05-17 00:00:00' +2024-11-25 16:42:03,009 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00' +2024-11-25 16:42:03,009 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-20 00:00:00', NHITS = '7585.31', Informer = '7612.47', LSTM = '7596.32', iTransformer = '7418.88', TSMixer = '7568.41', TSMixerx = '7594.8', PatchTST = '7603.39', RNN = '7596.08', GRU = '7589.06', TCN = '7638.46', BiTCN = '7561.32', DilatedRNN = '7578.94', MLP = '7579.88', DLinear = '7560.62', NLinear = '7595.4', TFT = '7586.71', StemGNN = '7414.08', MLPMultivariate = '7380.63', TiDE = '7568.85', DeepNPTS = '7582.93', y = '7670.0', min_within_quantile = '7380.63', max_within_quantile = '7638.46' WHERE ds = '2024-05-20 00:00:00' +2024-11-25 16:42:03,014 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00' +2024-11-25 16:42:03,014 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-21 00:00:00', NHITS = '7680.16', Informer = '7705.88', LSTM = '7673.03', iTransformer = '7440.37', TSMixer = '7638.34', TSMixerx = '7638.54', PatchTST = '7689.84', RNN = '7701.25', GRU = '7672.27', TCN = '7723.09', BiTCN = '7592.08', DilatedRNN = '7660.82', MLP = '7679.96', DLinear = '7642.92', NLinear = '7677.48', TFT = '7641.0', StemGNN = '7413.99', MLPMultivariate = '7472.35', TiDE = '7642.75', DeepNPTS = '7667.83', y = '7677.5', min_within_quantile = '7413.99', max_within_quantile = '7723.09' WHERE ds = '2024-05-21 00:00:00' +2024-11-25 16:42:03,020 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00' +2024-11-25 16:42:03,020 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-22 00:00:00', NHITS = '7698.86', Informer = '7686.67', LSTM = '7669.4', iTransformer = '7439.25', TSMixer = '7657.28', TSMixerx = '7686.7', PatchTST = '7664.3', RNN = '7700.12', GRU = '7660.55', TCN = '7728.22', BiTCN = '7579.34', DilatedRNN = '7665.66', MLP = '7687.48', DLinear = '7658.32', NLinear = '7679.26', TFT = '7651.28', StemGNN = '7415.62', MLPMultivariate = '7450.84', TiDE = '7658.39', DeepNPTS = '7671.11', y = '7677.5', min_within_quantile = '7415.62', max_within_quantile = '7728.22' WHERE ds = '2024-05-22 00:00:00' +2024-11-25 16:42:03,024 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00' +2024-11-25 16:42:03,024 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-23 00:00:00', NHITS = '7694.73', Informer = '7699.76', LSTM = '7668.47', iTransformer = '7456.81', TSMixer = '7655.07', TSMixerx = '7761.17', PatchTST = '7647.98', RNN = '7685.28', GRU = '7664.45', TCN = '7719.24', BiTCN = '7564.39', DilatedRNN = '7667.12', MLP = '7658.72', DLinear = '7665.99', NLinear = '7670.2', TFT = '7665.32', StemGNN = '7419.85', MLPMultivariate = '7480.79', TiDE = '7658.95', DeepNPTS = '7625.35', y = '7645.0', min_within_quantile = '7419.85', max_within_quantile = '7761.17' WHERE ds = '2024-05-23 00:00:00' +2024-11-25 16:42:03,029 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00' +2024-11-25 16:42:03,029 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-24 00:00:00', NHITS = '7648.45', Informer = '7616.18', LSTM = '7629.58', iTransformer = '7454.64', TSMixer = '7619.11', TSMixerx = '7749.11', PatchTST = '7602.05', RNN = '7629.39', GRU = '7622.75', TCN = '7683.57', BiTCN = '7547.5', DilatedRNN = '7625.02', MLP = '7602.54', DLinear = '7648.28', NLinear = '7636.47', TFT = '7618.62', StemGNN = '7426.05', MLPMultivariate = '7450.28', TiDE = '7622.44', DeepNPTS = '7601.46', y = '7630.0', min_within_quantile = '7426.05', max_within_quantile = '7749.11' WHERE ds = '2024-05-24 00:00:00' +2024-11-25 16:42:03,034 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00' +2024-11-25 16:42:03,034 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-27 00:00:00', NHITS = '7623.48', Informer = '7592.54', LSTM = '7619.28', iTransformer = '7428.96', TSMixer = '7597.88', TSMixerx = '7658.79', PatchTST = '7585.54', RNN = '7602.09', GRU = '7616.29', TCN = '7669.08', BiTCN = '7527.81', DilatedRNN = '7602.32', MLP = '7565.19', DLinear = '7609.98', NLinear = '7620.24', TFT = '7554.08', StemGNN = '7434.43', MLPMultivariate = '7423.9', TiDE = '7604.93', DeepNPTS = '7617.23', y = '7650.0', min_within_quantile = '7423.9', max_within_quantile = '7669.08' WHERE ds = '2024-05-27 00:00:00' +2024-11-25 16:42:03,039 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00' +2024-11-25 16:42:03,039 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-28 00:00:00', NHITS = '7635.28', Informer = '7636.18', LSTM = '7641.9', iTransformer = '7437.01', TSMixer = '7611.36', TSMixerx = '7613.04', PatchTST = '7591.25', RNN = '7636.9', GRU = '7642.92', TCN = '7723.32', BiTCN = '7534.48', DilatedRNN = '7625.4', MLP = '7555.91', DLinear = '7618.46', NLinear = '7634.92', TFT = '7547.65', StemGNN = '7443.18', MLPMultivariate = '7429.74', TiDE = '7621.69', DeepNPTS = '7644.29', y = '7690.0', min_within_quantile = '7429.74', max_within_quantile = '7723.32' WHERE ds = '2024-05-28 00:00:00' +2024-11-25 16:42:03,044 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00' +2024-11-25 16:42:03,044 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-29 00:00:00', NHITS = '7672.74', Informer = '7633.56', LSTM = '7684.05', iTransformer = '7528.32', TSMixer = '7650.45', TSMixerx = '7688.61', PatchTST = '7626.96', RNN = '7701.58', GRU = '7688.7', TCN = '7782.45', BiTCN = '7562.19', DilatedRNN = '7670.77', MLP = '7578.69', DLinear = '7660.35', NLinear = '7672.33', TFT = '7577.42', StemGNN = '7451.84', MLPMultivariate = '7468.19', TiDE = '7664.2', DeepNPTS = '7675.41', y = '7690.0', min_within_quantile = '7451.84', max_within_quantile = '7782.45' WHERE ds = '2024-05-29 00:00:00' +2024-11-25 16:42:03,048 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00' +2024-11-25 16:42:03,048 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-30 00:00:00', NHITS = '7654.1', Informer = '7684.07', LSTM = '7678.12', iTransformer = '7541.67', TSMixer = '7659.66', TSMixerx = '7729.29', PatchTST = '7624.52', RNN = '7704.72', GRU = '7676.98', TCN = '7779.26', BiTCN = '7579.58', DilatedRNN = '7671.92', MLP = '7582.24', DLinear = '7666.96', NLinear = '7677.91', TFT = '7594.99', StemGNN = '7460.23', MLPMultivariate = '7495.73', TiDE = '7672.25', DeepNPTS = '7667.67', y = '7716.67', min_within_quantile = '7460.23', max_within_quantile = '7779.26' WHERE ds = '2024-05-30 00:00:00' +2024-11-25 16:42:03,054 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00' +2024-11-25 16:42:03,054 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-05-31 00:00:00', NHITS = '7676.27', Informer = '7688.36', LSTM = '7709.91', iTransformer = '7545.66', TSMixer = '7682.7', TSMixerx = '7689.07', PatchTST = '7663.72', RNN = '7741.18', GRU = '7716.75', TCN = '7796.91', BiTCN = '7603.56', DilatedRNN = '7706.31', MLP = '7608.99', DLinear = '7704.17', NLinear = '7713.34', TFT = '7595.06', StemGNN = '7467.27', MLPMultivariate = '7548.03', TiDE = '7691.61', DeepNPTS = '7693.02', y = '7740.0', min_within_quantile = '7467.27', max_within_quantile = '7796.91' WHERE ds = '2024-05-31 00:00:00' +2024-11-25 16:42:03,060 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00' +2024-11-25 16:42:03,060 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-03 00:00:00', NHITS = '7702.89', Informer = '7687.78', LSTM = '7730.39', iTransformer = '7565.92', TSMixer = '7702.51', TSMixerx = '7678.21', PatchTST = '7698.71', RNN = '7768.16', GRU = '7739.78', TCN = '7802.96', BiTCN = '7623.76', DilatedRNN = '7729.22', MLP = '7646.33', DLinear = '7716.21', NLinear = '7741.67', TFT = '7607.83', StemGNN = '7473.28', MLPMultivariate = '7605.06', TiDE = '7709.22', DeepNPTS = '7727.81', y = '7720.0', min_within_quantile = '7473.28', max_within_quantile = '7802.96' WHERE ds = '2024-06-03 00:00:00' +2024-11-25 16:42:03,065 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00' +2024-11-25 16:42:03,065 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-04 00:00:00', NHITS = '7696.45', Informer = '7719.77', LSTM = '7702.07', iTransformer = '7563.73', TSMixer = '7689.31', TSMixerx = '7703.56', PatchTST = '7673.59', RNN = '7720.68', GRU = '7705.27', TCN = '7791.84', BiTCN = '7619.96', DilatedRNN = '7697.91', MLP = '7630.0', DLinear = '7684.81', NLinear = '7701.14', TFT = '7603.86', StemGNN = '7478.13', MLPMultivariate = '7609.6', TiDE = '7698.05', DeepNPTS = '7718.95', y = '7650.0', min_within_quantile = '7478.13', max_within_quantile = '7791.84' WHERE ds = '2024-06-04 00:00:00' +2024-11-25 16:42:03,070 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00' +2024-11-25 16:42:03,070 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-05 00:00:00', NHITS = '7642.69', Informer = '7663.56', LSTM = '7626.45', iTransformer = '7528.37', TSMixer = '7629.66', TSMixerx = '7668.93', PatchTST = '7610.55', RNN = '7622.92', GRU = '7622.57', TCN = '7725.94', BiTCN = '7597.73', DilatedRNN = '7617.74', MLP = '7596.54', DLinear = '7644.32', NLinear = '7617.92', TFT = '7579.07', StemGNN = '7481.54', MLPMultivariate = '7538.05', TiDE = '7629.27', DeepNPTS = '7650.15', y = '7620.0', min_within_quantile = '7481.54', max_within_quantile = '7725.94' WHERE ds = '2024-06-05 00:00:00' +2024-11-25 16:42:03,075 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00' +2024-11-25 16:42:03,075 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-06 00:00:00', NHITS = '7634.74', Informer = '7659.39', LSTM = '7607.58', iTransformer = '7509.72', TSMixer = '7597.59', TSMixerx = '7690.64', PatchTST = '7610.48', RNN = '7592.94', GRU = '7607.31', TCN = '7648.04', BiTCN = '7587.1', DilatedRNN = '7592.81', MLP = '7593.09', DLinear = '7613.26', NLinear = '7598.03', TFT = '7595.39', StemGNN = '7484.23', MLPMultivariate = '7491.53', TiDE = '7586.05', DeepNPTS = '7619.32', y = '7600.0', min_within_quantile = '7484.23', max_within_quantile = '7690.64' WHERE ds = '2024-06-06 00:00:00' +2024-11-25 16:42:03,080 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00' +2024-11-25 16:42:03,080 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-07 00:00:00', NHITS = '7617.12', Informer = '7610.01', LSTM = '7591.8', iTransformer = '7498.52', TSMixer = '7582.46', TSMixerx = '7650.32', PatchTST = '7621.19', RNN = '7576.67', GRU = '7589.4', TCN = '7599.79', BiTCN = '7580.89', DilatedRNN = '7574.45', MLP = '7592.76', DLinear = '7572.69', NLinear = '7587.91', TFT = '7577.3', StemGNN = '7487.19', MLPMultivariate = '7470.38', TiDE = '7575.11', DeepNPTS = '7600.84', y = '7606.67', min_within_quantile = '7470.38', max_within_quantile = '7650.32' WHERE ds = '2024-06-07 00:00:00' +2024-11-25 16:42:03,085 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00' +2024-11-25 16:42:03,085 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-11 00:00:00', NHITS = '7611.94', Informer = '7633.09', LSTM = '7603.6', iTransformer = '7493.56', TSMixer = '7591.12', TSMixerx = '7632.76', PatchTST = '7620.96', RNN = '7591.12', GRU = '7600.96', TCN = '7620.96', BiTCN = '7583.22', DilatedRNN = '7583.42', MLP = '7583.54', DLinear = '7582.77', NLinear = '7602.66', TFT = '7577.2', StemGNN = '7490.31', MLPMultivariate = '7481.58', TiDE = '7592.15', DeepNPTS = '7606.31', y = '7620.0', min_within_quantile = '7481.58', max_within_quantile = '7633.09' WHERE ds = '2024-06-11 00:00:00' +2024-11-25 16:42:03,089 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00' +2024-11-25 16:42:03,089 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-12 00:00:00', NHITS = '7613.38', Informer = '7652.18', LSTM = '7616.68', iTransformer = '7483.28', TSMixer = '7607.61', TSMixerx = '7638.63', PatchTST = '7629.52', RNN = '7618.94', GRU = '7612.19', TCN = '7660.15', BiTCN = '7602.21', DilatedRNN = '7602.57', MLP = '7581.66', DLinear = '7605.89', NLinear = '7614.25', TFT = '7572.99', StemGNN = '7493.3', MLPMultivariate = '7498.66', TiDE = '7606.73', DeepNPTS = '7617.93', y = '7673.33', min_within_quantile = '7483.28', max_within_quantile = '7660.15' WHERE ds = '2024-06-12 00:00:00' +2024-11-25 16:42:03,094 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00' +2024-11-25 16:42:03,094 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-13 00:00:00', NHITS = '7668.2', Informer = '7725.86', LSTM = '7672.95', iTransformer = '7576.9', TSMixer = '7650.81', TSMixerx = '7681.37', PatchTST = '7678.68', RNN = '7694.77', GRU = '7675.37', TCN = '7720.72', BiTCN = '7631.78', DilatedRNN = '7665.12', MLP = '7621.41', DLinear = '7662.01', NLinear = '7678.85', TFT = '7613.25', StemGNN = '7497.74', MLPMultivariate = '7540.82', TiDE = '7648.21', DeepNPTS = '7672.11', y = '7690.0', min_within_quantile = '7497.74', max_within_quantile = '7725.86' WHERE ds = '2024-06-13 00:00:00' +2024-11-25 16:42:03,099 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00' +2024-11-25 16:42:03,099 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-14 00:00:00', NHITS = '7688.97', Informer = '7723.6', LSTM = '7682.49', iTransformer = '7639.26', TSMixer = '7669.08', TSMixerx = '7730.77', PatchTST = '7688.48', RNN = '7714.08', GRU = '7679.92', TCN = '7722.99', BiTCN = '7657.59', DilatedRNN = '7681.26', MLP = '7657.69', DLinear = '7683.32', NLinear = '7694.44', TFT = '7624.94', StemGNN = '7501.77', MLPMultivariate = '7579.2', TiDE = '7667.22', DeepNPTS = '7688.38', y = '7690.0', min_within_quantile = '7501.77', max_within_quantile = '7730.77' WHERE ds = '2024-06-14 00:00:00' +2024-11-25 16:42:03,104 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00' +2024-11-25 16:42:03,104 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-17 00:00:00', NHITS = '7702.75', Informer = '7743.2', LSTM = '7680.26', iTransformer = '7606.05', TSMixer = '7673.18', TSMixerx = '7770.84', PatchTST = '7685.93', RNN = '7698.41', GRU = '7678.56', TCN = '7718.09', BiTCN = '7676.33', DilatedRNN = '7680.22', MLP = '7670.84', DLinear = '7678.4', NLinear = '7688.88', TFT = '7643.54', StemGNN = '7505.94', MLPMultivariate = '7603.83', TiDE = '7671.66', DeepNPTS = '7678.96', y = '7656.67', min_within_quantile = '7505.94', max_within_quantile = '7770.84' WHERE ds = '2024-06-17 00:00:00' +2024-11-25 16:42:03,109 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00' +2024-11-25 16:42:03,109 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-18 00:00:00', NHITS = '7668.99', Informer = '7708.37', LSTM = '7640.73', iTransformer = '7514.17', TSMixer = '7643.87', TSMixerx = '7691.71', PatchTST = '7650.44', RNN = '7642.54', GRU = '7635.29', TCN = '7677.14', BiTCN = '7664.74', DilatedRNN = '7638.76', MLP = '7635.66', DLinear = '7647.59', NLinear = '7648.63', TFT = '7617.83', StemGNN = '7510.3', MLPMultivariate = '7576.42', TiDE = '7644.72', DeepNPTS = '7653.86', y = '7656.67', min_within_quantile = '7510.3', max_within_quantile = '7708.37' WHERE ds = '2024-06-18 00:00:00' +2024-11-25 16:42:03,114 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00' +2024-11-25 16:42:03,114 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-19 00:00:00', NHITS = '7691.18', Informer = '7745.72', LSTM = '7646.26', iTransformer = '7601.36', TSMixer = '7632.72', TSMixerx = '7640.09', PatchTST = '7657.11', RNN = '7634.98', GRU = '7646.54', TCN = '7665.58', BiTCN = '7653.72', DilatedRNN = '7634.75', MLP = '7628.78', DLinear = '7636.86', NLinear = '7647.25', TFT = '7627.6', StemGNN = '7513.44', MLPMultivariate = '7628.77', TiDE = '7626.58', DeepNPTS = '7646.61', y = '7670.0', min_within_quantile = '7513.44', max_within_quantile = '7745.72' WHERE ds = '2024-06-19 00:00:00' +2024-11-25 16:42:03,119 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00' +2024-11-25 16:42:03,119 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-20 00:00:00', NHITS = '7718.97', Informer = '7752.12', LSTM = '7659.66', iTransformer = '7711.48', TSMixer = '7641.15', TSMixerx = '7693.33', PatchTST = '7669.69', RNN = '7659.4', GRU = '7661.6', TCN = '7687.98', BiTCN = '7641.96', DilatedRNN = '7650.63', MLP = '7679.31', DLinear = '7641.12', NLinear = '7662.87', TFT = '7640.89', StemGNN = '7516.77', MLPMultivariate = '7714.1', TiDE = '7627.53', DeepNPTS = '7668.4', y = '7680.0', min_within_quantile = '7516.77', max_within_quantile = '7752.12' WHERE ds = '2024-06-20 00:00:00' +2024-11-25 16:42:03,123 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00' +2024-11-25 16:42:03,123 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-21 00:00:00', NHITS = '7715.4', Informer = '7731.31', LSTM = '7669.79', iTransformer = '7717.89', TSMixer = '7659.71', TSMixerx = '7694.0', PatchTST = '7674.88', RNN = '7678.38', GRU = '7671.39', TCN = '7699.59', BiTCN = '7631.2', DilatedRNN = '7661.68', MLP = '7675.61', DLinear = '7664.85', NLinear = '7676.44', TFT = '7645.92', StemGNN = '7521.11', MLPMultivariate = '7711.61', TiDE = '7650.17', DeepNPTS = '7675.61', y = '7680.0', min_within_quantile = '7521.11', max_within_quantile = '7731.31' WHERE ds = '2024-06-21 00:00:00' +2024-11-25 16:42:03,128 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00' +2024-11-25 16:42:03,128 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-24 00:00:00', NHITS = '7686.33', Informer = '7694.57', LSTM = '7668.56', iTransformer = '7597.92', TSMixer = '7671.78', TSMixerx = '7647.56', PatchTST = '7665.37', RNN = '7685.28', GRU = '7668.85', TCN = '7696.91', BiTCN = '7627.38', DilatedRNN = '7663.75', MLP = '7645.79', DLinear = '7671.87', NLinear = '7683.32', TFT = '7644.86', StemGNN = '7526.85', MLPMultivariate = '7688.01', TiDE = '7671.03', DeepNPTS = '7674.54', y = '7680.0', min_within_quantile = '7526.85', max_within_quantile = '7696.91' WHERE ds = '2024-06-24 00:00:00' +2024-11-25 16:42:03,134 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00' +2024-11-25 16:42:03,134 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-25 00:00:00', NHITS = '7665.52', Informer = '7709.56', LSTM = '7668.59', iTransformer = '7577.72', TSMixer = '7671.42', TSMixerx = '7656.53', PatchTST = '7658.14', RNN = '7683.03', GRU = '7669.38', TCN = '7703.91', BiTCN = '7623.07', DilatedRNN = '7663.15', MLP = '7634.31', DLinear = '7682.65', NLinear = '7680.2', TFT = '7641.54', StemGNN = '7532.86', MLPMultivariate = '7678.85', TiDE = '7676.8', DeepNPTS = '7674.8', y = '7693.33', min_within_quantile = '7532.86', max_within_quantile = '7709.56' WHERE ds = '2024-06-25 00:00:00' +2024-11-25 16:42:03,139 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00' +2024-11-25 16:42:03,139 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-26 00:00:00', NHITS = '7671.96', Informer = '7715.52', LSTM = '7683.3', iTransformer = '7586.25', TSMixer = '7675.02', TSMixerx = '7683.18', PatchTST = '7663.18', RNN = '7697.19', GRU = '7686.8', TCN = '7721.56', BiTCN = '7625.45', DilatedRNN = '7677.1', MLP = '7644.65', DLinear = '7704.71', NLinear = '7696.05', TFT = '7649.18', StemGNN = '7538.33', MLPMultivariate = '7690.86', TiDE = '7682.41', DeepNPTS = '7689.09', y = '7716.67', min_within_quantile = '7538.33', max_within_quantile = '7721.56' WHERE ds = '2024-06-26 00:00:00' +2024-11-25 16:42:03,144 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00' +2024-11-25 16:42:03,144 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-27 00:00:00', NHITS = '7703.01', Informer = '7742.53', LSTM = '7707.52', iTransformer = '7652.17', TSMixer = '7689.92', TSMixerx = '7818.58', PatchTST = '7677.76', RNN = '7729.65', GRU = '7714.67', TCN = '7750.92', BiTCN = '7662.26', DilatedRNN = '7702.04', MLP = '7655.83', DLinear = '7700.59', NLinear = '7711.06', TFT = '7652.92', StemGNN = '7542.72', MLPMultivariate = '7692.48', TiDE = '7691.56', DeepNPTS = '7699.8', y = '7723.33', min_within_quantile = '7542.72', max_within_quantile = '7818.58' WHERE ds = '2024-06-27 00:00:00' +2024-11-25 16:42:03,148 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00' +2024-11-25 16:42:03,148 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-06-28 00:00:00', NHITS = '7712.85', Informer = '7704.65', LSTM = '7710.88', iTransformer = '7706.31', TSMixer = '7699.74', TSMixerx = '7823.54', PatchTST = '7684.22', RNN = '7737.79', GRU = '7716.84', TCN = '7763.68', BiTCN = '7688.47', DilatedRNN = '7707.55', MLP = '7667.67', DLinear = '7689.85', NLinear = '7713.34', TFT = '7654.94', StemGNN = '7546.84', MLPMultivariate = '7687.07', TiDE = '7699.69', DeepNPTS = '7649.63', y = '7730.0', min_within_quantile = '7546.84', max_within_quantile = '7823.54' WHERE ds = '2024-06-28 00:00:00' +2024-11-25 16:42:03,154 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00' +2024-11-25 16:42:03,154 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-01 00:00:00', NHITS = '7733.42', Informer = '7743.2', LSTM = '7717.54', iTransformer = '7631.48', TSMixer = '7709.64', TSMixerx = '7784.27', PatchTST = '7712.86', RNN = '7745.12', GRU = '7725.86', TCN = '7759.22', BiTCN = '7722.15', DilatedRNN = '7716.8', MLP = '7697.69', DLinear = '7704.62', NLinear = '7718.76', TFT = '7661.79', StemGNN = '7551.45', MLPMultivariate = '7708.97', TiDE = '7714.89', DeepNPTS = '7673.29', y = '7763.33', min_within_quantile = '7551.45', max_within_quantile = '7784.27' WHERE ds = '2024-07-01 00:00:00' +2024-11-25 16:42:03,158 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00' +2024-11-25 16:42:03,158 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-02 00:00:00', NHITS = '7777.35', Informer = '7833.21', LSTM = '7756.37', iTransformer = '7625.18', TSMixer = '7736.62', TSMixerx = '7754.62', PatchTST = '7765.79', RNN = '7794.51', GRU = '7772.97', TCN = '7764.55', BiTCN = '7734.89', DilatedRNN = '7756.52', MLP = '7740.86', DLinear = '7740.93', NLinear = '7753.89', TFT = '7701.43', StemGNN = '7557.82', MLPMultivariate = '7796.03', TiDE = '7736.97', DeepNPTS = '7742.19', y = '7780.0', min_within_quantile = '7557.82', max_within_quantile = '7833.21' WHERE ds = '2024-07-02 00:00:00' +2024-11-25 16:42:03,163 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00' +2024-11-25 16:42:03,163 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-03 00:00:00', NHITS = '7793.05', Informer = '7885.29', LSTM = '7769.56', iTransformer = '7660.08', TSMixer = '7749.06', TSMixerx = '7757.67', PatchTST = '7760.5', RNN = '7814.17', GRU = '7785.07', TCN = '7776.79', BiTCN = '7729.0', DilatedRNN = '7771.71', MLP = '7742.1', DLinear = '7748.2', NLinear = '7775.49', TFT = '7731.81', StemGNN = '7566.34', MLPMultivariate = '7809.81', TiDE = '7739.48', DeepNPTS = '7774.14', y = '7800.0', min_within_quantile = '7566.34', max_within_quantile = '7885.29' WHERE ds = '2024-07-03 00:00:00' +2024-11-25 16:42:03,168 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00' +2024-11-25 16:42:03,168 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-04 00:00:00', NHITS = '7815.67', Informer = '7877.75', LSTM = '7792.46', iTransformer = '7698.08', TSMixer = '7771.5', TSMixerx = '7817.96', PatchTST = '7788.1', RNN = '7843.38', GRU = '7810.04', TCN = '7803.12', BiTCN = '7719.77', DilatedRNN = '7797.33', MLP = '7745.44', DLinear = '7770.51', NLinear = '7793.83', TFT = '7752.93', StemGNN = '7572.65', MLPMultivariate = '7817.66', TiDE = '7768.63', DeepNPTS = '7786.72', y = '7800.0', min_within_quantile = '7572.65', max_within_quantile = '7877.75' WHERE ds = '2024-07-04 00:00:00' +2024-11-25 16:42:03,174 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00' +2024-11-25 16:42:03,174 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-05 00:00:00', NHITS = '7814.57', Informer = '7874.78', LSTM = '7785.93', iTransformer = '7691.69', TSMixer = '7779.42', TSMixerx = '7893.99', PatchTST = '7787.79', RNN = '7841.67', GRU = '7803.42', TCN = '7810.6', BiTCN = '7703.61', DilatedRNN = '7796.57', MLP = '7742.43', DLinear = '7785.46', NLinear = '7790.56', TFT = '7744.75', StemGNN = '7580.04', MLPMultivariate = '7787.22', TiDE = '7783.15', DeepNPTS = '7774.05', y = '7766.67', min_within_quantile = '7580.04', max_within_quantile = '7893.99' WHERE ds = '2024-07-05 00:00:00' +2024-11-25 16:42:03,177 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00' +2024-11-25 16:42:03,177 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-08 00:00:00', NHITS = '7766.38', Informer = '7766.68', LSTM = '7742.46', iTransformer = '7680.77', TSMixer = '7752.83', TSMixerx = '7872.05', PatchTST = '7747.42', RNN = '7775.19', GRU = '7757.46', TCN = '7783.46', BiTCN = '7685.1', DilatedRNN = '7749.29', MLP = '7708.51', DLinear = '7772.08', NLinear = '7757.71', TFT = '7723.99', StemGNN = '7590.38', MLPMultivariate = '7718.86', TiDE = '7757.73', DeepNPTS = '7755.95', y = '7746.67', min_within_quantile = '7590.38', max_within_quantile = '7872.05' WHERE ds = '2024-07-08 00:00:00' +2024-11-25 16:42:03,182 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00' +2024-11-25 16:42:03,182 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-09 00:00:00', NHITS = '7725.56', Informer = '7746.0', LSTM = '7724.66', iTransformer = '7674.87', TSMixer = '7727.57', TSMixerx = '7840.04', PatchTST = '7719.68', RNN = '7742.05', GRU = '7740.73', TCN = '7764.74', BiTCN = '7690.16', DilatedRNN = '7726.68', MLP = '7678.45', DLinear = '7742.49', NLinear = '7737.88', TFT = '7714.42', StemGNN = '7601.74', MLPMultivariate = '7707.87', TiDE = '7731.23', DeepNPTS = '7745.96', y = '7720.0', min_within_quantile = '7601.74', max_within_quantile = '7840.04' WHERE ds = '2024-07-09 00:00:00' +2024-11-25 16:42:03,187 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00' +2024-11-25 16:42:03,187 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-10 00:00:00', NHITS = '7689.71', Informer = '7680.7', LSTM = '7696.23', iTransformer = '7625.04', TSMixer = '7703.02', TSMixerx = '7752.99', PatchTST = '7693.72', RNN = '7704.65', GRU = '7707.71', TCN = '7728.3', BiTCN = '7684.02', DilatedRNN = '7692.74', MLP = '7649.39', DLinear = '7705.47', NLinear = '7706.5', TFT = '7682.82', StemGNN = '7612.97', MLPMultivariate = '7688.19', TiDE = '7704.91', DeepNPTS = '7711.5', y = '7693.33', min_within_quantile = '7612.97', max_within_quantile = '7752.99' WHERE ds = '2024-07-10 00:00:00' +2024-11-25 16:42:03,192 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00' +2024-11-25 16:42:03,192 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-11 00:00:00', NHITS = '7666.56', Informer = '7627.17', LSTM = '7672.3', iTransformer = '7639.91', TSMixer = '7677.05', TSMixerx = '7709.77', PatchTST = '7684.25', RNN = '7670.65', GRU = '7679.98', TCN = '7697.21', BiTCN = '7678.23', DilatedRNN = '7661.87', MLP = '7643.46', DLinear = '7675.11', NLinear = '7679.45', TFT = '7668.4', StemGNN = '7622.69', MLPMultivariate = '7777.12', TiDE = '7681.51', DeepNPTS = '7694.03', y = '7686.67', min_within_quantile = '7622.69', max_within_quantile = '7777.12' WHERE ds = '2024-07-11 00:00:00' +2024-11-25 16:42:03,197 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00' +2024-11-25 16:42:03,197 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-12 00:00:00', NHITS = '7670.48', Informer = '7625.11', LSTM = '7670.88', iTransformer = '7595.57', TSMixer = '7670.76', TSMixerx = '7672.59', PatchTST = '7677.61', RNN = '7676.93', GRU = '7678.01', TCN = '7704.56', BiTCN = '7671.76', DilatedRNN = '7662.49', MLP = '7644.97', DLinear = '7673.68', NLinear = '7672.04', TFT = '7650.33', StemGNN = '7632.85', MLPMultivariate = '7769.78', TiDE = '7671.87', DeepNPTS = '7661.17', y = '7680.0', min_within_quantile = '7595.57', max_within_quantile = '7769.78' WHERE ds = '2024-07-12 00:00:00' +2024-11-25 16:42:03,202 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00' +2024-11-25 16:42:03,202 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-15 00:00:00', NHITS = '7675.21', Informer = '7612.81', LSTM = '7665.47', iTransformer = '7622.48', TSMixer = '7663.81', TSMixerx = '7645.65', PatchTST = '7662.7', RNN = '7674.24', GRU = '7669.63', TCN = '7719.38', BiTCN = '7666.83', DilatedRNN = '7657.44', MLP = '7652.59', DLinear = '7668.21', NLinear = '7666.85', TFT = '7673.2', StemGNN = '7642.34', MLPMultivariate = '7756.22', TiDE = '7662.18', DeepNPTS = '7675.25', y = '7680.0', min_within_quantile = '7612.81', max_within_quantile = '7756.22' WHERE ds = '2024-07-15 00:00:00' +2024-11-25 16:42:03,207 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00' +2024-11-25 16:42:03,207 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-16 00:00:00', NHITS = '7675.22', Informer = '7648.81', LSTM = '7668.13', iTransformer = '7637.65', TSMixer = '7664.85', TSMixerx = '7659.63', PatchTST = '7659.0', RNN = '7677.15', GRU = '7671.31', TCN = '7738.53', BiTCN = '7662.54', DilatedRNN = '7660.45', MLP = '7648.2', DLinear = '7663.08', NLinear = '7674.94', TFT = '7683.17', StemGNN = '7647.09', MLPMultivariate = '7735.84', TiDE = '7663.58', DeepNPTS = '7673.45', y = '7666.67', min_within_quantile = '7637.65', max_within_quantile = '7738.53' WHERE ds = '2024-07-16 00:00:00' +2024-11-25 16:42:03,212 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00' +2024-11-25 16:42:03,212 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-17 00:00:00', NHITS = '7667.08', Informer = '7658.21', LSTM = '7653.35', iTransformer = '7636.15', TSMixer = '7655.64', TSMixerx = '7650.85', PatchTST = '7657.71', RNN = '7660.91', GRU = '7652.64', TCN = '7738.04', BiTCN = '7653.61', DilatedRNN = '7646.33', MLP = '7647.49', DLinear = '7651.19', NLinear = '7657.73', TFT = '7687.84', StemGNN = '7646.97', MLPMultivariate = '7730.52', TiDE = '7654.45', DeepNPTS = '7668.55', y = '7660.0', min_within_quantile = '7636.15', max_within_quantile = '7738.04' WHERE ds = '2024-07-17 00:00:00' +2024-11-25 16:42:03,216 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00' +2024-11-25 16:42:03,216 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-18 00:00:00', NHITS = '7671.42', Informer = '7663.67', LSTM = '7648.87', iTransformer = '7644.63', TSMixer = '7650.11', TSMixerx = '7671.19', PatchTST = '7655.08', RNN = '7648.6', GRU = '7648.22', TCN = '7725.68', BiTCN = '7652.1', DilatedRNN = '7640.21', MLP = '7654.52', DLinear = '7653.55', NLinear = '7656.35', TFT = '7671.18', StemGNN = '7646.34', MLPMultivariate = '7724.26', TiDE = '7644.07', DeepNPTS = '7666.62', y = '7656.67', min_within_quantile = '7640.21', max_within_quantile = '7725.68' WHERE ds = '2024-07-18 00:00:00' +2024-11-25 16:42:03,221 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00' +2024-11-25 16:42:03,221 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-19 00:00:00', NHITS = '7673.38', Informer = '7662.81', LSTM = '7645.91', iTransformer = '7635.03', TSMixer = '7650.84', TSMixerx = '7691.84', PatchTST = '7657.41', RNN = '7645.19', GRU = '7644.79', TCN = '7710.2', BiTCN = '7654.19', DilatedRNN = '7637.67', MLP = '7654.17', DLinear = '7649.19', NLinear = '7661.01', TFT = '7658.45', StemGNN = '7645.59', MLPMultivariate = '7730.67', TiDE = '7645.69', DeepNPTS = '7669.43', y = '7656.67', min_within_quantile = '7635.03', max_within_quantile = '7730.67' WHERE ds = '2024-07-19 00:00:00' +2024-11-25 16:42:03,226 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00' +2024-11-25 16:42:03,226 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-22 00:00:00', NHITS = '7675.31', Informer = '7661.68', LSTM = '7646.75', iTransformer = '7606.68', TSMixer = '7658.91', TSMixerx = '7665.73', PatchTST = '7658.72', RNN = '7645.68', GRU = '7645.46', TCN = '7695.63', BiTCN = '7654.54', DilatedRNN = '7638.13', MLP = '7658.05', DLinear = '7663.3', NLinear = '7659.9', TFT = '7654.87', StemGNN = '7646.1', MLPMultivariate = '7732.23', TiDE = '7652.65', DeepNPTS = '7685.11', y = '7640.0', min_within_quantile = '7606.68', max_within_quantile = '7732.23' WHERE ds = '2024-07-22 00:00:00' +2024-11-25 16:42:03,231 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00' +2024-11-25 16:42:03,231 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-23 00:00:00', NHITS = '7655.07', Informer = '7635.92', LSTM = '7628.95', iTransformer = '7675.52', TSMixer = '7649.45', TSMixerx = '7666.07', PatchTST = '7650.56', RNN = '7625.95', GRU = '7624.49', TCN = '7668.14', BiTCN = '7653.74', DilatedRNN = '7620.65', MLP = '7661.12', DLinear = '7648.3', NLinear = '7643.22', TFT = '7631.41', StemGNN = '7646.62', MLPMultivariate = '7718.05', TiDE = '7642.74', DeepNPTS = '7686.79', y = '7623.33', min_within_quantile = '7620.65', max_within_quantile = '7718.05' WHERE ds = '2024-07-23 00:00:00' +2024-11-25 16:42:03,235 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00' +2024-11-25 16:42:03,235 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-24 00:00:00', NHITS = '7637.15', Informer = '7613.38', LSTM = '7614.83', iTransformer = '7621.22', TSMixer = '7634.84', TSMixerx = '7636.8', PatchTST = '7635.67', RNN = '7607.85', GRU = '7610.19', TCN = '7646.73', BiTCN = '7647.11', DilatedRNN = '7602.95', MLP = '7661.91', DLinear = '7630.75', NLinear = '7625.53', TFT = '7612.71', StemGNN = '7645.27', MLPMultivariate = '7702.03', TiDE = '7628.94', DeepNPTS = '7670.2', y = '7623.33', min_within_quantile = '7602.95', max_within_quantile = '7702.03' WHERE ds = '2024-07-24 00:00:00' +2024-11-25 16:42:03,240 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00' +2024-11-25 16:42:03,240 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-25 00:00:00', NHITS = '7628.03', Informer = '7606.55', LSTM = '7617.16', iTransformer = '7614.58', TSMixer = '7629.18', TSMixerx = '7618.28', PatchTST = '7619.98', RNN = '7610.22', GRU = '7613.45', TCN = '7652.32', BiTCN = '7635.52', DilatedRNN = '7603.64', MLP = '7658.55', DLinear = '7640.1', NLinear = '7628.21', TFT = '7609.65', StemGNN = '7642.58', MLPMultivariate = '7688.94', TiDE = '7625.99', DeepNPTS = '7657.31', y = '7616.67', min_within_quantile = '7603.64', max_within_quantile = '7688.94' WHERE ds = '2024-07-25 00:00:00' +2024-11-25 16:42:03,245 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00' +2024-11-25 16:42:03,245 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-26 00:00:00', NHITS = '7611.11', Informer = '7599.25', LSTM = '7610.59', iTransformer = '7624.58', TSMixer = '7620.97', TSMixerx = '7638.6', PatchTST = '7603.39', RNN = '7603.94', GRU = '7604.93', TCN = '7648.75', BiTCN = '7620.04', DilatedRNN = '7596.26', MLP = '7640.1', DLinear = '7627.85', NLinear = '7615.85', TFT = '7599.86', StemGNN = '7639.6', MLPMultivariate = '7669.72', TiDE = '7616.48', DeepNPTS = '7640.4', y = '7606.67', min_within_quantile = '7596.26', max_within_quantile = '7669.72' WHERE ds = '2024-07-26 00:00:00' +2024-11-25 16:42:03,250 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00' +2024-11-25 16:42:03,250 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-29 00:00:00', NHITS = '7603.3', Informer = '7600.72', LSTM = '7602.4', iTransformer = '7626.07', TSMixer = '7608.39', TSMixerx = '7641.4', PatchTST = '7602.9', RNN = '7595.74', GRU = '7595.78', TCN = '7639.67', BiTCN = '7607.43', DilatedRNN = '7588.55', MLP = '7624.01', DLinear = '7601.76', NLinear = '7604.88', TFT = '7586.06', StemGNN = '7635.69', MLPMultivariate = '7647.2', TiDE = '7605.79', DeepNPTS = '7624.13', y = '7593.33', min_within_quantile = '7586.06', max_within_quantile = '7647.2' WHERE ds = '2024-07-29 00:00:00' +2024-11-25 16:42:03,255 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00' +2024-11-25 16:42:03,255 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-30 00:00:00', NHITS = '7586.22', Informer = '7604.28', LSTM = '7590.88', iTransformer = '7603.55', TSMixer = '7592.37', TSMixerx = '7636.32', PatchTST = '7597.28', RNN = '7584.99', GRU = '7583.81', TCN = '7619.3', BiTCN = '7593.78', DilatedRNN = '7577.29', MLP = '7607.94', DLinear = '7588.06', NLinear = '7592.28', TFT = '7570.23', StemGNN = '7631.03', MLPMultivariate = '7628.78', TiDE = '7591.25', DeepNPTS = '7623.44', y = '7593.33', min_within_quantile = '7570.23', max_within_quantile = '7636.32' WHERE ds = '2024-07-30 00:00:00' +2024-11-25 16:42:03,260 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00' +2024-11-25 16:42:03,260 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-07-31 00:00:00', NHITS = '7578.76', Informer = '7582.31', LSTM = '7592.9', iTransformer = '7569.34', TSMixer = '7586.28', TSMixerx = '7627.75', PatchTST = '7588.68', RNN = '7584.67', GRU = '7586.29', TCN = '7611.09', BiTCN = '7575.38', DilatedRNN = '7576.95', MLP = '7578.27', DLinear = '7581.35', NLinear = '7595.51', TFT = '7564.33', StemGNN = '7626.67', MLPMultivariate = '7605.44', TiDE = '7585.04', DeepNPTS = '7617.02', y = '7583.33', min_within_quantile = '7564.33', max_within_quantile = '7627.75' WHERE ds = '2024-07-31 00:00:00' +2024-11-25 16:42:03,264 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00' +2024-11-25 16:42:03,264 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-01 00:00:00', NHITS = '7560.72', Informer = '7574.36', LSTM = '7583.4', iTransformer = '7548.79', TSMixer = '7576.85', TSMixerx = '7602.49', PatchTST = '7571.56', RNN = '7575.48', GRU = '7575.94', TCN = '7585.09', BiTCN = '7560.99', DilatedRNN = '7567.93', MLP = '7548.02', DLinear = '7573.66', NLinear = '7580.31', TFT = '7553.26', StemGNN = '7623.36', MLPMultivariate = '7578.57', TiDE = '7572.53', DeepNPTS = '7607.33', y = '7620.0', min_within_quantile = '7548.02', max_within_quantile = '7623.36' WHERE ds = '2024-08-01 00:00:00' +2024-11-25 16:42:03,269 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00' +2024-11-25 16:42:03,269 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-02 00:00:00', NHITS = '7593.17', Informer = '7581.27', LSTM = '7620.91', iTransformer = '7556.45', TSMixer = '7606.21', TSMixerx = '7593.81', PatchTST = '7599.15', RNN = '7616.85', GRU = '7617.29', TCN = '7647.68', BiTCN = '7569.59', DilatedRNN = '7602.17', MLP = '7553.31', DLinear = '7605.38', NLinear = '7622.83', TFT = '7589.68', StemGNN = '7623.36', MLPMultivariate = '7617.55', TiDE = '7602.67', DeepNPTS = '7600.54', y = '7623.33', min_within_quantile = '7553.31', max_within_quantile = '7647.68' WHERE ds = '2024-08-02 00:00:00' +2024-11-25 16:42:03,275 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00' +2024-11-25 16:42:03,275 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-05 00:00:00', NHITS = '7596.9', Informer = '7579.23', LSTM = '7618.19', iTransformer = '7567.54', TSMixer = '7620.75', TSMixerx = '7616.18', PatchTST = '7603.39', RNN = '7622.09', GRU = '7609.75', TCN = '7660.62', BiTCN = '7585.43', DilatedRNN = '7604.76', MLP = '7573.62', DLinear = '7612.06', NLinear = '7624.3', TFT = '7592.15', StemGNN = '7624.55', MLPMultivariate = '7642.78', TiDE = '7619.87', DeepNPTS = '7612.78', y = '7610.0', min_within_quantile = '7567.54', max_within_quantile = '7660.62' WHERE ds = '2024-08-05 00:00:00' +2024-11-25 16:42:03,279 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00' +2024-11-25 16:42:03,279 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-06 00:00:00', NHITS = '7589.63', Informer = '7580.23', LSTM = '7605.78', iTransformer = '7576.32', TSMixer = '7618.17', TSMixerx = '7616.56', PatchTST = '7603.22', RNN = '7600.9', GRU = '7597.09', TCN = '7631.65', BiTCN = '7594.35', DilatedRNN = '7592.02', MLP = '7596.6', DLinear = '7622.93', NLinear = '7607.33', TFT = '7578.52', StemGNN = '7624.73', MLPMultivariate = '7662.72', TiDE = '7620.38', DeepNPTS = '7589.8', y = '7596.67', min_within_quantile = '7576.32', max_within_quantile = '7662.72' WHERE ds = '2024-08-06 00:00:00' +2024-11-25 16:42:03,284 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00' +2024-11-25 16:42:03,284 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-07 00:00:00', NHITS = '7576.32', Informer = '7563.5', LSTM = '7593.74', iTransformer = '7566.21', TSMixer = '7606.13', TSMixerx = '7610.06', PatchTST = '7584.71', RNN = '7588.96', GRU = '7585.77', TCN = '7608.61', BiTCN = '7594.59', DilatedRNN = '7582.28', MLP = '7592.82', DLinear = '7612.05', NLinear = '7596.54', TFT = '7584.99', StemGNN = '7623.5', MLPMultivariate = '7648.15', TiDE = '7601.08', DeepNPTS = '7614.44', y = '7586.67', min_within_quantile = '7563.5', max_within_quantile = '7648.15' WHERE ds = '2024-08-07 00:00:00' +2024-11-25 16:42:03,289 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00' +2024-11-25 16:42:03,289 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-08 00:00:00', NHITS = '7568.6', Informer = '7563.38', LSTM = '7585.7', iTransformer = '7553.38', TSMixer = '7593.91', TSMixerx = '7592.17', PatchTST = '7573.87', RNN = '7574.28', GRU = '7578.87', TCN = '7581.67', BiTCN = '7588.92', DilatedRNN = '7570.48', MLP = '7569.77', DLinear = '7589.12', NLinear = '7587.08', TFT = '7582.39', StemGNN = '7619.79', MLPMultivariate = '7614.06', TiDE = '7587.93', DeepNPTS = '7606.67', y = '7583.33', min_within_quantile = '7553.38', max_within_quantile = '7619.79' WHERE ds = '2024-08-08 00:00:00' +2024-11-25 16:42:03,293 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00' +2024-11-25 16:42:03,293 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-09 00:00:00', NHITS = '7575.48', Informer = '7565.25', LSTM = '7584.02', iTransformer = '7556.81', TSMixer = '7586.92', TSMixerx = '7590.01', PatchTST = '7576.53', RNN = '7572.49', GRU = '7577.45', TCN = '7577.44', BiTCN = '7583.82', DilatedRNN = '7568.17', MLP = '7567.84', DLinear = '7579.86', NLinear = '7581.39', TFT = '7577.33', StemGNN = '7615.64', MLPMultivariate = '7585.01', TiDE = '7584.95', DeepNPTS = '7604.7', y = '7583.33', min_within_quantile = '7556.81', max_within_quantile = '7615.64' WHERE ds = '2024-08-09 00:00:00' +2024-11-25 16:42:03,298 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00' +2024-11-25 16:42:03,298 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-12 00:00:00', NHITS = '7582.12', Informer = '7548.67', LSTM = '7584.68', iTransformer = '7562.79', TSMixer = '7587.89', TSMixerx = '7581.61', PatchTST = '7576.13', RNN = '7577.62', GRU = '7577.72', TCN = '7580.97', BiTCN = '7581.47', DilatedRNN = '7569.79', MLP = '7565.28', DLinear = '7579.1', NLinear = '7578.67', TFT = '7573.28', StemGNN = '7611.64', MLPMultivariate = '7565.15', TiDE = '7587.22', DeepNPTS = '7597.04', y = '7586.67', min_within_quantile = '7548.67', max_within_quantile = '7611.64' WHERE ds = '2024-08-12 00:00:00' +2024-11-25 16:42:03,302 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00' +2024-11-25 16:42:03,302 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-13 00:00:00', NHITS = '7583.99', Informer = '7551.58', LSTM = '7588.06', iTransformer = '7651.38', TSMixer = '7589.81', TSMixerx = '7575.18', PatchTST = '7581.14', RNN = '7582.61', GRU = '7580.69', TCN = '7588.0', BiTCN = '7581.66', DilatedRNN = '7573.64', MLP = '7571.69', DLinear = '7587.97', NLinear = '7583.01', TFT = '7582.84', StemGNN = '7608.71', MLPMultivariate = '7574.15', TiDE = '7589.78', DeepNPTS = '7600.35', y = '7593.33', min_within_quantile = '7551.58', max_within_quantile = '7651.38' WHERE ds = '2024-08-13 00:00:00' +2024-11-25 16:42:03,308 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00' +2024-11-25 16:42:03,308 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-14 00:00:00', NHITS = '7591.68', Informer = '7544.55', LSTM = '7594.08', iTransformer = '7709.71', TSMixer = '7593.98', TSMixerx = '7564.28', PatchTST = '7586.02', RNN = '7589.63', GRU = '7586.13', TCN = '7583.4', BiTCN = '7579.56', DilatedRNN = '7579.32', MLP = '7585.78', DLinear = '7589.75', NLinear = '7594.71', TFT = '7596.22', StemGNN = '7606.19', MLPMultivariate = '7571.69', TiDE = '7592.8', DeepNPTS = '7603.56', y = '7590.0', min_within_quantile = '7544.55', max_within_quantile = '7709.71' WHERE ds = '2024-08-14 00:00:00' +2024-11-25 16:42:03,312 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00' +2024-11-25 16:42:03,312 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-15 00:00:00', NHITS = '7588.66', Informer = '7546.33', LSTM = '7589.98', iTransformer = '7745.14', TSMixer = '7587.14', TSMixerx = '7567.42', PatchTST = '7582.26', RNN = '7585.14', GRU = '7581.54', TCN = '7574.96', BiTCN = '7573.27', DilatedRNN = '7575.23', MLP = '7584.27', DLinear = '7579.0', NLinear = '7586.84', TFT = '7595.28', StemGNN = '7603.21', MLPMultivariate = '7564.36', TiDE = '7586.52', DeepNPTS = '7606.48', y = '7583.33', min_within_quantile = '7546.33', max_within_quantile = '7745.14' WHERE ds = '2024-08-15 00:00:00' +2024-11-25 16:42:03,317 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00' +2024-11-25 16:42:03,317 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-16 00:00:00', NHITS = '7580.43', Informer = '7537.8', LSTM = '7584.38', iTransformer = '7683.01', TSMixer = '7579.44', TSMixerx = '7575.1', PatchTST = '7576.76', RNN = '7576.88', GRU = '7576.34', TCN = '7566.93', BiTCN = '7571.85', DilatedRNN = '7570.02', MLP = '7578.86', DLinear = '7577.75', NLinear = '7580.91', TFT = '7590.87', StemGNN = '7599.78', MLPMultivariate = '7561.79', TiDE = '7578.11', DeepNPTS = '7597.8', y = '7583.33', min_within_quantile = '7537.8', max_within_quantile = '7683.01' WHERE ds = '2024-08-16 00:00:00' +2024-11-25 16:42:03,322 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00' +2024-11-25 16:42:03,322 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-19 00:00:00', NHITS = '7581.7', Informer = '7548.32', LSTM = '7585.0', iTransformer = '7652.36', TSMixer = '7577.55', TSMixerx = '7584.4', PatchTST = '7581.2', RNN = '7577.25', GRU = '7577.56', TCN = '7567.26', BiTCN = '7572.46', DilatedRNN = '7569.96', MLP = '7579.83', DLinear = '7575.86', NLinear = '7578.62', TFT = '7589.58', StemGNN = '7596.43', MLPMultivariate = '7564.37', TiDE = '7578.88', DeepNPTS = '7597.45', y = '7570.0', min_within_quantile = '7548.32', max_within_quantile = '7652.36' WHERE ds = '2024-08-19 00:00:00' +2024-11-25 16:42:03,326 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00' +2024-11-25 16:42:03,326 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-20 00:00:00', NHITS = '7568.48', Informer = '7544.81', LSTM = '7572.92', iTransformer = '7650.35', TSMixer = '7568.09', TSMixerx = '7569.45', PatchTST = '7568.14', RNN = '7562.65', GRU = '7564.75', TCN = '7559.27', BiTCN = '7571.64', DilatedRNN = '7559.58', MLP = '7572.89', DLinear = '7567.44', NLinear = '7562.38', TFT = '7582.87', StemGNN = '7592.5', MLPMultivariate = '7545.92', TiDE = '7564.44', DeepNPTS = '7591.53', y = '7570.0', min_within_quantile = '7544.81', max_within_quantile = '7650.35' WHERE ds = '2024-08-20 00:00:00' +2024-11-25 16:42:03,331 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00' +2024-11-25 16:42:03,331 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-21 00:00:00', NHITS = '7569.81', Informer = '7555.4', LSTM = '7574.92', iTransformer = '7671.09', TSMixer = '7569.2', TSMixerx = '7561.7', PatchTST = '7575.62', RNN = '7563.65', GRU = '7567.9', TCN = '7561.83', BiTCN = '7572.45', DilatedRNN = '7560.54', MLP = '7576.96', DLinear = '7565.77', NLinear = '7567.52', TFT = '7581.25', StemGNN = '7588.5', MLPMultivariate = '7533.07', TiDE = '7566.58', DeepNPTS = '7585.69', y = '7570.0', min_within_quantile = '7533.07', max_within_quantile = '7671.09' WHERE ds = '2024-08-21 00:00:00' +2024-11-25 16:42:03,336 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00' +2024-11-25 16:42:03,336 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-22 00:00:00', NHITS = '7573.1', Informer = '7556.71', LSTM = '7574.57', iTransformer = '7689.44', TSMixer = '7573.09', TSMixerx = '7558.5', PatchTST = '7576.66', RNN = '7566.01', GRU = '7566.91', TCN = '7559.81', BiTCN = '7572.76', DilatedRNN = '7560.23', MLP = '7579.51', DLinear = '7567.95', NLinear = '7571.8', TFT = '7578.96', StemGNN = '7584.49', MLPMultivariate = '7528.16', TiDE = '7571.94', DeepNPTS = '7587.22', y = '7590.0', min_within_quantile = '7528.16', max_within_quantile = '7689.44' WHERE ds = '2024-08-22 00:00:00' +2024-11-25 16:42:03,341 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00' +2024-11-25 16:42:03,341 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-23 00:00:00', NHITS = '7592.93', Informer = '7585.57', LSTM = '7593.21', iTransformer = '7696.87', TSMixer = '7591.3', TSMixerx = '7564.66', PatchTST = '7598.8', RNN = '7586.66', GRU = '7586.0', TCN = '7584.84', BiTCN = '7577.59', DilatedRNN = '7575.81', MLP = '7593.1', DLinear = '7591.21', NLinear = '7591.61', TFT = '7587.58', StemGNN = '7581.6', MLPMultivariate = '7549.73', TiDE = '7591.7', DeepNPTS = '7595.53', y = '7583.33', min_within_quantile = '7549.73', max_within_quantile = '7696.87' WHERE ds = '2024-08-23 00:00:00' +2024-11-25 16:42:03,346 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00' +2024-11-25 16:42:03,346 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-26 00:00:00', NHITS = '7584.08', Informer = '7573.77', LSTM = '7584.14', iTransformer = '7672.27', TSMixer = '7589.71', TSMixerx = '7576.72', PatchTST = '7586.29', RNN = '7581.02', GRU = '7574.82', TCN = '7570.0', BiTCN = '7578.88', DilatedRNN = '7570.4', MLP = '7593.49', DLinear = '7590.69', NLinear = '7586.13', TFT = '7581.27', StemGNN = '7578.58', MLPMultivariate = '7559.0', TiDE = '7587.87', DeepNPTS = '7598.88', y = '7583.33', min_within_quantile = '7559.0', max_within_quantile = '7672.27' WHERE ds = '2024-08-26 00:00:00' +2024-11-25 16:42:03,350 - my_logger - INFO - sqlUPDATE testandpredict_groupby SET ds = '2024-08-27 00:00:00', NHITS = '7576.44', Informer = '7567.34', LSTM = '7585.7', iTransformer = '7652.19', TSMixer = '7589.99', TSMixerx = '7580.66', PatchTST = '7583.79', RNN = '7578.73', GRU = '7577.74', TCN = '7568.17', BiTCN = '7579.21', DilatedRNN = '7571.43', MLP = '7592.89', DLinear = '7594.36', NLinear = '7582.48', TFT = '7569.62', StemGNN = '7576.19', MLPMultivariate = '7567.88', TiDE = '7589.56', DeepNPTS = '7604.15', y = '7610.0', min_within_quantile = '7567.34', max_within_quantile = '7652.19' WHERE ds = '2024-08-27 00:00:00' diff --git a/logs/pricepredict.log.3 b/logs/pricepredict.log.3 new file mode 100644 index 0000000..bf16df0 --- /dev/null +++ b/logs/pricepredict.log.3 @@ -0,0 +1,10107 @@ +2024-11-19 13:19:51,424 - my_logger - INFO - ָ Dubai7Լ۸ +2024-11-19 13:19:51,427 - my_logger - INFO - ָ Dubai9Լ۸ +2024-11-19 13:19:51,427 - my_logger - INFO - ָ ϰ7-9² +2024-11-19 13:19:52,318 - my_logger - INFO - ָ Brent2 +2024-11-19 13:19:52,319 - my_logger - INFO - ָ WTI2Լ۸ +2024-11-19 13:19:53,072 - my_logger - INFO - ָ WTI4Լ۸ +2024-11-19 13:19:53,840 - my_logger - INFO - ָ Brent4Լ۸ +2024-11-19 13:19:55,112 - my_logger - INFO - ָ WTI7Լ۸ +2024-11-19 13:19:55,325 - my_logger - INFO - ָ WTI12Լ۸ +2024-11-19 13:19:55,737 - my_logger - INFO - ָ 24Լ۸ +2024-11-19 13:19:56,289 - my_logger - INFO - ָ Brent6Լ۸ +2024-11-19 13:19:56,291 - my_logger - INFO - ָ Brent12Լ۸ +2024-11-19 13:19:56,292 - my_logger - INFO - ָ Brent9Լ +2024-11-19 13:19:56,293 - my_logger - INFO - ָ brent3Լ +2024-11-19 13:19:56,293 - my_logger - INFO - ָ Brent5 +2024-11-19 13:19:56,293 - my_logger - INFO - ָ Brent10Լ +2024-11-19 13:19:56,295 - my_logger - INFO - ָ Brent11Լ +2024-11-19 13:19:56,295 - my_logger - INFO - ָ WTI3Լ۸ +2024-11-19 13:19:56,295 - 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INFO - ָ Brent c1/Comexͭ c1 +2024-11-19 13:22:23,209 - my_logger - INFO - ָ ԭ1ܻ*-1 +2024-11-19 13:22:23,209 - my_logger - INFO - ָ Եηָ/30DMA +2024-11-19 13:22:23,209 - my_logger - INFO - ָ Եηָ/14DMA +2024-11-19 13:22:23,209 - my_logger - INFO - ָ Եηָ/7DMA +2024-11-19 13:22:23,210 - my_logger - INFO - ָ Brent1Լ۸ϲв/GPRD_MA30 +2024-11-19 13:22:23,210 - my_logger - INFO - ָ WTI1Լ۸ϲв/WTI1-4 +2024-11-19 13:22:23,210 - my_logger - INFO - ָ RBOB/CBOB +2024-11-19 13:22:23,210 - my_logger - INFO - ָ Brent1Լ۸ϲв/Ԫָ +2024-11-19 13:22:23,212 - my_logger - INFO - ָ Brent1Լ۸ϲв/Brent1-2² +2024-11-19 13:22:23,212 - my_logger - INFO - ָ Brent1Լ۸Brent1Լ۸ϲв/BRENT 211ѽ۲150 +2024-11-19 13:22:23,212 - my_logger - INFO - ָ Brent1Լ۸Brent1Լ۸ϲв/DFL150 +2024-11-19 13:22:23,213 - my_logger - INFO - ָ /ҵԭͿ- +2024-11-19 13:22:23,290 - my_logger - INFO - ָ ӡȳƷͺ˽/4WMA +2024-11-19 13:22:23,292 - my_logger - INFO - ָ йƷͺ˽/4WMA +2024-11-19 13:22:23,293 - my_logger - INFO - ָ ŷ޳Ʒͺ˽/4WMA +2024-11-19 13:22:23,293 - my_logger - 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INFO - ['ovx index', 'dxy curncy', 'C2403128043', 'C2403150124', 'FVHCM1 INDEX', 'doedtprd index', 'CFFDQMMN INDEX', 'C2403083739', 'C2404167878', 'lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404167855'] +2024-11-19 13:22:24,859 - my_logger - INFO - ovx index +2024-11-19 13:22:25,407 - my_logger - INFO - dxy curncy +2024-11-19 13:22:26,156 - my_logger - INFO - C2403128043 +2024-11-19 13:22:27,149 - my_logger - INFO - C2403150124 +2024-11-19 13:22:27,989 - my_logger - INFO - FVHCM1 INDEX +2024-11-19 13:22:28,535 - my_logger - INFO - doedtprd index +2024-11-19 13:22:28,869 - my_logger - INFO - CFFDQMMN INDEX +2024-11-19 13:22:29,183 - my_logger - INFO - C2403083739 +2024-11-19 13:22:29,440 - my_logger - INFO - C2404167878 +2024-11-19 13:22:29,666 - my_logger - INFO - lmcads03 lme comdty +2024-11-19 13:22:30,129 - my_logger - INFO - GC1 COMB Comdty +2024-11-19 13:22:30,775 - my_logger - INFO - C2404167855 +2024-11-19 13:22:31,690 - my_logger - INFO - date ::ͳͶʹ::ֵ :ͳͶʹ::ֵ :ɽ:ͳͶʹ::ֵ ... C2404167878 lmcads03 lme comdty GC1 COMB Comdty C2404167855 +9425 2024-11-19 NaN NaN NaN ... NaN NaN NaN NaN +8289 2024-11-18 NaN NaN NaN ... NaN NaN 2615.3 38.5293 +10772 2024-11-17 NaN NaN NaN ... NaN NaN NaN NaN +11274 2024-11-16 NaN NaN NaN ... NaN NaN NaN NaN +1733 2024-11-15 NaN NaN NaN ... NaN 9002.5 2570.1 38.3483 + +[5 rows x 504 columns] +2024-11-19 13:24:08,589 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:24:08,592 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:24:08,596 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:24:08,598 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:24:08,600 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:24:08,602 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:24:08,604 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-19 13:24:08,609 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-19 13:24:08,614 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-19 13:24:08,618 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-19 13:24:08,619 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-19 13:24:08,621 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-19 13:24:08,625 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:24:08,632 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:24:08,636 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:24:08,638 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-19 13:24:08,641 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-19 13:24:08,644 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-19 13:24:08,649 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-19 13:24:08,651 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-19 13:24:08,653 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-19 13:24:08,656 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-19 13:24:08,659 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-19 13:24:08,664 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-19 13:24:08,667 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-19 13:24:08,670 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-19 13:24:08,671 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-19 13:24:08,673 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-19 13:24:08,676 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-19 13:24:08,679 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-19 13:24:08,683 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-19 13:24:08,685 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-19 13:24:08,689 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-19 13:24:08,692 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-18 +2024-11-19 13:24:08,698 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-18 +2024-11-19 13:24:08,701 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-18 +2024-11-19 13:24:08,704 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:24:08,707 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:24:08,711 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:24:08,716 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-18 +2024-11-19 13:24:08,718 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-18 +2024-11-19 13:24:08,721 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-18 +2024-11-19 13:24:08,724 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-18 +2024-11-19 13:24:08,727 - my_logger - INFO - Column ͵һ was last updated at 2024-11-18 +2024-11-19 13:24:08,732 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 +2024-11-19 13:24:08,735 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 +2024-11-19 13:24:08,738 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 +2024-11-19 13:24:08,741 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 +2024-11-19 13:24:08,747 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-18 +2024-11-19 13:24:08,752 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-18 +2024-11-19 13:24:08,760 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-15 +2024-11-19 13:24:08,767 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-15 +2024-11-19 13:24:08,770 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-18 +2024-11-19 13:24:08,773 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-18 +2024-11-19 13:24:08,775 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-18 +2024-11-19 13:24:08,784 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-18 +2024-11-19 13:24:08,789 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-18 +2024-11-19 13:24:08,794 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-18 +2024-11-19 13:24:08,821 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-18 +2024-11-19 13:24:08,837 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-18 +2024-11-19 13:24:08,845 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-18 +2024-11-19 13:24:08,891 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-18 +2024-11-19 13:24:08,923 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-18 +2024-11-19 13:24:08,947 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-18 +2024-11-19 13:24:08,951 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-18 +2024-11-19 13:24:08,955 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-18 +2024-11-19 13:24:08,957 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-18 +2024-11-19 13:24:08,961 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-18 +2024-11-19 13:24:08,965 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-18 +2024-11-19 13:24:08,968 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-18 +2024-11-19 13:24:08,971 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-19 13:24:08,974 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 +2024-11-19 13:24:08,978 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 +2024-11-19 13:24:08,985 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 +2024-11-19 13:24:08,989 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 +2024-11-19 13:24:08,992 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 +2024-11-19 13:24:08,998 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 +2024-11-19 13:24:09,001 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 +2024-11-19 13:24:09,004 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 +2024-11-19 13:24:09,006 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:24:09,010 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-18 +2024-11-19 13:24:09,017 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-19 13:24:09,021 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-19 13:24:09,027 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-19 13:24:09,035 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-19 13:24:09,039 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:24:09,047 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-18 +2024-11-19 13:24:09,052 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-18 +2024-11-19 13:24:09,055 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-19 +2024-11-19 13:24:09,057 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:24:09,060 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-19 13:24:09,067 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-19 13:24:09,071 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,073 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-19 13:24:09,075 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-19 13:24:09,081 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-19 13:24:09,085 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-19 13:24:09,088 - my_logger - INFO - Column y was last updated at 2024-11-18 +2024-11-19 13:24:09,091 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 +2024-11-19 13:24:09,095 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 +2024-11-19 13:24:09,102 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 +2024-11-19 13:24:09,107 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 +2024-11-19 13:24:09,113 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 +2024-11-19 13:24:09,120 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 +2024-11-19 13:24:09,122 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 +2024-11-19 13:24:09,126 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,131 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,135 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,137 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,141 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,149 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,152 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-18 +2024-11-19 13:24:09,155 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-15 +2024-11-19 13:24:09,157 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 +2024-11-19 13:24:09,161 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 +2024-11-19 13:24:09,166 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-18 +2024-11-19 13:24:09,169 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-18 +2024-11-19 13:24:09,172 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-18 +2024-11-19 13:24:09,175 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-19 +2024-11-19 13:24:09,179 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 +2024-11-19 13:24:09,185 - my_logger - INFO - Column Brent* was last updated at 2024-11-18 +2024-11-19 13:24:09,188 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-18 +2024-11-19 13:24:09,192 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-18 +2024-11-19 13:24:09,200 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-18 +2024-11-19 13:24:09,204 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-18 +2024-11-19 13:24:09,211 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:24:09,222 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:24:09,228 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:24:09,236 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 +2024-11-19 13:24:09,239 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 +2024-11-19 13:24:09,244 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 +2024-11-19 13:24:09,250 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-18 +2024-11-19 13:24:09,254 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-19 13:24:09,258 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-19 13:24:09,266 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-19 13:24:09,272 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-18 +2024-11-19 13:24:09,276 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-19 13:24:09,286 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 +2024-11-19 13:24:09,289 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 +2024-11-19 13:24:09,300 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:24:09,315 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:24:09,325 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:24:09,335 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:24:09,351 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-18 +2024-11-19 13:24:09,361 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-18 +2024-11-19 13:24:09,367 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-18 +2024-11-19 13:24:09,370 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-19 13:24:09,373 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-19 13:24:09,376 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:24:09,381 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:24:09,385 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:24:09,388 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:24:09,393 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-19 13:24:09,399 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-19 13:24:09,402 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-19 13:24:09,406 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-19 13:24:09,414 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-19 13:24:09,420 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:24:09,422 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:24:09,427 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-19 13:24:09,434 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:24:09,437 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-19 13:24:09,440 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:24:09,445 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-19 13:24:09,450 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-19 13:24:09,453 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-19 13:24:09,457 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,471 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:24:09,473 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,478 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-19 13:24:09,485 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-19 13:24:09,489 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-19 13:24:09,495 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-19 13:24:09,503 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-19 13:24:09,505 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-19 13:24:09,510 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-19 13:24:09,516 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-19 13:24:09,520 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-19 13:24:09,522 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-19 13:24:09,525 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:24:09,529 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,532 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,535 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,537 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,540 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,543 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,547 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,550 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,553 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-19 13:24:09,554 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-19 13:24:09,557 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:24:09,560 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:24:09,566 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,568 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-19 13:24:09,572 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-19 13:24:09,578 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 +2024-11-19 13:24:09,584 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 +2024-11-19 13:24:09,586 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-18 +2024-11-19 13:24:09,589 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-18 +2024-11-19 13:24:09,606 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-18 +2024-11-19 13:24:09,613 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,620 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-19 13:24:09,624 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-19 13:24:09,630 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-18 +2024-11-19 13:24:09,636 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-18 +2024-11-19 13:24:09,640 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-18 +2024-11-19 13:24:09,645 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-18 +2024-11-19 13:24:09,652 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-18 +2024-11-19 13:24:09,655 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-18 +2024-11-19 13:24:09,657 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-18 +2024-11-19 13:24:09,663 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-18 +2024-11-19 13:24:09,669 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-18 +2024-11-19 13:24:09,672 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-18 +2024-11-19 13:24:09,675 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-18 +2024-11-19 13:24:09,684 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-18 +2024-11-19 13:24:09,690 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-18 +2024-11-19 13:24:09,697 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-18 +2024-11-19 13:24:09,705 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-18 +2024-11-19 13:24:09,708 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-18 +2024-11-19 13:24:09,712 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-18 +2024-11-19 13:24:09,717 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-18 +2024-11-19 13:24:09,722 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-18 +2024-11-19 13:24:09,733 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-18 +2024-11-19 13:24:09,737 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-18 +2024-11-19 13:24:09,740 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-18 +2024-11-19 13:24:09,746 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-15 +2024-11-19 13:24:09,750 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,754 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 +2024-11-19 13:24:09,759 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-18 +2024-11-19 13:24:09,765 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-18 +2024-11-19 13:24:09,769 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 +2024-11-19 13:24:09,775 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-15 +2024-11-19 13:24:09,789 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-18 +2024-11-19 13:24:09,797 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,802 - my_logger - INFO - Column DFL was last updated at 2024-11-18 +2024-11-19 13:24:09,805 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-18 +2024-11-19 13:24:09,813 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-19 +2024-11-19 13:24:09,824 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-18 +2024-11-19 13:24:09,829 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,835 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-19 13:24:09,837 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-18 +2024-11-19 13:24:09,840 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-18 +2024-11-19 13:24:09,849 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-18 +2024-11-19 13:24:09,852 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-18 +2024-11-19 13:24:09,855 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-18 +2024-11-19 13:24:09,858 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 +2024-11-19 13:24:09,865 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,870 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-19 +2024-11-19 13:24:09,874 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-19 13:24:09,878 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:24:09,886 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:24:09,889 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-15 +2024-11-19 13:24:09,896 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-19 13:24:09,903 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-18 +2024-11-19 13:24:09,906 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-19 +2024-11-19 13:24:09,913 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:24:09,920 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-18 +2024-11-19 13:24:09,923 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-19 +2024-11-19 13:24:09,930 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-18 +2024-11-19 13:24:09,933 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-15 +2024-11-19 13:24:09,937 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:24:09,941 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-15 +2024-11-19 13:24:09,949 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-15 +2024-11-19 13:24:09,953 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-18 +2024-11-19 13:24:09,956 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:24:09,967 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-19 13:24:09,973 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:24:09,977 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-19 13:24:09,984 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,987 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,989 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:24:09,995 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-19 13:24:10,000 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-18 +2024-11-19 13:24:10,003 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:24:10,007 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-19 +2024-11-19 13:24:10,015 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-18 +2024-11-19 13:24:10,020 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:24:10,022 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-18 +2024-11-19 13:24:10,028 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-18 +2024-11-19 13:24:10,032 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-18 +2024-11-19 13:24:10,037 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-19 13:24:10,040 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 +2024-11-19 13:24:10,043 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 +2024-11-19 13:24:10,068 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 +2024-11-19 13:24:10,071 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 +2024-11-19 13:24:10,073 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 +2024-11-19 13:24:10,077 - my_logger - INFO - Column Oman FOB M2 was last updated at None +2024-11-19 13:24:10,083 - my_logger - INFO - Column Oman FOB M3 was last updated at None +2024-11-19 13:24:10,087 - my_logger - INFO - Column Oman FOB M4 was last updated at None +2024-11-19 13:24:10,091 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 +2024-11-19 13:24:10,100 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 +2024-11-19 13:24:10,102 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 +2024-11-19 13:24:10,105 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 +2024-11-19 13:24:10,107 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-18 +2024-11-19 13:24:10,114 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-15 +2024-11-19 13:24:10,118 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-18 +2024-11-19 13:24:10,121 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-18 +2024-11-19 13:24:10,123 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-18 +2024-11-19 13:24:10,129 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-18 +2024-11-19 13:24:10,133 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-18 +2024-11-19 13:24:10,137 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-18 +2024-11-19 13:24:10,139 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-18 +2024-11-19 13:24:10,143 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-18 +2024-11-19 13:24:10,148 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-18 +2024-11-19 13:24:10,151 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 +2024-11-19 13:24:10,155 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 +2024-11-19 13:24:10,171 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-18 +2024-11-19 13:24:10,179 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-18 +2024-11-19 13:24:10,190 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-18 +2024-11-19 13:24:10,200 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-18 +2024-11-19 13:24:10,205 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-18 +2024-11-19 13:24:10,210 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:24:10,215 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:24:10,222 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:24:10,226 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:24:10,231 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:24:10,236 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:24:10,240 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:24:10,245 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:24:10,252 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-18 +2024-11-19 13:24:10,256 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-18 +2024-11-19 13:24:10,261 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-18 +2024-11-19 13:24:10,268 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-18 +2024-11-19 13:24:10,273 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-17 +2024-11-19 13:24:10,281 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-18 +2024-11-19 13:24:10,286 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-18 +2024-11-19 13:24:10,293 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-18 +2024-11-19 13:24:10,300 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-18 +2024-11-19 13:24:10,305 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-18 +2024-11-19 13:24:10,308 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-18 +2024-11-19 13:24:10,318 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-18 +2024-11-19 13:24:10,320 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 +2024-11-19 13:24:10,324 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-18 +2024-11-19 13:24:10,327 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-18 +2024-11-19 13:24:10,334 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-18 +2024-11-19 13:24:10,336 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:24:10,340 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:24:10,343 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:24:10,348 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:24:10,352 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-19 13:24:10,355 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-19 13:24:10,357 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-19 13:24:10,362 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-19 13:24:10,367 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-19 13:24:10,370 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-19 13:24:10,373 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-19 13:24:10,378 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-19 13:24:10,386 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-19 13:24:10,390 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-19 13:24:10,400 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-19 13:24:10,405 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-19 13:24:10,407 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-19 13:24:10,414 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-19 13:24:10,419 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-19 13:24:10,423 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-19 13:24:10,427 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-19 13:24:10,435 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-19 13:24:10,440 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-19 13:24:10,448 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,455 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,460 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,470 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,477 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,483 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,487 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,490 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-19 13:24:10,495 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-19 13:24:10,500 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-19 13:24:10,504 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-19 13:24:10,508 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-19 13:24:10,518 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-19 13:24:10,522 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-19 13:24:10,528 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-19 13:24:10,535 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-19 13:24:10,537 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-19 13:24:10,543 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-19 13:24:10,549 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-19 13:24:10,553 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-19 13:24:10,559 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-19 13:24:10,564 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-19 13:24:10,570 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-19 13:24:10,573 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-19 13:24:10,576 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-19 13:24:10,582 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-19 13:24:10,585 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-19 13:24:10,589 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-19 13:24:10,593 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-19 13:24:10,600 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-19 13:24:10,602 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-19 13:24:10,605 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-19 13:24:10,608 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-19 13:24:10,615 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-19 13:24:10,620 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-19 13:24:10,626 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-19 13:24:10,637 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-19 13:24:10,651 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-19 13:24:10,658 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-19 13:24:10,671 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-19 13:24:10,682 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-19 13:24:10,694 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-19 13:24:10,703 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-15 +2024-11-19 13:24:10,710 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-15 +2024-11-19 13:24:10,721 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-19 13:24:10,732 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-19 13:24:10,738 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-19 13:24:10,746 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-19 13:24:10,754 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-19 13:24:10,765 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-19 13:24:10,772 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-19 13:24:10,781 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,787 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:24:10,793 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:24:10,800 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,805 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,812 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,820 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,829 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,838 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,847 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,856 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:24:10,865 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,871 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:24:10,886 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,891 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:24:10,898 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,903 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-19 13:24:10,910 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,918 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,922 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,935 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,953 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,957 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-19 13:24:10,968 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,974 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,983 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,989 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:10,995 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,005 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,012 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,019 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,025 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,032 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,036 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,045 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,052 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,059 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,066 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,071 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,076 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,083 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,088 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,092 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,099 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,103 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,109 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:24:11,115 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,120 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-19 13:24:11,127 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,133 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,136 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,139 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,143 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,149 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-19 13:24:11,151 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,155 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,158 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,164 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,168 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,170 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-19 13:24:11,173 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,176 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,182 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,186 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,189 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,193 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,199 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,202 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,205 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,210 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,215 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,220 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,227 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,236 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,239 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,246 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,253 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,257 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,263 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,269 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,272 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:24:11,276 - my_logger - INFO - Column ˮλ was last updated at 2024-11-18 +2024-11-19 13:24:11,285 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 +2024-11-19 13:24:11,289 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 +2024-11-19 13:24:11,299 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 +2024-11-19 13:24:11,301 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 +2024-11-19 13:24:11,306 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 +2024-11-19 13:24:11,312 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-19 13:24:11,319 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-19 13:24:11,323 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-19 13:24:11,327 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-19 13:24:11,333 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 +2024-11-19 13:24:11,338 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 +2024-11-19 13:24:11,341 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 +2024-11-19 13:24:48,024 - my_logger - INFO - etaȡ... +2024-11-19 13:24:48,577 - my_logger - INFO - ָ ::ͳͶʹ::ֵܾ +2024-11-19 13:24:48,814 - my_logger - INFO - ָ :ͳͶʹ::ֵܾ +2024-11-19 13:24:48,993 - my_logger - INFO - ָ :ɽ:ͳͶʹ::ֵܾ +2024-11-19 13:24:49,185 - my_logger - INFO - ָ :īذ:ͳͶʹ::ֵܾ +2024-11-19 13:24:49,369 - my_logger - INFO - ָ ::ͳͶʹ::ֵܾ +2024-11-19 13:24:49,584 - my_logger - INFO - ָ ::ͳͶʹ::ֵܾ +2024-11-19 13:24:50,627 - my_logger - INFO - ָ йִ/7DMA +2024-11-19 13:24:51,085 - my_logger - INFO - ָ ͱ裨ܶȣ1ܻֵ +2024-11-19 13:24:51,086 - my_logger - INFO - ָ ͱ裨ܶȣ1ܻ +2024-11-19 13:24:51,396 - my_logger - INFO - ָ Ͳܶȣ1ܻ +2024-11-19 13:24:52,620 - my_logger - INFO - ָ ԭܶȱ/4WMA +2024-11-19 13:24:52,620 - my_logger - INFO - ָ Ʒ/4WMA +2024-11-19 13:24:52,621 - my_logger - INFO - ָ Ʒ4ܻ +2024-11-19 13:24:52,819 - my_logger - INFO - ָ ˹/500 +2024-11-19 13:24:52,820 - my_logger - INFO - ָ DOE-Ͳ1ܻ +2024-11-19 13:24:52,821 - my_logger - INFO - ָ DOE-Ͳ1ܻ +2024-11-19 13:24:52,821 - my_logger - INFO - ָ úһܻֵ +2024-11-19 13:24:52,822 - my_logger - INFO - ָ ͱһܻֵ +2024-11-19 13:24:52,822 - my_logger - INFO - ָ ͱһܻֵ +2024-11-19 13:24:52,822 - my_logger - INFO - ָ ŷѲ +2024-11-19 13:24:52,823 - my_logger - INFO - ָ ŷ޲Ѳ +2024-11-19 13:24:53,207 - my_logger - INFO - ָ йӪ1ܻ +2024-11-19 13:24:53,696 - my_logger - INFO - ָ ӵָܻȣ/3WMA +2024-11-19 13:24:53,697 - my_logger - INFO - ָ ԭ1ܻ +2024-11-19 13:24:54,968 - my_logger - INFO - ָ ԭ4ֵܾ +2024-11-19 13:24:56,074 - my_logger - INFO - ָ ڻѲ +2024-11-19 13:24:56,076 - my_logger - INFO - ָ īѲ +2024-11-19 13:24:56,179 - my_logger - INFO - ָ ŦԼ۲Ѳ +2024-11-19 13:24:56,179 - my_logger - INFO - ָ ŷ޲ڻѲ +2024-11-19 13:24:56,180 - my_logger - INFO - ָ ŷѲ +2024-11-19 13:24:56,180 - my_logger - INFO - ָ ¼²Ѳ +2024-11-19 13:24:56,181 - my_logger - INFO - ָ ڻѲ +2024-11-19 13:24:56,181 - my_logger - INFO - ָ īѲ +2024-11-19 13:24:56,182 - my_logger - INFO - ָ ŦԼѲ +2024-11-19 13:24:56,182 - my_logger - INFO - ָ ŷ¹صѲ +2024-11-19 13:24:56,182 - my_logger - INFO - ָ ¼Ѳ +2024-11-19 13:24:59,224 - my_logger - INFO - ָ ú4ƽ +2024-11-19 13:25:01,038 - my_logger - INFO - ָ RBOB12ºԼѽ/5DMA5ջ/65DMA +2024-11-19 13:25:01,039 - my_logger - INFO - ָ HO12ºԼѽ/5DMA5ջ/65DMA +2024-11-19 13:25:01,039 - my_logger - INFO - ָ HO12ºԼѽ/65DMA +2024-11-19 13:25:01,040 - my_logger - INFO - ָ RBOB12ºԼѽ/65DMA +2024-11-19 13:25:01,040 - my_logger - INFO - ָ HO12ºԼѽ/5DMA5ջ +2024-11-19 13:25:01,041 - my_logger - INFO - ָ RBOB12ºԼѽ/5DMA5ջ +2024-11-19 13:25:01,041 - my_logger - INFO - ָ HO12ºԼѽ/5DMA +2024-11-19 13:25:01,042 - my_logger - INFO - ָ RBOB12ºԼѽ/5DMA +2024-11-19 13:25:05,060 - my_logger - INFO - ָ Brent1Լ۸/2DMA +2024-11-19 13:25:05,062 - my_logger - INFO - ָ Brent1Լ۸/7DMA +2024-11-19 13:25:05,062 - my_logger - INFO - ָ Brent1Լ۸/23DMA +2024-11-19 13:25:05,063 - my_logger - INFO - ָ ԭͿ泬/5ϲв/WTI c1-c6 +2024-11-19 13:25:05,063 - my_logger - INFO - ָ Brent1Լ۸/5DMA +2024-11-19 13:25:05,063 - my_logger - INFO - ָ Brent c1-c2/3 +2024-11-19 13:25:05,064 - my_logger - INFO - ָ PP̼ϲв/ڻ̼ۣԾԭ +2024-11-19 13:25:05,064 - my_logger - INFO - ָ Brent1Լ۸/11DMA +2024-11-19 13:25:05,064 - my_logger - INFO - ָ ɽѽ۲ϲв/ڻۣԾԭ +2024-11-19 13:25:05,066 - my_logger - INFO - ָ ɽѽ۲ϲв/ +2024-11-19 13:25:05,066 - my_logger - INFO - ָ ԭ(йʤ)ϲв/ԭ +2024-11-19 13:25:05,066 - my_logger - INFO - ָ Brent1Լ۸/21DMA +2024-11-19 13:25:05,066 - my_logger - INFO - ָ Brent1Լ۸/14DMA +2024-11-19 13:25:05,067 - my_logger - INFO - ָ Brent1Լ۸/15DMA +2024-11-19 13:25:05,068 - my_logger - INFO - ָ Brent1-12 +2024-11-19 13:25:12,328 - my_logger - INFO - ָ WTI c1-c36 +2024-11-19 13:25:12,328 - my_logger - INFO - ָ WTI c1-c24 +2024-11-19 13:25:12,328 - my_logger - INFO - ָ WTI c1-c12 +2024-11-19 13:25:14,403 - my_logger - INFO - ָ Brent c1-c36 +2024-11-19 13:25:14,403 - my_logger - INFO - ָ Brent c1-c24 +2024-11-19 13:25:14,405 - my_logger - INFO - ָ Brent c1-c12 +2024-11-19 13:25:20,608 - my_logger - INFO - ָ Brent1Լ۸1ջ +2024-11-19 13:25:20,609 - my_logger - INFO - ָ Brent1Լ۸1ջ +2024-11-19 13:25:20,609 - my_logger - INFO - ָ WTI1Լ۸ϲв/500ָ +2024-11-19 13:25:20,976 - my_logger - INFO - ָ Dubai2Լ۸ +2024-11-19 13:25:20,976 - my_logger - INFO - ָ Dubai4Լ۸ +2024-11-19 13:25:21,357 - my_logger - INFO - ָ RBOBڻ2212·ݺԼ۸ +2024-11-19 13:25:21,360 - my_logger - INFO - ָ RBOBڻ2301·ݺԼ۸ +2024-11-19 13:25:21,360 - my_logger - INFO - ָ RBOBڻ2306·ݺԼ۸ +2024-11-19 13:25:23,216 - my_logger - INFO - ָ Dubai7Լ۸ +2024-11-19 13:25:23,217 - my_logger - INFO - ָ Dubai9Լ۸ +2024-11-19 13:25:23,218 - my_logger - INFO - ָ ϰ7-9² +2024-11-19 13:25:24,399 - my_logger - INFO - ָ Brent2 +2024-11-19 13:25:24,399 - my_logger - INFO - ָ WTI2Լ۸ +2024-11-19 13:25:25,384 - my_logger - INFO - ָ WTI4Լ۸ +2024-11-19 13:25:26,194 - my_logger - INFO - ָ Brent4Լ۸ +2024-11-19 13:25:27,383 - my_logger - INFO - ָ WTI7Լ۸ +2024-11-19 13:25:27,637 - my_logger - INFO - ָ WTI12Լ۸ +2024-11-19 13:25:27,953 - my_logger - INFO - ָ 24Լ۸ +2024-11-19 13:25:28,507 - my_logger - INFO - ָ Brent6Լ۸ +2024-11-19 13:25:28,508 - my_logger - INFO - ָ Brent12Լ۸ +2024-11-19 13:25:28,509 - my_logger - INFO - ָ Brent9Լ +2024-11-19 13:25:28,509 - my_logger - INFO - ָ brent3Լ +2024-11-19 13:25:28,510 - my_logger - INFO - ָ Brent5 +2024-11-19 13:25:28,510 - my_logger - INFO - ָ Brent10Լ +2024-11-19 13:25:28,510 - my_logger - INFO - ָ Brent11Լ +2024-11-19 13:25:28,511 - my_logger - INFO - ָ WTI3Լ۸ +2024-11-19 13:25:28,511 - my_logger - INFO - ָ Brent 7Լ۸ +2024-11-19 13:25:28,511 - my_logger - INFO - ָ Brent8Լ۸ +2024-11-19 13:25:28,513 - my_logger - INFO - ָ Brent13 +2024-11-19 13:25:29,047 - my_logger - INFO - ָ ICE Brent c15 +2024-11-19 13:25:29,047 - my_logger - INFO - ָ ICE Brent c16 +2024-11-19 13:25:29,048 - my_logger - INFO - ָ ICE Brent c17 +2024-11-19 13:25:29,049 - my_logger - INFO - ָ ICE Brent c18 +2024-11-19 13:25:29,049 - my_logger - INFO - ָ ICE Brent c19 +2024-11-19 13:25:29,050 - my_logger - INFO - ָ ICE Brent c20 +2024-11-19 13:25:29,294 - my_logger - INFO - ָ ICE Brent c21 +2024-11-19 13:25:29,295 - my_logger - INFO - ָ ICE Brent c22 +2024-11-19 13:25:29,295 - my_logger - INFO - ָ ICE Brent c23 +2024-11-19 13:25:29,296 - my_logger - INFO - ָ ICE Brent c25 +2024-11-19 13:25:29,297 - my_logger - INFO - ָ ICE Brent c26 +2024-11-19 13:25:29,297 - my_logger - INFO - ָ ICE Brent c27 +2024-11-19 13:25:29,297 - my_logger - INFO - ָ ICE Brent c28 +2024-11-19 13:25:29,298 - my_logger - INFO - ָ ICE Brent c29 +2024-11-19 13:25:29,298 - my_logger - INFO - ָ ICE Brent c30 +2024-11-19 13:25:29,298 - my_logger - INFO - ָ ICE Brent c31 +2024-11-19 13:25:29,300 - my_logger - INFO - ָ ICE Brent c32 +2024-11-19 13:25:29,301 - my_logger - INFO - ָ ICE Brent c33 +2024-11-19 13:25:29,301 - my_logger - INFO - ָ ICE Brent c34 +2024-11-19 13:25:29,301 - my_logger - INFO - ָ ICE Brent c35 +2024-11-19 13:25:29,302 - my_logger - INFO - ָ ICE Brent c36 +2024-11-19 13:25:30,455 - my_logger - INFO - ָ NYMWX WTI c6 +2024-11-19 13:25:30,456 - my_logger - INFO - ָ NYMWX WTI c8 +2024-11-19 13:25:30,456 - my_logger - INFO - ָ NYMWX WTI c9 +2024-11-19 13:25:30,458 - my_logger - INFO - ָ NYMWX WTI c10 +2024-11-19 13:25:30,459 - my_logger - INFO - ָ NYMWX WTI c11 +2024-11-19 13:25:30,459 - my_logger - INFO - ָ NYMWX WTI c13 +2024-11-19 13:25:30,459 - my_logger - INFO - ָ NYMWX WTI c14 +2024-11-19 13:25:30,460 - my_logger - INFO - ָ NYMWX WTI c15 +2024-11-19 13:25:30,460 - my_logger - INFO - ָ NYMWX WTI c16 +2024-11-19 13:25:30,461 - my_logger - INFO - ָ NYMWX WTI c17 +2024-11-19 13:25:30,461 - my_logger - INFO - ָ NYMWX WTI c18 +2024-11-19 13:25:30,461 - my_logger - INFO - ָ NYMWX WTI c19 +2024-11-19 13:25:30,463 - my_logger - INFO - ָ NYMWX WTI c20 +2024-11-19 13:25:30,464 - my_logger - INFO - ָ NYMWX WTI c21 +2024-11-19 13:25:30,464 - my_logger - INFO - ָ NYMWX WTI c22 +2024-11-19 13:25:30,465 - my_logger - INFO - ָ NYMWX WTI c23 +2024-11-19 13:25:30,465 - my_logger - INFO - ָ NYMWX WTI c25 +2024-11-19 13:25:30,465 - my_logger - INFO - ָ NYMWX WTI c26 +2024-11-19 13:25:30,466 - my_logger - INFO - ָ NYMWX WTI c27 +2024-11-19 13:25:30,466 - my_logger - INFO - ָ NYMWX WTI c28 +2024-11-19 13:25:30,466 - my_logger - INFO - ָ NYMWX WTI c29 +2024-11-19 13:25:30,467 - my_logger - INFO - ָ NYMWX WTI c30 +2024-11-19 13:25:30,467 - my_logger - INFO - ָ NYMWX WTI c31 +2024-11-19 13:25:30,468 - my_logger - INFO - ָ NYMWX WTI c32 +2024-11-19 13:25:30,468 - my_logger - INFO - ָ NYMWX WTI c33 +2024-11-19 13:25:30,468 - my_logger - INFO - ָ NYMWX WTI c34 +2024-11-19 13:25:30,469 - my_logger - INFO - ָ NYMWX WTI c35 +2024-11-19 13:25:30,470 - 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my_logger - INFO - ovx index +2024-11-19 13:27:57,807 - my_logger - INFO - dxy curncy +2024-11-19 13:27:58,557 - my_logger - INFO - C2403128043 +2024-11-19 13:27:59,258 - my_logger - INFO - C2403150124 +2024-11-19 13:28:00,101 - my_logger - INFO - FVHCM1 INDEX +2024-11-19 13:28:00,542 - my_logger - INFO - doedtprd index +2024-11-19 13:28:00,859 - my_logger - INFO - CFFDQMMN INDEX +2024-11-19 13:28:01,124 - my_logger - INFO - C2403083739 +2024-11-19 13:28:01,380 - my_logger - INFO - C2404167878 +2024-11-19 13:28:01,605 - my_logger - INFO - lmcads03 lme comdty +2024-11-19 13:28:02,029 - my_logger - INFO - GC1 COMB Comdty +2024-11-19 13:28:02,695 - my_logger - INFO - C2404167855 +2024-11-19 13:28:03,481 - my_logger - INFO - date ::ͳͶʹ::ֵ :ͳͶʹ::ֵ :ɽ:ͳͶʹ::ֵ ... C2404167878 lmcads03 lme comdty GC1 COMB Comdty C2404167855 +9425 2024-11-19 NaN NaN NaN ... NaN NaN NaN NaN +8289 2024-11-18 NaN NaN NaN ... NaN NaN 2615.3 38.5293 +10772 2024-11-17 NaN NaN NaN ... NaN NaN NaN NaN +11274 2024-11-16 NaN NaN NaN ... NaN NaN NaN NaN +1733 2024-11-15 NaN NaN NaN ... NaN 9002.5 2570.1 38.3483 + +[5 rows x 504 columns] +2024-11-19 13:29:35,398 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:29:35,403 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:29:35,407 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:29:35,410 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:29:35,414 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:29:35,416 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:29:35,419 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-19 13:29:35,422 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-19 13:29:35,428 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-19 13:29:35,430 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-19 13:29:35,433 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-19 13:29:35,436 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-19 13:29:35,443 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:29:35,446 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:29:35,448 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:29:35,450 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-19 13:29:35,454 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-19 13:29:35,458 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-19 13:29:35,463 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-19 13:29:35,465 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-19 13:29:35,468 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-19 13:29:35,472 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-19 13:29:35,477 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-19 13:29:35,482 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-19 13:29:35,486 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-19 13:29:35,490 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-19 13:29:35,495 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-19 13:29:35,498 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-19 13:29:35,500 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-19 13:29:35,503 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-19 13:29:35,509 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-19 13:29:35,512 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-19 13:29:35,516 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-19 13:29:35,518 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-18 +2024-11-19 13:29:35,522 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-18 +2024-11-19 13:29:35,527 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-18 +2024-11-19 13:29:35,530 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:29:35,534 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:29:35,536 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:29:35,539 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-18 +2024-11-19 13:29:35,545 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-18 +2024-11-19 13:29:35,548 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-18 +2024-11-19 13:29:35,551 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-18 +2024-11-19 13:29:35,554 - my_logger - INFO - Column ͵һ was last updated at 2024-11-18 +2024-11-19 13:29:35,558 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 +2024-11-19 13:29:35,563 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 +2024-11-19 13:29:35,567 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 +2024-11-19 13:29:35,569 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 +2024-11-19 13:29:35,573 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-18 +2024-11-19 13:29:35,579 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-18 +2024-11-19 13:29:35,582 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-15 +2024-11-19 13:29:35,585 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-15 +2024-11-19 13:29:35,587 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-18 +2024-11-19 13:29:35,592 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-18 +2024-11-19 13:29:35,596 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-18 +2024-11-19 13:29:35,600 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-18 +2024-11-19 13:29:35,605 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-18 +2024-11-19 13:29:35,609 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-18 +2024-11-19 13:29:35,615 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-18 +2024-11-19 13:29:35,618 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-18 +2024-11-19 13:29:35,622 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-18 +2024-11-19 13:29:35,627 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,630 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-18 +2024-11-19 13:29:35,632 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-18 +2024-11-19 13:29:35,634 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-18 +2024-11-19 13:29:35,637 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-18 +2024-11-19 13:29:35,644 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-18 +2024-11-19 13:29:35,646 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-18 +2024-11-19 13:29:35,649 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-18 +2024-11-19 13:29:35,651 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-18 +2024-11-19 13:29:35,655 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-19 13:29:35,660 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 +2024-11-19 13:29:35,663 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 +2024-11-19 13:29:35,665 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 +2024-11-19 13:29:35,669 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 +2024-11-19 13:29:35,672 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 +2024-11-19 13:29:35,678 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 +2024-11-19 13:29:35,682 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 +2024-11-19 13:29:35,684 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 +2024-11-19 13:29:35,688 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:29:35,693 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-18 +2024-11-19 13:29:35,695 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-19 13:29:35,698 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-19 13:29:35,701 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-19 13:29:35,704 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-19 13:29:35,708 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:29:35,712 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-18 +2024-11-19 13:29:35,715 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-18 +2024-11-19 13:29:35,717 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-19 +2024-11-19 13:29:35,720 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:29:35,724 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-19 13:29:35,731 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-19 13:29:35,738 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,744 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-19 13:29:35,746 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-19 13:29:35,750 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-19 13:29:35,752 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-19 13:29:35,755 - my_logger - INFO - Column y was last updated at 2024-11-18 +2024-11-19 13:29:35,760 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 +2024-11-19 13:29:35,762 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 +2024-11-19 13:29:35,765 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 +2024-11-19 13:29:35,767 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 +2024-11-19 13:29:35,770 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 +2024-11-19 13:29:35,773 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 +2024-11-19 13:29:35,779 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 +2024-11-19 13:29:35,782 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,785 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,788 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,794 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,797 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,800 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,802 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-18 +2024-11-19 13:29:35,806 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-15 +2024-11-19 13:29:35,813 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 +2024-11-19 13:29:35,816 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 +2024-11-19 13:29:35,819 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-18 +2024-11-19 13:29:35,822 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-18 +2024-11-19 13:29:35,828 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-18 +2024-11-19 13:29:35,830 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-19 +2024-11-19 13:29:35,833 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 +2024-11-19 13:29:35,836 - my_logger - INFO - Column Brent* was last updated at 2024-11-18 +2024-11-19 13:29:35,843 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-18 +2024-11-19 13:29:35,849 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-18 +2024-11-19 13:29:35,852 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-18 +2024-11-19 13:29:35,855 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-18 +2024-11-19 13:29:35,860 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:29:35,864 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:29:35,866 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:29:35,869 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 +2024-11-19 13:29:35,873 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 +2024-11-19 13:29:35,878 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 +2024-11-19 13:29:35,881 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-18 +2024-11-19 13:29:35,883 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-19 13:29:35,884 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-19 13:29:35,888 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-19 13:29:35,894 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-18 +2024-11-19 13:29:35,897 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-19 13:29:35,899 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 +2024-11-19 13:29:35,901 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 +2024-11-19 13:29:35,904 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:29:35,909 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:29:35,913 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:29:35,915 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:29:35,918 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-18 +2024-11-19 13:29:35,921 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-18 +2024-11-19 13:29:35,926 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-18 +2024-11-19 13:29:35,929 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-19 13:29:35,932 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-19 13:29:35,934 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:29:35,937 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:29:35,941 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:29:35,946 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:29:35,949 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-19 13:29:35,952 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-19 13:29:35,958 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-19 13:29:35,963 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-19 13:29:35,966 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-19 13:29:35,969 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:29:35,972 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:29:35,977 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-19 13:29:35,981 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:29:35,983 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-19 13:29:35,985 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:29:35,989 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-19 13:29:35,996 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-19 13:29:35,998 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-19 13:29:36,001 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,005 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:29:36,010 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,012 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-19 13:29:36,016 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-19 13:29:36,018 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-19 13:29:36,022 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-19 13:29:36,026 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-19 13:29:36,030 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-19 13:29:36,033 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-19 13:29:36,035 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-19 13:29:36,042 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-19 13:29:36,047 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-19 13:29:36,049 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:29:36,053 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,055 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,062 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,064 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,066 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,071 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,079 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,084 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,089 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-19 13:29:36,095 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-19 13:29:36,098 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:29:36,100 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:29:36,103 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,108 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-19 13:29:36,113 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-19 13:29:36,115 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 +2024-11-19 13:29:36,118 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 +2024-11-19 13:29:36,122 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-18 +2024-11-19 13:29:36,130 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-18 +2024-11-19 13:29:36,132 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-18 +2024-11-19 13:29:36,135 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,138 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-19 13:29:36,144 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-19 13:29:36,147 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-18 +2024-11-19 13:29:36,150 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-18 +2024-11-19 13:29:36,154 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-18 +2024-11-19 13:29:36,159 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-18 +2024-11-19 13:29:36,162 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-18 +2024-11-19 13:29:36,165 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-18 +2024-11-19 13:29:36,167 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-18 +2024-11-19 13:29:36,169 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-18 +2024-11-19 13:29:36,171 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-18 +2024-11-19 13:29:36,177 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-18 +2024-11-19 13:29:36,178 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-18 +2024-11-19 13:29:36,181 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-18 +2024-11-19 13:29:36,183 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-18 +2024-11-19 13:29:36,184 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-18 +2024-11-19 13:29:36,187 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-18 +2024-11-19 13:29:36,192 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-18 +2024-11-19 13:29:36,197 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-18 +2024-11-19 13:29:36,198 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-18 +2024-11-19 13:29:36,200 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-18 +2024-11-19 13:29:36,201 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-18 +2024-11-19 13:29:36,205 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-18 +2024-11-19 13:29:36,210 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-18 +2024-11-19 13:29:36,212 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-15 +2024-11-19 13:29:36,214 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,216 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 +2024-11-19 13:29:36,217 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-18 +2024-11-19 13:29:36,220 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-18 +2024-11-19 13:29:36,223 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 +2024-11-19 13:29:36,226 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-15 +2024-11-19 13:29:36,229 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-18 +2024-11-19 13:29:36,230 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,233 - my_logger - INFO - Column DFL was last updated at 2024-11-18 +2024-11-19 13:29:36,235 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-18 +2024-11-19 13:29:36,238 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-19 +2024-11-19 13:29:36,242 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-18 +2024-11-19 13:29:36,244 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,246 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-19 13:29:36,248 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-18 +2024-11-19 13:29:36,250 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-18 +2024-11-19 13:29:36,252 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-18 +2024-11-19 13:29:36,254 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-18 +2024-11-19 13:29:36,258 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-18 +2024-11-19 13:29:36,261 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 +2024-11-19 13:29:36,263 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,264 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-19 +2024-11-19 13:29:36,267 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-19 13:29:36,268 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:29:36,270 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:29:36,276 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-15 +2024-11-19 13:29:36,279 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-19 13:29:36,282 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-18 +2024-11-19 13:29:36,284 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-19 +2024-11-19 13:29:36,286 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:29:36,290 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-18 +2024-11-19 13:29:36,294 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-19 +2024-11-19 13:29:36,296 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-18 +2024-11-19 13:29:36,298 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-15 +2024-11-19 13:29:36,300 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:29:36,303 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-15 +2024-11-19 13:29:36,305 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-15 +2024-11-19 13:29:36,311 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-18 +2024-11-19 13:29:36,315 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:29:36,318 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-19 13:29:36,322 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:29:36,326 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-19 13:29:36,329 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,330 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,333 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,334 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-19 13:29:36,337 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,341 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,343 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-19 +2024-11-19 13:29:36,346 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-18 +2024-11-19 13:29:36,347 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:29:36,349 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-18 +2024-11-19 13:29:36,352 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-18 +2024-11-19 13:29:36,354 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-18 +2024-11-19 13:29:36,358 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-19 13:29:36,362 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 +2024-11-19 13:29:36,363 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 +2024-11-19 13:29:36,366 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 +2024-11-19 13:29:36,368 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 +2024-11-19 13:29:36,369 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 +2024-11-19 13:29:36,371 - my_logger - INFO - Column Oman FOB M2 was last updated at None +2024-11-19 13:29:36,377 - my_logger - INFO - Column Oman FOB M3 was last updated at None +2024-11-19 13:29:36,379 - my_logger - INFO - Column Oman FOB M4 was last updated at None +2024-11-19 13:29:36,382 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 +2024-11-19 13:29:36,383 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 +2024-11-19 13:29:36,388 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 +2024-11-19 13:29:36,423 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 +2024-11-19 13:29:36,462 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-18 +2024-11-19 13:29:36,465 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-15 +2024-11-19 13:29:36,467 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-18 +2024-11-19 13:29:36,470 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-18 +2024-11-19 13:29:36,476 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-18 +2024-11-19 13:29:36,483 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-18 +2024-11-19 13:29:36,491 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-18 +2024-11-19 13:29:36,498 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-18 +2024-11-19 13:29:36,501 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-18 +2024-11-19 13:29:36,504 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-18 +2024-11-19 13:29:36,506 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-18 +2024-11-19 13:29:36,510 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 +2024-11-19 13:29:36,513 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 +2024-11-19 13:29:36,515 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-18 +2024-11-19 13:29:36,517 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-18 +2024-11-19 13:29:36,520 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-18 +2024-11-19 13:29:36,522 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-18 +2024-11-19 13:29:36,527 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-18 +2024-11-19 13:29:36,529 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:29:36,530 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:29:36,533 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:29:36,535 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:29:36,538 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:29:36,543 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:29:36,547 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:29:36,553 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:29:36,559 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-18 +2024-11-19 13:29:36,563 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-18 +2024-11-19 13:29:36,565 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-18 +2024-11-19 13:29:36,567 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-18 +2024-11-19 13:29:36,569 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-17 +2024-11-19 13:29:36,573 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-18 +2024-11-19 13:29:36,577 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-18 +2024-11-19 13:29:36,579 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-18 +2024-11-19 13:29:36,581 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-18 +2024-11-19 13:29:36,584 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-18 +2024-11-19 13:29:36,586 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-18 +2024-11-19 13:29:36,588 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-18 +2024-11-19 13:29:36,594 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 +2024-11-19 13:29:36,596 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-18 +2024-11-19 13:29:36,597 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-18 +2024-11-19 13:29:36,600 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-18 +2024-11-19 13:29:36,602 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:29:36,604 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:29:36,606 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:29:36,610 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:29:36,613 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-19 13:29:36,614 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-19 13:29:36,616 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-19 13:29:36,618 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-19 13:29:36,621 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-19 13:29:36,624 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-19 13:29:36,628 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-19 13:29:36,630 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-19 13:29:36,633 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-19 13:29:36,635 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-19 13:29:36,637 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-19 13:29:36,640 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-19 13:29:36,644 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-19 13:29:36,645 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-19 13:29:36,647 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-19 13:29:36,649 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-19 13:29:36,651 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-19 13:29:36,653 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-19 13:29:36,655 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-19 13:29:36,662 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,665 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,669 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,672 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,678 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,680 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,684 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,685 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-19 13:29:36,687 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-19 13:29:36,692 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-19 13:29:36,695 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-19 13:29:36,697 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-19 13:29:36,698 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-19 13:29:36,700 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-19 13:29:36,702 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-19 13:29:36,704 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-19 13:29:36,710 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-19 13:29:36,712 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-19 13:29:36,713 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-19 13:29:36,715 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-19 13:29:36,717 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-19 13:29:36,719 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-19 13:29:36,722 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-19 13:29:36,727 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-19 13:29:36,729 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-19 13:29:36,731 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-19 13:29:36,732 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-19 13:29:36,734 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-19 13:29:36,736 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-19 13:29:36,742 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-19 13:29:36,744 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-19 13:29:36,745 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-19 13:29:36,748 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-19 13:29:36,749 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-19 13:29:36,752 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-19 13:29:36,754 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-19 13:29:36,758 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-19 13:29:36,761 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-19 13:29:36,763 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-19 13:29:36,764 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-19 13:29:36,767 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-19 13:29:36,769 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-19 13:29:36,772 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-15 +2024-11-19 13:29:36,777 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-15 +2024-11-19 13:29:36,779 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-19 13:29:36,780 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-19 13:29:36,783 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-19 13:29:36,784 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-19 13:29:36,787 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-19 13:29:36,792 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-19 13:29:36,797 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-19 13:29:36,799 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,801 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:29:36,803 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:29:36,806 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,810 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,813 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,815 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,816 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,817 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,821 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,825 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:29:36,828 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,830 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:29:36,833 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,834 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-19 13:29:36,836 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,840 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-19 13:29:36,844 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,845 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,847 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,849 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,850 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,852 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-19 13:29:36,854 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,858 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,861 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,863 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,864 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,867 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,868 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,870 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,875 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,877 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,879 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,881 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,882 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,885 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,887 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,889 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,894 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,896 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,898 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,900 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,903 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,906 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,912 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-19 13:29:36,914 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,917 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-19 13:29:36,920 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,927 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,929 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,932 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,934 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,938 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-19 13:29:36,943 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,946 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,949 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,951 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,955 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,960 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-19 13:29:36,964 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,965 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,968 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,971 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,976 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,979 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,982 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,986 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,993 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,997 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:36,999 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,001 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,005 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,011 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,014 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,017 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,020 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,028 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,030 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,032 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,036 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-19 13:29:37,039 - my_logger - INFO - Column ˮλ was last updated at 2024-11-18 +2024-11-19 13:29:37,044 - my_logger - INFO - Column ovx index was last updated at 2024-11-18 +2024-11-19 13:29:37,046 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-18 +2024-11-19 13:29:37,050 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-18 +2024-11-19 13:29:37,053 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-18 +2024-11-19 13:29:37,056 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-18 +2024-11-19 13:29:37,061 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-19 13:29:37,064 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-19 13:29:37,065 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-19 13:29:37,068 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-19 13:29:37,071 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-15 +2024-11-19 13:29:37,077 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-18 +2024-11-19 13:29:37,080 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-18 +2024-11-19 13:29:37,090 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-19 13:29:37,095 - my_logger - INFO - ɾԤǰ(2515, 504) +2024-11-19 13:29:37,098 - my_logger - INFO - ɾԤ(2515, 435) +2024-11-19 13:29:37,099 - my_logger - INFO - ϴԤϢ +2024-11-19 13:29:37,232 - my_logger - INFO - Ԥϴ... +2024-11-19 13:29:37,232 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIwMzAxNzcsImp0aSI6ImQwNTk3NjFhYmRmMjQ2MTI5NmMyZjMyZmFhOGQ4Y2QzIn0.AxbBfzAGmhQog2GBlEyqz17-mQ0fggByYFyqp5Gc2sw +2024-11-19 13:29:37,233 - my_logger - INFO - warning_data:{'funcModule': 'ԭͣԤ', 'funcOperation': 'ԭͣԤ', 'data': {'WARNING_TYPE_NAME': 'ͣԤtest', 'WARNING_CONTENT': ' ͣ Ԥ ʱ \n 2218 2018-10-27 2018-10-24 1.0 ŷBrent211\n 1023 2022-02-03 2022-01-31 1.0 W-BԾԼ۲\n 1023 2022-02-03 2022-01-31 1.0 B-WԾԼ۲\n 734 2022-11-19 2022-11-16 1.0 Brent/ϰԭˮ\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 RBOBڻ2309·ݺԼ۸\n 293 2024-02-03 2024-01-31 1.0 ī87#ֻ۸\n 265 2024-03-02 2024-02-28 1.0 Ebob1Լ\n 223 2024-04-13 2024-04-10 1.0 йִ\n 91 2024-08-23 2024-08-20 1.0 Kpler-;ԭ\n 86 2023-04-15 2023-03-31 7.0 ԭͣʣܣ\n 68 2023-08-19 2023-08-04 7.0 ԭͣۿڿ棺йܣ\n 30 2024-05-13 2024-04-28 7.0 ж-ܶԭͺ˳\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ/3\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ɽ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :īذ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ͳͶʹ::ֵ\n 22 2023-10-09 2023-08-27 21.0 ж-Ҳܶԭͺ˳\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30̼ͺ1\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(B)\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(B)\n 18 2024-08-05 2024-07-21 7.0 ȫԭͿ棨޳\n 13 2024-09-09 2024-08-25 7.0 Kpler-ԭ;ڣܶȣ\n 8 2024-10-12 2024-09-27 7.0 īԭ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 6 2024-11-16 2024-11-13 1.0 CFR/ԭͱȼ\n 6 2024-11-16 2024-11-13 1.0 SCȼ\n 6 2024-11-16 2024-11-13 1.0 ԭͣʣDESۣίգ\n 6 2024-11-16 2024-11-13 1.0 ԭֻۣͣɽգ\n 5 2024-11-17 2024-11-14 1.0 OMANԭͣʣԶֻDESۣɽգ\n 4 2024-11-18 2024-11-15 1.0 Midlandԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 WTIԭCushing-C1\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼѽ\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼ\n 4 2024-11-18 2024-11-15 1.0 Suezmax-к\n 4 2024-11-18 2024-11-15 1.0 VLCC:ж-й\n 4 2024-11-18 2024-11-15 1.0 ICEBrentc14\n 4 2024-11-18 2024-11-15 1.0 HO12Լ\n 4 2024-11-18 2024-11-15 1.0 ŷ޲ֻ۸\n 4 2024-11-18 2024-11-15 1.0 DFL(ڲ-ڻC1\n 4 2024-11-18 2024-11-15 1.0 LLS-Brent۲\n 4 2024-11-18 2024-11-15 1.0 DFL(Dated-أ\n 4 2024-11-18 2024-11-15 1.0 lmcads03lmecomdty\n 4 2024-11-18 2024-11-15 1.0 MEHԭֻ۸壩\n 4 2024-11-18 2024-11-15 1.0 MARSԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 ֻ۸\n 4 2024-11-18 2024-11-15 1.0 WTIԭֻ۸Cushing\n 4 2024-11-18 2024-11-15 1.0 MARSˮWTI\n 4 2024-11-18 2024-11-15 1.0 LLSԭֻ۸\n 3 2024-11-18 2024-11-03 7.0 -͸絺ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 Խܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Ϸܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -յܶԭͺ˳\n 2 2024-11-20 2024-11-17 1.0 SCc1-SCc2(ҹ)ͺ1\n 1 None 0.0 OmanFOBM2\n 1 None 0.0 OmanFOBM3\n 1 None 0.0 OmanFOBM4', 'WARNING_DATE': '2024-11-19 13:29:37'}} +2024-11-19 13:29:37,631 - my_logger - INFO - ϴԤϢɹ +2024-11-19 13:29:37,633 - my_logger - INFO - ɾ²ǰ(2515, 435) +2024-11-19 13:29:38,108 - my_logger - INFO - ɾ²(2515, 434) +2024-11-19 13:29:38,111 - my_logger - INFO - ɾԤΪֵк(1779, 434) +2024-11-19 13:29:38,115 - my_logger - INFO - ɾȫΪֵк(1779, 363) +2024-11-19 13:29:42,563 - my_logger - INFO - ն(231) ܶ(130) ¶(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +226 C2403128043 +227 C2403150124 +228 FVHCM1 INDEX +229 GC1 COMB Comdty +230 C2404167855 + +[231 rows x 3 columns] +2024-11-19 13:29:42,581 - my_logger - INFO - Ϣܹ360,ն(231),ܶ(130),¶(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 13:29:42,583 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 13:29:44,195 - my_logger - INFO - ʼѵģ... +2024-11-19 13:29:44,214 - my_logger - INFO - Training set head: +2024-11-19 13:29:44,214 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +2849 2018-01-02 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2848 2018-01-03 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2847 2018-01-04 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +336 2018-01-05 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2846 2018-01-08 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 378 columns] +2024-11-19 13:29:44,541 - my_logger - INFO - +Testing set head: +2024-11-19 13:29:44,542 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +8789 2019-05-21 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 +8788 2019-05-22 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 +8787 2019-05-23 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 +264 2019-05-24 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 +8786 2019-05-27 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 378 columns] +2024-11-19 13:36:08,107 - my_logger - INFO - ȡݣdataset\ԭָ.xlsx +2024-11-19 13:36:08,107 - my_logger - INFO - getdataգdataset\ԭָ.xlsx date +2024-11-19 13:36:52,991 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:36:52,995 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:36:52,997 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:36:52,999 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:36:53,001 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:36:53,002 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-19 13:36:53,006 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-19 13:36:53,009 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-19 13:36:53,012 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-19 13:36:53,014 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-19 13:36:53,016 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-19 13:36:53,020 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-19 13:36:53,022 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:36:53,023 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:36:53,025 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-19 13:36:53,026 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-19 13:36:53,029 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-19 13:36:53,031 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-19 13:36:53,032 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-19 13:36:53,037 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-19 13:36:53,040 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-19 13:36:53,041 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-19 13:36:53,043 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-19 13:36:53,045 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-19 13:36:53,048 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-19 13:36:53,052 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-19 13:36:53,054 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-19 13:36:53,055 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-19 13:36:53,057 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-19 13:36:53,059 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-19 13:36:53,061 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-19 13:36:53,064 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-19 13:36:53,067 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-19 13:36:53,070 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-18 +2024-11-19 13:36:53,071 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-18 +2024-11-19 13:36:53,073 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-18 +2024-11-19 13:36:53,075 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:36:53,076 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:36:53,079 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-18 +2024-11-19 13:36:53,082 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-18 +2024-11-19 13:36:53,085 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-18 +2024-11-19 13:36:53,087 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-18 +2024-11-19 13:36:53,089 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-18 +2024-11-19 13:36:53,090 - my_logger - INFO - Column ͵һ was last updated at 2024-11-18 +2024-11-19 13:36:53,092 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-18 +2024-11-19 13:36:53,093 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-18 +2024-11-19 13:36:53,096 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-18 +2024-11-19 13:36:53,102 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-18 +2024-11-19 13:36:53,105 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-18 +2024-11-19 13:36:53,107 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-18 +2024-11-19 13:36:53,108 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-15 +2024-11-19 13:36:53,110 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-15 +2024-11-19 13:36:53,117 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-18 +2024-11-19 13:36:53,120 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-18 +2024-11-19 13:36:53,122 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,123 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-18 +2024-11-19 13:36:53,125 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-18 +2024-11-19 13:36:53,127 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-18 +2024-11-19 13:36:53,130 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-18 +2024-11-19 13:36:53,135 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-18 +2024-11-19 13:36:53,137 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-18 +2024-11-19 13:36:53,138 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,140 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-18 +2024-11-19 13:36:53,142 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-18 +2024-11-19 13:36:53,144 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-18 +2024-11-19 13:36:53,147 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-18 +2024-11-19 13:36:53,151 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-18 +2024-11-19 13:36:53,152 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,153 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-18 +2024-11-19 13:36:53,155 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-18 +2024-11-19 13:36:53,157 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,159 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-18 +2024-11-19 13:36:53,162 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-18 +2024-11-19 13:36:53,167 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-19 +2024-11-19 13:36:53,168 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-18 +2024-11-19 13:36:53,170 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-18 +2024-11-19 13:36:53,172 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-18 +2024-11-19 13:36:53,173 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-18 +2024-11-19 13:36:53,176 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-18 +2024-11-19 13:36:53,177 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:36:53,179 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-18 +2024-11-19 13:36:53,184 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-19 13:36:53,186 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-19 13:36:53,188 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-19 13:36:53,189 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-19 13:36:53,191 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:36:53,193 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-18 +2024-11-19 13:36:53,195 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-18 +2024-11-19 13:36:53,198 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-19 +2024-11-19 13:36:53,201 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-18 +2024-11-19 13:36:53,203 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-19 13:36:53,204 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-19 13:36:53,206 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,207 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-19 13:36:53,209 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-19 13:36:53,212 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-19 13:36:53,216 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-19 13:36:53,218 - my_logger - INFO - Column y was last updated at 2024-11-18 +2024-11-19 13:36:53,219 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-15 +2024-11-19 13:36:53,221 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-18 +2024-11-19 13:36:53,222 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-18 +2024-11-19 13:36:53,223 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-19 +2024-11-19 13:36:53,226 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-18 +2024-11-19 13:36:53,228 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-18 +2024-11-19 13:36:53,232 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-18 +2024-11-19 13:36:53,235 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,236 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,238 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,240 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,241 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,243 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,246 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-18 +2024-11-19 13:36:53,250 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-15 +2024-11-19 13:36:53,252 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-18 +2024-11-19 13:36:53,254 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-18 +2024-11-19 13:36:53,256 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-18 +2024-11-19 13:36:53,258 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-18 +2024-11-19 13:36:53,261 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-18 +2024-11-19 13:36:53,263 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-19 +2024-11-19 13:36:53,267 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 +2024-11-19 13:36:53,269 - my_logger - INFO - Column Brent* was last updated at 2024-11-18 +2024-11-19 13:36:53,271 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-18 +2024-11-19 13:36:53,272 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-18 +2024-11-19 13:36:53,274 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-18 +2024-11-19 13:36:53,276 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-18 +2024-11-19 13:36:53,280 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:36:53,284 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:36:53,287 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-18 +2024-11-19 13:36:53,288 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-18 +2024-11-19 13:36:53,290 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-18 +2024-11-19 13:36:53,292 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-18 +2024-11-19 13:36:53,294 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-18 +2024-11-19 13:36:53,296 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-19 13:36:53,300 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-19 13:36:53,303 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-19 13:36:53,306 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-18 +2024-11-19 13:36:53,308 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-19 13:36:53,310 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-18 +2024-11-19 13:36:53,312 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-18 +2024-11-19 13:36:53,316 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:36:53,318 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:36:53,320 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:36:53,321 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-18 +2024-11-19 13:36:53,323 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-18 +2024-11-19 13:36:53,325 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-18 +2024-11-19 13:36:53,327 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-18 +2024-11-19 13:36:53,328 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-19 13:36:53,333 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-19 13:36:53,336 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:36:53,338 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:36:53,339 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-18 +2024-11-19 13:36:53,341 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:36:53,347 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-19 13:36:53,353 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-19 13:36:53,355 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-19 13:36:53,356 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-19 13:36:53,358 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-19 13:36:53,359 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:36:53,361 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:36:53,363 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-19 13:36:53,367 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:36:53,368 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-19 13:36:53,370 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-19 13:36:53,372 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-19 13:36:53,373 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-19 13:36:53,375 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-19 13:36:53,376 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,378 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:36:53,381 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,383 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-19 13:36:53,385 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-19 13:36:53,386 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-19 13:36:53,387 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-19 13:36:53,389 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-19 13:36:53,391 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-19 13:36:53,392 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-19 13:36:53,394 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-19 13:36:53,398 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-19 13:36:53,400 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-19 13:36:53,402 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:36:53,403 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,405 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,408 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,410 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,412 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,415 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,418 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,419 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,422 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-19 13:36:53,423 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-19 13:36:53,425 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-19 13:36:53,426 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-19 13:36:53,428 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,432 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-19 13:36:53,433 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-19 13:36:53,436 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-18 +2024-11-19 13:36:53,438 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-18 +2024-11-19 13:36:53,439 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-18 +2024-11-19 13:36:53,441 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-18 +2024-11-19 13:36:53,443 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-18 +2024-11-19 13:36:53,446 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,449 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-19 13:36:53,452 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-19 13:36:53,453 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-18 +2024-11-19 13:36:53,458 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-18 +2024-11-19 13:36:53,461 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-18 +2024-11-19 13:36:53,467 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-18 +2024-11-19 13:36:53,470 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-18 +2024-11-19 13:36:53,472 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-18 +2024-11-19 13:36:53,474 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-18 +2024-11-19 13:36:53,476 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-18 +2024-11-19 13:36:53,477 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-18 +2024-11-19 13:36:53,480 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-18 +2024-11-19 13:36:53,483 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-18 +2024-11-19 13:36:53,485 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-18 +2024-11-19 13:36:53,486 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-18 +2024-11-19 13:36:53,488 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-18 +2024-11-19 13:36:53,489 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-18 +2024-11-19 13:36:53,491 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-18 +2024-11-19 13:36:53,492 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-18 +2024-11-19 13:36:53,494 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-18 +2024-11-19 13:36:53,497 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-18 +2024-11-19 13:36:53,501 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-18 +2024-11-19 13:36:53,502 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-18 +2024-11-19 13:36:53,504 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-18 +2024-11-19 13:36:53,505 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-15 +2024-11-19 13:36:53,507 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,508 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-18 +2024-11-19 13:36:53,510 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-18 +2024-11-19 13:36:53,512 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-18 +2024-11-19 13:36:53,516 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-18 +2024-11-19 13:36:53,518 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-15 +2024-11-19 13:36:53,521 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-18 +2024-11-19 13:36:53,522 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,523 - my_logger - INFO - Column DFL was last updated at 2024-11-18 +2024-11-19 13:36:53,525 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-18 +2024-11-19 13:36:53,527 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-19 +2024-11-19 13:36:53,528 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-18 +2024-11-19 13:36:53,533 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,535 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-19 13:36:53,537 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-18 +2024-11-19 13:36:53,539 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-18 +2024-11-19 13:36:53,540 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-18 +2024-11-19 13:36:53,542 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-18 +2024-11-19 13:36:53,543 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-18 +2024-11-19 13:36:53,546 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-18 +2024-11-19 13:36:53,550 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,552 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-19 +2024-11-19 13:36:53,554 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-19 13:36:53,556 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:36:53,557 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:36:53,559 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-15 +2024-11-19 13:36:53,562 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-19 13:36:53,564 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-18 +2024-11-19 13:36:53,568 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-19 +2024-11-19 13:36:53,569 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-19 +2024-11-19 13:36:53,571 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-18 +2024-11-19 13:36:53,574 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-19 +2024-11-19 13:36:53,576 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-18 +2024-11-19 13:36:53,581 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-15 +2024-11-19 13:36:53,585 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:36:53,588 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-15 +2024-11-19 13:36:53,590 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-15 +2024-11-19 13:36:53,593 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-18 +2024-11-19 13:36:53,596 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:36:53,600 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-19 13:36:53,601 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-15 +2024-11-19 13:36:53,603 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-19 13:36:53,605 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,607 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,609 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,610 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-19 13:36:53,612 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,616 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,618 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-19 +2024-11-19 13:36:53,620 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-18 +2024-11-19 13:36:53,621 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-18 +2024-11-19 13:36:53,623 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-18 +2024-11-19 13:36:53,625 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-18 +2024-11-19 13:36:53,627 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-18 +2024-11-19 13:36:53,629 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-19 13:36:53,633 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-18 +2024-11-19 13:36:53,635 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-18 +2024-11-19 13:36:53,636 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-18 +2024-11-19 13:36:53,638 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-18 +2024-11-19 13:36:53,639 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-18 +2024-11-19 13:36:53,642 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-18 +2024-11-19 13:36:53,644 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-18 +2024-11-19 13:36:53,648 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 +2024-11-19 13:36:53,651 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-11 +2024-11-19 13:36:53,653 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-18 +2024-11-19 13:36:53,653 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-15 +2024-11-19 13:36:53,657 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-18 +2024-11-19 13:36:53,659 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-18 +2024-11-19 13:36:53,660 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-18 +2024-11-19 13:36:53,662 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-18 +2024-11-19 13:36:53,666 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-18 +2024-11-19 13:36:53,669 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-18 +2024-11-19 13:36:53,671 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-18 +2024-11-19 13:36:53,672 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-18 +2024-11-19 13:36:53,673 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-18 +2024-11-19 13:36:53,675 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-18 +2024-11-19 13:36:53,678 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-18 +2024-11-19 13:36:53,682 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-18 +2024-11-19 13:36:53,684 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-18 +2024-11-19 13:36:53,685 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-18 +2024-11-19 13:36:53,687 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-18 +2024-11-19 13:36:53,689 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-18 +2024-11-19 13:36:53,691 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:36:53,692 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:36:53,695 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:36:53,699 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-19 +2024-11-19 13:36:53,702 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:36:53,703 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:36:53,705 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:36:53,707 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-18 +2024-11-19 13:36:53,709 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-18 +2024-11-19 13:36:53,710 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-18 +2024-11-19 13:36:53,712 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-18 +2024-11-19 13:36:53,716 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-18 +2024-11-19 13:36:53,719 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-17 +2024-11-19 13:36:53,721 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-18 +2024-11-19 13:36:53,723 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-18 +2024-11-19 13:36:53,725 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-18 +2024-11-19 13:36:53,725 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-18 +2024-11-19 13:36:53,728 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-18 +2024-11-19 13:36:53,732 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-18 +2024-11-19 13:36:53,734 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-18 +2024-11-19 13:36:53,736 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-18 +2024-11-19 13:36:53,737 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-18 +2024-11-19 13:36:53,740 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-18 +2024-11-19 13:36:53,741 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-18 +2024-11-19 13:36:53,743 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:36:53,745 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:36:53,749 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:36:53,752 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-19 13:36:53,753 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-19 13:36:53,755 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-19 13:36:53,756 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-19 13:36:53,759 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-19 13:36:53,760 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-19 13:36:53,763 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-19 13:36:53,767 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-19 13:36:53,769 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-19 13:36:53,770 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-19 13:36:53,772 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-19 13:36:53,774 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-19 13:36:53,775 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-19 13:36:53,777 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-19 13:36:53,780 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-19 13:36:53,784 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-19 13:36:53,786 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-19 13:36:53,788 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-19 13:36:53,789 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-19 13:36:53,791 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-19 13:36:53,793 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-19 13:36:53,795 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-19 13:36:53,800 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-19 13:36:53,802 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-19 13:36:53,804 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-19 13:36:53,805 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-19 13:36:53,807 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-19 13:36:53,809 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-19 13:36:53,810 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-19 13:36:53,814 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-19 13:36:53,819 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-19 13:36:53,821 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-19 13:36:53,823 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-19 13:36:53,825 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-19 13:36:53,827 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-19 13:36:53,831 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-19 13:36:53,834 - 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my_logger - INFO - warning_data:{'funcModule': 'ԭͣԤ', 'funcOperation': 'ԭͣԤ', 'data': {'WARNING_TYPE_NAME': 'ͣԤtest', 'WARNING_CONTENT': ' ͣ Ԥ ʱ \n 2218 2018-10-27 2018-10-24 1.0 ŷBrent211\n 1023 2022-02-03 2022-01-31 1.0 B-WԾԼ۲\n 1023 2022-02-03 2022-01-31 1.0 W-BԾԼ۲\n 734 2022-11-19 2022-11-16 1.0 Brent/ϰԭˮ\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 RBOBڻ2309·ݺԼ۸\n 293 2024-02-03 2024-01-31 1.0 ī87#ֻ۸\n 265 2024-03-02 2024-02-28 1.0 Ebob1Լ\n 223 2024-04-13 2024-04-10 1.0 йִ\n 91 2024-08-23 2024-08-20 1.0 Kpler-;ԭ\n 86 2023-04-15 2023-03-31 7.0 ԭͣʣܣ\n 68 2023-08-19 2023-08-04 7.0 ԭͣۿڿ棺йܣ\n 30 2024-05-13 2024-04-28 7.0 ж-ܶԭͺ˳\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ/3\n 23 2024-06-29 2024-06-14 7.0 :ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ɽ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :īذ:ͳͶʹ::ֵ\n 22 2023-10-09 2023-08-27 21.0 ж-Ҳܶԭͺ˳\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30̼ͺ1\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30̼ͺ1\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(B)\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(B)\n 18 2024-08-05 2024-07-21 7.0 ȫԭͿ棨޳\n 13 2024-09-09 2024-08-25 7.0 Kpler-ԭ;ڣܶȣ\n 8 2024-10-12 2024-09-27 7.0 īԭ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 6 2024-11-16 2024-11-13 1.0 CFR/ԭͱȼ\n 6 2024-11-16 2024-11-13 1.0 ԭֻۣͣɽգ\n 6 2024-11-16 2024-11-13 1.0 SCȼ\n 6 2024-11-16 2024-11-13 1.0 ԭͣʣDESۣίգ\n 5 2024-11-17 2024-11-14 1.0 OMANԭͣʣԶֻDESۣɽգ\n 4 2024-11-18 2024-11-15 1.0 MARSˮWTI\n 4 2024-11-18 2024-11-15 1.0 VLCC:ж-й\n 4 2024-11-18 2024-11-15 1.0 Suezmax-к\n 4 2024-11-18 2024-11-15 1.0 MEHԭֻ۸壩\n 4 2024-11-18 2024-11-15 1.0 MARSԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 LLS-Brent۲\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼѽ\n 4 2024-11-18 2024-11-15 1.0 HO12ºԼ\n 4 2024-11-18 2024-11-15 1.0 LLSԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 HO12Լ\n 4 2024-11-18 2024-11-15 1.0 DFL(Dated-أ\n 4 2024-11-18 2024-11-15 1.0 DFL(ڲ-ڻC1\n 4 2024-11-18 2024-11-15 1.0 ICEBrentc14\n 4 2024-11-18 2024-11-15 1.0 WTIԭCushing-C1\n 4 2024-11-18 2024-11-15 1.0 ֻ۸\n 4 2024-11-18 2024-11-15 1.0 Midlandԭֻ۸\n 4 2024-11-18 2024-11-15 1.0 ŷ޲ֻ۸\n 4 2024-11-18 2024-11-15 1.0 WTIԭֻ۸Cushing\n 4 2024-11-18 2024-11-15 1.0 lmcads03lmecomdty\n 3 2024-11-18 2024-11-03 7.0 -յܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -͸絺ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Ϸܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Խܶԭͺ˽\n 2 2024-11-20 2024-11-17 1.0 SCc1-SCc2(ҹ)ͺ1', 'WARNING_DATE': '2024-11-19 13:36:54'}} +2024-11-19 13:36:54,877 - my_logger - INFO - ϴԤϢɹ +2024-11-19 13:36:54,879 - my_logger - INFO - ɾ²ǰ(2515, 438) +2024-11-19 13:36:55,365 - my_logger - INFO - ɾ²(2515, 434) +2024-11-19 13:36:55,369 - my_logger - INFO - ɾԤΪֵк(1779, 434) +2024-11-19 13:36:55,374 - my_logger - INFO - ɾȫΪֵк(1779, 363) +2024-11-19 13:36:59,136 - my_logger - INFO - ն(231) ܶ(130) ¶(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +226 C2403128043 +227 C2403150124 +228 FVHCM1 INDEX +229 GC1 COMB Comdty +230 C2404167855 + +[231 rows x 3 columns] +2024-11-19 13:36:59,151 - my_logger - INFO - Ϣܹ360,ն(231),ܶ(130),¶(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 13:36:59,152 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 13:37:00,256 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '73.3' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 13:37:00,260 - my_logger - INFO - ʼѵģ... +2024-11-19 13:37:00,272 - my_logger - INFO - Training set head: +2024-11-19 13:37:00,272 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +2513 2018-01-02 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2512 2018-01-03 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2511 2018-01-04 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2510 2018-01-05 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2507 2018-01-08 37951.0 732.4702 205.1905 61698.0 66675.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 378 columns] +2024-11-19 13:37:00,536 - my_logger - INFO - +Testing set head: +2024-11-19 13:37:00,537 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +2009 2019-05-21 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2008 2019-05-22 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2007 2019-05-23 36227.0 732.4702 -174.6190 66003.0 69181.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2006 2019-05-24 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2003 2019-05-27 38186.0 732.4702 -343.0476 65758.0 69041.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 378 columns] +2024-11-19 16:14:33,948 - my_logger - INFO - etaȡ... +2024-11-19 16:14:33,948 - my_logger - INFO - etaȡ... +2024-11-19 16:15:52,753 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:15:52,753 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:15:52,754 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:15:52,754 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:16:23,304 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:16:23,304 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:16:23,891 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:16:23,891 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:16:23,894 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:16:23,894 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:16:23,898 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:16:23,898 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:16:26,574 - my_logger - INFO - ն(219) ܶ(94) 168(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:16:26,574 - my_logger - INFO - ն(219) ܶ(94) 168(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:16:26,608 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:16:26,608 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:16:26,611 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:16:26,611 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:16:27,683 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:16:27,683 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:16:27,687 - my_logger - INFO - ʼѵģ... +2024-11-19 16:16:27,687 - my_logger - INFO - ʼѵģ... +2024-11-19 16:16:27,687 - my_logger - INFO - ģѵ +2024-11-19 16:16:27,687 - my_logger - INFO - ģѵ +2024-11-19 16:16:27,688 - my_logger - INFO - ѵݻͼing +2024-11-19 16:16:27,688 - my_logger - INFO - ѵݻͼing +2024-11-19 16:16:29,005 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 16:16:29,005 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 16:16:30,766 - my_logger - INFO - ѵݻͼend +2024-11-19 16:16:30,766 - my_logger - INFO - ѵݻͼend +2024-11-19 16:16:30,767 - my_logger - INFO - ing +2024-11-19 16:16:30,767 - my_logger - INFO - ing +2024-11-19 16:16:30,919 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 16:16:30,919 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 16:16:33,209 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 16:16:33,209 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 16:16:33,211 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 16:16:33,211 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 16:16:35,408 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 16:16:35,408 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 16:16:35,409 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 16:16:35,409 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 16:16:37,991 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 16:16:37,991 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 16:16:37,993 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:16:37,993 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:16:40,012 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 16:16:40,012 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 16:16:40,014 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 16:16:40,014 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 16:16:42,085 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 16:16:42,085 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 16:16:42,087 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 16:16:42,087 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 16:16:42,626 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 16:16:42,626 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 16:16:42,627 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:16:42,627 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:16:44,661 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 16:16:44,661 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 16:16:44,663 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 16:16:44,663 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 16:16:44,988 - my_logger - INFO - ܺ͵ͼ +2024-11-19 16:16:44,988 - my_logger - INFO - ܺ͵ͼ +2024-11-19 16:16:48,434 - my_logger - INFO - end +2024-11-19 16:16:48,434 - my_logger - INFO - end +2024-11-19 16:16:48,435 - my_logger - INFO - ģѵ +2024-11-19 16:16:48,435 - my_logger - INFO - ģѵ +2024-11-19 16:27:46,496 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:27:46,496 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:27:46,497 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:27:46,497 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:29:08,350 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:29:08,350 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:29:09,230 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:29:09,230 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:29:09,235 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:29:09,235 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:29:09,239 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:29:09,239 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:29:14,418 - my_logger - INFO - ն(219) ܶ(94) 21(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:29:14,418 - my_logger - INFO - ն(219) ܶ(94) 21(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:29:14,487 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:29:14,487 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:29:14,489 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:29:14,489 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:29:15,407 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:29:15,407 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:29:15,410 - my_logger - INFO - ʼѵģ... +2024-11-19 16:29:15,410 - my_logger - INFO - ʼѵģ... +2024-11-19 16:29:15,412 - my_logger - INFO - ģѵ +2024-11-19 16:29:15,412 - my_logger - INFO - ģѵ +2024-11-19 16:29:15,413 - my_logger - INFO - ѵݻͼing +2024-11-19 16:29:15,413 - my_logger - INFO - ѵݻͼing +2024-11-19 16:29:18,036 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 16:29:18,036 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 16:29:21,429 - my_logger - INFO - ѵݻͼend +2024-11-19 16:29:21,429 - my_logger - INFO - ѵݻͼend +2024-11-19 16:29:21,429 - my_logger - INFO - ing +2024-11-19 16:29:21,429 - my_logger - INFO - ing +2024-11-19 16:29:21,639 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 16:29:21,639 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 16:29:25,628 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 16:29:25,628 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 16:29:25,631 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 16:29:25,631 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 16:29:29,962 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 16:29:29,962 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 16:29:29,964 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 16:29:29,964 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 16:29:34,145 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 16:29:34,145 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 16:29:34,147 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:29:34,147 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:29:38,835 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 16:29:38,835 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 16:29:38,838 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 16:29:38,838 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 16:29:42,982 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 16:29:42,982 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 16:29:42,985 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 16:29:42,985 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 16:29:44,017 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 16:29:44,017 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 16:29:44,019 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:29:44,019 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:29:46,905 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 16:29:46,905 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 16:29:46,907 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 16:29:46,907 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 16:29:47,554 - my_logger - INFO - ܺ͵ͼ +2024-11-19 16:29:47,554 - my_logger - INFO - ܺ͵ͼ +2024-11-19 16:29:53,347 - my_logger - INFO - end +2024-11-19 16:29:53,347 - my_logger - INFO - end +2024-11-19 16:29:53,348 - my_logger - INFO - ģѵ +2024-11-19 16:29:53,348 - my_logger - INFO - ģѵ +2024-11-19 16:30:59,746 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:30:59,746 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:30:59,748 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:30:59,748 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:32:28,484 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:32:28,484 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:32:29,550 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:32:29,550 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:32:29,554 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:32:29,554 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:32:29,561 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:32:29,561 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:32:34,950 - my_logger - INFO - ն(219) ܶ(94) 168(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:32:34,950 - my_logger - INFO - ն(219) ܶ(94) 168(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:32:35,025 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:32:35,025 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),168(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:32:35,028 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:32:35,028 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:32:36,083 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:32:36,083 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:32:36,086 - my_logger - INFO - ʼѵģ... +2024-11-19 16:32:36,086 - my_logger - INFO - ʼѵģ... +2024-11-19 16:32:36,088 - my_logger - INFO - ģѵ +2024-11-19 16:32:36,088 - my_logger - INFO - ģѵ +2024-11-19 16:32:36,089 - my_logger - INFO - ѵݻͼing +2024-11-19 16:32:36,089 - my_logger - INFO - ѵݻͼing +2024-11-19 16:32:38,710 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 16:32:38,710 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 16:32:42,254 - my_logger - INFO - ѵݻͼend +2024-11-19 16:32:42,254 - my_logger - INFO - ѵݻͼend +2024-11-19 16:32:42,255 - my_logger - INFO - ing +2024-11-19 16:32:42,255 - my_logger - INFO - ing +2024-11-19 16:32:42,468 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 16:32:42,468 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 16:32:46,566 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 16:32:46,566 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 16:32:46,573 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 16:32:46,573 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 16:32:51,307 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 16:32:51,307 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 16:32:51,309 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 16:32:51,309 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 16:32:55,792 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 16:32:55,792 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 16:32:55,795 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:32:55,795 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:33:01,050 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 16:33:01,050 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 16:33:01,053 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 16:33:01,053 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 16:33:05,628 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 16:33:05,628 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 16:33:05,630 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 16:33:05,630 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 16:33:06,716 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 16:33:06,716 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 16:33:06,719 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:33:06,719 - my_logger - INFO - ʼֱָͼ +2024-11-19 16:33:10,018 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 16:33:10,018 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 16:33:10,020 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 16:33:10,020 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 16:33:10,820 - my_logger - INFO - ܺ͵ͼ +2024-11-19 16:33:10,820 - my_logger - INFO - ܺ͵ͼ +2024-11-19 16:33:16,716 - my_logger - INFO - end +2024-11-19 16:33:16,716 - my_logger - INFO - end +2024-11-19 16:33:16,717 - my_logger - INFO - ģѵ +2024-11-19 16:33:16,717 - my_logger - INFO - ģѵ +2024-11-19 16:34:37,006 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:34:37,006 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:34:37,008 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:34:37,008 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:36:06,729 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:36:06,729 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:36:07,586 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:36:07,586 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:36:07,590 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:36:07,590 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:36:07,595 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:36:07,595 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:36:12,947 - my_logger - INFO - ն(219) ܶ(94) 84(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:36:12,947 - my_logger - INFO - ն(219) ܶ(94) 84(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:36:13,038 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),84(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:36:13,038 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),84(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:36:13,040 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:36:13,040 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:36:13,954 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:36:13,954 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:37:37,765 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:37:37,765 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:37:37,768 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:37:37,768 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:39:09,361 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:39:09,361 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:39:10,276 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:39:10,276 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:39:10,281 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:39:10,281 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:39:10,286 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:39:10,286 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:39:15,685 - my_logger - INFO - ն(219) ܶ(94) 49(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:39:15,685 - my_logger - INFO - ն(219) ܶ(94) 49(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:39:15,759 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),49(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:39:15,759 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),49(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:39:15,761 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:39:15,761 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:39:16,797 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:39:16,797 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:39:49,539 - my_logger - INFO - һԤģ +2024-11-19 16:39:49,539 - my_logger - INFO - һԤģ +2024-11-19 16:48:21,787 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:48:21,787 - my_logger - INFO - ȡݣjuxitingdataset\PPָ.xlsx +2024-11-19 16:48:21,789 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:48:21,789 - my_logger - INFO - getdataգjuxitingdataset\PPָ.xlsx date +2024-11-19 16:48:57,297 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:48:57,297 - my_logger - INFO - ɾ²ǰ(2515, 354) +2024-11-19 16:48:57,759 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:48:57,759 - my_logger - INFO - ɾ²(2515, 315) +2024-11-19 16:48:57,764 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:48:57,764 - my_logger - INFO - ɾԤΪֵк(771, 315) +2024-11-19 16:48:57,767 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:48:57,767 - my_logger - INFO - ɾȫΪֵк(771, 315) +2024-11-19 16:48:59,738 - my_logger - INFO - ն(219) ܶ(94) 21(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:48:59,738 - my_logger - INFO - ն(219) ܶ(94) 21(1) +0 PP̼ϲв/ CP M1 PEעܿ/ йгƽۣBOPPĤ +1 Ͼ۱ϩ̼ۣ PPйܣ +2 ۱ϩ̼ۣ PPƽйܣ +3 ۱ϩ̼ۣ PPйܣ +4 úƾ۱ϩ PPָ +.. ... ... ... +214 PEڻ̼ +215 PP-1 +216 PP-5 +217 PP-9 +218 y + +[219 rows x 3 columns] +2024-11-19 16:48:59,751 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:48:59,751 - my_logger - INFO - Ϣܹ312,ն(219),ܶ(94),21(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-19 16:48:59,755 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:48:59,755 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-19 16:49:12,428 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:49:12,428 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-18 00:00:00', y = '7363.333333333333' WHERE ds = '2024-11-18 00:00:00' +2024-11-19 16:49:51,530 - my_logger - INFO - һԤģ +2024-11-19 16:49:51,530 - my_logger - INFO - һԤģ +2024-11-19 16:50:44,447 - my_logger - INFO - һԤģ +2024-11-19 16:50:44,447 - my_logger - INFO - һԤģ +2024-11-19 16:52:59,904 - my_logger - INFO - һԤģ +2024-11-19 16:52:59,904 - my_logger - INFO - һԤģ +2024-11-19 16:54:22,267 - my_logger - INFO - һԤģ +2024-11-19 16:54:22,267 - my_logger - INFO - һԤģ +2024-11-19 16:54:22,300 - my_logger - INFO - 20Ԥв͵ģƣNHITS +2024-11-19 16:54:22,300 - my_logger - INFO - 20Ԥв͵ģƣNHITS +2024-11-19 17:08:22,549 - my_logger - INFO - ʼѵģ... +2024-11-19 17:08:22,549 - my_logger - INFO - ʼѵģ... +2024-11-19 17:08:27,380 - my_logger - INFO - ģѵ +2024-11-19 17:08:27,380 - my_logger - INFO - ģѵ +2024-11-19 17:08:27,384 - my_logger - INFO - ѵݻͼing +2024-11-19 17:08:27,384 - my_logger - INFO - ѵݻͼing +2024-11-19 17:08:28,454 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 17:08:28,454 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 17:08:30,651 - my_logger - INFO - ѵݻͼend +2024-11-19 17:08:30,651 - my_logger - INFO - ѵݻͼend +2024-11-19 17:08:38,711 - my_logger - INFO - ing +2024-11-19 17:08:38,711 - my_logger - INFO - ing +2024-11-19 17:08:38,888 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 17:08:38,888 - my_logger - INFO - ʼƼ۲ֱָͼ +2024-11-19 17:08:41,357 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 17:08:41,357 - my_logger - INFO - ۲ָܺΪ11.045084254496823 +2024-11-19 17:08:41,359 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 17:08:41,359 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-19 17:08:43,624 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 17:08:43,624 - my_logger - INFO - ۸ָܺΪ91.9826336555467 +2024-11-19 17:08:43,626 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 17:08:43,626 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-19 17:08:45,836 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 17:08:45,836 - my_logger - INFO - ӦָܺΪ19.676577761750373 +2024-11-19 17:08:45,838 - my_logger - INFO - ʼֱָͼ +2024-11-19 17:08:45,838 - my_logger - INFO - ʼֱָͼ +2024-11-19 17:08:47,949 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 17:08:47,949 - my_logger - INFO - ָܺΪ12.061155519572203 +2024-11-19 17:08:47,951 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 17:08:47,951 - my_logger - INFO - ʼƿֱָͼ +2024-11-19 17:08:50,380 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 17:08:50,380 - my_logger - INFO - ָܺΪ11.265124823866078 +2024-11-19 17:08:50,384 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 17:08:50,384 - my_logger - INFO - ʼƽֱָͼ +2024-11-19 17:08:50,915 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 17:08:50,915 - my_logger - INFO - ָܺΪ1.621285695326623 +2024-11-19 17:08:50,917 - my_logger - INFO - ʼֱָͼ +2024-11-19 17:08:50,917 - my_logger - INFO - ʼֱָͼ +2024-11-19 17:08:52,415 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 17:08:52,415 - my_logger - INFO - ָܺΪ6.76636659497056 +2024-11-19 17:08:52,418 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 17:08:52,418 - my_logger - INFO - ʼܺ͵ͼ +2024-11-19 17:08:52,788 - my_logger - INFO - ܺ͵ͼ +2024-11-19 17:08:52,788 - my_logger - INFO - ܺ͵ͼ +2024-11-19 17:08:55,983 - my_logger - INFO - end +2024-11-19 17:08:55,983 - my_logger - INFO - end +2024-11-19 17:08:55,986 - my_logger - INFO - ģѵ +2024-11-19 17:08:55,986 - my_logger - INFO - ģѵ +2024-11-19 18:12:18,831 - my_logger - INFO - ģѵ +2024-11-19 18:12:18,831 - my_logger - INFO - ģѵ +2024-11-19 18:12:18,837 - my_logger - INFO - ѵݻͼing +2024-11-19 18:12:18,837 - my_logger - INFO - ѵݻͼing +2024-11-19 18:13:08,569 - my_logger - INFO - ģѵ +2024-11-19 18:13:08,569 - my_logger - INFO - ģѵ +2024-11-19 18:13:08,572 - my_logger - INFO - ѵݻͼing +2024-11-19 18:13:08,572 - my_logger - INFO - ѵݻͼing +2024-11-19 18:14:08,296 - my_logger - INFO - ģѵ +2024-11-19 18:14:08,296 - my_logger - INFO - ģѵ +2024-11-19 18:14:08,332 - my_logger - INFO - ѵݻͼing +2024-11-19 18:14:08,332 - my_logger - INFO - ѵݻͼing +2024-11-19 18:14:10,122 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 18:14:10,122 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '7359.205', Informer = '7325.434', LSTM = '7374.6274', iTransformer = '7342.029', TSMixer = '7352.7837', TSMixerx = '7343.613', PatchTST = '7342.73', RNN = '7372.2515', GRU = '7381.781', TCN = '7449.0703', BiTCN = '7317.2397', DilatedRNN = '7350.607', MLP = '7326.661', DLinear = '7375.8584', NLinear = '7335.603', TFT = '7364.06', StemGNN = '7345.604', MLPMultivariate = '7354.3696', TiDE = '7365.8433', DeepNPTS = '7367.143' WHERE ds = '2024-11-19 00:00:00' +2024-11-19 18:14:37,406 - my_logger - INFO - ģѵ +2024-11-19 18:14:37,406 - my_logger - INFO - ģѵ +2024-11-19 18:14:37,412 - my_logger - INFO - ѵݻͼing +2024-11-19 18:14:37,412 - my_logger - INFO - ѵݻͼing +2024-11-19 18:15:08,384 - my_logger - INFO - ģѵ +2024-11-19 18:15:08,384 - my_logger - INFO - ģѵ +2024-11-19 18:15:08,387 - my_logger - INFO - ѵݻͼing +2024-11-19 18:15:08,387 - my_logger - INFO - ѵݻͼing +2024-11-19 18:15:41,733 - my_logger - INFO - ģѵ +2024-11-19 18:15:41,733 - my_logger - INFO - ģѵ +2024-11-19 18:15:41,737 - my_logger - INFO - ѵݻͼing +2024-11-19 18:15:41,737 - my_logger - INFO - ѵݻͼing +2024-11-19 18:16:37,016 - my_logger - INFO - ģѵ +2024-11-19 18:16:37,016 - my_logger - INFO - ģѵ +2024-11-19 18:16:37,021 - my_logger - INFO - ѵݻͼing +2024-11-19 18:16:37,021 - my_logger - INFO - ѵݻͼing +2024-11-19 18:17:07,852 - my_logger - INFO - ģѵ +2024-11-19 18:17:07,852 - my_logger - INFO - ģѵ +2024-11-19 18:17:07,857 - my_logger - INFO - ѵݻͼing +2024-11-19 18:17:07,857 - my_logger - INFO - ѵݻͼing +2024-11-19 18:20:21,874 - my_logger - INFO - ģѵ +2024-11-19 18:20:21,874 - my_logger - INFO - ģѵ +2024-11-19 18:20:21,878 - my_logger - INFO - ѵݻͼing +2024-11-19 18:20:21,878 - my_logger - INFO - ѵݻͼing +2024-11-19 18:20:23,056 - my_logger - INFO - ѵݻͼend +2024-11-19 18:20:23,056 - my_logger - INFO - ѵݻͼend +2024-11-19 18:24:37,395 - my_logger - INFO - ģѵ +2024-11-19 18:24:37,395 - my_logger - INFO - ģѵ +2024-11-19 18:24:37,400 - my_logger - INFO - ѵݻͼing +2024-11-19 18:24:37,400 - my_logger - INFO - ѵݻͼing +2024-11-19 18:25:15,837 - my_logger - INFO - ģѵ +2024-11-19 18:25:15,837 - my_logger - INFO - ģѵ +2024-11-19 18:25:15,842 - my_logger - INFO - ѵݻͼing +2024-11-19 18:25:15,842 - my_logger - INFO - ѵݻͼing +2024-11-19 18:25:16,991 - my_logger - INFO - ѵݻͼend +2024-11-19 18:25:16,991 - my_logger - INFO - ѵݻͼend +2024-11-19 18:26:27,771 - my_logger - INFO - ģѵ +2024-11-19 18:26:27,771 - my_logger - INFO - ģѵ +2024-11-19 18:26:27,777 - my_logger - INFO - ѵݻͼing +2024-11-19 18:26:27,777 - my_logger - INFO - ѵݻͼing +2024-11-19 18:26:29,029 - my_logger - INFO - ѵݻͼend +2024-11-19 18:26:29,029 - my_logger - INFO - ѵݻͼend +2024-11-20 10:50:48,031 - my_logger - INFO - 预警上传中... +2024-11-20 10:50:48,037 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIxMDcwNDUsImp0aSI6ImM0Njk5ZGY3YWYwMTQ1Y2I4NWUzYjJhZTg2ZjMzYzRiIn0.EuDSlyPRNA3ULUyNHCKpj2nZCCyRqpOY72A_qkoSkJs +2024-11-20 10:50:48,039 - my_logger - INFO - warning_data:{'funcModule': '原油特征停更预警', 'funcOperation': '原油特征停更预警', 'data': {'WARNING_TYPE_NAME': '特征数据停更预警', 'WARNING_CONTENT': ' 停更周期 预警日期 最后更新时间 更新周期 特征名称\n 2218 2018-10-27 2018-10-24 1.0 西北欧即期Brent211利润\n 1023 2022-02-03 2022-01-31 1.0 B-W活跃合约价差\n 1023 2022-02-03 2022-01-31 1.0 W-B活跃合约价差\n 734 2022-11-19 2022-11-16 1.0 Brent/迪拜原油升贴水\n 686 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 446 2023-09-03 2023-08-31 1.0 美国RBOB期货2309月份合约价格\n 293 2024-02-03 2024-01-31 1.0 美国墨西哥湾87#汽油现货价格\n 265 2024-03-02 2024-02-28 1.0 Ebob连1合约\n 223 2024-04-13 2024-04-10 1.0 中国航班执行数\n 91 2024-08-23 2024-08-20 1.0 Kpler-海运在途原油\n 86 2023-04-15 2023-03-31 7.0 原油：开工率：东北地区：独立炼厂（周）\n 68 2023-08-19 2023-08-04 7.0 原油：港口库存：中国（周）\n 30 2024-05-13 2024-04-28 7.0 中东-巴林周度原油海运出口\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）\n 26 2024-06-08 2024-05-24 7.0 原油：山东港口：库存：新口径（周）超季节性/3年\n 23 2024-06-29 2024-06-14 7.0 美国:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:墨西哥湾沿岸:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:洛基山地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:西海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:东海岸地区:炼油厂的投入与使用情况:开工率:当周值\n 23 2024-06-29 2024-06-14 7.0 美国:中西部地区:炼油厂的投入与使用情况:开工率:当周值\n 22 2023-10-09 2023-08-27 21.0 中东-也门周度原油海运出口\n 20 2024-11-02 2024-10-30 1.0 Brentc102:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 Brentc202:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 EFSc102:30收盘价滞后1天\n 20 2024-11-02 2024-10-30 1.0 EFSc202:30收盘价滞后1天\n 19 2024-11-03 2024-10-31 1.0 WTIc2-c3(结算B)\n 19 2024-11-03 2024-10-31 1.0 Brentc2-c3(结算B)\n 18 2024-08-05 2024-07-21 7.0 全球原油库存（剔除富查伊拉）\n 13 2024-09-09 2024-08-25 7.0 Kpler-美国原油净进口（周度）\n 8 2024-10-12 2024-09-27 7.0 美国墨西哥湾原油钻机数\n 7 2024-10-19 2024-10-04 7.0 美国柴油产量占比\n 7 2024-10-19 2024-10-04 7.0 美国汽油产量占比\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：重质：DES价：委内瑞拉（日）\n 6 2024-11-16 2024-11-13 1.0 丙烷CFR华南/布伦特原油比价\n 6 2024-11-16 2024-11-13 1.0 国内马瑞与SC比价\n 6 2024-11-16 2024-11-13 1.0 马瑞原油：现货价：山东（日）\n 5 2024-11-17 2024-11-14 1.0 OMAN原油：中质：远期现货DES价：山东（日）', 'WARNING_DATE': '2024-11-20 10:50:47'}} +2024-11-20 14:29:35,536 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 14:29:35,536 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 14:29:35,540 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 14:29:35,540 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 14:32:02,307 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 14:32:02,307 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 14:32:02,310 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 14:32:02,310 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 14:35:46,689 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 14:35:46,689 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 14:35:46,695 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 14:35:46,695 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 14:36:44,623 - my_logger - INFO - 从eta获取数据... +2024-11-20 14:36:44,623 - my_logger - INFO - 从eta获取数据... +2024-11-20 14:39:58,504 - my_logger - INFO - 从eta获取数据... +2024-11-20 14:39:58,504 - my_logger - INFO - 从eta获取数据... +2024-11-20 14:40:55,408 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 +2024-11-20 14:40:55,408 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 +2024-11-20 14:40:55,414 - my_logger - INFO - 跳过指标 PP2409前20多单量 +2024-11-20 14:40:55,414 - my_logger - INFO - 跳过指标 PP2409前20多单量 +2024-11-20 14:40:55,420 - my_logger - INFO - 跳过指标 PP2409前20空单量 +2024-11-20 14:40:55,420 - my_logger - INFO - 跳过指标 PP2409前20空单量 +2024-11-20 14:41:24,965 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-20 14:41:24,965 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-20 14:41:24,973 - my_logger - INFO - lmcads03 lme comdty +2024-11-20 14:41:24,973 - my_logger - INFO - lmcads03 lme comdty +2024-11-20 14:41:25,541 - my_logger - INFO - GC1 COMB Comdty +2024-11-20 14:41:25,541 - my_logger - INFO - GC1 COMB Comdty +2024-11-20 14:41:26,365 - my_logger - INFO - C2404171822 +2024-11-20 14:41:26,365 - my_logger - INFO - C2404171822 +2024-11-20 14:41:27,382 - my_logger - INFO - dxy curncy +2024-11-20 14:41:27,382 - my_logger - INFO - dxy curncy +2024-11-20 14:41:28,202 - my_logger - INFO - S5443199 +2024-11-20 14:41:28,202 - my_logger - INFO - S5443199 +2024-11-20 14:41:28,608 - my_logger - INFO - S5479800 +2024-11-20 14:41:28,608 - my_logger - INFO - S5479800 +2024-11-20 14:41:29,044 - my_logger - INFO - S5443108 +2024-11-20 14:41:29,044 - my_logger - INFO - S5443108 +2024-11-20 14:41:29,460 - my_logger - INFO - H7358586 +2024-11-20 14:41:29,460 - my_logger - INFO - H7358586 +2024-11-20 14:41:29,728 - my_logger - INFO - LC3FM1 INDEX +2024-11-20 14:41:29,728 - my_logger - INFO - LC3FM1 INDEX +2024-11-20 14:41:30,116 - my_logger - INFO - CNY REGN Curncy +2024-11-20 14:41:30,116 - my_logger - INFO - CNY REGN Curncy +2024-11-20 14:41:31,315 - my_logger - INFO - s0105897 +2024-11-20 14:41:31,315 - my_logger - INFO - s0105897 +2024-11-20 14:41:32,077 - my_logger - INFO - M0067419 +2024-11-20 14:41:32,077 - my_logger - INFO - M0067419 +2024-11-20 14:41:32,600 - my_logger - INFO - M0066351 +2024-11-20 14:41:32,600 - my_logger - INFO - M0066351 +2024-11-20 14:41:33,194 - my_logger - INFO - S0266372 +2024-11-20 14:41:33,194 - my_logger - INFO - S0266372 +2024-11-20 14:41:33,648 - my_logger - INFO - S0266438 +2024-11-20 14:41:33,648 - my_logger - INFO - S0266438 +2024-11-20 14:41:34,101 - my_logger - INFO - S0266506 +2024-11-20 14:41:34,101 - my_logger - INFO - S0266506 +2024-11-20 14:41:34,769 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ +6556 2024-11-20 NaN NaN NaN +6462 2024-11-19 NaN NaN NaN +950 2024-11-18 NaN NaN NaN +6557 2024-11-17 NaN NaN NaN +6558 2024-11-16 NaN NaN NaN + + 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ +6556 NaN NaN NaN NaN NaN +6462 NaN NaN NaN NaN NaN +950 NaN NaN -1183.0 NaN NaN +6557 NaN NaN NaN NaN NaN +6558 NaN NaN NaN NaN NaN + + PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ +6556 NaN ... NaN NaN NaN NaN NaN NaN +6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN +950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 +6557 NaN ... NaN NaN NaN NaN NaN NaN +6558 NaN ... NaN NaN NaN NaN NaN NaN + + PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 +6556 NaN NaN NaN NaN +6462 NaN NaN NaN NaN +950 NaN NaN NaN NaN +6557 NaN NaN NaN NaN +6558 NaN NaN NaN NaN + +[5 rows x 357 columns] +2024-11-20 14:41:34,769 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ +6556 2024-11-20 NaN NaN NaN +6462 2024-11-19 NaN NaN NaN +950 2024-11-18 NaN NaN NaN +6557 2024-11-17 NaN NaN NaN +6558 2024-11-16 NaN NaN NaN + + 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ +6556 NaN NaN NaN NaN NaN +6462 NaN NaN NaN NaN NaN +950 NaN NaN -1183.0 NaN NaN +6557 NaN NaN NaN NaN NaN +6558 NaN NaN NaN NaN NaN + + PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ +6556 NaN ... NaN NaN NaN NaN NaN NaN +6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN +950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 +6557 NaN ... NaN NaN NaN NaN NaN NaN +6558 NaN ... NaN NaN NaN NaN NaN NaN + + PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 +6556 NaN NaN NaN NaN +6462 NaN NaN NaN NaN +950 NaN NaN NaN NaN +6557 NaN NaN NaN NaN +6558 NaN NaN NaN NaN + +[5 rows x 357 columns] +2024-11-20 14:44:05,780 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 14:44:05,780 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 14:44:06,932 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 14:44:06,932 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 14:44:06,938 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 14:44:06,938 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 14:44:06,946 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 14:44:06,946 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 14:44:10,722 - my_logger - INFO - 日度(218) 6天(1) 周度(93) 105天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 BOPP开工率(隆众)同差 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 4 columns] +2024-11-20 14:44:10,722 - my_logger - INFO - 日度(218) 6天(1) 周度(93) 105天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 BOPP开工率(隆众)同差 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 4 columns] +2024-11-20 14:44:10,770 - my_logger - INFO - 特征信息：总共有311个,日度(218),6天(1),周度(93),105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： + +2024-11-20 14:44:10,770 - my_logger - INFO - 特征信息：总共有311个,日度(218),6天(1),周度(93),105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： + +2024-11-20 14:44:10,773 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 14:44:10,773 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 14:44:12,508 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 14:44:12,508 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 14:44:12,549 - my_logger - INFO - 开始训练模型... +2024-11-20 14:44:12,549 - my_logger - INFO - 开始训练模型... +2024-11-20 14:44:12,679 - my_logger - INFO - 模型训练完成 +2024-11-20 14:44:12,679 - my_logger - INFO - 模型训练完成 +2024-11-20 14:44:12,686 - my_logger - INFO - 训练数据绘图ing +2024-11-20 14:44:12,686 - my_logger - INFO - 训练数据绘图ing +2024-11-20 15:30:39,001 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:30:39,001 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:36:20,004 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:36:20,004 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:37:15,898 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 +2024-11-20 15:37:15,898 - my_logger - INFO - 跳过指标 PE多头与PP空头比例和 +2024-11-20 15:37:15,902 - my_logger - INFO - 跳过指标 PP2409前20多单量 +2024-11-20 15:37:15,902 - my_logger - INFO - 跳过指标 PP2409前20多单量 +2024-11-20 15:37:15,904 - my_logger - INFO - 跳过指标 PP2409前20空单量 +2024-11-20 15:37:15,904 - my_logger - INFO - 跳过指标 PP2409前20空单量 +2024-11-20 15:37:42,083 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-20 15:37:42,083 - my_logger - INFO - ['lmcads03 lme comdty', 'GC1 COMB Comdty', 'C2404171822', 'dxy curncy', 'S5443199 ', 'S5479800', 'S5443108', 'H7358586', 'LC3FM1 INDEX', 'CNY REGN Curncy', 's0105897', 'M0067419', 'M0066351', 'S0266372', 'S0266438', 'S0266506'] +2024-11-20 15:37:42,089 - my_logger - INFO - lmcads03 lme comdty +2024-11-20 15:37:42,089 - my_logger - INFO - lmcads03 lme comdty +2024-11-20 15:37:42,570 - my_logger - INFO - GC1 COMB Comdty +2024-11-20 15:37:42,570 - my_logger - INFO - GC1 COMB Comdty +2024-11-20 15:37:43,415 - my_logger - INFO - C2404171822 +2024-11-20 15:37:43,415 - my_logger - INFO - C2404171822 +2024-11-20 15:37:44,379 - my_logger - INFO - dxy curncy +2024-11-20 15:37:44,379 - my_logger - INFO - dxy curncy +2024-11-20 15:37:45,115 - my_logger - INFO - S5443199 +2024-11-20 15:37:45,115 - my_logger - INFO - S5443199 +2024-11-20 15:37:45,525 - my_logger - INFO - S5479800 +2024-11-20 15:37:45,525 - my_logger - INFO - S5479800 +2024-11-20 15:37:46,001 - my_logger - INFO - S5443108 +2024-11-20 15:37:46,001 - my_logger - INFO - S5443108 +2024-11-20 15:37:46,417 - my_logger - INFO - H7358586 +2024-11-20 15:37:46,417 - my_logger - INFO - H7358586 +2024-11-20 15:37:46,658 - my_logger - INFO - LC3FM1 INDEX +2024-11-20 15:37:46,658 - my_logger - INFO - LC3FM1 INDEX +2024-11-20 15:37:47,008 - my_logger - INFO - CNY REGN Curncy +2024-11-20 15:37:47,008 - my_logger - INFO - CNY REGN Curncy +2024-11-20 15:37:48,022 - my_logger - INFO - s0105897 +2024-11-20 15:37:48,022 - my_logger - INFO - s0105897 +2024-11-20 15:37:48,697 - my_logger - INFO - M0067419 +2024-11-20 15:37:48,697 - my_logger - INFO - M0067419 +2024-11-20 15:37:49,170 - my_logger - INFO - M0066351 +2024-11-20 15:37:49,170 - my_logger - INFO - M0066351 +2024-11-20 15:37:49,651 - my_logger - INFO - S0266372 +2024-11-20 15:37:49,651 - my_logger - INFO - S0266372 +2024-11-20 15:37:50,073 - my_logger - INFO - S0266438 +2024-11-20 15:37:50,073 - my_logger - INFO - S0266438 +2024-11-20 15:37:50,461 - my_logger - INFO - S0266506 +2024-11-20 15:37:50,461 - my_logger - INFO - S0266506 +2024-11-20 15:37:51,004 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ +6556 2024-11-20 NaN NaN NaN +6462 2024-11-19 NaN NaN NaN +950 2024-11-18 NaN NaN NaN +6557 2024-11-17 NaN NaN NaN +6558 2024-11-16 NaN NaN NaN + + 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ +6556 NaN NaN NaN NaN NaN +6462 NaN NaN NaN NaN NaN +950 NaN NaN -1183.0 NaN NaN +6557 NaN NaN NaN NaN NaN +6558 NaN NaN NaN NaN NaN + + PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ +6556 NaN ... NaN NaN NaN NaN NaN NaN +6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN +950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 +6557 NaN ... NaN NaN NaN NaN NaN NaN +6558 NaN ... NaN NaN NaN NaN NaN NaN + + PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 +6556 NaN NaN NaN NaN +6462 NaN NaN NaN NaN +950 NaN NaN NaN NaN +6557 NaN NaN NaN NaN +6558 NaN NaN NaN NaN + +[5 rows x 357 columns] +2024-11-20 15:37:51,004 - my_logger - INFO - date PP主力收盘价拟合残差/丙烷 CP M1 华南聚丙烯基差（折盘面收盘价） 华北聚丙烯基差（折盘面收盘价） \ +6556 2024-11-20 NaN NaN NaN +6462 2024-11-19 NaN NaN NaN +950 2024-11-18 NaN NaN NaN +6557 2024-11-17 NaN NaN NaN +6558 2024-11-16 NaN NaN NaN + + 华东聚丙烯基差（折盘面收盘价） 聚丙烯品类价差：共聚与拉丝（华东） 煤制聚丙烯利润 PP粉料（山东）/拼接 BOPP：成本：中国（日） \ +6556 NaN NaN NaN NaN NaN +6462 NaN NaN NaN NaN NaN +950 NaN NaN -1183.0 NaN NaN +6557 NaN NaN NaN NaN NaN +6558 NaN NaN NaN NaN NaN + + PP无纺布生产成本（日） ... 山东丙烯主流价 丙烷（山东） FEI丙烷 M1 在岸人民币汇率 南华工业品指数 PVC期货主力 \ +6556 NaN ... NaN NaN NaN NaN NaN NaN +6462 NaN ... NaN NaN 615.08 7.2387 NaN NaN +950 NaN ... 6850.0 NaN 606.60 7.2320 3727.05 5284.0 +6557 NaN ... NaN NaN NaN NaN NaN NaN +6558 NaN ... NaN NaN NaN NaN NaN NaN + + PE期货收盘价 PP连续-1月 PP连续-5月 PP连续-9月 +6556 NaN NaN NaN NaN +6462 NaN NaN NaN NaN +950 NaN NaN NaN NaN +6557 NaN NaN NaN NaN +6558 NaN NaN NaN NaN + +[5 rows x 357 columns] +2024-11-20 15:39:10,907 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 15:39:10,907 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 15:39:11,529 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 15:39:11,529 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 15:39:11,537 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 15:39:11,537 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 15:39:11,543 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 15:39:11,543 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 15:39:13,727 - my_logger - INFO - 日度(218) 周度(94) 84天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 15:39:13,727 - my_logger - INFO - 日度(218) 周度(94) 84天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 15:39:13,739 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 + 数据特征工程： + 1. 数据日期排序，新日期在最后 + 2. 删除空列，特征数据列没有值，就删除 + 3. 删除近两月不再更新值的指标 + 4. 非日度数据填充为日度数据，填充规则： + -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 + -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 + 数据特征相关性分析： + +2024-11-20 15:39:13,739 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 + 数据特征工程： + 1. 数据日期排序，新日期在最后 + 2. 删除空列，特征数据列没有值，就删除 + 3. 删除近两月不再更新值的指标 + 4. 非日度数据填充为日度数据，填充规则： + -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 + -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 + 数据特征相关性分析： + +2024-11-20 15:39:13,743 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 15:39:13,743 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 15:39:14,694 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 15:39:14,694 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 15:39:14,732 - my_logger - INFO - 开始训练模型... +2024-11-20 15:39:14,732 - my_logger - INFO - 开始训练模型... +2024-11-20 15:39:14,807 - my_logger - INFO - 模型训练完成 +2024-11-20 15:39:14,807 - my_logger - INFO - 模型训练完成 +2024-11-20 15:39:14,817 - my_logger - INFO - 训练数据绘图ing +2024-11-20 15:39:14,817 - my_logger - INFO - 训练数据绘图ing +2024-11-20 15:53:34,022 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:53:34,022 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:54:17,075 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:54:17,075 - my_logger - INFO - 从eta获取数据... +2024-11-20 15:54:33,897 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 15:54:33,897 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 15:54:33,898 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 15:54:33,898 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 15:55:12,401 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 15:55:12,401 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 15:55:12,777 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 15:55:12,777 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 15:55:12,781 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 15:55:12,781 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 15:55:12,785 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 15:55:12,785 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 15:55:14,220 - my_logger - INFO - 日度(218) 周度(94) 112天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 15:55:14,220 - my_logger - INFO - 日度(218) 周度(94) 112天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 15:55:14,233 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： + +2024-11-20 15:55:14,233 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： + +2024-11-20 15:55:14,235 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 15:55:14,235 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 15:55:15,045 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 15:55:15,045 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 15:55:15,082 - my_logger - INFO - 开始训练模型... +2024-11-20 15:55:15,082 - my_logger - INFO - 开始训练模型... +2024-11-20 15:55:15,172 - my_logger - INFO - 模型训练完成 +2024-11-20 15:55:15,172 - my_logger - INFO - 模型训练完成 +2024-11-20 15:55:15,179 - my_logger - INFO - 训练数据绘图ing +2024-11-20 15:55:15,179 - my_logger - INFO - 训练数据绘图ing +2024-11-20 15:56:13,617 - my_logger - INFO - 模型训练完成 +2024-11-20 15:56:13,617 - my_logger - INFO - 模型训练完成 +2024-11-20 15:56:13,628 - my_logger - INFO - 训练数据绘图ing +2024-11-20 15:56:13,628 - my_logger - INFO - 训练数据绘图ing +2024-11-20 15:56:15,628 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 15:56:15,628 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 15:56:18,463 - my_logger - INFO - 训练数据绘图end +2024-11-20 15:56:18,463 - my_logger - INFO - 训练数据绘图end +2024-11-20 16:08:02,536 - my_logger - INFO - 模型训练完成 +2024-11-20 16:08:02,536 - my_logger - INFO - 模型训练完成 +2024-11-20 16:08:02,546 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:08:02,546 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:08:31,365 - my_logger - INFO - 模型训练完成 +2024-11-20 16:08:31,365 - my_logger - INFO - 模型训练完成 +2024-11-20 16:08:31,375 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:08:31,375 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:16:20,931 - my_logger - INFO - 模型训练完成 +2024-11-20 16:16:20,931 - my_logger - INFO - 模型训练完成 +2024-11-20 16:16:20,942 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:16:20,942 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:18:02,876 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 16:18:02,876 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 16:18:09,464 - my_logger - INFO - 模型训练完成 +2024-11-20 16:18:09,464 - my_logger - INFO - 模型训练完成 +2024-11-20 16:18:09,475 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:18:09,475 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:19:59,819 - my_logger - INFO - 模型训练完成 +2024-11-20 16:19:59,819 - my_logger - INFO - 模型训练完成 +2024-11-20 16:19:59,855 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:19:59,855 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:29:29,224 - my_logger - INFO - 模型训练完成 +2024-11-20 16:29:29,224 - my_logger - INFO - 模型训练完成 +2024-11-20 16:29:29,232 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:29:29,232 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:31:15,273 - my_logger - INFO - 模型训练完成 +2024-11-20 16:31:15,273 - my_logger - INFO - 模型训练完成 +2024-11-20 16:31:15,281 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:31:15,281 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:32:12,430 - my_logger - INFO - 模型训练完成 +2024-11-20 16:32:12,430 - my_logger - INFO - 模型训练完成 +2024-11-20 16:32:12,437 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:32:12,437 - my_logger - INFO - 训练数据绘图ing +2024-11-20 16:32:51,174 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 16:32:51,174 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 16:32:54,841 - my_logger - INFO - 训练数据绘图end +2024-11-20 16:32:54,841 - my_logger - INFO - 训练数据绘图end +2024-11-20 17:00:33,088 - my_logger - INFO - 模型训练完成 +2024-11-20 17:00:33,088 - my_logger - INFO - 模型训练完成 +2024-11-20 17:00:33,097 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:00:33,097 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:02:11,068 - my_logger - INFO - 模型训练完成 +2024-11-20 17:02:11,068 - my_logger - INFO - 模型训练完成 +2024-11-20 17:02:11,086 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:02:11,086 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:13:51,742 - my_logger - INFO - 模型训练完成 +2024-11-20 17:13:51,742 - my_logger - INFO - 模型训练完成 +2024-11-20 17:13:51,750 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:13:51,750 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:25:53,045 - my_logger - INFO - 模型训练完成 +2024-11-20 17:25:53,045 - my_logger - INFO - 模型训练完成 +2024-11-20 17:25:53,056 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:25:53,056 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:34:18,009 - my_logger - INFO - 模型训练完成 +2024-11-20 17:34:18,009 - my_logger - INFO - 模型训练完成 +2024-11-20 17:34:18,019 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:34:18,019 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:37:57,485 - my_logger - INFO - 模型训练完成 +2024-11-20 17:37:57,485 - my_logger - INFO - 模型训练完成 +2024-11-20 17:37:57,493 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:37:57,493 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:39:34,532 - my_logger - INFO - 模型训练完成 +2024-11-20 17:39:34,532 - my_logger - INFO - 模型训练完成 +2024-11-20 17:39:34,541 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:39:34,541 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:46:26,255 - my_logger - INFO - 模型训练完成 +2024-11-20 17:46:26,255 - my_logger - INFO - 模型训练完成 +2024-11-20 17:46:26,262 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:46:26,262 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:46:50,803 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 17:46:50,803 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 17:46:50,805 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 17:46:50,805 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 17:48:20,278 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 17:48:20,278 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 17:48:21,238 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 17:48:21,238 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 17:48:21,246 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 17:48:21,246 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 17:48:21,251 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 17:48:21,251 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 17:48:25,313 - my_logger - INFO - 日度(218) 周度(94) 112天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 17:48:25,313 - my_logger - INFO - 日度(218) 周度(94) 112天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 17:48:25,343 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： + +2024-11-20 17:48:25,343 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),112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： + +2024-11-20 17:48:25,346 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 17:48:25,346 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 17:48:26,188 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 17:48:26,188 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '7370.0' WHERE ds = '2024-11-19 00:00:00' +2024-11-20 17:49:13,075 - my_logger - INFO - 开始训练模型... +2024-11-20 17:49:13,075 - my_logger - INFO - 开始训练模型... +2024-11-20 17:49:19,542 - my_logger - INFO - 模型训练完成 +2024-11-20 17:49:19,542 - my_logger - INFO - 模型训练完成 +2024-11-20 17:49:19,548 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:49:19,548 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:50:48,629 - my_logger - INFO - 模型训练完成 +2024-11-20 17:50:48,629 - my_logger - INFO - 模型训练完成 +2024-11-20 17:50:48,635 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:50:48,635 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:52:31,637 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 17:52:31,637 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-20 17:52:31,639 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 17:52:31,639 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-20 17:53:01,502 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 17:53:01,502 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-20 17:53:01,886 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 17:53:01,886 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 314) +2024-11-20 17:53:01,891 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 17:53:01,891 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 314) +2024-11-20 17:53:01,894 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 17:53:01,894 - my_logger - INFO - 删除全为空值的列后数据量：(772, 314) +2024-11-20 17:53:03,262 - my_logger - INFO - 日度(218) 周度(94) 84天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 17:53:03,262 - my_logger - INFO - 日度(218) 周度(94) 84天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +213 PE期货收盘价 +214 PP连续-1月 +215 PP连续-5月 +216 PP连续-9月 +217 y + +[218 rows x 3 columns] +2024-11-20 17:53:03,275 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 + 数据特征工程： + 1. 数据日期排序，新日期在最后 + 2. 删除空列，特征数据列没有值，就删除 + 3. 删除近两月不再更新值的指标 + 4. 非日度数据填充为日度数据，填充规则： + -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 + -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 + 数据特征相关性分析： + +2024-11-20 17:53:03,275 - my_logger - INFO - 特征信息：总共有311个,日度(218),周度(94),84天(1), 详看 附1、特征列表 + 数据特征工程： + 1. 数据日期排序，新日期在最后 + 2. 删除空列，特征数据列没有值，就删除 + 3. 删除近两月不再更新值的指标 + 4. 非日度数据填充为日度数据，填充规则： + -- 向后填充，举例：假设周五出现一个周度指标数据，那么在这之前的数据用上周五的数据 + -- 向前填充，举例：采集数据开始日期为2018年1月1日，那么周度数据可能是2018年1月3日，那么3日的数据向前填充，使1日2日都有数值 + 数据特征相关性分析： + +2024-11-20 17:53:03,277 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 17:53:03,277 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-20 17:53:03,960 - my_logger - INFO - 开始训练模型... +2024-11-20 17:53:03,960 - my_logger - INFO - 开始训练模型... +2024-11-20 17:53:04,039 - my_logger - INFO - 模型训练完成 +2024-11-20 17:53:04,039 - my_logger - INFO - 模型训练完成 +2024-11-20 17:53:04,044 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:53:04,044 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:54:22,592 - my_logger - INFO - 模型训练完成 +2024-11-20 17:54:22,592 - my_logger - INFO - 模型训练完成 +2024-11-20 17:54:26,171 - my_logger - INFO - 训练数据绘图ing +2024-11-20 17:54:26,171 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:01:14,148 - my_logger - INFO - 模型训练完成 +2024-11-20 18:01:14,148 - my_logger - INFO - 模型训练完成 +2024-11-20 18:01:14,157 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:01:14,157 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:01:51,916 - my_logger - INFO - 模型训练完成 +2024-11-20 18:01:51,916 - my_logger - INFO - 模型训练完成 +2024-11-20 18:01:51,926 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:01:51,926 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:03:23,321 - my_logger - INFO - 模型训练完成 +2024-11-20 18:03:23,321 - my_logger - INFO - 模型训练完成 +2024-11-20 18:03:23,331 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:03:23,331 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:08:10,910 - my_logger - INFO - 模型训练完成 +2024-11-20 18:08:10,910 - my_logger - INFO - 模型训练完成 +2024-11-20 18:08:10,920 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:08:10,920 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:09:30,758 - my_logger - INFO - 模型训练完成 +2024-11-20 18:09:30,758 - my_logger - INFO - 模型训练完成 +2024-11-20 18:09:30,767 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:09:30,767 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:10:22,625 - my_logger - INFO - 模型训练完成 +2024-11-20 18:10:22,625 - my_logger - INFO - 模型训练完成 +2024-11-20 18:10:22,636 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:10:22,636 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:11:11,097 - my_logger - INFO - 模型训练完成 +2024-11-20 18:11:11,097 - my_logger - INFO - 模型训练完成 +2024-11-20 18:11:11,108 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:11:11,108 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:15:06,226 - my_logger - INFO - 模型训练完成 +2024-11-20 18:15:06,226 - my_logger - INFO - 模型训练完成 +2024-11-20 18:15:06,235 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:15:06,235 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:17:34,624 - my_logger - INFO - 模型训练完成 +2024-11-20 18:17:34,624 - my_logger - INFO - 模型训练完成 +2024-11-20 18:17:34,631 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:17:34,631 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:19:16,902 - my_logger - INFO - 模型训练完成 +2024-11-20 18:19:16,902 - my_logger - INFO - 模型训练完成 +2024-11-20 18:19:16,908 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:19:16,908 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:20:55,276 - my_logger - INFO - 模型训练完成 +2024-11-20 18:20:55,276 - my_logger - INFO - 模型训练完成 +2024-11-20 18:20:55,286 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:20:55,286 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:22:25,477 - my_logger - INFO - 模型训练完成 +2024-11-20 18:22:25,477 - my_logger - INFO - 模型训练完成 +2024-11-20 18:22:25,487 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:22:25,487 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:23:22,386 - my_logger - INFO - 模型训练完成 +2024-11-20 18:23:22,386 - my_logger - INFO - 模型训练完成 +2024-11-20 18:23:22,396 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:23:22,396 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:26:39,826 - my_logger - INFO - 模型训练完成 +2024-11-20 18:26:39,826 - my_logger - INFO - 模型训练完成 +2024-11-20 18:26:39,843 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:26:39,843 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:31:58,890 - my_logger - INFO - 模型训练完成 +2024-11-20 18:31:58,890 - my_logger - INFO - 模型训练完成 +2024-11-20 18:31:58,902 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:31:58,902 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:33:19,060 - my_logger - INFO - 模型训练完成 +2024-11-20 18:33:19,060 - my_logger - INFO - 模型训练完成 +2024-11-20 18:33:19,073 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:33:19,073 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:34:14,757 - my_logger - INFO - 模型训练完成 +2024-11-20 18:34:14,757 - my_logger - INFO - 模型训练完成 +2024-11-20 18:34:14,766 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:34:14,766 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:35:31,659 - my_logger - INFO - 模型训练完成 +2024-11-20 18:35:31,659 - my_logger - INFO - 模型训练完成 +2024-11-20 18:35:31,667 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:35:31,667 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:35:35,027 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:35:35,027 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:35:39,824 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:35:39,824 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:37:01,511 - my_logger - INFO - 模型训练完成 +2024-11-20 18:37:01,511 - my_logger - INFO - 模型训练完成 +2024-11-20 18:37:01,520 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:37:01,520 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:37:05,172 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:37:05,172 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:37:09,320 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:37:09,320 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:37:33,387 - my_logger - INFO - 模型训练完成 +2024-11-20 18:37:33,387 - my_logger - INFO - 模型训练完成 +2024-11-20 18:37:33,393 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:37:33,393 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:37:36,979 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:37:36,979 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:37:41,173 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:37:41,173 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:38:34,067 - my_logger - INFO - 模型训练完成 +2024-11-20 18:38:34,067 - my_logger - INFO - 模型训练完成 +2024-11-20 18:38:34,075 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:38:34,075 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:38:37,716 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:38:37,716 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:38:41,989 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:38:41,989 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:39:16,268 - my_logger - INFO - 模型训练完成 +2024-11-20 18:39:16,268 - my_logger - INFO - 模型训练完成 +2024-11-20 18:39:16,280 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:39:16,280 - my_logger - INFO - 训练数据绘图ing +2024-11-20 18:39:19,817 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:39:19,817 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-20 18:39:24,116 - my_logger - INFO - 训练数据绘图end +2024-11-20 18:39:24,116 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:49:13,630 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-21 09:49:13,630 - my_logger - INFO - 读取本地数据：juxitingdataset\PP指标数据.xlsx +2024-11-21 09:49:13,632 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-21 09:49:13,632 - my_logger - INFO - getdata接收：juxitingdataset\PP指标数据.xlsx date +2024-11-21 09:50:40,607 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-21 09:50:40,607 - my_logger - INFO - 删除两月不更新特征前数据量：(2516, 354) +2024-11-21 09:50:41,440 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 312) +2024-11-21 09:50:41,440 - my_logger - INFO - 删除两月不更新特征后数据量：(2516, 312) +2024-11-21 09:50:41,446 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 312) +2024-11-21 09:50:41,446 - my_logger - INFO - 删除预测列为空值的行后数据量：(772, 312) +2024-11-21 09:50:41,453 - my_logger - INFO - 删除全为空值的列后数据量：(772, 312) +2024-11-21 09:50:41,453 - my_logger - INFO - 删除全为空值的列后数据量：(772, 312) +2024-11-21 09:50:45,398 - my_logger - INFO - 日度(216) 周度(94) 154天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +211 PE期货收盘价 +212 PP连续-1月 +213 PP连续-5月 +214 PP连续-9月 +215 y + +[216 rows x 3 columns] +2024-11-21 09:50:45,398 - my_logger - INFO - 日度(216) 周度(94) 154天(1) +0 PP主力收盘价拟合残差/丙烷 CP M1 PE注塑开工率/周 中国：华东地区：市场平均价：BOPP厚光膜 +1 华南聚丙烯基差（折盘面收盘价） PP：看跌比例：中国（周） +2 华北聚丙烯基差（折盘面收盘价） PP：看平比例：中国（周） +3 华东聚丙烯基差（折盘面收盘价） PP：看升比例：中国（周） +4 煤制聚丙烯利润 PP看空情绪指数环差 +.. ... ... ... +211 PE期货收盘价 +212 PP连续-1月 +213 PP连续-5月 +214 PP连续-9月 +215 y + +[216 rows x 3 columns] +2024-11-21 09:50:45,425 - my_logger - INFO - 特征信息：总共有309个,日度(216),周度(94),154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 09:50:45,425 - my_logger - INFO - 特征信息：总共有309个,日度(216),周度(94),154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 09:50:45,429 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-21 09:50:45,429 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-21 09:50:46,253 - my_logger - INFO - 开始训练模型... +2024-11-21 09:50:46,253 - my_logger - INFO - 开始训练模型... +2024-11-21 09:50:46,370 - my_logger - INFO - 模型训练完成 +2024-11-21 09:50:46,370 - my_logger - INFO - 模型训练完成 +2024-11-21 09:50:46,378 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:50:46,378 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:50:50,325 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:50:50,325 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:50:54,939 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:50:54,939 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:50:54,954 - my_logger - INFO - 制作报告ing +2024-11-21 09:50:54,954 - my_logger - INFO - 制作报告ing +2024-11-21 09:50:55,230 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 +2024-11-21 09:50:55,230 - my_logger - INFO - 开始绘制价差类指标的相关性直方图 +2024-11-21 09:50:59,925 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 +2024-11-21 09:50:59,925 - my_logger - INFO - 价差类指标的相关性总和为：11.033279360751804 +2024-11-21 09:50:59,931 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 +2024-11-21 09:50:59,931 - my_logger - INFO - 开始绘制价格类指标的相关性直方图 +2024-11-21 09:51:04,002 - my_logger - INFO - 价格类指标的相关性总和为：89.50783619014288 +2024-11-21 09:51:04,002 - my_logger - INFO - 价格类指标的相关性总和为：89.50783619014288 +2024-11-21 09:51:04,006 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 +2024-11-21 09:51:04,006 - my_logger - INFO - 开始绘制供应类指标的相关性直方图 +2024-11-21 09:51:08,415 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 +2024-11-21 09:51:08,415 - my_logger - INFO - 供应类指标的相关性总和为：19.68970163194788 +2024-11-21 09:51:08,421 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 +2024-11-21 09:51:08,421 - my_logger - INFO - 开始绘制其他类指标的相关性直方图 +2024-11-21 09:51:12,461 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 +2024-11-21 09:51:12,461 - my_logger - INFO - 其他类指标的相关性总和为：12.062003637554202 +2024-11-21 09:51:12,465 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 +2024-11-21 09:51:12,465 - my_logger - INFO - 开始绘制库存类指标的相关性直方图 +2024-11-21 09:51:16,669 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 +2024-11-21 09:51:16,669 - my_logger - INFO - 库存类指标的相关性总和为：11.266242723870176 +2024-11-21 09:51:16,673 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 +2024-11-21 09:51:16,673 - my_logger - INFO - 开始绘制进出口类指标的相关性直方图 +2024-11-21 09:51:17,772 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 +2024-11-21 09:51:17,772 - my_logger - INFO - 进出口类指标的相关性总和为：1.6205427630454334 +2024-11-21 09:51:17,775 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 +2024-11-21 09:51:17,775 - my_logger - INFO - 开始绘制需求类指标的相关性直方图 +2024-11-21 09:51:21,740 - 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my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:53:32,390 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:53:32,390 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:54:44,909 - my_logger - INFO - 模型训练完成 +2024-11-21 09:54:44,909 - my_logger - INFO - 模型训练完成 +2024-11-21 09:54:44,920 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:54:44,920 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:54:48,743 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:54:48,743 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:54:53,303 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:54:53,303 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:55:32,192 - my_logger - INFO - 模型训练完成 +2024-11-21 09:55:32,192 - my_logger - INFO - 模型训练完成 +2024-11-21 09:55:32,203 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:55:32,203 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:55:35,731 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:55:35,731 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:55:39,928 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:55:39,928 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:56:34,060 - my_logger - INFO - 模型训练完成 +2024-11-21 09:56:34,060 - my_logger - INFO - 模型训练完成 +2024-11-21 09:56:34,070 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:56:34,070 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:56:38,066 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:56:38,066 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:56:42,717 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:56:42,717 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:57:28,829 - my_logger - INFO - 模型训练完成 +2024-11-21 09:57:28,829 - my_logger - INFO - 模型训练完成 +2024-11-21 09:57:28,850 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:57:28,850 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:57:32,689 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:57:32,689 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:57:37,248 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:57:37,248 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:58:31,109 - my_logger - INFO - 模型训练完成 +2024-11-21 09:58:31,109 - my_logger - INFO - 模型训练完成 +2024-11-21 09:58:31,116 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:58:31,116 - my_logger - INFO - 训练数据绘图ing +2024-11-21 09:58:34,834 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:58:34,834 - my_logger - INFO - 更新数据sqlUPDATE trueandpredict SET ds = '2024-11-20 00:00:00', NHITS = '7337.594', Informer = '7316.5264', LSTM = '7313.051', iTransformer = '7342.468', TSMixer = '7344.392', TSMixerx = '7306.8916', PatchTST = '7350.6377', RNN = '7378.303', GRU = '7405.318', TCN = '7418.5396', BiTCN = '7321.0723', DilatedRNN = '7320.571', MLP = '7338.035', DLinear = '7387.8057', NLinear = '7361.405', TFT = '7362.294', StemGNN = '7351.2534', MLPMultivariate = '7331.5254', TiDE = '7354.707', DeepNPTS = '7376.7446' WHERE ds = '2024-11-20 00:00:00' +2024-11-21 09:58:39,171 - my_logger - INFO - 训练数据绘图end +2024-11-21 09:58:39,171 - my_logger - INFO - 训练数据绘图end +2024-11-21 13:41:19,545 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-21 13:41:19,547 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-21 13:42:04,250 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:42:04,254 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:42:04,256 - 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my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-21 13:42:04,302 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-21 13:42:04,304 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-21 13:42:04,307 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-21 13:42:04,316 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 13:42:04,320 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 13:42:04,324 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-21 13:42:04,331 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-21 13:42:04,334 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-21 13:42:04,335 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-21 13:42:04,338 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-21 13:42:04,344 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:42:04,347 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:42:04,351 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:42:04,352 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-21 13:42:04,354 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-21 13:42:04,361 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-21 13:42:04,363 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-21 13:42:04,366 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-21 13:42:04,367 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-21 13:42:04,369 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-21 13:42:04,373 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-21 13:42:04,379 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-21 13:42:04,383 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-21 13:42:04,385 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-21 13:42:04,386 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-21 13:42:04,387 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-21 13:42:04,393 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-21 13:42:04,396 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-21 13:42:04,398 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-21 13:42:04,399 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-21 13:42:04,402 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-21 13:42:04,404 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-21 13:42:04,407 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-21 13:42:04,410 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-21 13:42:04,414 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-21 13:42:04,415 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,417 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-21 13:42:04,419 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-21 13:42:04,421 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-21 13:42:04,426 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-21 13:42:04,430 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-21 13:42:04,433 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-21 13:42:04,436 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-21 13:42:04,438 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-21 13:42:04,442 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-21 13:42:04,445 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-21 13:42:04,447 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-21 13:42:04,450 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-21 13:42:04,454 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-21 13:42:04,457 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-21 13:42:04,462 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-21 13:42:04,464 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-21 13:42:04,467 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-21 13:42:04,468 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-21 13:42:04,470 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-21 13:42:04,472 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-21 13:42:04,477 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-21 13:42:04,479 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-21 13:42:04,482 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-21 13:42:04,484 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-21 13:42:04,485 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-21 13:42:04,487 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-21 13:42:04,489 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-21 13:42:04,493 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-21 13:42:04,497 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-21 13:42:04,499 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-21 13:42:04,502 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-21 13:42:04,503 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-21 13:42:04,504 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-21 13:42:04,510 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-21 13:42:04,513 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-21 13:42:04,516 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-21 13:42:04,518 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-21 13:42:04,520 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-21 13:42:04,523 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-21 13:42:04,529 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-21 13:42:04,531 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-21 13:42:04,533 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-21 13:42:04,535 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-21 13:42:04,535 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,538 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,544 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,546 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,548 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,551 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,553 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,555 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-21 13:42:04,561 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-21 13:42:04,563 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-21 13:42:04,565 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-21 13:42:04,567 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-21 13:42:04,569 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-21 13:42:04,571 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-21 13:42:04,574 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 13:42:04,580 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-21 13:42:04,583 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 13:42:04,585 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 13:42:04,588 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-21 13:42:04,593 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-21 13:42:04,596 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:42:04,597 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:42:04,600 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:42:04,601 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-21 13:42:04,603 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-21 13:42:04,606 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-21 13:42:04,611 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-21 13:42:04,614 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 13:42:04,616 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 13:42:04,617 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-21 13:42:04,620 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-21 13:42:04,622 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-21 13:42:04,628 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-21 13:42:04,630 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-21 13:42:04,633 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:42:04,635 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:42:04,637 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:42:04,638 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:42:04,644 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 13:42:04,646 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 13:42:04,648 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-21 13:42:04,651 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 13:42:04,654 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 13:42:04,655 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:42:04,658 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:42:04,661 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:42:04,665 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:42:04,667 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-21 13:42:04,670 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 13:42:04,673 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-21 13:42:04,677 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-21 13:42:04,681 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-21 13:42:04,685 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:42:04,688 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:42:04,693 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-21 13:42:04,695 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:42:04,698 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-21 13:42:04,701 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:42:04,702 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-21 13:42:04,704 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-21 13:42:04,706 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-21 13:42:04,711 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,714 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:42:04,715 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,717 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-21 13:42:04,720 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-21 13:42:04,722 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-21 13:42:04,728 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-21 13:42:04,730 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-21 13:42:04,732 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-21 13:42:04,734 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-21 13:42:04,736 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-21 13:42:04,738 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-21 13:42:04,743 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-21 13:42:04,747 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:42:04,749 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,752 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,753 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,755 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,762 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,763 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,767 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,768 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,769 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 13:42:04,772 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 13:42:04,777 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:42:04,781 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:42:04,784 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,785 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 13:42:04,786 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-21 13:42:04,790 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 13:42:04,794 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-21 13:42:04,810 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-21 13:42:04,815 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-21 13:42:04,831 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-21 13:42:04,845 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-21 13:42:04,861 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-21 13:42:04,864 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-21 13:42:04,866 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-21 13:42:04,869 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-21 13:42:04,887 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-21 13:42:04,888 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-21 13:42:04,893 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-21 13:42:04,895 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-21 13:42:04,897 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-21 13:42:04,898 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-21 13:42:04,901 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-21 13:42:04,903 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-21 13:42:04,903 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-21 13:42:04,907 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-21 13:42:04,911 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-21 13:42:04,913 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-21 13:42:04,915 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-21 13:42:04,916 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-21 13:42:04,918 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-21 13:42:04,920 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-21 13:42:04,922 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-21 13:42:04,927 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-21 13:42:04,932 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-21 13:42:04,934 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-21 13:42:04,936 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-21 13:42:04,937 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-21 13:42:04,940 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-21 13:42:04,943 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-21 13:42:04,946 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-21 13:42:04,948 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-21 13:42:04,950 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-21 13:42:04,951 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-21 13:42:04,952 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:42:04,953 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-21 13:42:04,957 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-21 13:42:04,961 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-21 13:42:04,966 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-21 13:42:04,967 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-21 13:42:04,969 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-21 13:42:04,971 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-21 13:42:04,976 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-21 13:42:04,979 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-21 13:42:04,982 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-21 13:42:04,984 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-21 13:42:04,985 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-21 13:42:04,986 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-21 13:42:04,988 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-21 13:42:04,994 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-21 13:42:04,996 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:42:04,997 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:42:04,998 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-21 13:42:05,001 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-21 13:42:05,002 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-21 13:42:05,004 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-21 13:42:05,005 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:42:05,011 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-21 13:42:05,013 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-21 13:42:05,016 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-21 13:42:05,017 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-21 13:42:05,019 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:42:05,020 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-21 13:42:05,026 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-21 13:42:05,030 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-21 13:42:05,032 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:42:05,034 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-21 13:42:05,035 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:42:05,036 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-21 13:42:05,039 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:42:05,045 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:42:05,047 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:42:05,048 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-21 13:42:05,050 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-21 13:42:05,051 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:42:05,053 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-21 13:42:05,055 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-21 13:42:05,060 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-21 13:42:05,062 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-21 13:42:05,064 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-21 13:42:05,067 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-21 13:42:05,068 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-21 13:42:05,071 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-21 13:42:05,076 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-21 13:42:05,079 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-21 13:42:05,082 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-21 13:42:05,085 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-21 13:42:05,088 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-21 13:42:05,092 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-21 13:42:05,094 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 13:42:05,095 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 13:42:05,099 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-21 13:42:05,101 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-21 13:42:05,102 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-21 13:42:05,104 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-21 13:42:05,105 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-21 13:42:05,109 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-21 13:42:05,111 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-21 13:42:05,113 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-21 13:42:05,116 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-21 13:42:05,118 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-21 13:42:05,120 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-21 13:42:05,121 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-21 13:42:05,126 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-21 13:42:05,130 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-21 13:42:05,132 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-21 13:42:05,133 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-21 13:42:05,135 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-21 13:42:05,137 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-21 13:42:05,138 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:42:05,143 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:42:05,146 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:42:05,148 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:42:05,150 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:42:05,153 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:42:05,154 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:42:05,160 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:42:05,162 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 13:42:05,165 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 13:42:05,167 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-21 13:42:05,168 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-21 13:42:05,171 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-21 13:42:05,176 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-21 13:42:05,179 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-21 13:42:05,182 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 13:42:05,185 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 13:42:05,187 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-21 13:42:05,188 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 13:42:05,194 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 13:42:05,196 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-21 13:42:05,199 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-21 13:42:05,200 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-21 13:42:05,202 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-21 13:42:05,204 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:42:05,209 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:42:05,212 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:42:05,214 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:42:05,216 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-21 13:42:05,218 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-21 13:42:05,220 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-21 13:42:05,221 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-21 13:42:05,226 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-21 13:42:05,231 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-21 13:42:05,233 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-21 13:42:05,234 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-21 13:42:05,236 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-21 13:42:05,238 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 13:42:05,243 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 13:42:05,245 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-21 13:42:05,248 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-21 13:42:05,251 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-21 13:42:05,253 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-21 13:42:05,254 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-21 13:42:05,257 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-21 13:42:05,262 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-21 13:42:05,264 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-21 13:42:05,266 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,267 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,275 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,282 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,285 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,287 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,291 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,296 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-21 13:42:05,297 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-21 13:42:05,299 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-21 13:42:05,302 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-21 13:42:05,304 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-21 13:42:05,307 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-21 13:42:05,312 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-21 13:42:05,313 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-21 13:42:05,315 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-21 13:42:05,318 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-21 13:42:05,319 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-21 13:42:05,321 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-21 13:42:05,326 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-21 13:42:05,330 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 13:42:05,333 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-21 13:42:05,334 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-21 13:42:05,336 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-21 13:42:05,337 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-21 13:42:05,339 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-21 13:42:05,344 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-21 13:42:05,347 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-21 13:42:05,349 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 13:42:05,351 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-21 13:42:05,352 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-21 13:42:05,354 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 13:42:05,357 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 13:42:05,363 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 13:42:05,365 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-21 13:42:05,367 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:42:05,368 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-21 13:42:05,370 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-21 13:42:05,372 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-21 13:42:05,377 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-21 13:42:05,378 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-21 13:42:05,381 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-21 13:42:05,383 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-21 13:42:05,386 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-21 13:42:05,387 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-21 13:42:05,389 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-21 13:42:05,394 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-21 13:42:05,398 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-21 13:42:05,400 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:42:05,401 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:42:05,403 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-21 13:42:05,404 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,408 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:42:05,412 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:42:05,414 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,414 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,417 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,418 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,420 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,426 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,430 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,432 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:42:05,435 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,437 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:42:05,438 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,444 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:42:05,447 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,448 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-21 13:42:05,450 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,452 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,454 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,456 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,462 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,465 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-21 13:42:05,467 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,469 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,474 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,478 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,482 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,483 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,485 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,488 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,493 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,497 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,498 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,500 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,502 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,504 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,507 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,512 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:42:05,514 - my_logger - 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my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-21 13:42:05,637 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-21 13:42:05,640 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-21 13:42:05,646 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-21 13:42:05,648 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-21 13:42:05,651 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-21 13:42:05,652 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-21 13:42:05,654 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-21 13:42:05,657 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-21 13:42:05,666 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-21 13:42:05,669 - my_logger - INFO - ɾԤǰ(2516, 504) +2024-11-21 13:42:05,675 - my_logger - INFO - ɾԤ(2516, 431) +2024-11-21 13:42:05,677 - my_logger - INFO - ϴԤϢ +2024-11-21 13:42:05,925 - my_logger - INFO - Ԥϴ... +2024-11-21 13:42:05,926 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MzIyMDM3MjUsImp0aSI6IjRiMjdmMjM4YWEzZDRjNTNiMzQ0MzRmZmMwMTE4MzgzIn0.N13AOOPOn0YGALFP8EeSM_ALMctlHnxjV-GUP0bifm8 +2024-11-21 13:42:05,930 - my_logger - INFO - warning_data:{'funcModule': 'ԭͣԤ', 'funcOperation': 'ԭͣԤ', 'data': {'WARNING_TYPE_NAME': 'ͣԤ', 'WARNING_CONTENT': ' ͣ Ԥ ʱ \n 2220 2018-10-27 2018-10-24 1.0 ŷBrent211\n 1025 2022-02-03 2022-01-31 1.0 W-BԾԼ۲\n 1025 2022-02-03 2022-01-31 1.0 B-WԾԼ۲\n 736 2022-11-19 2022-11-16 1.0 Brent/ϰԭˮ\n 688 2023-01-06 2023-01-03 1.0 PVMDubaiEFS/SwapvsICEFirstMonthBrent\n 448 2023-09-03 2023-08-31 1.0 RBOBڻ2309·ݺԼ۸\n 295 2024-02-03 2024-01-31 1.0 ī87#ֻ۸\n 267 2024-03-02 2024-02-28 1.0 Ebob1Լ\n 225 2024-04-13 2024-04-10 1.0 йִ\n 93 2024-08-23 2024-08-20 1.0 Kpler-;ԭ\n 86 2023-04-15 2023-03-31 7.0 ԭͣʣܣ\n 68 2023-08-19 2023-08-04 7.0 ԭͣۿڿ棺йܣ\n 30 2024-05-13 2024-04-28 7.0 ж-ܶԭͺ˳\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ\n 26 2024-06-08 2024-05-24 7.0 ԭͣɽۿڣ棺¿ھܣ/3\n 23 2024-06-29 2024-06-14 7.0 :ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :ɽ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 :īذ:ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 23 2024-06-29 2024-06-14 7.0 ::ͳͶʹ::ֵ\n 22 2024-11-02 2024-10-30 1.0 Brentc102:30̼ͺ1\n 22 2023-10-09 2023-08-27 21.0 ж-Ҳܶԭͺ˳\n 22 2024-11-02 2024-10-30 1.0 EFSc202:30̼ͺ1\n 22 2024-11-02 2024-10-30 1.0 EFSc102:30̼ͺ1\n 22 2024-11-02 2024-10-30 1.0 Brentc202:30̼ͺ1\n 21 2024-11-03 2024-10-31 1.0 Brentc2-c3(B)\n 21 2024-11-03 2024-10-31 1.0 WTIc2-c3(B)\n 18 2024-08-05 2024-07-21 7.0 ȫԭͿ棨޳\n 13 2024-09-09 2024-08-25 7.0 Kpler-ԭ;ڣܶȣ\n 8 2024-11-16 2024-11-13 1.0 SCȼ\n 8 2024-11-16 2024-11-13 1.0 CFR/ԭͱȼ\n 8 2024-11-16 2024-11-13 1.0 ԭͣʣDESۣίգ\n 8 2024-10-12 2024-09-27 7.0 īԭ\n 8 2024-11-16 2024-11-13 1.0 ԭֻۣͣɽգ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 7 2024-11-17 2024-11-14 1.0 OMANԭͣʣԶֻDESۣɽգ\n 7 2024-10-19 2024-10-04 7.0 Ͳռ\n 6 2024-11-18 2024-11-15 1.0 DFL(ڲ-ڻC1\n 6 2024-11-18 2024-11-15 1.0 DFL(Dated-أ\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-21 2024-11-18 1.0 VLCC:ж-й\n 3 2024-11-21 2024-11-18 1.0 Suezmax-к\n 3 2024-11-21 2024-11-18 1.0 WTI24Լ\n 3 2024-11-18 2024-11-03 7.0 -յܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˳\n 3 2024-11-18 2024-11-03 7.0 -ܶԭͺ˳\n 3 2024-11-21 2024-11-18 1.0 WTIԭCushing-C1\n 3 2024-11-21 2024-11-18 1.0 SCc1ҹ-Brentc1()*\n 3 2024-11-18 2024-11-03 7.0 -͸絺ܶԭͺ˳\n 3 2024-11-21 2024-11-18 1.0 SC/ZCԾԼ\n 3 2024-11-21 2024-11-18 1.0 SC۲\n 3 2024-11-18 2024-11-03 7.0 ܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Ϸܶԭͺ˽\n 3 2024-11-18 2024-11-03 7.0 Խܶԭͺ˽\n 3 2024-11-21 2024-11-18 1.0 BU-SCԾԼ\n 3 2024-11-21 2024-11-18 1.0 SCc2ҹ-Brentc1()*\n 3 2024-11-21 2024-11-18 1.0 MEHԭֻ۸壩\n 3 2024-11-21 2024-11-18 1.0 SCc2ҹ-Brentc2()*\n 3 2024-11-21 2024-11-18 1.0 Brentc2-c3()\n 3 2024-11-21 2024-11-18 1.0 SCڻ10ڹ׼\n 3 2024-11-21 2024-11-18 1.0 SCc1-SCc2(ҹ)ͺ1\n 3 2024-11-21 2024-11-18 1.0 MARSˮWTI\n 3 2024-11-21 2024-11-18 1.0 SCڻ1000ٷλ\n 3 2024-11-21 2024-11-18 1.0 SCֵͰ\n 3 2024-11-21 2024-11-18 1.0 MARSԭֻ۸\n 3 2024-11-21 2024-11-18 1.0 LLSԭֻ۸\n 3 2024-11-21 2024-11-18 1.0 WTIԭֻ۸Cushing\n 3 2024-11-21 2024-11-18 1.0 ŷ޲ֻ۸\n 3 2024-11-21 2024-11-18 1.0 Midlandԭֻ۸\n 3 2024-11-21 2024-11-18 1.0 ֻ۸\n 3 2024-11-21 2024-11-18 1.0 LLS-Brent۲\n 3 2024-11-21 2024-11-18 1.0 lmcads03lmecomdty', 'WARNING_DATE': '2024-11-21 13:42:05'}} +2024-11-21 13:42:06,768 - my_logger - INFO - ϴԤϢɹ +2024-11-21 13:42:06,768 - my_logger - INFO - ɾ²ǰ(2516, 431) +2024-11-21 13:42:07,199 - my_logger - INFO - ɾ²(2516, 427) +2024-11-21 13:42:07,203 - my_logger - INFO - ɾԤΪֵк(1780, 427) +2024-11-21 13:42:07,206 - my_logger - INFO - ɾȫΪֵк(1780, 356) +2024-11-21 13:42:11,886 - my_logger - INFO - ն(224) ܶ(130) 61(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +219 C2403128043 +220 C2403150124 +221 FVHCM1 INDEX +222 GC1 COMB Comdty +223 C2404167855 + +[224 rows x 3 columns] +2024-11-21 13:42:11,902 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),61(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-21 13:42:11,903 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-21 13:42:13,494 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 13:42:13,498 - my_logger - INFO - ʼѵģ... +2024-11-21 13:42:13,498 - my_logger - INFO - ģѵ +2024-11-21 13:42:13,500 - my_logger - INFO - ѵݻͼing +2024-11-21 13:42:14,400 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 13:43:49,774 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-21 13:43:49,775 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-21 13:44:37,185 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:44:37,189 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:44:37,192 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:44:37,195 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:44:37,197 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:44:37,200 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:44:37,204 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-21 13:44:37,208 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-21 13:44:37,211 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-21 13:44:37,215 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-21 13:44:37,219 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-21 13:44:37,221 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-21 13:44:37,222 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 13:44:37,225 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 13:44:37,228 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 13:44:37,233 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-21 13:44:37,235 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-21 13:44:37,236 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-21 13:44:37,238 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-21 13:44:37,242 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-21 13:44:37,244 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-21 13:44:37,245 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-21 13:44:37,248 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-21 13:44:37,252 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-21 13:44:37,255 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-21 13:44:37,256 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-21 13:44:37,261 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-21 13:44:37,264 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-21 13:44:37,265 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-21 13:44:37,268 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 13:44:37,269 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 13:44:37,270 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-21 13:44:37,274 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-21 13:44:37,278 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-21 13:44:37,281 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-21 13:44:37,283 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-21 13:44:37,284 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:44:37,287 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:44:37,290 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:44:37,293 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-21 13:44:37,298 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-21 13:44:37,300 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-21 13:44:37,301 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-21 13:44:37,303 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-21 13:44:37,305 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-21 13:44:37,308 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-21 13:44:37,313 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-21 13:44:37,315 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-21 13:44:37,318 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-21 13:44:37,320 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-21 13:44:37,321 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-21 13:44:37,324 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-21 13:44:37,326 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-21 13:44:37,329 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-21 13:44:37,334 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,336 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-21 13:44:37,337 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-21 13:44:37,340 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-21 13:44:37,342 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-21 13:44:37,346 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-21 13:44:37,349 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-21 13:44:37,351 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,353 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-21 13:44:37,354 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-21 13:44:37,356 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-21 13:44:37,358 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-21 13:44:37,362 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-21 13:44:37,365 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,365 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-21 13:44:37,368 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-21 13:44:37,370 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-21 13:44:37,372 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-21 13:44:37,374 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-21 13:44:37,379 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-21 13:44:37,381 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-21 13:44:37,383 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-21 13:44:37,385 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-21 13:44:37,387 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-21 13:44:37,389 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-21 13:44:37,392 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-21 13:44:37,396 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-21 13:44:37,399 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-21 13:44:37,401 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-21 13:44:37,403 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-21 13:44:37,405 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-21 13:44:37,427 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-21 13:44:37,454 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-21 13:44:37,464 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-21 13:44:37,468 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-21 13:44:37,475 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-21 13:44:37,488 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-21 13:44:37,492 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-21 13:44:37,496 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-21 13:44:37,498 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-21 13:44:37,501 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-21 13:44:37,503 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-21 13:44:37,505 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-21 13:44:37,508 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-21 13:44:37,511 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-21 13:44:37,514 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-21 13:44:37,516 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-21 13:44:37,518 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-21 13:44:37,519 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-21 13:44:37,522 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-21 13:44:37,524 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-21 13:44:37,528 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,530 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,534 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,536 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,538 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,541 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,545 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,548 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-21 13:44:37,551 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-21 13:44:37,552 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-21 13:44:37,555 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-21 13:44:37,557 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-21 13:44:37,559 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-21 13:44:37,563 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-21 13:44:37,564 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 13:44:37,567 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-21 13:44:37,569 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 13:44:37,571 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 13:44:37,572 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-21 13:44:37,574 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-21 13:44:37,580 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:44:37,582 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:44:37,585 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:44:37,586 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-21 13:44:37,588 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-21 13:44:37,589 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-21 13:44:37,593 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-21 13:44:37,596 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 13:44:37,599 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 13:44:37,600 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-21 13:44:37,602 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-21 13:44:37,604 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-21 13:44:37,606 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-21 13:44:37,609 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-21 13:44:37,615 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:44:37,617 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:44:37,618 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:44:37,620 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:44:37,622 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 13:44:37,626 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 13:44:37,630 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-21 13:44:37,633 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 13:44:37,634 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 13:44:37,635 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:44:37,637 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:44:37,640 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:44:37,642 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:44:37,647 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-21 13:44:37,648 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 13:44:37,652 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-21 13:44:37,654 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-21 13:44:37,656 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-21 13:44:37,659 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:44:37,663 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:44:37,665 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-21 13:44:37,667 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:44:37,669 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-21 13:44:37,671 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:44:37,674 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-21 13:44:37,677 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-21 13:44:37,680 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-21 13:44:37,683 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,685 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:44:37,686 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,688 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-21 13:44:37,692 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-21 13:44:37,695 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-21 13:44:37,697 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-21 13:44:37,700 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-21 13:44:37,702 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-21 13:44:37,703 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-21 13:44:37,705 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-21 13:44:37,706 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-21 13:44:37,713 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-21 13:44:37,716 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:44:37,719 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,723 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,728 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,731 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,733 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,735 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,737 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,738 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,741 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 13:44:37,747 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 13:44:37,749 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:44:37,753 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:44:37,755 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,757 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 13:44:37,763 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-21 13:44:37,766 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 13:44:37,768 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-21 13:44:37,771 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-21 13:44:37,773 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-21 13:44:37,778 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-21 13:44:37,782 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,785 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-21 13:44:37,787 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-21 13:44:37,789 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-21 13:44:37,792 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-21 13:44:37,797 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-21 13:44:37,799 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-21 13:44:37,801 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-21 13:44:37,803 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-21 13:44:37,804 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-21 13:44:37,807 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-21 13:44:37,812 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-21 13:44:37,815 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-21 13:44:37,818 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-21 13:44:37,820 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-21 13:44:37,822 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-21 13:44:37,825 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-21 13:44:37,827 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-21 13:44:37,831 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-21 13:44:37,833 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-21 13:44:37,835 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-21 13:44:37,837 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-21 13:44:37,841 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-21 13:44:37,844 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-21 13:44:37,849 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-21 13:44:37,851 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-21 13:44:37,852 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,855 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-21 13:44:37,858 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-21 13:44:37,861 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-21 13:44:37,863 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-21 13:44:37,866 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-21 13:44:37,868 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-21 13:44:37,870 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,873 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-21 13:44:37,880 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-21 13:44:37,882 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-21 13:44:37,884 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-21 13:44:37,886 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,889 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-21 13:44:37,893 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-21 13:44:37,896 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-21 13:44:37,899 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-21 13:44:37,900 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-21 13:44:37,903 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-21 13:44:37,904 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-21 13:44:37,906 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,908 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-21 13:44:37,911 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-21 13:44:37,915 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:44:37,917 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:44:37,918 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-21 13:44:37,921 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-21 13:44:37,923 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-21 13:44:37,927 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-21 13:44:37,931 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:44:37,934 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-21 13:44:37,936 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-21 13:44:37,937 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-21 13:44:37,939 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-21 13:44:37,941 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:44:37,945 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-21 13:44:37,948 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-21 13:44:37,950 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-21 13:44:37,952 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:44:37,954 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-21 13:44:37,956 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:44:37,958 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-21 13:44:37,963 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,966 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,968 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,970 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-21 13:44:37,972 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,974 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:44:37,978 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-21 13:44:37,982 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-21 13:44:37,984 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-21 13:44:37,986 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-21 13:44:37,987 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-21 13:44:37,989 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-21 13:44:37,994 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-21 13:44:37,999 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-21 13:44:38,001 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-21 13:44:38,003 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-21 13:44:38,004 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-21 13:44:38,006 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-21 13:44:38,012 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-21 13:44:38,015 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-21 13:44:38,018 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 13:44:38,019 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 13:44:38,021 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-21 13:44:38,023 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-21 13:44:38,030 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-21 13:44:38,033 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-21 13:44:38,035 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-21 13:44:38,037 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-21 13:44:38,040 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-21 13:44:38,042 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-21 13:44:38,047 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-21 13:44:38,049 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-21 13:44:38,052 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-21 13:44:38,053 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-21 13:44:38,057 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-21 13:44:38,062 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-21 13:44:38,064 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-21 13:44:38,066 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-21 13:44:38,067 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-21 13:44:38,071 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-21 13:44:38,073 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:44:38,076 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:44:38,079 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:44:38,082 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:44:38,083 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:44:38,086 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:44:38,088 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:44:38,091 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:44:38,093 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 13:44:38,096 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 13:44:38,099 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-21 13:44:38,102 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-21 13:44:38,104 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-21 13:44:38,106 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-21 13:44:38,109 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-21 13:44:38,114 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 13:44:38,117 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 13:44:38,119 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-21 13:44:38,121 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 13:44:38,124 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 13:44:38,128 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-21 13:44:38,131 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-21 13:44:38,133 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-21 13:44:38,135 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-21 13:44:38,137 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:44:38,138 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:44:38,141 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:44:38,145 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:44:38,148 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-21 13:44:38,152 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-21 13:44:38,155 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-21 13:44:38,158 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-21 13:44:38,163 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-21 13:44:38,166 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-21 13:44:38,168 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-21 13:44:38,169 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-21 13:44:38,170 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-21 13:44:38,173 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 13:44:38,179 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 13:44:38,183 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-21 13:44:38,185 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-21 13:44:38,187 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-21 13:44:38,190 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-21 13:44:38,196 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-21 13:44:38,198 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-21 13:44:38,200 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-21 13:44:38,201 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-21 13:44:38,203 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,205 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,208 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,212 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,215 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,217 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,219 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,221 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-21 13:44:38,224 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-21 13:44:38,230 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-21 13:44:38,233 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-21 13:44:38,235 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-21 13:44:38,237 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-21 13:44:38,239 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-21 13:44:38,243 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-21 13:44:38,247 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-21 13:44:38,250 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-21 13:44:38,252 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-21 13:44:38,254 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-21 13:44:38,255 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-21 13:44:38,258 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 13:44:38,262 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-21 13:44:38,264 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-21 13:44:38,266 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-21 13:44:38,268 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-21 13:44:38,268 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-21 13:44:38,271 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-21 13:44:38,274 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-21 13:44:38,278 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 13:44:38,281 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-21 13:44:38,283 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-21 13:44:38,286 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 13:44:38,288 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 13:44:38,292 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 13:44:38,297 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-21 13:44:38,300 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:44:38,302 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-21 13:44:38,304 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-21 13:44:38,305 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-21 13:44:38,308 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-21 13:44:38,313 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-21 13:44:38,315 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-21 13:44:38,318 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-21 13:44:38,320 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-21 13:44:38,321 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-21 13:44:38,323 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-21 13:44:38,326 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-21 13:44:38,328 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-21 13:44:38,332 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:44:38,335 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:44:38,337 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-21 13:44:38,338 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,340 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:44:38,345 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:44:38,348 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,349 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,352 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,354 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,356 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,359 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,364 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,367 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:44:38,369 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,370 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:44:38,372 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,374 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:44:38,379 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,381 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-21 13:44:38,384 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,386 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,388 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,390 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,393 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,397 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-21 13:44:38,399 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,402 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,403 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,405 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,407 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,412 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,414 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,416 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,418 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,420 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,423 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,426 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,430 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,433 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,434 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,437 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,438 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,442 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,446 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,450 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,452 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,454 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,456 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:44:38,461 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,464 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 13:44:38,467 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,469 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,470 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,471 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,474 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,477 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 13:44:38,481 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,483 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,485 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,487 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,490 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,495 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 13:44:38,498 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,499 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,501 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,504 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,506 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,508 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,513 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,515 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,518 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,520 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,522 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,523 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,525 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,530 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,533 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,534 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,536 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,537 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,541 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,544 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,548 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:44:38,550 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-21 13:44:38,552 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-21 13:44:38,554 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-21 13:44:38,556 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-21 13:44:38,558 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-21 13:44:38,564 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-21 13:44:38,566 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-21 13:44:38,568 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-21 13:44:38,570 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-21 13:44:38,572 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-21 13:44:38,573 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-21 13:44:38,579 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-21 13:44:38,582 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-21 13:44:38,586 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-21 13:44:38,588 - my_logger - INFO - ɾԤǰ(2516, 504) +2024-11-21 13:44:38,595 - my_logger - INFO - ɾԤ(2516, 431) +2024-11-21 13:44:38,597 - my_logger - INFO - ɾ²ǰ(2516, 431) +2024-11-21 13:44:39,050 - my_logger - INFO - ɾ²(2516, 427) +2024-11-21 13:44:39,054 - my_logger - INFO - ɾԤΪֵк(1780, 427) +2024-11-21 13:44:39,059 - my_logger - INFO - ɾȫΪֵк(1780, 356) +2024-11-21 13:44:43,046 - my_logger - INFO - ն(224) ܶ(130) ¶(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +219 C2403128043 +220 C2403150124 +221 FVHCM1 INDEX +222 GC1 COMB Comdty +223 C2404167855 + +[224 rows x 3 columns] +2024-11-21 13:44:43,062 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-21 13:44:43,063 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-21 13:44:44,106 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 13:44:44,109 - my_logger - INFO - ʼѵģ... +2024-11-21 13:44:44,109 - my_logger - INFO - ģѵ +2024-11-21 13:44:44,110 - my_logger - INFO - ѵݻͼing +2024-11-21 13:44:44,902 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 13:44:46,528 - my_logger - INFO - ѵݻͼend +2024-11-21 13:44:46,528 - my_logger - INFO - ing +2024-11-21 13:44:46,806 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-21 13:44:49,421 - my_logger - INFO - ۸ָܺΪ67.3553417985951 +2024-11-21 13:44:49,424 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-21 13:44:51,572 - my_logger - INFO - ӦָܺΪ15.185628739201855 +2024-11-21 13:44:51,573 - my_logger - INFO - ʼֱָͼ +2024-11-21 13:44:54,413 - my_logger - INFO - ָܺΪ6.24635506638453 +2024-11-21 13:44:54,414 - my_logger - INFO - ʼƿֱָͼ +2024-11-21 13:44:56,308 - my_logger - INFO - ָܺΪ19.08669774926328 +2024-11-21 13:44:56,311 - my_logger - INFO - ʼڻгֱָͼ +2024-11-21 13:44:58,148 - my_logger - INFO - ڻгָܺΪ51.928047677314126 +2024-11-21 13:44:58,150 - my_logger - INFO - ʼֱָͼ +2024-11-21 13:44:58,466 - my_logger - INFO - ָܺΪ1.024712499327046 +2024-11-21 13:44:58,467 - my_logger - INFO - ʼƽֱָͼ +2024-11-21 13:45:00,708 - my_logger - INFO - ָܺΪ5.690866753195581 +2024-11-21 13:45:00,709 - my_logger - INFO - ʼֱָͼ +2024-11-21 13:45:02,644 - my_logger - INFO - ָܺΪ12.425850166531935 +2024-11-21 13:45:02,645 - my_logger - INFO - ʼܺ͵ͼ +2024-11-21 13:45:02,942 - my_logger - INFO - ܺ͵ͼ +2024-11-21 13:45:06,555 - my_logger - INFO - end +2024-11-21 13:45:06,555 - my_logger - INFO - ģѵ +2024-11-21 13:45:10,319 - my_logger - INFO - ʼͳɹ +2024-11-21 13:55:08,508 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-21 13:55:08,508 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-21 13:55:59,987 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:55:59,990 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:55:59,992 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:55:59,997 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:56:00,001 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:56:00,006 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 13:56:00,012 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-21 13:56:00,018 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-21 13:56:00,031 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-21 13:56:00,038 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-21 13:56:00,041 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-21 13:56:00,047 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-21 13:56:00,050 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 13:56:00,055 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 13:56:00,060 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 13:56:00,064 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-21 13:56:00,068 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-21 13:56:00,071 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-21 13:56:00,076 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-21 13:56:00,079 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-21 13:56:00,083 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-21 13:56:00,085 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-21 13:56:00,090 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-21 13:56:00,093 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-21 13:56:00,096 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-21 13:56:00,098 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-21 13:56:00,104 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-21 13:56:00,105 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-21 13:56:00,108 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-21 13:56:00,110 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 13:56:00,112 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 13:56:00,117 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-21 13:56:00,119 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-21 13:56:00,121 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-21 13:56:00,123 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-21 13:56:00,126 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-21 13:56:00,128 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:56:00,130 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:56:00,135 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-21 13:56:00,139 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-21 13:56:00,141 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-21 13:56:00,143 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-21 13:56:00,145 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-21 13:56:00,149 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-21 13:56:00,152 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-21 13:56:00,155 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-21 13:56:00,157 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-21 13:56:00,160 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-21 13:56:00,163 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-21 13:56:00,165 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-21 13:56:00,168 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-21 13:56:00,173 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-21 13:56:00,176 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-21 13:56:00,178 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-21 13:56:00,181 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,186 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-21 13:56:00,189 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-21 13:56:00,192 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-21 13:56:00,195 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-21 13:56:00,199 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-21 13:56:00,203 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-21 13:56:00,206 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,207 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-21 13:56:00,209 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-21 13:56:00,212 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-21 13:56:00,214 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-21 13:56:00,219 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-21 13:56:00,221 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,224 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-21 13:56:00,225 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-21 13:56:00,228 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-21 13:56:00,233 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-21 13:56:00,236 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-21 13:56:00,239 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-21 13:56:00,240 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-21 13:56:00,242 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-21 13:56:00,244 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-21 13:56:00,247 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-21 13:56:00,253 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-21 13:56:00,254 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-21 13:56:00,256 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-21 13:56:00,259 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-21 13:56:00,261 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-21 13:56:00,265 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-21 13:56:00,269 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-21 13:56:00,271 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-21 13:56:00,273 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-21 13:56:00,273 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-21 13:56:00,276 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-21 13:56:00,278 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-21 13:56:00,282 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-21 13:56:00,285 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-21 13:56:00,288 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-21 13:56:00,289 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-21 13:56:00,291 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-21 13:56:00,292 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-21 13:56:00,295 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-21 13:56:00,299 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-21 13:56:00,304 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-21 13:56:00,305 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-21 13:56:00,307 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-21 13:56:00,310 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-21 13:56:00,312 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-21 13:56:00,314 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-21 13:56:00,319 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-21 13:56:00,320 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,322 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,325 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,327 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,329 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,334 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,339 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,343 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-21 13:56:00,346 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-21 13:56:00,351 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-21 13:56:00,355 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-21 13:56:00,357 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-21 13:56:00,360 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-21 13:56:00,362 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-21 13:56:00,363 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 13:56:00,369 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-21 13:56:00,371 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 13:56:00,373 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 13:56:00,374 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-21 13:56:00,376 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-21 13:56:00,377 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:56:00,380 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:56:00,386 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 13:56:00,389 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-21 13:56:00,391 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-21 13:56:00,393 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-21 13:56:00,395 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-21 13:56:00,398 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 13:56:00,403 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 13:56:00,405 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-21 13:56:00,406 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-21 13:56:00,409 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-21 13:56:00,410 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-21 13:56:00,412 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-21 13:56:00,415 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:56:00,419 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:56:00,421 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:56:00,423 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 13:56:00,425 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 13:56:00,426 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 13:56:00,429 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-21 13:56:00,432 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 13:56:00,437 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 13:56:00,439 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:56:00,441 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:56:00,443 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 13:56:00,445 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:56:00,449 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-21 13:56:00,453 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 13:56:00,456 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-21 13:56:00,458 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-21 13:56:00,460 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-21 13:56:00,463 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:56:00,464 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:56:00,469 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-21 13:56:00,471 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:56:00,473 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-21 13:56:00,473 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-21 13:56:00,476 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-21 13:56:00,480 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-21 13:56:00,485 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-21 13:56:00,487 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,490 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:56:00,492 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,494 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-21 13:56:00,496 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-21 13:56:00,500 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-21 13:56:00,503 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-21 13:56:00,505 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-21 13:56:00,506 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-21 13:56:00,509 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-21 13:56:00,510 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-21 13:56:00,513 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-21 13:56:00,516 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-21 13:56:00,520 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:56:00,521 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,522 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,524 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,526 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,527 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,530 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,534 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,537 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,539 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 13:56:00,541 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 13:56:00,542 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 13:56:00,543 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 13:56:00,546 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,550 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 13:56:00,553 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-21 13:56:00,555 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 13:56:00,557 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-21 13:56:00,558 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-21 13:56:00,560 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-21 13:56:00,561 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-21 13:56:00,563 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,569 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-21 13:56:00,570 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-21 13:56:00,572 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-21 13:56:00,573 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-21 13:56:00,575 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-21 13:56:00,577 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-21 13:56:00,579 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-21 13:56:00,586 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-21 13:56:00,588 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-21 13:56:00,591 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-21 13:56:00,592 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-21 13:56:00,596 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-21 13:56:00,600 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-21 13:56:00,603 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-21 13:56:00,605 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-21 13:56:00,607 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-21 13:56:00,609 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-21 13:56:00,611 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-21 13:56:00,613 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-21 13:56:00,619 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-21 13:56:00,623 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-21 13:56:00,624 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-21 13:56:00,626 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-21 13:56:00,629 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-21 13:56:00,633 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-21 13:56:00,637 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,639 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-21 13:56:00,641 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-21 13:56:00,642 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-21 13:56:00,647 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-21 13:56:00,650 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-21 13:56:00,652 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-21 13:56:00,654 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,656 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-21 13:56:00,658 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-21 13:56:00,659 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-21 13:56:00,662 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-21 13:56:00,664 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,666 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-21 13:56:00,670 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-21 13:56:00,672 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-21 13:56:00,673 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-21 13:56:00,676 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-21 13:56:00,677 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-21 13:56:00,680 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-21 13:56:00,685 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,689 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-21 13:56:00,691 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-21 13:56:00,694 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:56:00,695 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:56:00,699 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-21 13:56:00,702 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-21 13:56:00,704 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-21 13:56:00,706 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-21 13:56:00,709 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 13:56:00,710 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-21 13:56:00,713 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-21 13:56:00,717 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-21 13:56:00,719 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-21 13:56:00,723 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:56:00,725 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-21 13:56:00,728 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-21 13:56:00,732 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-21 13:56:00,737 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:56:00,739 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-21 13:56:00,743 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 13:56:00,748 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-21 13:56:00,753 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,759 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,764 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,772 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-21 13:56:00,775 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,778 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-21 13:56:00,782 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-21 13:56:00,787 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-21 13:56:00,790 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-21 13:56:00,793 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-21 13:56:00,795 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-21 13:56:00,800 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-21 13:56:00,803 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-21 13:56:00,805 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-21 13:56:00,808 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-21 13:56:00,810 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-21 13:56:00,814 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-21 13:56:00,818 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-21 13:56:00,821 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-21 13:56:00,824 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-21 13:56:00,826 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 13:56:00,827 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 13:56:00,831 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-21 13:56:00,834 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-21 13:56:00,838 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-21 13:56:00,841 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-21 13:56:00,842 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-21 13:56:00,845 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-21 13:56:00,847 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-21 13:56:00,851 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-21 13:56:00,853 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-21 13:56:00,855 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-21 13:56:00,857 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-21 13:56:00,858 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-21 13:56:00,860 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-21 13:56:00,862 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-21 13:56:00,869 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-21 13:56:00,871 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-21 13:56:00,873 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-21 13:56:00,877 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-21 13:56:00,879 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:56:00,882 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:56:00,887 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:56:00,890 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-21 13:56:00,892 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:56:00,893 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:56:00,896 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:56:00,898 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 13:56:00,902 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 13:56:00,905 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 13:56:00,906 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-21 13:56:00,908 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-21 13:56:00,910 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-21 13:56:00,912 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-21 13:56:00,915 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-21 13:56:00,919 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 13:56:00,921 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 13:56:00,924 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-21 13:56:00,925 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 13:56:00,927 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 13:56:00,929 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-21 13:56:00,935 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-21 13:56:00,937 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-21 13:56:00,940 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-21 13:56:00,941 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:56:00,943 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:56:00,945 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:56:00,949 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 13:56:00,953 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-21 13:56:00,955 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-21 13:56:00,957 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-21 13:56:00,960 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-21 13:56:00,961 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-21 13:56:00,964 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-21 13:56:00,969 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-21 13:56:00,971 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-21 13:56:00,974 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-21 13:56:00,975 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 13:56:00,976 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 13:56:00,979 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-21 13:56:00,983 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-21 13:56:00,986 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-21 13:56:00,989 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-21 13:56:00,991 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-21 13:56:00,993 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-21 13:56:00,994 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-21 13:56:00,997 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-21 13:56:01,001 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,004 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,006 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,008 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,010 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,012 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,015 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,020 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-21 13:56:01,023 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-21 13:56:01,025 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-21 13:56:01,026 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-21 13:56:01,028 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-21 13:56:01,032 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-21 13:56:01,036 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-21 13:56:01,039 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-21 13:56:01,040 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-21 13:56:01,042 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-21 13:56:01,043 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-21 13:56:01,047 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-21 13:56:01,051 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-21 13:56:01,054 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 13:56:01,057 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-21 13:56:01,059 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-21 13:56:01,061 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-21 13:56:01,064 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-21 13:56:01,068 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-21 13:56:01,070 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-21 13:56:01,071 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-21 13:56:01,074 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 13:56:01,075 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-21 13:56:01,078 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-21 13:56:01,081 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 13:56:01,085 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 13:56:01,089 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 13:56:01,091 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-21 13:56:01,094 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:56:01,096 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-21 13:56:01,100 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-21 13:56:01,102 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-21 13:56:01,103 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-21 13:56:01,106 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-21 13:56:01,108 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-21 13:56:01,110 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-21 13:56:01,113 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-21 13:56:01,116 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-21 13:56:01,119 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-21 13:56:01,121 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-21 13:56:01,123 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-21 13:56:01,125 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:56:01,127 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 13:56:01,129 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-21 13:56:01,133 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,137 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:56:01,141 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:56:01,143 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,146 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,151 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,153 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,155 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,156 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,159 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,160 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:56:01,161 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,164 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:56:01,167 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,171 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 13:56:01,174 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,176 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-21 13:56:01,179 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,181 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,186 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,190 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,192 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,193 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-21 13:56:01,194 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,198 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,201 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,204 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,206 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,208 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,209 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,211 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,213 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,256 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,264 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,273 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,276 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,291 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,293 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,296 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,300 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,305 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,308 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,310 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,313 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,317 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,320 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 13:56:01,323 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,326 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 13:56:01,328 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,331 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,338 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,340 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,342 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,344 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 13:56:01,346 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,350 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,354 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,356 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,358 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,360 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 13:56:01,362 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,368 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,370 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,372 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,375 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,376 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,380 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,385 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,388 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,390 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,392 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,394 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,396 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,401 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,404 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,405 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,407 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,409 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,411 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,413 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,417 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 13:56:01,420 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-21 13:56:01,422 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-21 13:56:01,424 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-21 13:56:01,426 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-21 13:56:01,429 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-21 13:56:01,434 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-21 13:56:01,436 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-21 13:56:01,439 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-21 13:56:01,441 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-21 13:56:01,442 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-21 13:56:01,445 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-21 13:56:01,447 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-21 13:56:01,451 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-21 13:56:01,457 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-21 13:56:01,460 - my_logger - INFO - ɾԤǰ(2516, 504) +2024-11-21 13:56:01,466 - my_logger - INFO - ɾԤ(2516, 431) +2024-11-21 13:56:01,469 - my_logger - INFO - ɾ²ǰ(2516, 431) +2024-11-21 13:56:01,936 - my_logger - INFO - ɾ²(2516, 427) +2024-11-21 13:56:01,941 - my_logger - INFO - ɾԤΪֵк(1780, 427) +2024-11-21 13:56:01,945 - my_logger - INFO - ɾȫΪֵк(1780, 356) +2024-11-21 13:56:05,875 - my_logger - INFO - ն(224) ܶ(130) 61(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +219 C2403128043 +220 C2403150124 +221 FVHCM1 INDEX +222 GC1 COMB Comdty +223 C2404167855 + +[224 rows x 3 columns] +2024-11-21 13:56:05,895 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),61(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-21 13:56:05,896 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-21 13:56:06,967 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 13:56:06,969 - my_logger - INFO - ʼѵģ... +2024-11-21 13:56:06,970 - my_logger - INFO - ģѵ +2024-11-21 13:56:06,970 - my_logger - INFO - ѵݻͼing +2024-11-21 13:56:07,777 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 13:56:09,425 - my_logger - INFO - ѵݻͼend +2024-11-21 13:56:09,425 - my_logger - INFO - ing +2024-11-21 13:56:09,670 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-21 13:56:11,796 - my_logger - INFO - ۸ָܺΪ67.3553417985951 +2024-11-21 13:56:11,798 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-21 13:56:13,654 - my_logger - INFO - ӦָܺΪ15.185628739201855 +2024-11-21 13:56:13,655 - my_logger - INFO - ʼֱָͼ +2024-11-21 13:56:16,069 - my_logger - INFO - ָܺΪ6.24635506638453 +2024-11-21 13:56:16,070 - my_logger - INFO - ʼƿֱָͼ +2024-11-21 13:56:18,213 - my_logger - INFO - ָܺΪ19.08669774926328 +2024-11-21 13:56:18,214 - my_logger - INFO - ʼڻгֱָͼ +2024-11-21 13:56:20,376 - my_logger - INFO - ڻгָܺΪ51.928047677314126 +2024-11-21 13:56:20,378 - my_logger - INFO - ʼֱָͼ +2024-11-21 13:56:20,682 - my_logger - INFO - ָܺΪ1.024712499327046 +2024-11-21 13:56:20,683 - my_logger - INFO - ʼƽֱָͼ +2024-11-21 13:56:23,162 - my_logger - INFO - ָܺΪ5.690866753195581 +2024-11-21 13:56:23,164 - my_logger - INFO - ʼֱָͼ +2024-11-21 13:56:25,229 - my_logger - INFO - ָܺΪ12.425850166531935 +2024-11-21 13:56:25,230 - my_logger - INFO - ʼܺ͵ͼ +2024-11-21 13:56:25,542 - my_logger - INFO - ܺ͵ͼ +2024-11-21 13:56:29,516 - my_logger - INFO - end +2024-11-21 13:56:29,516 - my_logger - INFO - ģѵ +2024-11-21 14:01:49,278 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-21 14:01:49,279 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-21 14:02:33,210 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 14:02:33,213 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 14:02:33,215 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 14:02:33,217 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 14:02:33,220 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 14:02:33,223 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-21 14:02:33,228 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-21 14:02:33,231 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-21 14:02:33,234 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-21 14:02:33,236 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-21 14:02:33,241 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-21 14:02:33,244 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-21 14:02:33,246 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 14:02:33,247 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 14:02:33,249 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-21 14:02:33,252 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-21 14:02:33,254 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-21 14:02:33,260 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-21 14:02:33,261 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-21 14:02:33,263 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-21 14:02:33,265 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-21 14:02:33,267 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-21 14:02:33,268 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-21 14:02:33,270 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-21 14:02:33,275 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-21 14:02:33,278 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-21 14:02:33,281 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-21 14:02:33,283 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-21 14:02:33,285 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-21 14:02:33,289 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 14:02:33,291 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-21 14:02:33,293 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-21 14:02:33,294 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-21 14:02:33,296 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-21 14:02:33,299 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-21 14:02:33,304 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-21 14:02:33,308 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-21 14:02:33,309 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-21 14:02:33,311 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-21 14:02:33,314 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-21 14:02:33,316 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-21 14:02:33,318 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-21 14:02:33,322 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-21 14:02:33,324 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-21 14:02:33,325 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-21 14:02:33,326 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-21 14:02:33,328 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-21 14:02:33,330 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-21 14:02:33,333 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-21 14:02:33,335 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-21 14:02:33,339 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-21 14:02:33,341 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-21 14:02:33,342 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-21 14:02:33,345 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-21 14:02:33,345 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,348 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-21 14:02:33,350 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-21 14:02:33,355 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-21 14:02:33,357 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-21 14:02:33,358 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-21 14:02:33,361 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-21 14:02:33,363 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,364 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-21 14:02:33,366 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-21 14:02:33,371 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-21 14:02:33,374 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-21 14:02:33,377 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-21 14:02:33,378 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,381 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-21 14:02:33,383 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-21 14:02:33,420 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-21 14:02:33,427 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-21 14:02:33,430 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-21 14:02:33,434 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-21 14:02:33,440 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-21 14:02:33,442 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-21 14:02:33,455 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-21 14:02:33,462 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-21 14:02:33,467 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-21 14:02:33,470 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-21 14:02:33,474 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-21 14:02:33,475 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-21 14:02:33,477 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-21 14:02:33,478 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-21 14:02:33,480 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-21 14:02:33,483 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-21 14:02:33,485 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-21 14:02:33,488 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-21 14:02:33,491 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-21 14:02:33,492 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-21 14:02:33,494 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-21 14:02:33,496 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-21 14:02:33,498 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-21 14:02:33,501 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-21 14:02:33,504 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-21 14:02:33,506 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-21 14:02:33,507 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-21 14:02:33,509 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-21 14:02:33,511 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-21 14:02:33,513 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-21 14:02:33,514 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-21 14:02:33,515 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-21 14:02:33,518 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-21 14:02:33,521 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-21 14:02:33,523 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-21 14:02:33,525 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,527 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,530 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,532 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,537 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,540 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,542 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,545 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-21 14:02:33,547 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-21 14:02:33,548 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-21 14:02:33,551 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-21 14:02:33,553 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-21 14:02:33,556 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-21 14:02:33,558 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-21 14:02:33,561 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 14:02:33,563 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-21 14:02:33,564 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 14:02:33,566 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-21 14:02:33,569 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-21 14:02:33,571 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-21 14:02:33,573 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 14:02:33,576 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 14:02:33,578 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-21 14:02:33,580 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-21 14:02:33,581 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-21 14:02:33,583 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-21 14:02:33,588 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-21 14:02:33,591 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 14:02:33,594 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-21 14:02:33,595 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-21 14:02:33,597 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-21 14:02:33,599 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-21 14:02:33,605 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-21 14:02:33,607 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-21 14:02:33,610 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 14:02:33,612 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 14:02:33,613 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 14:02:33,615 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-21 14:02:33,616 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 14:02:33,622 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-21 14:02:33,625 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-21 14:02:33,628 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 14:02:33,629 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-21 14:02:33,632 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 14:02:33,634 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 14:02:33,638 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-21 14:02:33,642 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-21 14:02:33,643 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-21 14:02:33,646 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 14:02:33,647 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-21 14:02:33,649 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-21 14:02:33,656 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-21 14:02:33,658 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 14:02:33,661 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-21 14:02:33,663 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-21 14:02:33,666 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 14:02:33,671 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-21 14:02:33,674 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-21 14:02:33,675 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-21 14:02:33,678 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-21 14:02:33,679 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-21 14:02:33,682 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,685 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 14:02:33,688 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,691 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-21 14:02:33,692 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-21 14:02:33,694 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-21 14:02:33,696 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-21 14:02:33,697 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-21 14:02:33,699 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-21 14:02:33,703 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-21 14:02:33,706 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-21 14:02:33,708 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-21 14:02:33,710 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-21 14:02:33,711 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 14:02:33,713 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,715 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,717 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,721 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,723 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,724 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,727 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,727 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,728 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 14:02:33,731 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-21 14:02:33,734 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-21 14:02:33,738 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-21 14:02:33,740 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,741 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-21 14:02:33,744 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-21 14:02:33,747 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-21 14:02:33,749 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-21 14:02:33,752 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-21 14:02:33,754 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-21 14:02:33,757 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-21 14:02:33,758 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,760 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-21 14:02:33,763 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-21 14:02:33,764 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-21 14:02:33,767 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-21 14:02:33,772 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-21 14:02:33,774 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-21 14:02:33,775 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-21 14:02:33,777 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-21 14:02:33,779 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-21 14:02:33,780 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-21 14:02:33,783 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-21 14:02:33,787 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-21 14:02:33,789 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-21 14:02:33,791 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-21 14:02:33,793 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-21 14:02:33,795 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-21 14:02:33,798 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-21 14:02:33,799 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-21 14:02:33,804 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-21 14:02:33,807 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-21 14:02:33,810 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-21 14:02:33,812 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-21 14:02:33,813 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-21 14:02:33,816 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-21 14:02:33,818 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-21 14:02:33,823 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,825 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-21 14:02:33,827 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-21 14:02:33,829 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-21 14:02:33,831 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-21 14:02:33,833 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-21 14:02:33,836 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-21 14:02:33,840 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,843 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-21 14:02:33,845 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-21 14:02:33,846 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-21 14:02:33,847 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-21 14:02:33,849 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,853 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-21 14:02:33,857 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-21 14:02:33,859 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-21 14:02:33,861 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-21 14:02:33,863 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-21 14:02:33,865 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-21 14:02:33,870 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-21 14:02:33,873 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,874 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-21 14:02:33,877 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-21 14:02:33,879 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 14:02:33,881 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-21 14:02:33,883 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-21 14:02:33,887 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-21 14:02:33,890 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-21 14:02:33,892 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-21 14:02:33,894 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-21 14:02:33,896 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-21 14:02:33,897 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-21 14:02:33,899 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-21 14:02:33,904 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-21 14:02:33,907 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-21 14:02:33,909 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-21 14:02:33,911 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-21 14:02:33,912 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-21 14:02:33,914 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 14:02:33,917 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-21 14:02:33,921 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-21 14:02:33,923 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-21 14:02:33,925 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,926 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,927 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,930 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-21 14:02:33,932 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,935 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-21 14:02:33,940 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-21 14:02:33,944 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-21 14:02:33,946 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-21 14:02:33,948 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-21 14:02:33,952 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-21 14:02:33,957 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-21 14:02:33,958 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-21 14:02:33,959 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-21 14:02:33,962 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-21 14:02:33,963 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-21 14:02:33,965 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-21 14:02:33,969 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-21 14:02:33,973 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-21 14:02:33,975 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-21 14:02:33,977 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 14:02:33,979 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-21 14:02:33,981 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-21 14:02:33,982 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-21 14:02:33,986 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-21 14:02:33,989 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-21 14:02:33,993 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-21 14:02:33,996 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-21 14:02:33,997 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-21 14:02:34,001 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-21 14:02:34,004 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-21 14:02:34,008 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-21 14:02:34,011 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-21 14:02:34,013 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-21 14:02:34,015 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-21 14:02:34,019 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-21 14:02:34,022 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-21 14:02:34,023 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-21 14:02:34,025 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-21 14:02:34,026 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-21 14:02:34,029 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-21 14:02:34,030 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-21 14:02:34,032 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-21 14:02:34,035 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-21 14:02:34,039 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 14:02:34,042 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 14:02:34,045 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 14:02:34,047 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-21 14:02:34,048 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 14:02:34,051 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-21 14:02:34,056 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-21 14:02:34,058 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-21 14:02:34,060 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-21 14:02:34,062 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-21 14:02:34,063 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-21 14:02:34,066 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 14:02:34,069 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-21 14:02:34,073 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-21 14:02:34,076 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 14:02:34,078 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-21 14:02:34,079 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-21 14:02:34,082 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-21 14:02:34,086 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-21 14:02:34,089 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-21 14:02:34,092 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 14:02:34,094 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 14:02:34,095 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 14:02:34,096 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-21 14:02:34,099 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-21 14:02:34,101 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-21 14:02:34,106 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-21 14:02:34,108 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-21 14:02:34,109 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-21 14:02:34,111 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-21 14:02:34,112 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-21 14:02:34,114 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-21 14:02:34,116 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-21 14:02:34,120 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 14:02:34,124 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 14:02:34,128 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-21 14:02:34,130 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-21 14:02:34,135 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-21 14:02:34,141 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-21 14:02:34,143 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-21 14:02:34,144 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-21 14:02:34,147 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-21 14:02:34,150 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-21 14:02:34,153 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,156 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,158 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,160 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,161 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,164 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,165 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,167 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-21 14:02:34,170 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-21 14:02:34,173 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-21 14:02:34,174 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-21 14:02:34,176 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-21 14:02:34,177 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-21 14:02:34,179 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-21 14:02:34,182 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-21 14:02:34,184 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-21 14:02:34,188 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-21 14:02:34,190 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-21 14:02:34,191 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-21 14:02:34,194 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-21 14:02:34,196 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-21 14:02:34,199 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-21 14:02:34,201 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-21 14:02:34,204 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-21 14:02:34,208 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-21 14:02:34,211 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-21 14:02:34,213 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-21 14:02:34,215 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-21 14:02:34,220 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-21 14:02:34,223 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-21 14:02:34,226 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-21 14:02:34,227 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-21 14:02:34,229 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 14:02:34,232 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-21 14:02:34,235 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-21 14:02:34,238 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 14:02:34,241 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-21 14:02:34,243 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-21 14:02:34,245 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-21 14:02:34,246 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-21 14:02:34,248 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-21 14:02:34,250 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-21 14:02:34,254 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-21 14:02:34,257 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-21 14:02:34,258 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-21 14:02:34,260 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-21 14:02:34,262 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-21 14:02:34,263 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-21 14:02:34,265 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 14:02:34,268 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-21 14:02:34,274 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-21 14:02:34,276 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,277 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 14:02:34,279 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 14:02:34,280 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,282 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,285 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,289 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,292 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,293 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,294 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,297 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 14:02:34,298 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,301 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 14:02:34,305 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,308 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-21 14:02:34,310 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,312 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-21 14:02:34,314 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,317 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,322 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,324 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,326 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,327 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-21 14:02:34,329 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,331 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,333 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,337 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,340 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,342 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,344 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,344 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,347 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,350 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,354 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,356 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,357 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,360 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,361 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,363 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,365 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,369 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,373 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,375 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,377 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,378 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,380 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-21 14:02:34,383 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,387 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 14:02:34,390 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,392 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,394 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,396 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,397 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,399 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 14:02:34,405 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,407 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,409 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,411 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,413 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,414 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-21 14:02:34,416 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,420 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,422 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,424 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,426 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,428 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,431 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,433 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,437 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,439 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,440 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,443 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,445 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,447 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,448 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,453 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,456 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,459 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,461 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,464 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,466 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-21 14:02:34,470 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-21 14:02:34,472 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-21 14:02:34,475 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-21 14:02:34,477 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-21 14:02:34,478 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-21 14:02:34,479 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-21 14:02:34,482 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-21 14:02:34,485 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-21 14:02:34,489 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-21 14:02:34,491 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-21 14:02:34,494 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-21 14:02:34,495 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-21 14:02:34,497 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-21 14:02:34,503 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-21 14:02:34,506 - my_logger - INFO - ɾԤǰ(2516, 504) +2024-11-21 14:02:34,510 - my_logger - INFO - ɾԤ(2516, 431) +2024-11-21 14:02:34,510 - my_logger - INFO - ɾ²ǰ(2516, 431) +2024-11-21 14:02:34,941 - my_logger - INFO - ɾ²(2516, 427) +2024-11-21 14:02:34,945 - my_logger - INFO - ɾԤΪֵк(1780, 427) +2024-11-21 14:02:34,949 - my_logger - INFO - ɾȫΪֵк(1780, 356) +2024-11-21 14:02:38,513 - my_logger - INFO - ն(224) ܶ(130) 61(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +219 C2403128043 +220 C2403150124 +221 FVHCM1 INDEX +222 GC1 COMB Comdty +223 C2404167855 + +[224 rows x 3 columns] +2024-11-21 14:02:38,532 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),61(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-21 14:02:38,533 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-21 14:02:39,657 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 14:02:39,661 - my_logger - INFO - ʼѵģ... +2024-11-21 14:02:39,662 - my_logger - INFO - ģѵ +2024-11-21 14:02:39,662 - my_logger - INFO - ѵݻͼing +2024-11-21 14:02:40,618 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' +2024-11-21 14:02:42,587 - my_logger - INFO - ѵݻͼend +2024-11-21 14:02:42,589 - my_logger - INFO - ing +2024-11-21 14:02:42,835 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-21 14:02:45,592 - my_logger - INFO - ۸ָܺΪ67.3553417985951 +2024-11-21 14:02:45,594 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-21 14:02:48,464 - my_logger - INFO - ӦָܺΪ15.185628739201855 +2024-11-21 14:02:48,466 - my_logger - INFO - ʼֱָͼ +2024-11-21 14:02:51,727 - my_logger - INFO - ָܺΪ6.24635506638453 +2024-11-21 14:02:51,729 - my_logger - INFO - ʼƿֱָͼ +2024-11-21 14:02:54,363 - my_logger - INFO - ָܺΪ19.08669774926328 +2024-11-21 14:02:54,365 - my_logger - INFO - ʼڻгֱָͼ +2024-11-21 14:02:57,324 - my_logger - INFO - ڻгָܺΪ51.928047677314126 +2024-11-21 14:02:57,325 - my_logger - INFO - ʼֱָͼ +2024-11-21 14:02:57,696 - my_logger - INFO - ָܺΪ1.024712499327046 +2024-11-21 14:02:57,697 - my_logger - INFO - ʼƽֱָͼ +2024-11-21 14:02:59,971 - my_logger - INFO - ָܺΪ5.690866753195581 +2024-11-21 14:02:59,973 - my_logger - INFO - ʼֱָͼ +2024-11-21 14:03:02,973 - my_logger - INFO - ָܺΪ12.425850166531935 +2024-11-21 14:03:02,975 - my_logger - INFO - ʼܺ͵ͼ +2024-11-21 14:03:03,324 - my_logger - INFO - ܺ͵ͼ +2024-11-21 14:03:07,396 - my_logger - INFO - end +2024-11-21 14:03:07,397 - my_logger - INFO - ģѵ +2024-11-22 13:28:05,823 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 13:28:05,823 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 13:29:03,132 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:29:03,137 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:29:03,138 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:29:03,140 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:29:03,142 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:29:03,143 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:29:03,145 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 13:29:03,147 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 13:29:03,148 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 13:29:03,149 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 13:29:03,152 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 13:29:03,153 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 13:29:03,155 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 13:29:03,157 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 13:29:03,159 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 13:29:03,160 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 13:29:03,162 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 13:29:03,165 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 13:29:03,166 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-22 13:29:03,169 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-22 13:29:03,171 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-22 13:29:03,174 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 13:29:03,176 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-22 13:29:03,179 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 13:29:03,183 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-22 13:29:03,185 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-22 13:29:03,188 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-22 13:29:03,193 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-22 13:29:03,200 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-22 13:29:03,203 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 13:29:03,206 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 13:29:03,211 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-22 13:29:03,218 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-22 13:29:03,220 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-22 13:29:03,223 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-22 13:29:03,231 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-22 13:29:03,233 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-22 13:29:03,236 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-22 13:29:03,239 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-22 13:29:03,245 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-22 13:29:03,251 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-22 13:29:03,253 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-22 13:29:03,255 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-22 13:29:03,258 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-22 13:29:03,265 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-22 13:29:03,268 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-22 13:29:03,270 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-22 13:29:03,273 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-22 13:29:03,276 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-22 13:29:03,280 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-22 13:29:03,282 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-22 13:29:03,285 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-22 13:29:03,287 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-22 13:29:03,290 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-22 13:29:03,296 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,299 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-22 13:29:03,302 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-22 13:29:03,304 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-22 13:29:03,307 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-22 13:29:03,312 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-22 13:29:03,315 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-22 13:29:03,317 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,321 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-22 13:29:03,323 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-22 13:29:03,328 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-22 13:29:03,332 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-22 13:29:03,335 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-22 13:29:03,337 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,340 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-22 13:29:03,345 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-22 13:29:03,348 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-22 13:29:03,351 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-22 13:29:03,354 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-22 13:29:03,356 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-22 13:29:03,361 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-22 13:29:03,364 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-22 13:29:03,368 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-22 13:29:03,371 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-22 13:29:03,372 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-22 13:29:03,376 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-22 13:29:03,379 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-22 13:29:03,383 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-22 13:29:03,386 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-22 13:29:03,388 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-22 13:29:03,390 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-22 13:29:03,394 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-22 13:29:03,398 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-22 13:29:03,400 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-22 13:29:03,402 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-22 13:29:03,405 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-22 13:29:03,406 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-22 13:29:03,408 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-22 13:29:03,411 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-22 13:29:03,415 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-22 13:29:03,416 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-22 13:29:03,419 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-22 13:29:03,424 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-22 13:29:03,429 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-22 13:29:03,431 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-22 13:29:03,437 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-22 13:29:03,439 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-22 13:29:03,442 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-22 13:29:03,447 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-22 13:29:03,451 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-22 13:29:03,454 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-22 13:29:03,458 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,464 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,468 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,471 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,475 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,481 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,484 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,486 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-22 13:29:03,489 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-22 13:29:03,491 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-22 13:29:03,496 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-22 13:29:03,498 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-22 13:29:03,501 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-22 13:29:03,503 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-22 13:29:03,507 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 13:29:03,511 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-22 13:29:03,513 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 13:29:03,516 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 13:29:03,518 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-22 13:29:03,520 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-22 13:29:03,523 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 13:29:03,526 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 13:29:03,531 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 13:29:03,532 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-22 13:29:03,536 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-22 13:29:03,538 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-22 13:29:03,539 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-22 13:29:03,543 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 13:29:03,547 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 13:29:03,548 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-22 13:29:03,552 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-22 13:29:03,554 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-22 13:29:03,556 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-22 13:29:03,559 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-22 13:29:03,563 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:29:03,566 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:29:03,569 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:29:03,571 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:29:03,573 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 13:29:03,576 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 13:29:03,581 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-22 13:29:03,584 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 13:29:03,587 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 13:29:03,590 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 13:29:03,592 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 13:29:03,598 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 13:29:03,600 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-22 13:29:03,603 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-22 13:29:03,605 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 13:29:03,606 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-22 13:29:03,608 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-22 13:29:03,613 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-22 13:29:03,616 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 13:29:03,618 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 13:29:03,620 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-22 13:29:03,623 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 13:29:03,625 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-22 13:29:03,631 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-22 13:29:03,634 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-22 13:29:03,637 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-22 13:29:03,640 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-22 13:29:03,645 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,648 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 13:29:03,651 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,654 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-22 13:29:03,657 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-22 13:29:03,660 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-22 13:29:03,665 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-22 13:29:03,667 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-22 13:29:03,668 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-22 13:29:03,672 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-22 13:29:03,674 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-22 13:29:03,678 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-22 13:29:03,680 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-22 13:29:03,683 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 13:29:03,686 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,688 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,690 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,696 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,698 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,702 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,705 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,706 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,710 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 13:29:03,714 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 13:29:03,717 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 13:29:03,719 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 13:29:03,722 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,723 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 13:29:03,729 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-22 13:29:03,732 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 13:29:03,735 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-22 13:29:03,738 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-22 13:29:03,741 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-22 13:29:03,745 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-22 13:29:03,749 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,751 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-22 13:29:03,754 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-22 13:29:03,757 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-22 13:29:03,762 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-22 13:29:03,765 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-22 13:29:03,768 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-22 13:29:03,770 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-22 13:29:03,773 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-22 13:29:03,778 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-22 13:29:03,781 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-22 13:29:03,784 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-22 13:29:03,786 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-22 13:29:03,789 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-22 13:29:03,790 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-22 13:29:03,796 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-22 13:29:03,798 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-22 13:29:03,802 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-22 13:29:03,804 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-22 13:29:03,806 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-22 13:29:03,813 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-22 13:29:03,817 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-22 13:29:03,819 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-22 13:29:03,823 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-22 13:29:03,827 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-22 13:29:03,831 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-22 13:29:03,833 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,835 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-22 13:29:03,837 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-22 13:29:03,840 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-22 13:29:03,846 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-22 13:29:03,849 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-22 13:29:03,852 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-22 13:29:03,854 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,857 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-22 13:29:03,861 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-22 13:29:03,863 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-22 13:29:03,867 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-22 13:29:03,869 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,871 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-22 13:29:03,875 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-22 13:29:03,880 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-22 13:29:03,883 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-22 13:29:03,885 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-22 13:29:03,889 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-22 13:29:03,892 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-22 13:29:03,898 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,902 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-22 13:29:03,904 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-22 13:29:03,907 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 13:29:03,911 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-22 13:29:03,914 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-22 13:29:03,917 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-22 13:29:03,920 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-22 13:29:03,922 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-22 13:29:03,925 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 13:29:03,931 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-22 13:29:03,934 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-22 13:29:03,937 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-22 13:29:03,940 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-22 13:29:03,943 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-22 13:29:03,948 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-22 13:29:03,950 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-22 13:29:03,953 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-22 13:29:03,955 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 13:29:03,957 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-22 13:29:03,964 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 13:29:03,968 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-22 13:29:03,970 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,973 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,975 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,982 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-22 13:29:03,985 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,988 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:29:03,991 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-22 13:29:03,997 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-22 13:29:04,000 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-22 13:29:04,003 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-22 13:29:04,005 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-22 13:29:04,008 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-22 13:29:04,013 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-22 13:29:04,016 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-22 13:29:04,019 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-22 13:29:04,022 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-22 13:29:04,025 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-22 13:29:04,030 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-22 13:29:04,034 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-22 13:29:04,036 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-22 13:29:04,039 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 13:29:04,042 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 13:29:04,047 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-22 13:29:04,049 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-22 13:29:04,051 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-22 13:29:04,053 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-22 13:29:04,056 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-22 13:29:04,059 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-22 13:29:04,063 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-22 13:29:04,065 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-22 13:29:04,068 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-22 13:29:04,071 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-22 13:29:04,075 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-22 13:29:04,080 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-22 13:29:04,083 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-22 13:29:04,085 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-22 13:29:04,088 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-22 13:29:04,091 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-22 13:29:04,095 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-22 13:29:04,097 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-22 13:29:04,101 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:29:04,103 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:29:04,105 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:29:04,107 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:29:04,111 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:29:04,115 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:29:04,118 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:29:04,121 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:29:04,124 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 13:29:04,128 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 13:29:04,131 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-22 13:29:04,133 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-22 13:29:04,136 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-22 13:29:04,138 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-22 13:29:04,140 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-22 13:29:04,145 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 13:29:04,148 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 13:29:04,151 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-22 13:29:04,154 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 13:29:04,157 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 13:29:04,161 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-22 13:29:04,167 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-22 13:29:04,169 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-22 13:29:04,173 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-22 13:29:04,178 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:29:04,181 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:29:04,183 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:29:04,185 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:29:04,187 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-22 13:29:04,189 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-22 13:29:04,196 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-22 13:29:04,198 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-22 13:29:04,201 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-22 13:29:04,203 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-22 13:29:04,204 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-22 13:29:04,207 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-22 13:29:04,212 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-22 13:29:04,215 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 13:29:04,218 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 13:29:04,220 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-22 13:29:04,223 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-22 13:29:04,228 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-22 13:29:04,232 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-22 13:29:04,234 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-22 13:29:04,236 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-22 13:29:04,237 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-22 13:29:04,240 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-22 13:29:04,245 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,248 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,250 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,255 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,257 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,261 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,264 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,265 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-22 13:29:04,267 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-22 13:29:04,269 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-22 13:29:04,274 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-22 13:29:04,279 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-22 13:29:04,282 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-22 13:29:04,284 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-22 13:29:04,286 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-22 13:29:04,289 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-22 13:29:04,292 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-22 13:29:04,297 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-22 13:29:04,299 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-22 13:29:04,302 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-22 13:29:04,304 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 13:29:04,307 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-22 13:29:04,311 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-22 13:29:04,314 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-22 13:29:04,316 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-22 13:29:04,335 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-22 13:29:04,362 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-22 13:29:04,365 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-22 13:29:04,367 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 13:29:04,375 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-22 13:29:04,382 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-22 13:29:04,384 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 13:29:04,386 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 13:29:04,388 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 13:29:04,391 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-22 13:29:04,397 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 13:29:04,399 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-22 13:29:04,402 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-22 13:29:04,404 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-22 13:29:04,406 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-22 13:29:04,410 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-22 13:29:04,415 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-22 13:29:04,417 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-22 13:29:04,419 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-22 13:29:04,421 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-22 13:29:04,423 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-22 13:29:04,427 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-22 13:29:04,430 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-22 13:29:04,434 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 13:29:04,436 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 13:29:04,438 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-22 13:29:04,439 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,446 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:29:04,449 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:29:04,452 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,455 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,460 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,466 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,467 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,470 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,473 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,477 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:29:04,482 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,485 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:29:04,487 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,490 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:29:04,497 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,499 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-22 13:29:04,502 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,504 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,507 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,512 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,515 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,517 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-22 13:29:04,522 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,525 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,530 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,533 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,536 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,538 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,540 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,544 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,547 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,550 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,552 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,553 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,556 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,558 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,564 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,567 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,569 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,571 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,573 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,576 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,581 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,584 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,586 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:29:04,588 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,590 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 13:29:04,594 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,600 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,602 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,604 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,606 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,609 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 13:29:04,615 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,618 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,620 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,622 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,623 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,628 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 13:29:04,632 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,635 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,637 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,639 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,642 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,647 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,649 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,652 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,654 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,658 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,664 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,666 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,668 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,671 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,673 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,678 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,680 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,683 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,686 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,688 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,690 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:29:04,695 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-22 13:29:04,699 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-22 13:29:04,701 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-22 13:29:04,703 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-22 13:29:04,705 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-22 13:29:04,708 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-22 13:29:04,713 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-22 13:29:04,715 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-22 13:29:04,719 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-22 13:29:04,720 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-22 13:29:04,722 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-22 13:29:04,726 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-22 13:29:04,731 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-22 13:29:04,742 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-22 13:29:04,746 - my_logger - INFO - ɾԤǰ(2516, 504) +2024-11-22 13:29:04,752 - my_logger - INFO - ɾԤ(2516, 431) +2024-11-22 13:29:04,752 - my_logger - INFO - ɾ²ǰ(2516, 431) +2024-11-22 13:29:05,389 - my_logger - INFO - ɾ²(2516, 427) +2024-11-22 13:29:05,395 - my_logger - INFO - ɾԤΪֵк(1780, 427) +2024-11-22 13:29:05,400 - my_logger - INFO - ɾȫΪֵк(1780, 356) +2024-11-22 13:29:09,639 - my_logger - INFO - ն(224) ܶ(130) ¶(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +219 C2403128043 +220 C2403150124 +221 FVHCM1 INDEX +222 GC1 COMB Comdty +223 C2404167855 + +[224 rows x 3 columns] +2024-11-22 13:29:09,656 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 13:29:09,659 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 13:29:11,311 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 13:29:11,320 - my_logger - INFO - ʼѵģ... +2024-11-22 13:29:11,320 - my_logger - INFO - ģѵ +2024-11-22 13:29:11,321 - my_logger - INFO - ѵݻͼing +2024-11-22 13:29:12,220 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 13:29:13,913 - my_logger - INFO - ѵݻͼend +2024-11-22 13:29:13,914 - my_logger - INFO - ing +2024-11-22 13:29:14,189 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-22 13:29:16,981 - my_logger - INFO - ۸ָܺΪ67.3553417985951 +2024-11-22 13:29:16,983 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-22 13:29:19,437 - my_logger - INFO - ӦָܺΪ15.185628739201855 +2024-11-22 13:29:19,438 - my_logger - INFO - ʼֱָͼ +2024-11-22 13:29:21,949 - my_logger - INFO - ָܺΪ6.24635506638453 +2024-11-22 13:29:21,951 - my_logger - INFO - ʼƿֱָͼ +2024-11-22 13:29:24,123 - my_logger - INFO - ָܺΪ19.08669774926328 +2024-11-22 13:29:24,124 - my_logger - INFO - ʼڻгֱָͼ +2024-11-22 13:29:26,659 - my_logger - INFO - ڻгָܺΪ51.928047677314126 +2024-11-22 13:29:26,662 - my_logger - INFO - ʼֱָͼ +2024-11-22 13:29:27,053 - my_logger - INFO - ָܺΪ1.024712499327046 +2024-11-22 13:29:27,053 - my_logger - INFO - ʼƽֱָͼ +2024-11-22 13:29:29,108 - my_logger - INFO - ָܺΪ5.690866753195581 +2024-11-22 13:29:29,110 - my_logger - INFO - ʼֱָͼ +2024-11-22 13:29:31,667 - my_logger - INFO - ָܺΪ12.425850166531935 +2024-11-22 13:29:31,669 - my_logger - INFO - ʼܺ͵ͼ +2024-11-22 13:29:31,985 - my_logger - INFO - ܺ͵ͼ +2024-11-22 13:29:36,904 - my_logger - INFO - end +2024-11-22 13:29:36,905 - my_logger - INFO - ģѵ +2024-11-22 13:34:48,095 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 13:34:48,097 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 13:36:04,060 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 13:36:04,060 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 13:36:47,631 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:36:47,633 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:36:47,635 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:36:47,638 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:36:47,640 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:36:47,641 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 13:36:47,643 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 13:36:47,646 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 13:36:47,650 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 13:36:47,652 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 13:36:47,655 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 13:36:47,657 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 13:36:47,658 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 13:36:47,661 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 13:36:47,664 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 13:36:47,668 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 13:36:47,670 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 13:36:47,672 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 13:36:47,674 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-22 13:36:47,676 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-22 13:36:47,679 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-22 13:36:47,684 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 13:36:47,688 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-22 13:36:47,691 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 13:36:47,695 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-22 13:36:47,698 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-22 13:36:47,701 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-22 13:36:47,702 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-22 13:36:47,704 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-22 13:36:47,706 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 13:36:47,708 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 13:36:47,712 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-22 13:36:47,715 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-22 13:36:47,718 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-22 13:36:47,720 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-22 13:36:47,722 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-22 13:36:47,723 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-22 13:36:47,729 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-22 13:36:47,732 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-22 13:36:47,734 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-22 13:36:47,737 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-22 13:36:47,739 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-22 13:36:47,740 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-22 13:36:47,743 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-22 13:36:47,747 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-22 13:36:47,749 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-22 13:36:47,751 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-22 13:36:47,753 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-22 13:36:47,755 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-22 13:36:47,757 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-22 13:36:47,761 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-22 13:36:47,765 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-22 13:36:47,767 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-22 13:36:47,768 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-22 13:36:47,771 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-22 13:36:47,772 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-22 13:36:47,776 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-22 13:36:47,780 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-22 13:36:47,783 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-22 13:36:47,784 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-22 13:36:47,786 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-22 13:36:47,788 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,790 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-22 13:36:47,794 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-22 13:36:47,797 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-22 13:36:47,799 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-22 13:36:47,801 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-22 13:36:47,803 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-22 13:36:47,805 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-22 13:36:47,807 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-22 13:36:47,811 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-22 13:36:47,815 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-22 13:36:47,816 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-22 13:36:47,818 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-22 13:36:47,820 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-22 13:36:47,822 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-22 13:36:47,824 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-22 13:36:47,829 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-22 13:36:47,831 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-22 13:36:47,834 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-22 13:36:47,835 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-22 13:36:47,837 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-22 13:36:47,841 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-22 13:36:47,845 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-22 13:36:47,847 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-22 13:36:47,850 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-22 13:36:47,851 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-22 13:36:47,853 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-22 13:36:47,856 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-22 13:36:47,857 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-22 13:36:47,861 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-22 13:36:47,864 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-22 13:36:47,865 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-22 13:36:47,867 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-22 13:36:47,870 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-22 13:36:47,871 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-22 13:36:47,873 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-22 13:36:47,875 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-22 13:36:47,879 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-22 13:36:47,881 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-22 13:36:47,883 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-22 13:36:47,885 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-22 13:36:47,887 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-22 13:36:47,889 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-22 13:36:47,891 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-22 13:36:47,894 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,896 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,898 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,900 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,902 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,904 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,905 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,907 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-22 13:36:47,911 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-22 13:36:47,914 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-22 13:36:47,915 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-22 13:36:47,917 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-22 13:36:47,919 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-22 13:36:47,920 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-22 13:36:47,922 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 13:36:47,924 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-22 13:36:47,927 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 13:36:47,930 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 13:36:47,932 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-22 13:36:47,934 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-22 13:36:47,935 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 13:36:47,937 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 13:36:47,938 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 13:36:47,941 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-22 13:36:47,944 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-22 13:36:47,948 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-22 13:36:47,950 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-22 13:36:47,952 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 13:36:47,953 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 13:36:47,955 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-22 13:36:47,957 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-22 13:36:47,962 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-22 13:36:47,964 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-22 13:36:47,966 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-22 13:36:47,967 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:36:47,969 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:36:47,971 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:36:47,972 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 13:36:47,976 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 13:36:47,980 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 13:36:47,982 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-22 13:36:47,984 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 13:36:47,985 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 13:36:47,987 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 13:36:47,988 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 13:36:47,991 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 13:36:47,994 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-22 13:36:47,997 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-22 13:36:47,999 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 13:36:48,001 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-22 13:36:48,002 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-22 13:36:48,004 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-22 13:36:48,007 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 13:36:48,012 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 13:36:48,015 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-22 13:36:48,017 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 13:36:48,018 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-22 13:36:48,022 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-22 13:36:48,025 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-22 13:36:48,030 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-22 13:36:48,032 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-22 13:36:48,034 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,036 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 13:36:48,038 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,041 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-22 13:36:48,045 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-22 13:36:48,048 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-22 13:36:48,052 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-22 13:36:48,055 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-22 13:36:48,058 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-22 13:36:48,063 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-22 13:36:48,066 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-22 13:36:48,067 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-22 13:36:48,068 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-22 13:36:48,071 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 13:36:48,073 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,075 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,079 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,083 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,085 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,087 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,089 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,091 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,093 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 13:36:48,097 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 13:36:48,100 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 13:36:48,102 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 13:36:48,103 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,106 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 13:36:48,109 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-22 13:36:48,113 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 13:36:48,115 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-22 13:36:48,118 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-22 13:36:48,121 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-22 13:36:48,123 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-22 13:36:48,124 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,128 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-22 13:36:48,131 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-22 13:36:48,133 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-22 13:36:48,135 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-22 13:36:48,136 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-22 13:36:48,138 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-22 13:36:48,140 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-22 13:36:48,143 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-22 13:36:48,148 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-22 13:36:48,151 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-22 13:36:48,154 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-22 13:36:48,155 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-22 13:36:48,159 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-22 13:36:48,162 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-22 13:36:48,165 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-22 13:36:48,168 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-22 13:36:48,170 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-22 13:36:48,171 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-22 13:36:48,174 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-22 13:36:48,178 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-22 13:36:48,180 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-22 13:36:48,182 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-22 13:36:48,184 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-22 13:36:48,186 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-22 13:36:48,188 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-22 13:36:48,189 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,192 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-22 13:36:48,196 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-22 13:36:48,198 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-22 13:36:48,200 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-22 13:36:48,202 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-22 13:36:48,204 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-22 13:36:48,206 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,210 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-22 13:36:48,214 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-22 13:36:48,215 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-22 13:36:48,218 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-22 13:36:48,221 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,223 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-22 13:36:48,262 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-22 13:36:48,268 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-22 13:36:48,275 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-22 13:36:48,283 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-22 13:36:48,285 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-22 13:36:48,287 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-22 13:36:48,290 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,292 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-22 13:36:48,299 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-22 13:36:48,302 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 13:36:48,304 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-22 13:36:48,306 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-22 13:36:48,309 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-22 13:36:48,313 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-22 13:36:48,317 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-22 13:36:48,318 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 13:36:48,321 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-22 13:36:48,323 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-22 13:36:48,325 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-22 13:36:48,331 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-22 13:36:48,333 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-22 13:36:48,337 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-22 13:36:48,338 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-22 13:36:48,340 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-22 13:36:48,345 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 13:36:48,347 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-22 13:36:48,350 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 13:36:48,354 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-22 13:36:48,355 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,357 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,362 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,364 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-22 13:36:48,366 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,368 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-22 13:36:48,370 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-22 13:36:48,371 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-22 13:36:48,375 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-22 13:36:48,378 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-22 13:36:48,381 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-22 13:36:48,383 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-22 13:36:48,385 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-22 13:36:48,386 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-22 13:36:48,389 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-22 13:36:48,391 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-22 13:36:48,394 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-22 13:36:48,397 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-22 13:36:48,400 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-22 13:36:48,402 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-22 13:36:48,404 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 13:36:48,406 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 13:36:48,409 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-22 13:36:48,412 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-22 13:36:48,414 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-22 13:36:48,417 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-22 13:36:48,419 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-22 13:36:48,421 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-22 13:36:48,424 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-22 13:36:48,427 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-22 13:36:48,430 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-22 13:36:48,434 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-22 13:36:48,436 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-22 13:36:48,439 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-22 13:36:48,442 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-22 13:36:48,445 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-22 13:36:48,450 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-22 13:36:48,452 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-22 13:36:48,454 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-22 13:36:48,456 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-22 13:36:48,458 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:36:48,463 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:36:48,464 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:36:48,467 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-22 13:36:48,471 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:36:48,472 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:36:48,475 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:36:48,479 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 13:36:48,482 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 13:36:48,484 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 13:36:48,486 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-22 13:36:48,487 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-22 13:36:48,489 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-22 13:36:48,491 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-22 13:36:48,496 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-22 13:36:48,499 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 13:36:48,501 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 13:36:48,502 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-22 13:36:48,504 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 13:36:48,506 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 13:36:48,508 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-22 13:36:48,513 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-22 13:36:48,516 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-22 13:36:48,517 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-22 13:36:48,520 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:36:48,521 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:36:48,523 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:36:48,524 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 13:36:48,529 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-22 13:36:48,532 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-22 13:36:48,534 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-22 13:36:48,535 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-22 13:36:48,537 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-22 13:36:48,539 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-22 13:36:48,541 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-22 13:36:48,546 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-22 13:36:48,549 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-22 13:36:48,551 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 13:36:48,552 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 13:36:48,555 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-22 13:36:48,556 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-22 13:36:48,561 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-22 13:36:48,563 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-22 13:36:48,566 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-22 13:36:48,567 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-22 13:36:48,569 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-22 13:36:48,570 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-22 13:36:48,572 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,574 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,578 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,581 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,582 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,584 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,586 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,589 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-22 13:36:48,592 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-22 13:36:48,597 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-22 13:36:48,600 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-22 13:36:48,602 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-22 13:36:48,606 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-22 13:36:48,609 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-22 13:36:48,615 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-22 13:36:48,617 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-22 13:36:48,620 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-22 13:36:48,623 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-22 13:36:48,628 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-22 13:36:48,631 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-22 13:36:48,636 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 13:36:48,639 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-22 13:36:48,643 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-22 13:36:48,650 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-22 13:36:48,654 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-22 13:36:48,657 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-22 13:36:48,661 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-22 13:36:48,668 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-22 13:36:48,669 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 13:36:48,672 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-22 13:36:48,674 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-22 13:36:48,680 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 13:36:48,683 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 13:36:48,685 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 13:36:48,687 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-22 13:36:48,689 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 13:36:48,691 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-22 13:36:48,695 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-22 13:36:48,698 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-22 13:36:48,699 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-22 13:36:48,701 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-22 13:36:48,703 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-22 13:36:48,705 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-22 13:36:48,706 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-22 13:36:48,708 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-22 13:36:48,713 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-22 13:36:48,715 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-22 13:36:48,717 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-22 13:36:48,719 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 13:36:48,721 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 13:36:48,723 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-22 13:36:48,726 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,731 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:36:48,733 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:36:48,734 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,735 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,738 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,740 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,742 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,747 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,749 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,751 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:36:48,752 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,754 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:36:48,757 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,762 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 13:36:48,766 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,767 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-22 13:36:48,769 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,771 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,774 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,778 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,780 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,782 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-22 13:36:48,784 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,786 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,788 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,790 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,792 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,797 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,799 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,801 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,802 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,805 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,807 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,810 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,811 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,813 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,815 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,817 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,819 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,822 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,826 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,830 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,833 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,835 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,837 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 13:36:48,840 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,843 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 13:36:48,847 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,848 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,850 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,852 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,854 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,856 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 13:36:48,857 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,861 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,863 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,865 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,867 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,869 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 13:36:48,871 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,873 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,874 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,878 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,882 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,884 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,885 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,887 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,889 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,891 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,895 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,898 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,900 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,901 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,903 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,905 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,907 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,910 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,913 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,915 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,917 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 13:36:48,919 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-22 13:36:48,920 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-22 13:36:48,922 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-22 13:36:48,924 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-22 13:36:48,930 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-22 13:36:48,931 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-22 13:36:48,934 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-22 13:36:48,935 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-22 13:36:48,937 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-22 13:36:48,938 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-22 13:36:48,941 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-22 13:36:48,946 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-22 13:36:48,948 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-22 13:36:48,952 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-22 13:36:48,955 - my_logger - INFO - ɾԤǰ(2881, 504) +2024-11-22 13:36:48,961 - my_logger - INFO - ɾԤ(2881, 431) +2024-11-22 13:36:48,963 - my_logger - INFO - ɾ²ǰ(2881, 431) +2024-11-22 13:36:49,424 - my_logger - INFO - ɾ²(2881, 427) +2024-11-22 13:36:49,428 - my_logger - INFO - ɾԤΪֵк(1823, 427) +2024-11-22 13:36:49,431 - my_logger - INFO - ɾȫΪֵк(1823, 356) +2024-11-22 13:36:53,201 - my_logger - INFO - ն(224) ܶ(130) ¶(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +219 C2403128043 +220 C2403150124 +221 FVHCM1 INDEX +222 GC1 COMB Comdty +223 C2404167855 + +[224 rows x 3 columns] +2024-11-22 13:36:53,218 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 13:36:53,220 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 13:36:54,283 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 13:36:54,285 - my_logger - INFO - ʼѵģ... +2024-11-22 13:36:54,286 - my_logger - INFO - ģѵ +2024-11-22 13:36:54,286 - my_logger - INFO - ѵݻͼing +2024-11-22 13:36:55,170 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', NHITS = '72.14228', Informer = '74.52396', LSTM = '74.753944', iTransformer = '74.21086', TSMixer = '73.09096', TSMixerx = '75.36713', PatchTST = '73.71281', RNN = '60.009727', GRU = '73.79061', TCN = '73.80944', BiTCN = '73.206085', DilatedRNN = '75.25644', MLP = '72.4851', DLinear = '73.117485', NLinear = '73.768105', TFT = '74.18888', StemGNN = '75.17077', MLPMultivariate = '72.980576', TiDE = '73.38782', DeepNPTS = '72.59514' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 13:36:56,774 - my_logger - INFO - ѵݻͼend +2024-11-22 13:36:56,774 - my_logger - INFO - ing +2024-11-22 13:36:57,044 - my_logger - INFO - ʼƼ۸ֱָͼ +2024-11-22 13:36:59,380 - my_logger - INFO - ۸ָܺΪ67.29718178974987 +2024-11-22 13:36:59,382 - my_logger - INFO - ʼƹӦֱָͼ +2024-11-22 13:37:01,595 - my_logger - INFO - ӦָܺΪ14.985815035604956 +2024-11-22 13:37:01,596 - my_logger - INFO - ʼֱָͼ +2024-11-22 13:37:03,959 - my_logger - INFO - ָܺΪ6.25197284721235 +2024-11-22 13:37:03,960 - my_logger - INFO - ʼƿֱָͼ +2024-11-22 13:37:06,174 - my_logger - INFO - ָܺΪ18.962665261571317 +2024-11-22 13:37:06,175 - my_logger - INFO - ʼڻгֱָͼ +2024-11-22 13:37:08,813 - my_logger - INFO - ڻгָܺΪ51.885481819982964 +2024-11-22 13:37:08,814 - my_logger - INFO - ʼֱָͼ +2024-11-22 13:37:09,165 - my_logger - INFO - ָܺΪ1.0136936453780894 +2024-11-22 13:37:09,166 - my_logger - INFO - ʼƽֱָͼ +2024-11-22 13:37:11,246 - my_logger - INFO - ָܺΪ5.633477877840687 +2024-11-22 13:37:11,247 - my_logger - INFO - ʼֱָͼ +2024-11-22 13:37:13,882 - my_logger - INFO - ָܺΪ12.177440218129728 +2024-11-22 13:37:13,883 - my_logger - INFO - ʼܺ͵ͼ +2024-11-22 13:37:14,175 - my_logger - INFO - ܺ͵ͼ +2024-11-22 13:37:18,355 - my_logger - INFO - end +2024-11-22 13:37:18,356 - my_logger - INFO - ģѵ +2024-11-22 14:25:59,588 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 14:25:59,588 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 14:26:51,078 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:26:51,081 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:26:51,084 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:26:51,087 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:26:51,090 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:26:51,096 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:26:51,105 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 14:26:51,108 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 14:26:51,115 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 14:26:51,122 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 14:26:51,126 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 14:26:51,132 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 14:26:51,133 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:26:51,136 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:26:51,140 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:26:51,144 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 14:26:51,146 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 14:26:51,147 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 14:26:51,150 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-22 14:26:51,153 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-22 14:26:51,154 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-22 14:26:51,159 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 14:26:51,162 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-22 14:26:51,166 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 14:26:51,169 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-22 14:26:51,171 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-22 14:26:51,175 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-22 14:26:51,179 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-22 14:26:51,182 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-22 14:26:51,184 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 14:26:51,188 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 14:26:51,191 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-22 14:26:51,194 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-22 14:26:51,195 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-22 14:26:51,197 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-22 14:26:51,198 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-22 14:26:51,201 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:26:51,205 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:26:51,208 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:26:51,210 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-22 14:26:51,211 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-22 14:26:51,213 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-22 14:26:51,217 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-22 14:26:51,223 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-22 14:26:51,227 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-22 14:26:51,230 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-22 14:26:51,234 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-22 14:26:51,237 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-22 14:26:51,240 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-22 14:26:51,242 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-22 14:26:51,244 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-22 14:26:51,247 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-22 14:26:51,249 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-22 14:26:51,250 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-22 14:26:51,256 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,258 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-22 14:26:51,259 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-22 14:26:51,261 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-22 14:26:51,263 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-22 14:26:51,265 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-22 14:26:51,266 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-22 14:26:51,271 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,273 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-22 14:26:51,275 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-22 14:26:51,276 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-22 14:26:51,279 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-22 14:26:51,281 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-22 14:26:51,283 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,288 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-22 14:26:51,292 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-22 14:26:51,294 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-22 14:26:51,295 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-22 14:26:51,297 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-22 14:26:51,299 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-22 14:26:51,301 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-22 14:26:51,306 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-22 14:26:51,308 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-22 14:26:51,309 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-22 14:26:51,311 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-22 14:26:51,313 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-22 14:26:51,315 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-22 14:26:51,319 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-22 14:26:51,323 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-22 14:26:51,325 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-22 14:26:51,327 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-22 14:26:51,329 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-22 14:26:51,331 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-22 14:26:51,335 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-22 14:26:51,339 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-22 14:26:51,341 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-22 14:26:51,343 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-22 14:26:51,346 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-22 14:26:51,348 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-22 14:26:51,349 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-22 14:26:51,353 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-22 14:26:51,356 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-22 14:26:51,358 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-22 14:26:51,360 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-22 14:26:51,361 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-22 14:26:51,364 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-22 14:26:51,365 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-22 14:26:51,368 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-22 14:26:51,370 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-22 14:26:51,374 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-22 14:26:51,375 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-22 14:26:51,377 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,379 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,381 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,383 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,389 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,392 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,394 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,396 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-22 14:26:51,398 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-22 14:26:51,400 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-22 14:26:51,404 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-22 14:26:51,407 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-22 14:26:51,409 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-22 14:26:51,411 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-22 14:26:51,411 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 14:26:51,414 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-22 14:26:51,416 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 14:26:51,418 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 14:26:51,424 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-22 14:26:51,425 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-22 14:26:51,427 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:26:51,429 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:26:51,430 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:26:51,432 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-22 14:26:51,435 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-22 14:26:51,440 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-22 14:26:51,442 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-22 14:26:51,443 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 14:26:51,446 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 14:26:51,448 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-22 14:26:51,450 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-22 14:26:51,453 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-22 14:26:51,457 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-22 14:26:51,459 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-22 14:26:51,461 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:26:51,463 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:26:51,464 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:26:51,466 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:26:51,473 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 14:26:51,475 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 14:26:51,477 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-22 14:26:51,479 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 14:26:51,481 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 14:26:51,483 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:26:51,489 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:26:51,491 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:26:51,493 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:26:51,495 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-22 14:26:51,497 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 14:26:51,499 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-22 14:26:51,501 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-22 14:26:51,506 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-22 14:26:51,508 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:26:51,510 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:26:51,512 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-22 14:26:51,513 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:26:51,518 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-22 14:26:51,522 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:26:51,523 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-22 14:26:51,526 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-22 14:26:51,527 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-22 14:26:51,529 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,531 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:26:51,533 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,535 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-22 14:26:51,539 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-22 14:26:51,542 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-22 14:26:51,543 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-22 14:26:51,546 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-22 14:26:51,548 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-22 14:26:51,550 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-22 14:26:51,553 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-22 14:26:51,556 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-22 14:26:51,557 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-22 14:26:51,559 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:26:51,563 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,564 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,565 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,568 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,572 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,574 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,577 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,579 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,580 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 14:26:51,583 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 14:26:51,585 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:26:51,589 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:26:51,593 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,596 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 14:26:51,597 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-22 14:26:51,599 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 14:26:51,601 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-22 14:26:51,608 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-22 14:26:51,610 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-22 14:26:51,611 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-22 14:26:51,613 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,615 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-22 14:26:51,617 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-22 14:26:51,622 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-22 14:26:51,624 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-22 14:26:51,626 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-22 14:26:51,628 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-22 14:26:51,629 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-22 14:26:51,631 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-22 14:26:51,633 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-22 14:26:51,636 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-22 14:26:51,640 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-22 14:26:51,643 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-22 14:26:51,645 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-22 14:26:51,647 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-22 14:26:51,648 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-22 14:26:51,650 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-22 14:26:51,656 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-22 14:26:51,659 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-22 14:26:51,661 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-22 14:26:51,662 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-22 14:26:51,663 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-22 14:26:51,666 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-22 14:26:51,672 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-22 14:26:51,675 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-22 14:26:51,677 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-22 14:26:51,680 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,681 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-22 14:26:51,685 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-22 14:26:51,689 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-22 14:26:51,692 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-22 14:26:51,694 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-22 14:26:51,696 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-22 14:26:51,697 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,700 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-22 14:26:51,703 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-22 14:26:51,708 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-22 14:26:51,709 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-22 14:26:51,711 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,712 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-22 14:26:51,715 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-22 14:26:51,717 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-22 14:26:51,722 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-22 14:26:51,723 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-22 14:26:51,726 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-22 14:26:51,727 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-22 14:26:51,729 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,731 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-22 14:26:51,735 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-22 14:26:51,739 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:26:51,742 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:26:51,744 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-22 14:26:51,747 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-22 14:26:51,750 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-22 14:26:51,753 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-22 14:26:51,756 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:26:51,758 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-22 14:26:51,760 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-22 14:26:51,761 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-22 14:26:51,764 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-22 14:26:51,765 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:26:51,768 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-22 14:26:51,773 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-22 14:26:51,774 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-22 14:26:51,776 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:26:51,777 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-22 14:26:51,780 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:26:51,781 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-22 14:26:51,785 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,789 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,792 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,795 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-22 14:26:51,797 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,798 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:26:51,801 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-22 14:26:51,805 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-22 14:26:51,807 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-22 14:26:51,810 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-22 14:26:51,812 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-22 14:26:51,813 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-22 14:26:51,815 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-22 14:26:51,817 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-22 14:26:51,821 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-22 14:26:51,824 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-22 14:26:51,826 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-22 14:26:51,828 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-22 14:26:51,830 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-22 14:26:51,833 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-22 14:26:51,835 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 14:26:51,840 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 14:26:51,843 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-22 14:26:51,844 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-22 14:26:51,846 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-22 14:26:51,848 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-22 14:26:51,849 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-22 14:26:51,852 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-22 14:26:51,857 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-22 14:26:51,859 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-22 14:26:51,860 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-22 14:26:51,862 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-22 14:26:51,863 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-22 14:26:51,866 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-22 14:26:51,868 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-22 14:26:51,874 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-22 14:26:51,876 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-22 14:26:51,877 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-22 14:26:51,880 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-22 14:26:51,881 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-22 14:26:51,884 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:26:51,890 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:26:51,892 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:26:51,894 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:26:51,895 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:26:51,898 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:26:51,900 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:26:51,905 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:26:51,907 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 14:26:51,910 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 14:26:51,911 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-22 14:26:51,914 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-22 14:26:51,916 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-22 14:26:51,919 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-22 14:26:51,923 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-22 14:26:51,925 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 14:26:51,928 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 14:26:51,930 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-22 14:26:51,933 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 14:26:51,940 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 14:26:51,956 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-22 14:26:51,963 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-22 14:26:51,969 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-22 14:26:51,973 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-22 14:26:51,976 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:26:51,978 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:26:51,980 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:26:51,982 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:26:51,983 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-22 14:26:51,989 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-22 14:26:51,991 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-22 14:26:51,993 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-22 14:26:51,995 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-22 14:26:51,997 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-22 14:26:51,998 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-22 14:26:52,000 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-22 14:26:52,003 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-22 14:26:52,008 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 14:26:52,009 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 14:26:52,011 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-22 14:26:52,013 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-22 14:26:52,014 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-22 14:26:52,018 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-22 14:26:52,023 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-22 14:26:52,025 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-22 14:26:52,027 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-22 14:26:52,029 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-22 14:26:52,031 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,032 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,037 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,041 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,043 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,044 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,047 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,049 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-22 14:26:52,090 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-22 14:26:52,098 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-22 14:26:52,111 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-22 14:26:52,113 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-22 14:26:52,115 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-22 14:26:52,119 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-22 14:26:52,123 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-22 14:26:52,125 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-22 14:26:52,128 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-22 14:26:52,129 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-22 14:26:52,131 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-22 14:26:52,133 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-22 14:26:52,136 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 14:26:52,140 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-22 14:26:52,143 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-22 14:26:52,144 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-22 14:26:52,147 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-22 14:26:52,148 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-22 14:26:52,151 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-22 14:26:52,156 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-22 14:26:52,159 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 14:26:52,161 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-22 14:26:52,163 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-22 14:26:52,165 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 14:26:52,167 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 14:26:52,172 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 14:26:52,175 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-22 14:26:52,178 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 14:26:52,179 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-22 14:26:52,181 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-22 14:26:52,182 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-22 14:26:52,187 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-22 14:26:52,191 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-22 14:26:52,193 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-22 14:26:52,195 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-22 14:26:52,197 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-22 14:26:52,198 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-22 14:26:52,202 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-22 14:26:52,208 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-22 14:26:52,211 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-22 14:26:52,213 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 14:26:52,219 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 14:26:52,225 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-22 14:26:52,228 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,230 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 14:26:52,236 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 14:26:52,240 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,242 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,244 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,247 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,250 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,254 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,256 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,258 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 14:26:52,261 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,263 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 14:26:52,264 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,266 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 14:26:52,270 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,273 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-22 14:26:52,275 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,277 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,279 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,280 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,283 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,286 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-22 14:26:52,291 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,293 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,295 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,296 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,298 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,299 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,304 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,306 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,309 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,310 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,311 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,314 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,315 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,320 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,325 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,328 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,331 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,334 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,340 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,343 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,345 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,348 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,350 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:26:52,352 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,356 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 14:26:52,359 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,361 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,363 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,364 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,366 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,369 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 14:26:52,373 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,375 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,377 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,381 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,385 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,391 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 14:26:52,393 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,395 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,397 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,403 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,408 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,411 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,413 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,415 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,418 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,422 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,423 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,425 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,428 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,429 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,431 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,434 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,439 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,441 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,443 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,445 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,448 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:26:52,450 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-22 14:26:52,453 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-22 14:26:52,456 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-22 14:26:52,458 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-22 14:26:52,461 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-22 14:26:52,462 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-22 14:26:52,464 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-22 14:26:52,467 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-22 14:26:52,472 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-22 14:26:52,474 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-22 14:26:52,475 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-22 14:26:52,478 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-22 14:26:52,480 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-22 14:26:52,485 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-22 14:26:52,488 - my_logger - INFO - ɾԤǰ(2881, 504) +2024-11-22 14:26:52,495 - my_logger - INFO - ɾԤ(2881, 431) +2024-11-22 14:26:52,495 - my_logger - INFO - ɾ²ǰ(2881, 431) +2024-11-22 14:26:53,018 - my_logger - INFO - ɾ²(2881, 427) +2024-11-22 14:26:53,022 - my_logger - INFO - ɾԤΪֵк(1823, 427) +2024-11-22 14:26:53,027 - my_logger - INFO - ɾȫΪֵк(1823, 356) +2024-11-22 14:26:57,341 - my_logger - INFO - ն(224) ܶ(130) ¶(1) +0 ŷӹBrentԭCDU EIAƷ EIAͲǧͰգ +1 īӹWTIԭCDU йͱ +2 ¼ӹDubaiԭCDU DOE-Ͳ/3 +3 ŷӹBrentԭCDU M2 ͱ裨ܶȣ +4 īӹWTIԭCDU M2 Ͳܶȣ +.. ... ... ... +219 C2403128043 +220 C2403150124 +221 FVHCM1 INDEX +222 GC1 COMB Comdty +223 C2404167855 + +[224 rows x 3 columns] +2024-11-22 14:26:57,366 - my_logger - INFO - Ϣܹ353,ն(224),ܶ(130),¶(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 14:26:57,368 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 14:26:58,713 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-19 00:00:00', y = '73.35' WHERE ds = '2024-11-19 00:00:00' +2024-11-22 14:26:58,721 - my_logger - INFO - ʼѵģ... +2024-11-22 14:26:58,748 - my_logger - INFO - Training set head: +2024-11-22 14:26:58,750 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +2577 2017-10-31 37614.0 732.4702 114.0476 66472.0 71169.0 ... 1.0 0.0 0.0 0.0 0.0 1 +2576 2017-11-01 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2575 2017-11-02 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2574 2017-11-03 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2571 2017-11-06 37614.0 732.4702 114.0476 66472.0 71169.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 371 columns] +2024-11-22 14:26:59,137 - my_logger - INFO - +Testing set head: +2024-11-22 14:26:59,139 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +2059 2019-04-02 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2058 2019-04-03 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2057 2019-04-04 35878.0 732.4702 -59.2381 63917.0 68691.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2056 2019-04-05 36407.0 732.4702 127.9048 68642.0 71183.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2053 2019-04-08 36407.0 732.4702 127.9048 68642.0 71183.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 371 columns] +2024-11-22 14:33:03,003 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 14:33:03,004 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 14:35:22,469 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:35:22,484 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:35:22,490 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:35:22,496 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:35:22,505 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:35:22,508 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:35:22,511 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 14:35:22,515 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 14:35:22,522 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 14:35:22,526 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 14:35:22,531 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 14:35:22,539 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 14:35:22,542 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:35:22,546 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:35:22,555 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:35:22,562 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 14:35:22,565 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 14:35:22,573 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 14:35:22,578 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-22 14:35:22,583 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-22 14:35:22,592 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-22 14:35:22,596 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 14:35:22,600 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-22 14:35:22,608 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 14:35:22,612 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-22 14:35:22,615 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-22 14:35:22,619 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-22 14:35:22,623 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-22 14:35:22,626 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-22 14:35:22,629 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 14:35:22,638 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 14:35:22,643 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-22 14:35:22,646 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-22 14:35:22,654 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-22 14:35:22,658 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-22 14:35:22,661 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-22 14:35:22,664 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:35:22,672 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:35:22,676 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:35:22,679 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-22 14:35:22,687 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-22 14:35:22,692 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-22 14:35:22,695 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-22 14:35:22,702 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-22 14:35:22,707 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-22 14:35:22,710 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-22 14:35:22,715 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-22 14:35:22,722 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-22 14:35:22,725 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-22 14:35:22,731 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-22 14:35:22,739 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-22 14:35:22,743 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-22 14:35:22,747 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-22 14:35:22,755 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-22 14:35:22,760 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-22 14:35:22,764 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-22 14:35:22,770 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-22 14:35:22,774 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-22 14:35:22,779 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-22 14:35:22,783 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-22 14:35:22,788 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-22 14:35:22,793 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-22 14:35:22,796 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-22 14:35:22,802 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-22 14:35:22,808 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-22 14:35:22,810 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-22 14:35:22,816 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-22 14:35:22,823 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-22 14:35:22,827 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-22 14:35:22,830 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-22 14:35:22,838 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-22 14:35:22,842 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-22 14:35:22,847 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-22 14:35:22,853 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-22 14:35:22,857 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-22 14:35:22,861 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-22 14:35:22,865 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-22 14:35:22,873 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-22 14:35:22,878 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-22 14:35:22,881 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-22 14:35:22,889 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-22 14:35:22,893 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-22 14:35:22,898 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-22 14:35:22,905 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-22 14:35:22,909 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-22 14:35:22,914 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-22 14:35:22,920 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-22 14:35:22,923 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-22 14:35:22,928 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-22 14:35:22,933 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-22 14:35:22,938 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-22 14:35:22,943 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-22 14:35:22,947 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-22 14:35:22,952 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-22 14:35:22,957 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-22 14:35:22,960 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-22 14:35:22,965 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-22 14:35:22,973 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-22 14:35:22,978 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-22 14:35:22,980 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-22 14:35:22,988 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-22 14:35:22,993 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-22 14:35:22,997 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-22 14:35:23,002 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-22 14:35:23,008 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-22 14:35:23,012 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,018 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,023 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,026 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,033 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,039 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,044 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,056 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-22 14:35:23,063 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-22 14:35:23,072 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-22 14:35:23,080 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-22 14:35:23,095 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-22 14:35:23,104 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-22 14:35:23,112 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-22 14:35:23,120 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 14:35:23,127 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-22 14:35:23,134 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 14:35:23,141 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 14:35:23,144 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-22 14:35:23,147 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-22 14:35:23,156 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:35:23,160 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:35:23,163 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:35:23,172 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-22 14:35:23,175 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-22 14:35:23,179 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-22 14:35:23,186 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-22 14:35:23,192 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 14:35:23,195 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 14:35:23,200 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-22 14:35:23,205 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-22 14:35:23,209 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-22 14:35:23,213 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-22 14:35:23,221 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-22 14:35:23,225 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:35:23,228 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:35:23,235 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:35:23,240 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:35:23,244 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 14:35:23,252 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 14:35:23,256 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-22 14:35:23,261 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 14:35:23,266 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 14:35:23,274 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:35:23,279 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:35:23,286 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:35:23,291 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:35:23,295 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-22 14:35:23,301 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 14:35:23,305 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-22 14:35:23,310 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-22 14:35:23,313 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-22 14:35:23,320 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:35:23,324 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:35:23,328 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-22 14:35:23,330 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:35:23,336 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-22 14:35:23,343 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:35:23,347 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-22 14:35:23,356 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-22 14:35:23,360 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-22 14:35:23,363 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,370 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:35:23,374 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,378 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-22 14:35:23,381 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-22 14:35:23,389 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-22 14:35:23,392 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-22 14:35:23,395 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-22 14:35:23,402 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-22 14:35:23,406 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-22 14:35:23,410 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-22 14:35:23,414 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-22 14:35:23,421 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-22 14:35:23,427 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:35:23,430 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,438 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,442 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,445 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,450 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,454 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,459 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,465 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,472 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 14:35:23,476 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 14:35:23,480 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:35:23,486 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:35:23,493 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,497 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 14:35:23,505 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-22 14:35:23,509 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 14:35:23,513 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-22 14:35:23,520 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-22 14:35:23,523 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-22 14:35:23,527 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-22 14:35:23,530 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,538 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-22 14:35:23,543 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-22 14:35:23,546 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-22 14:35:23,554 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-22 14:35:23,558 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-22 14:35:23,561 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-22 14:35:23,568 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-22 14:35:23,572 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-22 14:35:23,576 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-22 14:35:23,580 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-22 14:35:23,586 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-22 14:35:23,591 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-22 14:35:23,594 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-22 14:35:23,600 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-22 14:35:23,605 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-22 14:35:23,608 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-22 14:35:23,612 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-22 14:35:23,617 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-22 14:35:23,622 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-22 14:35:23,627 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-22 14:35:23,631 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-22 14:35:23,636 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-22 14:35:23,641 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-22 14:35:23,645 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-22 14:35:23,649 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-22 14:35:23,654 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,659 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-22 14:35:23,662 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-22 14:35:23,668 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-22 14:35:23,673 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-22 14:35:23,677 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-22 14:35:23,680 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-22 14:35:23,688 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,692 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-22 14:35:23,695 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-22 14:35:23,699 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-22 14:35:23,707 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-22 14:35:23,711 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,714 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-22 14:35:23,722 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-22 14:35:23,726 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-22 14:35:23,728 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-22 14:35:23,735 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-22 14:35:23,741 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-22 14:35:23,745 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-22 14:35:23,749 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,756 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-22 14:35:23,760 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-22 14:35:23,762 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:35:23,770 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:35:23,774 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-22 14:35:23,777 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-22 14:35:23,784 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-22 14:35:23,789 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-22 14:35:23,793 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:35:23,797 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-22 14:35:23,804 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-22 14:35:23,808 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-22 14:35:23,813 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-22 14:35:23,819 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:35:23,824 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-22 14:35:23,828 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-22 14:35:23,833 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-22 14:35:23,839 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:35:23,846 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-22 14:35:23,851 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:35:23,856 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-22 14:35:23,861 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,865 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,873 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,877 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-22 14:35:23,880 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,889 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:35:23,893 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-22 14:35:23,896 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-22 14:35:23,904 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-22 14:35:23,910 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-22 14:35:23,915 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-22 14:35:23,953 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-22 14:35:23,962 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-22 14:35:23,973 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-22 14:35:23,979 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-22 14:35:23,986 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-22 14:35:23,990 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-22 14:35:23,994 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-22 14:35:24,002 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-22 14:35:24,006 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-22 14:35:24,011 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 14:35:24,014 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 14:35:24,021 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-22 14:35:24,025 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-22 14:35:24,028 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-22 14:35:24,032 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-22 14:35:24,039 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-22 14:35:24,043 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-22 14:35:24,046 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-22 14:35:24,052 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-22 14:35:24,056 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-22 14:35:24,059 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-22 14:35:24,064 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-22 14:35:24,072 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-22 14:35:24,077 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-22 14:35:24,080 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-22 14:35:24,089 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-22 14:35:24,093 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-22 14:35:24,097 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-22 14:35:24,105 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-22 14:35:24,108 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:35:24,112 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:35:24,117 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:35:24,122 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:35:24,128 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:35:24,132 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:35:24,139 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:35:24,144 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:35:24,148 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 14:35:24,154 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 14:35:24,157 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-22 14:35:24,162 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-22 14:35:24,166 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-22 14:35:24,172 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-22 14:35:24,176 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-22 14:35:24,181 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 14:35:24,186 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 14:35:24,191 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-22 14:35:24,195 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 14:35:24,199 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 14:35:24,205 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-22 14:35:24,209 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-22 14:35:24,214 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-22 14:35:24,218 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-22 14:35:24,222 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:35:24,227 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:35:24,230 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:35:24,238 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:35:24,243 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-22 14:35:24,246 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-22 14:35:24,252 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-22 14:35:24,256 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-22 14:35:24,261 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-22 14:35:24,266 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-22 14:35:24,272 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-22 14:35:24,277 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-22 14:35:24,279 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-22 14:35:24,284 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 14:35:24,290 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 14:35:24,295 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-22 14:35:24,298 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-22 14:35:24,306 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-22 14:35:24,309 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-22 14:35:24,313 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-22 14:35:24,320 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-22 14:35:24,324 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-22 14:35:24,328 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-22 14:35:24,334 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,338 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,342 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,347 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,354 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,357 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,361 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,367 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-22 14:35:24,373 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-22 14:35:24,376 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-22 14:35:24,381 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-22 14:35:24,388 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-22 14:35:24,391 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-22 14:35:24,394 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-22 14:35:24,401 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-22 14:35:24,406 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-22 14:35:24,409 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-22 14:35:24,413 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-22 14:35:24,417 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-22 14:35:24,422 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-22 14:35:24,425 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 14:35:24,429 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-22 14:35:24,435 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-22 14:35:24,439 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-22 14:35:24,444 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-22 14:35:24,448 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-22 14:35:24,455 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-22 14:35:24,460 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-22 14:35:24,466 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 14:35:24,472 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-22 14:35:24,476 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-22 14:35:24,479 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 14:35:24,486 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 14:35:24,493 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 14:35:24,509 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-22 14:35:24,514 - 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my_logger - INFO - ɾԤ(2881, 431) +2024-11-22 14:35:59,993 - my_logger - INFO - ɾ²ǰ(2881, 431) +2024-11-22 14:36:01,072 - my_logger - INFO - ɾ²(2881, 427) +2024-11-22 14:37:19,073 - my_logger - INFO - ʼѵģ... +2024-11-22 14:37:19,091 - my_logger - INFO - Training set head: +2024-11-22 14:37:19,093 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 +1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 +3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 +4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 442 columns] +2024-11-22 14:37:19,797 - my_logger - INFO - +Testing set head: +2024-11-22 14:37:19,799 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 +84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 +85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 +86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 +87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 442 columns] +2024-11-22 14:40:20,053 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 14:40:20,054 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 14:41:08,011 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:41:08,013 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:41:08,018 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:41:08,020 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:41:08,022 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:41:08,025 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 14:41:08,029 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 14:41:08,033 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 14:41:08,036 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 14:41:08,040 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 14:41:08,042 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 14:41:08,045 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 14:41:08,047 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:41:08,051 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:41:08,053 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 14:41:08,056 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 14:41:08,059 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 14:41:08,062 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 14:41:08,065 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-22 14:41:08,067 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-22 14:41:08,070 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-22 14:41:08,074 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 14:41:08,077 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-22 14:41:08,081 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 14:41:08,083 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-22 14:41:08,086 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-22 14:41:08,090 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-22 14:41:08,095 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-22 14:41:08,099 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-22 14:41:08,102 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 14:41:08,105 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 14:41:08,107 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-22 14:41:08,110 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-22 14:41:08,112 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-22 14:41:08,113 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-22 14:41:08,115 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-22 14:41:08,119 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:41:08,123 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:41:08,126 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-22 14:41:08,127 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-22 14:41:08,129 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-22 14:41:08,131 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-22 14:41:08,134 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-22 14:41:08,139 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-22 14:41:08,142 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-22 14:41:08,144 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-22 14:41:08,145 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-22 14:41:08,147 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-22 14:41:08,149 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-22 14:41:08,156 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-22 14:41:08,158 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-22 14:41:08,160 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-22 14:41:08,161 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-22 14:41:08,163 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-22 14:41:08,165 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,170 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-22 14:41:08,173 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-22 14:41:08,174 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-22 14:41:08,177 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-22 14:41:08,178 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-22 14:41:08,182 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-22 14:41:08,187 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,191 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-22 14:41:08,192 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-22 14:41:08,194 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-22 14:41:08,195 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-22 14:41:08,199 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-22 14:41:08,205 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,207 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-22 14:41:08,208 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-22 14:41:08,210 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-22 14:41:08,212 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-22 14:41:08,215 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-22 14:41:08,221 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-22 14:41:08,224 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-22 14:41:08,226 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-22 14:41:08,228 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-22 14:41:08,230 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-22 14:41:08,233 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-22 14:41:08,237 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-22 14:41:08,240 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-22 14:41:08,241 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-22 14:41:08,244 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-22 14:41:08,246 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-22 14:41:08,250 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-22 14:41:08,252 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-22 14:41:08,257 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-22 14:41:08,260 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-22 14:41:08,261 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-22 14:41:08,263 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-22 14:41:08,265 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-22 14:41:08,270 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-22 14:41:08,273 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-22 14:41:08,275 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-22 14:41:08,277 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-22 14:41:08,280 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-22 14:41:08,281 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-22 14:41:08,287 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-22 14:41:08,290 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-22 14:41:08,291 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-22 14:41:08,294 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-22 14:41:08,296 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-22 14:41:08,297 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-22 14:41:08,300 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-22 14:41:08,304 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-22 14:41:08,306 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,310 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,312 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,313 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,316 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,321 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,322 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,325 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-22 14:41:08,327 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-22 14:41:08,328 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-22 14:41:08,330 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-22 14:41:08,333 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-22 14:41:08,338 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-22 14:41:08,342 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-22 14:41:08,344 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 14:41:08,345 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-22 14:41:08,347 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 14:41:08,353 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 14:41:08,355 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-22 14:41:08,357 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-22 14:41:08,359 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:41:08,360 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:41:08,362 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 14:41:08,363 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-22 14:41:08,368 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-22 14:41:08,372 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-22 14:41:08,374 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-22 14:41:08,376 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 14:41:08,377 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 14:41:08,378 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-22 14:41:08,381 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-22 14:41:08,385 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-22 14:41:08,388 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-22 14:41:08,391 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-22 14:41:08,393 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:41:08,395 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:41:08,399 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:41:08,402 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 14:41:08,406 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 14:41:08,409 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 14:41:08,411 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-22 14:41:08,413 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 14:41:08,416 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 14:41:08,419 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:41:08,422 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:41:08,424 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 14:41:08,427 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:41:08,429 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-22 14:41:08,433 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 14:41:08,437 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-22 14:41:08,439 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-22 14:41:08,442 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-22 14:41:08,444 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:41:08,446 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:41:08,448 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-22 14:41:08,454 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:41:08,457 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-22 14:41:08,459 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-22 14:41:08,462 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-22 14:41:08,464 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-22 14:41:08,466 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-22 14:41:08,472 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,475 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:41:08,477 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,479 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-22 14:41:08,481 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-22 14:41:08,484 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-22 14:41:08,488 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-22 14:41:08,491 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-22 14:41:08,493 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-22 14:41:08,496 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-22 14:41:08,497 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-22 14:41:08,500 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-22 14:41:08,505 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-22 14:41:08,507 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:41:08,509 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,511 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,513 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,516 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,522 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,525 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,527 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,530 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,532 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 14:41:08,537 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 14:41:08,539 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 14:41:08,541 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 14:41:08,544 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,546 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 14:41:08,548 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-22 14:41:08,554 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 14:41:08,557 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-22 14:41:08,558 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-22 14:41:08,560 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-22 14:41:08,562 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-22 14:41:08,565 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,571 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-22 14:41:08,573 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-22 14:41:08,575 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-22 14:41:08,577 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-22 14:41:08,579 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-22 14:41:08,583 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-22 14:41:08,588 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-22 14:41:08,590 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-22 14:41:08,592 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-22 14:41:08,593 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-22 14:41:08,597 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-22 14:41:08,600 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-22 14:41:08,605 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-22 14:41:08,607 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-22 14:41:08,609 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-22 14:41:08,610 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-22 14:41:08,612 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-22 14:41:08,616 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-22 14:41:08,621 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-22 14:41:08,623 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-22 14:41:08,626 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-22 14:41:08,628 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-22 14:41:08,630 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-22 14:41:08,632 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-22 14:41:08,638 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-22 14:41:08,640 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,643 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-22 14:41:08,645 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-22 14:41:08,647 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-22 14:41:08,649 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-22 14:41:08,655 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-22 14:41:08,658 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-22 14:41:08,659 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,661 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-22 14:41:08,663 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-22 14:41:08,665 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-22 14:41:08,670 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-22 14:41:08,672 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,675 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-22 14:41:08,677 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-22 14:41:08,678 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-22 14:41:08,681 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-22 14:41:08,684 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-22 14:41:08,688 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-22 14:41:08,692 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-22 14:41:08,694 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,696 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-22 14:41:08,698 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-22 14:41:08,702 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:41:08,706 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:41:08,707 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-22 14:41:08,709 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-22 14:41:08,711 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-22 14:41:08,713 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-22 14:41:08,715 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 14:41:08,721 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-22 14:41:08,724 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-22 14:41:08,726 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-22 14:41:08,727 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-22 14:41:08,729 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:41:08,731 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-22 14:41:08,734 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-22 14:41:08,739 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-22 14:41:08,742 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:41:08,744 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-22 14:41:08,746 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 14:41:08,751 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-22 14:41:08,756 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,758 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,760 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,762 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-22 14:41:08,764 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,769 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-22 14:41:08,772 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-22 14:41:08,774 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-22 14:41:08,776 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-22 14:41:08,778 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-22 14:41:08,780 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-22 14:41:08,784 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-22 14:41:08,788 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-22 14:41:08,791 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-22 14:41:08,792 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-22 14:41:08,796 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-22 14:41:08,798 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-22 14:41:08,801 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-22 14:41:08,806 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-22 14:41:08,808 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-22 14:41:08,811 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 14:41:08,813 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 14:41:08,816 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-22 14:41:08,819 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-22 14:41:08,821 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-22 14:41:08,823 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-22 14:41:08,826 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-22 14:41:08,828 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-22 14:41:08,830 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-22 14:41:08,832 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-22 14:41:08,836 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-22 14:41:08,840 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-22 14:41:08,842 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-22 14:41:08,845 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-22 14:41:08,847 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-22 14:41:08,849 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-22 14:41:08,852 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-22 14:41:08,857 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-22 14:41:08,860 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-22 14:41:08,862 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-22 14:41:08,863 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:41:08,866 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:41:08,871 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:41:08,873 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-22 14:41:08,876 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:41:08,879 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:41:08,879 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:41:08,883 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 14:41:08,887 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 14:41:08,890 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 14:41:08,893 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-22 14:41:08,895 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-22 14:41:08,897 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-22 14:41:08,899 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-22 14:41:08,903 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-22 14:41:08,906 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 14:41:08,908 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 14:41:08,910 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-22 14:41:08,913 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 14:41:08,914 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 14:41:08,919 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-22 14:41:08,922 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-22 14:41:08,925 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-22 14:41:08,926 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-22 14:41:08,928 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:41:08,929 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:41:08,932 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:41:08,936 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 14:41:08,940 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-22 14:41:08,942 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-22 14:41:08,944 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-22 14:41:08,946 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-22 14:41:08,949 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-22 14:41:08,954 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-22 14:41:08,957 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-22 14:41:08,958 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-22 14:41:08,960 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-22 14:41:08,962 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 14:41:08,966 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 14:41:08,969 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-22 14:41:08,972 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-22 14:41:08,975 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-22 14:41:08,976 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-22 14:41:08,979 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-22 14:41:08,981 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-22 14:41:08,985 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-22 14:41:08,990 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-22 14:41:08,993 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 14:41:08,994 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 14:41:08,997 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-22 14:41:08,999 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-22 14:41:09,003 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-22 14:41:09,006 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-22 14:41:09,008 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-22 14:41:09,010 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-22 14:41:09,013 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-22 14:41:09,015 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-22 14:41:09,020 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-22 14:41:09,024 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-22 14:41:09,026 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-22 14:41:09,030 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-22 14:41:09,033 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-22 14:41:09,037 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-22 14:41:09,040 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-22 14:41:09,042 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-22 14:41:09,045 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-22 14:41:09,047 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-22 14:41:09,050 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 14:41:09,054 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-22 14:41:09,056 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-22 14:41:09,059 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-22 14:41:09,061 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-22 14:41:09,062 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-22 14:41:09,065 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-22 14:41:09,068 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-22 14:41:09,072 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 14:41:09,074 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-22 14:41:09,076 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-22 14:41:09,078 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 14:41:09,080 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 14:41:09,082 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 14:41:09,090 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-22 14:41:09,092 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 14:41:09,096 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-22 14:41:09,099 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-22 14:41:09,104 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-22 14:41:09,107 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-22 14:41:09,108 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-22 14:41:09,109 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-22 14:41:09,112 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-22 14:41:09,114 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-22 14:41:09,117 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-22 14:41:09,121 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-22 14:41:09,124 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-22 14:41:09,127 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-22 14:41:09,128 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 14:41:09,129 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 14:41:09,132 - my_logger - 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Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,278 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,279 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,282 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,287 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,291 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,292 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,295 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,298 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,303 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,306 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 14:41:09,308 - my_logger - INFO - 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my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,347 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,351 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,355 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,358 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 14:41:09,360 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,361 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,366 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,371 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,373 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,376 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,378 - my_logger - INFO - 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my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,444 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,447 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 14:41:09,451 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-22 14:41:09,456 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-22 14:41:09,460 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-22 14:41:09,462 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-22 14:41:09,465 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-22 14:41:09,470 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-22 14:41:09,475 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-22 14:41:09,477 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-22 14:41:09,478 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-22 14:41:09,480 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-22 14:41:09,483 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-22 14:41:09,487 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-22 14:41:09,490 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-22 14:41:09,496 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-22 14:41:09,499 - my_logger - INFO - ɾԤǰ(2881, 504) +2024-11-22 14:41:09,507 - my_logger - INFO - ɾԤ(2881, 431) +2024-11-22 14:41:09,508 - my_logger - INFO - ɾ²ǰ(2881, 431) +2024-11-22 14:41:09,949 - my_logger - INFO - ɾ²(2881, 427) +2024-11-22 14:41:10,799 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-24 00:00:00', y = '73.32499999999999' WHERE ds = '2024-11-24 00:00:00' +2024-11-22 14:41:10,802 - my_logger - INFO - ʼѵģ... +2024-11-22 14:41:10,811 - my_logger - INFO - Training set head: +2024-11-22 14:41:10,811 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 +1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 +3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 +4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 442 columns] +2024-11-22 14:41:11,151 - my_logger - INFO - +Testing set head: +2024-11-22 14:41:11,152 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 +84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 +85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 +86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 +87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 442 columns] +2024-11-22 15:04:11,871 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 15:04:11,872 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 15:04:58,029 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:04:58,031 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:04:58,034 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:04:58,036 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:04:58,039 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:04:58,042 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:04:58,049 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 15:04:58,052 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 15:04:58,055 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 15:04:58,058 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 15:04:58,059 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 15:04:58,060 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 15:04:58,063 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:04:58,065 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:04:58,068 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:04:58,071 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 15:04:58,074 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 15:04:58,075 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 15:04:58,078 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-22 15:04:58,080 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-22 15:04:58,083 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-22 15:04:58,086 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 15:04:58,091 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-22 15:04:58,093 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 15:04:58,096 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-22 15:04:58,098 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-22 15:04:58,100 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-22 15:04:58,104 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-22 15:04:58,106 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-22 15:04:58,108 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 15:04:58,110 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 15:04:58,112 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-22 15:04:58,116 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-22 15:04:58,120 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-22 15:04:58,122 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-22 15:04:58,124 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-22 15:04:58,125 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-22 15:04:58,126 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-22 15:04:58,129 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-22 15:04:58,133 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-22 15:04:58,137 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-22 15:04:58,139 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-22 15:04:58,141 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-22 15:04:58,143 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-22 15:04:58,145 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-22 15:04:58,150 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-22 15:04:58,153 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-22 15:04:58,154 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-22 15:04:58,156 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-22 15:04:58,158 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-22 15:04:58,159 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-22 15:04:58,162 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-22 15:04:58,167 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-22 15:04:58,169 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-22 15:04:58,171 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,173 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-22 15:04:58,174 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-22 15:04:58,176 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-22 15:04:58,177 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-22 15:04:58,182 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-22 15:04:58,185 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-22 15:04:58,186 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,189 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-22 15:04:58,191 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-22 15:04:58,193 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-22 15:04:58,196 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-22 15:04:58,201 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-22 15:04:58,204 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,205 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-22 15:04:58,206 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-22 15:04:58,208 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-22 15:04:58,212 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-22 15:04:58,214 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-22 15:04:58,218 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-22 15:04:58,220 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-22 15:04:58,222 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-22 15:04:58,223 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-22 15:04:58,226 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-22 15:04:58,228 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-22 15:04:58,231 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-22 15:04:58,235 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-22 15:04:58,236 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-22 15:04:58,238 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-22 15:04:58,241 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-22 15:04:58,243 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-22 15:04:58,245 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-22 15:04:58,249 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-22 15:04:58,253 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-22 15:04:58,255 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-22 15:04:58,257 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-22 15:04:58,259 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-22 15:04:58,261 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-22 15:04:58,263 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-22 15:04:58,268 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-22 15:04:58,270 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-22 15:04:58,273 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-22 15:04:58,274 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-22 15:04:58,275 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-22 15:04:58,278 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-22 15:04:58,280 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-22 15:04:58,284 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-22 15:04:58,288 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-22 15:04:58,290 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-22 15:04:58,292 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-22 15:04:58,294 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-22 15:04:58,297 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,301 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,303 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,306 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,308 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,310 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,312 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,315 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-22 15:04:58,319 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-22 15:04:58,321 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-22 15:04:58,323 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-22 15:04:58,326 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-22 15:04:58,328 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-22 15:04:58,331 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-22 15:04:58,335 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 15:04:58,336 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-22 15:04:58,338 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 15:04:58,341 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 15:04:58,343 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-22 15:04:58,345 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-22 15:04:58,350 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 15:04:58,353 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 15:04:58,354 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 15:04:58,355 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-22 15:04:58,357 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-22 15:04:58,359 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-22 15:04:58,361 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-22 15:04:58,367 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 15:04:58,369 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 15:04:58,370 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-22 15:04:58,372 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-22 15:04:58,374 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-22 15:04:58,375 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-22 15:04:58,377 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-22 15:04:58,381 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:04:58,385 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:04:58,386 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:04:58,388 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:04:58,390 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 15:04:58,393 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 15:04:58,395 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-22 15:04:58,398 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 15:04:58,402 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 15:04:58,403 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 15:04:58,405 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 15:04:58,406 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 15:04:58,409 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-22 15:04:58,412 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-22 15:04:58,416 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 15:04:58,418 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-22 15:04:58,420 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-22 15:04:58,421 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-22 15:04:58,423 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 15:04:58,426 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 15:04:58,430 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-22 15:04:58,434 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 15:04:58,436 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-22 15:04:58,438 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-22 15:04:58,439 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-22 15:04:58,442 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-22 15:04:58,444 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-22 15:04:58,447 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,451 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 15:04:58,454 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,456 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-22 15:04:58,458 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-22 15:04:58,460 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-22 15:04:58,462 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-22 15:04:58,466 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-22 15:04:58,468 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-22 15:04:58,471 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-22 15:04:58,473 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-22 15:04:58,475 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-22 15:04:58,477 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-22 15:04:58,480 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 15:04:58,483 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,487 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,489 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,492 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,493 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,495 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,499 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,502 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,504 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 15:04:58,505 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 15:04:58,506 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 15:04:58,509 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 15:04:58,510 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,513 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 15:04:58,518 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-22 15:04:58,520 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 15:04:58,523 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-22 15:04:58,524 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-22 15:04:58,527 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-22 15:04:58,529 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-22 15:04:58,534 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,536 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-22 15:04:58,538 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-22 15:04:58,539 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-22 15:04:58,542 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-22 15:04:58,544 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-22 15:04:58,547 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-22 15:04:58,551 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-22 15:04:58,553 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-22 15:04:58,555 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-22 15:04:58,556 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-22 15:04:58,557 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-22 15:04:58,560 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-22 15:04:58,563 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-22 15:04:58,567 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-22 15:04:58,570 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-22 15:04:58,572 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-22 15:04:58,573 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-22 15:04:58,575 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-22 15:04:58,577 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-22 15:04:58,580 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-22 15:04:58,585 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-22 15:04:58,586 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-22 15:04:58,588 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-22 15:04:58,590 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-22 15:04:58,592 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-22 15:04:58,594 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,596 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-22 15:04:58,601 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-22 15:04:58,603 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-22 15:04:58,605 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-22 15:04:58,606 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-22 15:04:58,610 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-22 15:04:58,613 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,618 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-22 15:04:58,620 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-22 15:04:58,623 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-22 15:04:58,625 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-22 15:04:58,626 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,629 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-22 15:04:58,634 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-22 15:04:58,636 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-22 15:04:58,638 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-22 15:04:58,641 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-22 15:04:58,643 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-22 15:04:58,646 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-22 15:04:58,650 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,650 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-22 15:04:58,653 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-22 15:04:58,655 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 15:04:58,658 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-22 15:04:58,660 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-22 15:04:58,662 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-22 15:04:58,666 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-22 15:04:58,669 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-22 15:04:58,672 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 15:04:58,674 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-22 15:04:58,675 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-22 15:04:58,676 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-22 15:04:58,680 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-22 15:04:58,684 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-22 15:04:58,687 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-22 15:04:58,690 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-22 15:04:58,693 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-22 15:04:58,695 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 15:04:58,700 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-22 15:04:58,702 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 15:04:58,706 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-22 15:04:58,708 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,709 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,711 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,717 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-22 15:04:58,720 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,722 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:04:58,725 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-22 15:04:58,726 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-22 15:04:58,728 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-22 15:04:58,734 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-22 15:04:58,736 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-22 15:04:58,738 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-22 15:04:58,740 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-22 15:04:58,741 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-22 15:04:58,743 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-22 15:04:58,745 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-22 15:04:58,750 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-22 15:04:58,752 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-22 15:04:58,755 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-22 15:04:58,756 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-22 15:04:58,758 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 15:04:58,760 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 15:04:58,764 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-22 15:04:58,768 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-22 15:04:58,771 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-22 15:04:58,772 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-22 15:04:58,774 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-22 15:04:58,776 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-22 15:04:58,778 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-22 15:04:58,783 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-22 15:04:58,786 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-22 15:04:58,789 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-22 15:04:58,791 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-22 15:04:58,792 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-22 15:04:58,795 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-22 15:04:58,803 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-22 15:04:58,815 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-22 15:04:58,844 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-22 15:04:58,849 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-22 15:04:58,853 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-22 15:04:58,874 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:04:58,877 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:04:58,880 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:04:58,887 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:04:58,891 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:04:58,894 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:04:58,902 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:04:58,906 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:04:58,908 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 15:04:58,911 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 15:04:58,914 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-22 15:04:58,919 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-22 15:04:58,922 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-22 15:04:58,924 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-22 15:04:58,926 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-22 15:04:58,928 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 15:04:58,933 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 15:04:58,936 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-22 15:04:58,938 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 15:04:58,939 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 15:04:58,942 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-22 15:04:58,944 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-22 15:04:58,946 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-22 15:04:58,952 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-22 15:04:58,954 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:04:58,956 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:04:58,957 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:04:58,959 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:04:58,960 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-22 15:04:58,964 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-22 15:04:58,969 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-22 15:04:58,972 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-22 15:04:58,973 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-22 15:04:58,976 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-22 15:04:58,978 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-22 15:04:58,980 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-22 15:04:58,983 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-22 15:04:58,984 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 15:04:58,987 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 15:04:58,988 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-22 15:04:58,990 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-22 15:04:58,991 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-22 15:04:58,994 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-22 15:04:58,996 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-22 15:04:59,000 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-22 15:04:59,002 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-22 15:04:59,003 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-22 15:04:59,005 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,006 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,009 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,010 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,013 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,017 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,020 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,021 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-22 15:04:59,022 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-22 15:04:59,025 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-22 15:04:59,026 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-22 15:04:59,028 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-22 15:04:59,034 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-22 15:04:59,037 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-22 15:04:59,038 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-22 15:04:59,041 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-22 15:04:59,042 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-22 15:04:59,045 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-22 15:04:59,050 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-22 15:04:59,052 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-22 15:04:59,055 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 15:04:59,057 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-22 15:04:59,058 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-22 15:04:59,060 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-22 15:04:59,062 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-22 15:04:59,065 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-22 15:04:59,070 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-22 15:04:59,072 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-22 15:04:59,073 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 15:04:59,075 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-22 15:04:59,078 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-22 15:04:59,080 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 15:04:59,083 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 15:04:59,086 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 15:04:59,089 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-22 15:04:59,090 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 15:04:59,092 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-22 15:04:59,093 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-22 15:04:59,095 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-22 15:04:59,100 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-22 15:04:59,103 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-22 15:04:59,104 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-22 15:04:59,106 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-22 15:04:59,108 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-22 15:04:59,109 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-22 15:04:59,112 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-22 15:04:59,115 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-22 15:04:59,119 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-22 15:04:59,122 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 15:04:59,124 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 15:04:59,125 - my_logger - 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Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,208 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,211 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,212 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,216 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,218 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,220 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,222 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,224 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,226 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,229 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:04:59,232 - my_logger - INFO - 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my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,261 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,263 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,268 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,271 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 15:04:59,273 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,274 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,276 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,279 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,281 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,285 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:04:59,288 - my_logger - INFO - 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my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 15:06:13,362 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:06:13,365 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:06:13,367 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:06:13,369 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:06:13,371 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:06:13,373 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:06:13,375 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 15:06:13,382 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 15:06:13,385 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 15:06:13,390 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 15:06:13,392 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 15:06:13,399 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 15:06:13,404 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:06:13,407 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:06:13,409 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:06:13,413 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 15:06:13,417 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 15:06:13,421 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 15:06:13,424 - my_logger - INFO - Column Ʒ was last updated at 2024-11-08 +2024-11-22 15:06:13,427 - my_logger - INFO - Column ԭܶȱ was last updated at 2024-11-08 +2024-11-22 15:06:13,432 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ/3 was last updated at 2024-11-15 +2024-11-22 15:06:13,435 - my_logger - INFO - Column ӪԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 15:06:13,438 - my_logger - INFO - Column ͱ賬/4 was last updated at 2024-11-08 +2024-11-22 15:06:13,441 - my_logger - INFO - Column йԭͼӹǧͰ/գ was last updated at 2024-11-15 +2024-11-22 15:06:13,443 - my_logger - INFO - Column PADD1ԭͶ was last updated at 2024-11-08 +2024-11-22 15:06:13,450 - my_logger - INFO - Column PADD2ԭͶ was last updated at 2024-11-08 +2024-11-22 15:06:13,455 - my_logger - INFO - Column PADD3ԭͶ was last updated at 2024-11-08 +2024-11-22 15:06:13,457 - my_logger - INFO - Column PADD4ԭͶ was last updated at 2024-11-08 +2024-11-22 15:06:13,460 - my_logger - INFO - Column PADD5ԭͶ was last updated at 2024-11-08 +2024-11-22 15:06:13,464 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 15:06:13,469 - my_logger - INFO - Column DOE-Ͳ was last updated at 2024-11-08 +2024-11-22 15:06:13,471 - my_logger - INFO - Column ŷBrent 211 was last updated at 2018-10-24 +2024-11-22 15:06:13,473 - my_logger - INFO - Column EIAͲǧͰգ was last updated at 2024-10-31 +2024-11-22 15:06:13,475 - my_logger - INFO - Column ŷӹBrentԭCDU was last updated at 2024-11-20 +2024-11-22 15:06:13,477 - my_logger - INFO - Column īӹWTIԭCDU was last updated at 2024-11-20 +2024-11-22 15:06:13,483 - my_logger - INFO - Column ¼ӹDubaiԭCDU was last updated at 2024-11-20 +2024-11-22 15:06:13,486 - my_logger - INFO - Column ŷӹBrentԭCDU M2 was last updated at 2024-11-19 +2024-11-22 15:06:13,488 - my_logger - INFO - Column īӹWTIԭCDU M2 was last updated at 2024-11-19 +2024-11-22 15:06:13,490 - my_logger - INFO - Column ¼ӹDubaiԭCDU M2 was last updated at 2024-11-19 +2024-11-22 15:06:13,493 - my_logger - INFO - Column ŷӹBrentԭCDU M1-M2 was last updated at 2024-11-19 +2024-11-22 15:06:13,498 - my_logger - INFO - Column ŷӹBrentԭFCC was last updated at 2024-11-19 +2024-11-22 15:06:13,501 - my_logger - INFO - Column īӹWTIԭHSK was last updated at 2024-11-19 +2024-11-22 15:06:13,504 - my_logger - INFO - Column ¼ӹDubaiԭFCC was last updated at 2024-11-19 +2024-11-22 15:06:13,506 - my_logger - INFO - Column ͵һ was last updated at 2024-11-19 +2024-11-22 15:06:13,507 - my_logger - INFO - Column SC c1-c2 was last updated at 2024-11-20 +2024-11-22 15:06:13,510 - my_logger - INFO - Column Brent-TI was last updated at 2024-11-19 +2024-11-22 15:06:13,515 - my_logger - INFO - Column Dubai swap c1-c2 was last updated at 2024-11-19 +2024-11-22 15:06:13,518 - my_logger - INFO - Column Dubai swap c1-c3 was last updated at 2024-11-19 +2024-11-22 15:06:13,521 - my_logger - INFO - Column RBOB&HO12ºԼ532ѽ was last updated at 2024-11-19 +2024-11-22 15:06:13,522 - my_logger - INFO - Column RBOB12ºԼѽ was last updated at 2024-11-19 +2024-11-22 15:06:13,524 - my_logger - INFO - Column HO12ºԼѽ was last updated at 2024-11-19 +2024-11-22 15:06:13,526 - my_logger - INFO - Column HO12ºԼ was last updated at 2024-11-19 +2024-11-22 15:06:13,532 - my_logger - INFO - Column RBOB12ºԼ was last updated at 2024-11-19 +2024-11-22 15:06:13,535 - my_logger - INFO - Column ͽ12ºԼ was last updated at 2024-11-19 +2024-11-22 15:06:13,537 - my_logger - INFO - Column Brent-SC۲ was last updated at 2024-11-19 +2024-11-22 15:06:13,539 - my_logger - INFO - Column SC2-3² was last updated at 2024-11-20 +2024-11-22 15:06:13,540 - my_logger - INFO - Column SC1-6 was last updated at 2024-11-20 +2024-11-22 15:06:13,543 - my_logger - INFO - Column SC1-2 was last updated at 2024-11-20 +2024-11-22 15:06:13,549 - my_logger - INFO - Column SC1-3² was last updated at 2024-11-20 +2024-11-22 15:06:13,551 - my_logger - INFO - Column HO1-6 was last updated at 2024-11-19 +2024-11-22 15:06:13,554 - my_logger - INFO - Column HO1-3 was last updated at 2024-11-19 +2024-11-22 15:06:13,556 - my_logger - INFO - Column HO1-2Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,557 - my_logger - INFO - Column RBOB1-2 was last updated at 2024-11-19 +2024-11-22 15:06:13,561 - my_logger - INFO - Column RBOB1-3 was last updated at 2024-11-19 +2024-11-22 15:06:13,567 - my_logger - INFO - Column RBOB1-6 was last updated at 2024-11-19 +2024-11-22 15:06:13,570 - my_logger - INFO - Column RBOB2-3² was last updated at 2024-11-19 +2024-11-22 15:06:13,573 - my_logger - INFO - Column Oman2-3² was last updated at 2024-11-19 +2024-11-22 15:06:13,575 - my_logger - INFO - Column Brent-Oman۲ was last updated at 2024-11-19 +2024-11-22 15:06:13,579 - my_logger - INFO - Column DUBAIԭˮ was last updated at 2024-11-19 +2024-11-22 15:06:13,584 - my_logger - INFO - Column ԭˮ was last updated at 2024-11-19 +2024-11-22 15:06:13,586 - my_logger - INFO - Column SC۲ was last updated at 2024-11-18 +2024-11-22 15:06:13,587 - my_logger - INFO - Column WTI c1-c6 was last updated at 2024-11-19 +2024-11-22 15:06:13,591 - my_logger - INFO - Column WTI c1-c3 was last updated at 2024-11-19 +2024-11-22 15:06:13,597 - my_logger - INFO - Column WTI c1-c2 was last updated at 2024-11-20 +2024-11-22 15:06:13,600 - my_logger - INFO - Column Brent c1-c9 was last updated at 2024-11-19 +2024-11-22 15:06:13,603 - my_logger - INFO - Column Brent c1-c6 was last updated at 2024-11-19 +2024-11-22 15:06:13,605 - my_logger - INFO - Column Brent c1-c3 was last updated at 2024-11-19 +2024-11-22 15:06:13,607 - my_logger - INFO - Column Brent c1-c2 was last updated at 2024-11-19 +2024-11-22 15:06:13,610 - my_logger - INFO - Column Brent-WTI was last updated at 2024-11-19 +2024-11-22 15:06:13,616 - my_logger - INFO - Column Dubai1Լ۸ was last updated at 2024-11-19 +2024-11-22 15:06:13,618 - my_logger - INFO - Column Dubai1-4² was last updated at 2024-11-19 +2024-11-22 15:06:13,620 - my_logger - INFO - Column RBOBڻ2309·ݺԼ۸ was last updated at 2023-08-31 +2024-11-22 15:06:13,622 - my_logger - INFO - Column OMANԭͣʣԶֻDESۣɽգ was last updated at 2024-11-14 +2024-11-22 15:06:13,624 - my_logger - INFO - Column PVM Dubai EFS/Swap vs ICE First Month Brent was last updated at 2023-01-03 +2024-11-22 15:06:13,626 - my_logger - INFO - Column Ebob1Լ was last updated at 2024-02-28 +2024-11-22 15:06:13,630 - my_logger - INFO - Column ӡԭ1Լ۸ was last updated at 2024-11-19 +2024-11-22 15:06:13,634 - my_logger - INFO - Column ICE4Լ۸ was last updated at 2024-11-19 +2024-11-22 15:06:13,636 - my_logger - INFO - Column صϰݵ EFS was last updated at 2024-11-19 +2024-11-22 15:06:13,638 - my_logger - INFO - Column WTI1Լ۸ was last updated at 2024-11-20 +2024-11-22 15:06:13,641 - my_logger - INFO - Column Brent1Լ۸ was last updated at 2024-11-20 +2024-11-22 15:06:13,642 - my_logger - INFO - Column SC/ZCԾԼ was last updated at 2024-11-18 +2024-11-22 15:06:13,648 - my_logger - INFO - Column Brent/ϰԭˮ was last updated at 2022-11-16 +2024-11-22 15:06:13,650 - my_logger - INFO - Column WTI24Լ was last updated at 2024-11-18 +2024-11-22 15:06:13,653 - my_logger - INFO - Column BU-SCԾԼ was last updated at 2024-11-18 +2024-11-22 15:06:13,655 - my_logger - INFO - Column W-BԾԼ۲ was last updated at 2022-01-31 +2024-11-22 15:06:13,657 - my_logger - INFO - Column B-WԾԼ۲ was last updated at 2022-01-31 +2024-11-22 15:06:13,660 - my_logger - INFO - Column WTIԾԼ was last updated at 2024-11-19 +2024-11-22 15:06:13,663 - my_logger - INFO - Column y was last updated at 2024-11-19 +2024-11-22 15:06:13,667 - my_logger - INFO - Column ICE Brent c14 was last updated at 2024-11-19 +2024-11-22 15:06:13,669 - my_logger - INFO - Column Dubai Swap c1 was last updated at 2024-11-19 +2024-11-22 15:06:13,671 - my_logger - INFO - Column NYMWX WTI c5 was last updated at 2024-11-19 +2024-11-22 15:06:13,673 - my_logger - INFO - Column INE SC c1 was last updated at 2024-11-20 +2024-11-22 15:06:13,674 - my_logger - INFO - Column Oman Swap c1 was last updated at 2024-11-19 +2024-11-22 15:06:13,676 - my_logger - INFO - Column DME Oman c1 was last updated at 2024-11-19 +2024-11-22 15:06:13,681 - my_logger - INFO - Column Murban Futures c1 was last updated at 2024-11-19 +2024-11-22 15:06:13,684 - my_logger - INFO - Column HO6Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,686 - my_logger - INFO - Column HO5Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,688 - my_logger - INFO - Column ho7Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,690 - my_logger - INFO - Column HO8Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,692 - my_logger - INFO - Column HO9Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,697 - my_logger - INFO - Column HO10Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,701 - my_logger - INFO - Column HO11Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,702 - my_logger - INFO - Column HO12Լ was last updated at 2024-11-19 +2024-11-22 15:06:13,705 - my_logger - INFO - Column CFD W1 was last updated at 2024-11-19 +2024-11-22 15:06:13,706 - my_logger - INFO - Column CFD W6 was last updated at 2024-11-19 +2024-11-22 15:06:13,709 - my_logger - INFO - Column Oman c1 * was last updated at 2024-11-19 +2024-11-22 15:06:13,710 - my_logger - INFO - Column SC c2-Oman c1* was last updated at 2024-11-20 +2024-11-22 15:06:13,717 - my_logger - INFO - Column SC c3-Oman c1* was last updated at 2024-11-20 +2024-11-22 15:06:13,719 - my_logger - INFO - Column INE SCԼ۸ was last updated at 2024-11-20 +2024-11-22 15:06:13,721 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 15:06:13,723 - my_logger - INFO - Column Brent* was last updated at 2024-11-19 +2024-11-22 15:06:13,725 - my_logger - INFO - Column SC c1-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 15:06:13,727 - my_logger - INFO - Column SC c2-Brent c1(15:00)* was last updated at 2024-11-20 +2024-11-22 15:06:13,734 - my_logger - INFO - Column SC c2-Brent c2(15:00)* was last updated at 2024-11-20 +2024-11-22 15:06:13,736 - my_logger - INFO - Column SC۹ֵ-Dubaiԭ was last updated at 2024-11-19 +2024-11-22 15:06:13,739 - my_logger - INFO - Column SC c1ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 15:06:13,741 - my_logger - INFO - Column SC c2ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 15:06:13,743 - my_logger - INFO - Column SC c3ҹ-۹ֵ(Dubai) was last updated at 2024-11-19 +2024-11-22 15:06:13,748 - my_logger - INFO - Column DFL M1 was last updated at 2024-11-19 +2024-11-22 15:06:13,750 - my_logger - INFO - Column DFL M2 was last updated at 2024-11-19 +2024-11-22 15:06:13,753 - my_logger - INFO - Column CFD W1-Brent c1 was last updated at 2024-11-19 +2024-11-22 15:06:13,755 - my_logger - INFO - Column SC-۹ֵ was last updated at 2024-11-20 +2024-11-22 15:06:13,757 - my_logger - INFO - Column SC c1ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 15:06:13,758 - my_logger - INFO - Column SC c2ҹ-Brent c1 ()* was last updated at 2024-11-18 +2024-11-22 15:06:13,762 - my_logger - INFO - Column SC c2ҹ-Brent c2 ()* was last updated at 2024-11-18 +2024-11-22 15:06:13,767 - my_logger - INFO - Column SC c2-c3 (ҹ) was last updated at 2024-11-19 +2024-11-22 15:06:13,771 - my_logger - INFO - Column Brent c2-c3 () was last updated at 2024-11-18 +2024-11-22 15:06:13,773 - my_logger - INFO - Column WTI c2-c3 was last updated at 2024-11-19 +2024-11-22 15:06:13,774 - my_logger - INFO - Column Brent c2-c3 was last updated at 2024-11-19 +2024-11-22 15:06:13,776 - my_logger - INFO - Column SCc1ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:06:13,783 - my_logger - INFO - Column SCc2ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:06:13,786 - my_logger - INFO - Column SCc3ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:06:13,788 - my_logger - INFO - Column SCc4ҹ(ڵ) was last updated at 2024-11-19 +2024-11-22 15:06:13,789 - my_logger - INFO - Column SC c1ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 15:06:13,791 - my_logger - INFO - Column SC c2ҹ-Brent c1 (B)* was last updated at 2024-11-19 +2024-11-22 15:06:13,793 - my_logger - INFO - Column SC c2ҹ-Brent c2 (B)* was last updated at 2024-11-19 +2024-11-22 15:06:13,800 - my_logger - INFO - Column Brent c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 15:06:13,801 - my_logger - INFO - Column WTI c2-c3 (B) was last updated at 2024-10-31 +2024-11-22 15:06:13,803 - my_logger - INFO - Column ԭ (տ) ɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 15:06:13,805 - my_logger - INFO - Column SC c2ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 15:06:13,807 - my_logger - INFO - Column SC c3ҹ-տɱ(Oman c1Ԥ) was last updated at 2024-11-19 +2024-11-22 15:06:13,809 - my_logger - INFO - Column EIAԭܿ棨SPR was last updated at 2024-11-08 +2024-11-22 15:06:13,815 - my_logger - INFO - Column EIAƷ棨SPR was last updated at 2024-11-08 +2024-11-22 15:06:13,817 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 15:06:13,819 - my_logger - INFO - Column +PADD3 was last updated at 2024-11-08 +2024-11-22 15:06:13,821 - my_logger - INFO - Column ҵԭͿ泬/4 was last updated at 2024-11-08 +2024-11-22 15:06:13,823 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR/4() was last updated at 2024-11-08 +2024-11-22 15:06:13,824 - my_logger - INFO - Column ԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 15:06:13,827 - my_logger - INFO - Column ҵԭͿ泬/5 was last updated at 2024-11-08 +2024-11-22 15:06:13,830 - my_logger - INFO - Column ƷͿռ was last updated at 2024-11-08 +2024-11-22 15:06:13,833 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 15:06:13,836 - my_logger - INFO - Column ͵ֿ棨ܶȣ was last updated at 2024-11-08 +2024-11-22 15:06:13,838 - my_logger - INFO - Column ƷͿ泬/5 was last updated at 2024-11-08 +2024-11-22 15:06:13,840 - my_logger - INFO - Column Kpler-;ԭ was last updated at 2024-08-20 +2024-11-22 15:06:13,843 - my_logger - INFO - Column ȫԭͿ棨޳ was last updated at 2024-07-21 +2024-11-22 15:06:13,847 - my_logger - INFO - Column ¼ȼͿ was last updated at 2024-11-13 +2024-11-22 15:06:13,850 - my_logger - INFO - Column ARAԭͼƷͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,852 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 15:06:13,854 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,856 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ/3 was last updated at 2024-05-24 +2024-11-22 15:06:13,858 - my_logger - INFO - Column ȡůͿͬ was last updated at 2024-11-08 +2024-11-22 15:06:13,859 - my_logger - INFO - Column ԭͣۿڿ棺йܣ was last updated at 2023-08-04 +2024-11-22 15:06:13,864 - my_logger - INFO - Column ԭͣݱȣɽܣ was last updated at 2024-11-15 +2024-11-22 15:06:13,866 - my_logger - INFO - Column ԭͣɽڿ棺¿ھܣ was last updated at 2024-11-15 +2024-11-22 15:06:13,869 - my_logger - INFO - Column ԭͣɽۿڣ棺¿ھܣ was last updated at 2024-05-24 +2024-11-22 15:06:13,870 - my_logger - INFO - Column SCڻ10ڹ׼ was last updated at 2024-11-18 +2024-11-22 15:06:13,873 - my_logger - INFO - Column SCڻ1000ٷλ was last updated at 2024-11-18 +2024-11-22 15:06:13,874 - my_logger - INFO - Column SCֵͰ was last updated at 2024-11-18 +2024-11-22 15:06:13,875 - my_logger - INFO - Column ȫԭ was last updated at 2024-11-15 +2024-11-22 15:06:13,881 - my_logger - INFO - Column EIAԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 15:06:13,883 - my_logger - INFO - Column ԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,886 - my_logger - INFO - Column ҵԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,889 - my_logger - INFO - Column սԴԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,891 - my_logger - INFO - Column PADD1ԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,894 - my_logger - INFO - Column PADD2ԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,900 - my_logger - INFO - Column PADD3ԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,903 - my_logger - INFO - Column PADD4ԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,905 - my_logger - INFO - Column PADD5ԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,908 - my_logger - INFO - Column DOE RBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 15:06:13,909 - my_logger - INFO - Column DOE CBOB Gasoline Total Stocks Data was last updated at 2024-11-08 +2024-11-22 15:06:13,911 - my_logger - INFO - Column ԭͳƷܿ棨SPR was last updated at 2024-11-08 +2024-11-22 15:06:13,916 - my_logger - INFO - Column Ϳ was last updated at 2024-11-08 +2024-11-22 15:06:13,918 - my_logger - INFO - Column ARAԭͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,921 - my_logger - INFO - Column ƷͿ was last updated at 2024-11-08 +2024-11-22 15:06:13,924 - my_logger - INFO - Column ƷͿ泬/4 was last updated at 2024-11-08 +2024-11-22 15:06:13,926 - my_logger - INFO - Column SC-Brent* was last updated at 2024-11-20 +2024-11-22 15:06:13,930 - my_logger - INFO - Column Dubaiԭǿ̶(Dubai FOB M1-Dubai FOB M2-EFS) was last updated at 2024-11-19 +2024-11-22 15:06:13,933 - my_logger - INFO - Column RBOB+HOƽ was last updated at 2024-11-19 +2024-11-22 15:06:13,935 - my_logger - INFO - Column HO12Լƽ was last updated at 2024-11-19 +2024-11-22 15:06:13,938 - my_logger - INFO - Column RBOB12Լƽ was last updated at 2024-11-19 +2024-11-22 15:06:13,940 - my_logger - INFO - Column WTI-LLS۲ was last updated at 2024-11-19 +2024-11-22 15:06:13,943 - my_logger - INFO - Column DFL(Dated-أ was last updated at 2024-11-15 +2024-11-22 15:06:13,946 - my_logger - INFO - Column DFL(ڲ-ڻC1 was last updated at 2024-11-15 +2024-11-22 15:06:13,950 - my_logger - INFO - Column Brentֻ۸-Brent4 was last updated at 2024-11-19 +2024-11-22 15:06:13,952 - my_logger - INFO - Column Brentֻ۸-Brent3 was last updated at 2024-11-19 +2024-11-22 15:06:13,954 - my_logger - INFO - Column ֻ۸-Brent2 was last updated at 2024-11-19 +2024-11-22 15:06:13,956 - my_logger - INFO - Column Brent 2-3/3 was last updated at 2024-11-19 +2024-11-22 15:06:13,957 - my_logger - INFO - Column Brent2-WTI2/3 was last updated at 2024-11-19 +2024-11-22 15:06:13,959 - my_logger - INFO - Column Brent3-WTI2/3 was last updated at 2024-11-19 +2024-11-22 15:06:13,964 - my_logger - INFO - Column Brent4-WTI4 was last updated at 2024-11-19 +2024-11-22 15:06:13,967 - my_logger - INFO - Column Brent4-WTI3 was last updated at 2024-11-19 +2024-11-22 15:06:13,969 - my_logger - INFO - Column Brent4-WTI2 was last updated at 2024-11-19 +2024-11-22 15:06:13,971 - my_logger - INFO - Column Brent4-WTI1 was last updated at 2024-11-19 +2024-11-22 15:06:13,973 - my_logger - INFO - Column Brent3-WTI4 was last updated at 2024-11-19 +2024-11-22 15:06:13,975 - my_logger - INFO - Column Brent3-WT3 was last updated at 2024-11-19 +2024-11-22 15:06:13,976 - my_logger - INFO - Column Brent3-WTI2 was last updated at 2024-11-19 +2024-11-22 15:06:13,979 - my_logger - INFO - Column Brent3-WTI1 was last updated at 2024-11-19 +2024-11-22 15:06:13,985 - my_logger - INFO - Column Brent2-WTI4 was last updated at 2024-11-19 +2024-11-22 15:06:13,986 - my_logger - INFO - Column Brent2-WTI3 was last updated at 2024-11-19 +2024-11-22 15:06:13,988 - my_logger - INFO - Column Brent2-WTI2 was last updated at 2024-11-19 +2024-11-22 15:06:13,990 - my_logger - INFO - Column Brent2-WTI1 was last updated at 2024-11-19 +2024-11-22 15:06:13,992 - my_logger - INFO - Column Brent1-WTI4 was last updated at 2024-11-19 +2024-11-22 15:06:13,998 - my_logger - INFO - Column Brent1-WTI3 was last updated at 2024-11-19 +2024-11-22 15:06:14,001 - my_logger - INFO - Column Brent1-WTI2 was last updated at 2024-11-19 +2024-11-22 15:06:14,002 - my_logger - INFO - Column ѽ۲/3 was last updated at 2024-11-19 +2024-11-22 15:06:14,005 - my_logger - INFO - Column LLS-Brent۲ was last updated at 2024-11-18 +2024-11-22 15:06:14,006 - my_logger - INFO - Column Brent-LLS۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,009 - my_logger - INFO - Column Forties - Brent c1 was last updated at 2024-11-19 +2024-11-22 15:06:14,010 - my_logger - INFO - Column WTI 3:2:1ѽ۲/5 was last updated at 2024-11-19 +2024-11-22 15:06:14,016 - my_logger - INFO - Column SC C1-C2² was last updated at 2024-11-20 +2024-11-22 15:06:14,018 - my_logger - INFO - Column Dubai FOB M1-M2 was last updated at 2024-11-19 +2024-11-22 15:06:14,020 - my_logger - INFO - Column WTIԭCushing-C1 was last updated at 2024-11-18 +2024-11-22 15:06:14,021 - my_logger - INFO - Column Brent1-4 was last updated at 2024-11-19 +2024-11-22 15:06:14,025 - my_logger - INFO - Column ¼ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,027 - my_logger - INFO - Column DFL was last updated at 2024-11-19 +2024-11-22 15:06:14,032 - my_logger - INFO - Column Dubai 2-3 was last updated at 2024-11-19 +2024-11-22 15:06:14,034 - my_logger - INFO - Column WTI 2-3² was last updated at 2024-11-20 +2024-11-22 15:06:14,036 - my_logger - INFO - Column Brent 2-3 was last updated at 2024-11-19 +2024-11-22 15:06:14,039 - my_logger - INFO - Column Dubai-WTI۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,042 - my_logger - INFO - Column WTI1-2² was last updated at 2024-11-19 +2024-11-22 15:06:14,044 - my_logger - INFO - Column Brent6-12 was last updated at 2024-11-19 +2024-11-22 15:06:14,050 - my_logger - INFO - Column Brent1-9² was last updated at 2024-11-19 +2024-11-22 15:06:14,053 - my_logger - INFO - Column Brent1-6² was last updated at 2024-11-19 +2024-11-22 15:06:14,055 - my_logger - INFO - Column Brent1-2² was last updated at 2024-11-19 +2024-11-22 15:06:14,057 - my_logger - INFO - Column WTI1-4 was last updated at 2024-11-19 +2024-11-22 15:06:14,058 - my_logger - INFO - Column BrentC1-C2 was last updated at 2024-11-19 +2024-11-22 15:06:14,061 - my_logger - INFO - Column B-W۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,066 - my_logger - INFO - Column ŷBrentƷѽ۲һܣ was last updated at 2024-11-20 +2024-11-22 15:06:14,069 - my_logger - INFO - Column ԭֻۣͣɽգ was last updated at 2024-11-13 +2024-11-22 15:06:14,071 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 15:06:14,073 - my_logger - INFO - Column ɳŷOSPնȣ was last updated at 2024-11-20 +2024-11-22 15:06:14,075 - my_logger - INFO - Column MEHԭֻ۸壩 was last updated at 2024-11-18 +2024-11-22 15:06:14,076 - my_logger - INFO - Column ԭͣʣDESۣίգ was last updated at 2024-11-13 +2024-11-22 15:06:14,081 - my_logger - INFO - Column FOBֻ۸ was last updated at 2024-11-19 +2024-11-22 15:06:14,084 - my_logger - INFO - Column Iraq SOMO Basrah Medium Crude Oil Official Selling Price Asiaնȣ was last updated at 2024-11-20 +2024-11-22 15:06:14,088 - my_logger - INFO - Column ɳOSPնȣ was last updated at 2024-11-20 +2024-11-22 15:06:14,091 - my_logger - INFO - Column Brentͼ30ն was last updated at 2024-11-19 +2024-11-22 15:06:14,093 - my_logger - INFO - Column ɳնosp was last updated at 2024-11-20 +2024-11-22 15:06:14,097 - my_logger - INFO - Column OSPնȣ was last updated at 2024-11-20 +2024-11-22 15:06:14,101 - my_logger - INFO - Column ֻ۸ was last updated at 2024-11-18 +2024-11-22 15:06:14,103 - my_logger - INFO - Column Midlandԭֻ۸ was last updated at 2024-11-18 +2024-11-22 15:06:14,106 - my_logger - INFO - Column ŷ޲ֻ۸ was last updated at 2024-11-18 +2024-11-22 15:06:14,107 - my_logger - INFO - Column WTIԭֻ۸Cushing was last updated at 2024-11-18 +2024-11-22 15:06:14,110 - my_logger - INFO - Column Brentԭֻ۸ was last updated at 2024-11-19 +2024-11-22 15:06:14,116 - my_logger - INFO - Column LLSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 15:06:14,119 - my_logger - INFO - Column ī87#ֻ۸ was last updated at 2024-01-31 +2024-11-22 15:06:14,122 - my_logger - INFO - Column MARSԭֻ۸ was last updated at 2024-11-18 +2024-11-22 15:06:14,123 - my_logger - INFO - Column SCȼ was last updated at 2024-11-13 +2024-11-22 15:06:14,125 - my_logger - INFO - Column WTI211ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,128 - my_logger - INFO - Column Asia Tapis 211 ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,135 - my_logger - INFO - Column ϰԭ211ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,137 - my_logger - INFO - Column CFR/ԭͱȼ was last updated at 2024-11-13 +2024-11-22 15:06:14,141 - my_logger - INFO - Column ŷBrentƷѽ۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,142 - my_logger - INFO - Column ѽ۲ was last updated at 2024-11-19 +2024-11-22 15:06:14,149 - my_logger - INFO - Column ȡůѽ۲ was last updated at 2024-11-20 +2024-11-22 15:06:14,152 - my_logger - INFO - Column Dubai3Լ۸ was last updated at 2024-11-19 +2024-11-22 15:06:14,154 - my_logger - INFO - Column WTI 3:2:1ѽ۲ was last updated at 2024-11-20 +2024-11-22 15:06:14,156 - my_logger - INFO - Column ¼ѽ was last updated at 2024-11-19 +2024-11-22 15:06:14,158 - my_logger - INFO - Column ŷѽ was last updated at 2024-11-19 +2024-11-22 15:06:14,159 - my_logger - INFO - Column ŷ޲ѽ was last updated at 2024-11-19 +2024-11-22 15:06:14,165 - my_logger - INFO - Column CFTC Crude Oil Furtures was last updated at 2024-11-12 +2024-11-22 15:06:14,168 - my_logger - INFO - Column WTIC1-C2 was last updated at 2024-11-19 +2024-11-22 15:06:14,170 - my_logger - INFO - Column Dubai FOB M1 was last updated at 2024-11-19 +2024-11-22 15:06:14,173 - my_logger - INFO - Column Dubai FOB M2 was last updated at 2024-11-19 +2024-11-22 15:06:14,174 - my_logger - INFO - Column Dubai FOB M3 was last updated at 2024-11-19 +2024-11-22 15:06:14,176 - my_logger - INFO - Column Oman FOB M1 was last updated at 2024-11-19 +2024-11-22 15:06:14,182 - my_logger - INFO - Column Forties - Dated Brent was last updated at 2024-11-19 +2024-11-22 15:06:14,185 - my_logger - INFO - Column Forties FOB was last updated at 2024-11-19 +2024-11-22 15:06:14,187 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 15:06:14,190 - my_logger - INFO - Column ۼ۸ was last updated at 2024-11-18 +2024-11-22 15:06:14,192 - my_logger - INFO - Column ¼ºúѽ was last updated at 2024-11-19 +2024-11-22 15:06:14,195 - my_logger - INFO - Column MARSˮWTI was last updated at 2024-11-18 +2024-11-22 15:06:14,200 - my_logger - INFO - Column ȡůHOC5 was last updated at 2024-11-19 +2024-11-22 15:06:14,201 - my_logger - INFO - Column ȡůHOC6 was last updated at 2024-11-19 +2024-11-22 15:06:14,204 - my_logger - INFO - Column ȡůHOC7 was last updated at 2024-11-19 +2024-11-22 15:06:14,205 - my_logger - INFO - Column ȡůHOC8 was last updated at 2024-11-19 +2024-11-22 15:06:14,207 - my_logger - INFO - Column ȡůHOC4 was last updated at 2024-11-19 +2024-11-22 15:06:14,210 - my_logger - INFO - Column ȡůHOC9 was last updated at 2024-11-19 +2024-11-22 15:06:14,215 - my_logger - INFO - Column ȡůHOC10 was last updated at 2024-11-19 +2024-11-22 15:06:14,218 - my_logger - INFO - Column ȡůHOC11 was last updated at 2024-11-19 +2024-11-22 15:06:14,220 - my_logger - INFO - Column ȡůHOC12 was last updated at 2024-11-19 +2024-11-22 15:06:14,221 - my_logger - INFO - Column Dubai swap c3 was last updated at 2024-11-19 +2024-11-22 15:06:14,224 - my_logger - INFO - Column Dubai swap c2 was last updated at 2024-11-19 +2024-11-22 15:06:14,225 - my_logger - INFO - Column ԭ (տ) ޳ɱ was last updated at 2024-11-19 +2024-11-22 15:06:14,227 - my_logger - INFO - Column SC c3-޳ɱ was last updated at 2024-11-19 +2024-11-22 15:06:14,233 - my_logger - INFO - Column SC c5 -ֵ was last updated at 2024-11-20 +2024-11-22 15:06:14,236 - my_logger - INFO - Column SC-ɱ was last updated at 2024-11-20 +2024-11-22 15:06:14,239 - my_logger - INFO - Column SC c1-ɱ was last updated at 2024-11-20 +2024-11-22 15:06:14,241 - my_logger - INFO - Column SC c1 ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:06:14,243 - my_logger - INFO - Column SC c2ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:06:14,246 - my_logger - INFO - Column SC c3ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:06:14,250 - my_logger - INFO - Column SC c4ҹ̼ was last updated at 2024-11-20 +2024-11-22 15:06:14,252 - my_logger - INFO - Column SC c1 ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:06:14,254 - my_logger - INFO - Column SC c2ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:06:14,256 - my_logger - INFO - Column SC c3ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:06:14,258 - my_logger - INFO - Column SC c4ҹ̼ͺ1 was last updated at 2024-11-19 +2024-11-22 15:06:14,259 - my_logger - INFO - Column SC c1ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 15:06:14,265 - my_logger - INFO - Column SC c2ҹ-Brent c1* was last updated at 2024-11-19 +2024-11-22 15:06:14,267 - my_logger - INFO - Column SC c2ҹ-Brent c2* was last updated at 2024-11-19 +2024-11-22 15:06:14,270 - my_logger - INFO - Column SC c1-SC c2 (ҹ) was last updated at 2024-11-19 +2024-11-22 15:06:14,272 - my_logger - INFO - Column SC c1-SC c2 (ҹ)ͺ1 was last updated at 2024-11-18 +2024-11-22 15:06:14,274 - my_logger - INFO - Column жԭǿ̶- was last updated at 2024-11-19 +2024-11-22 15:06:14,276 - my_logger - INFO - Column SC۹ֵ- was last updated at 2024-11-19 +2024-11-22 15:06:14,279 - my_logger - INFO - Column SC c2ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 15:06:14,283 - my_logger - INFO - Column SC c3ҹ-۹ֵ() was last updated at 2024-11-19 +2024-11-22 15:06:14,285 - my_logger - INFO - Column ԭ (տ) ɱ was last updated at 2024-11-19 +2024-11-22 15:06:14,287 - my_logger - INFO - Column SC c2ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 15:06:14,290 - my_logger - INFO - Column SC c3ҹ-տɱ was last updated at 2024-11-19 +2024-11-22 15:06:14,292 - my_logger - INFO - Column Brent c2 - WTI c1 was last updated at 2024-11-19 +2024-11-22 15:06:14,296 - my_logger - INFO - Column Brent12ںԼ was last updated at 2024-11-19 +2024-11-22 15:06:14,301 - my_logger - INFO - Column WTI 12ºԼ was last updated at 2024-11-19 +2024-11-22 15:06:14,303 - my_logger - INFO - Column B-W۲ۣ was last updated at 2024-11-19 +2024-11-22 15:06:14,305 - my_logger - INFO - Column Brent c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:06:14,307 - my_logger - INFO - Column Brent c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:06:14,308 - my_logger - INFO - Column EFS c1 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:06:14,311 - my_logger - INFO - Column EFS c2 02:30̼ͺ1 was last updated at 2024-10-30 +2024-11-22 15:06:14,317 - my_logger - INFO - Column ;ڣܶȣ was last updated at 2024-11-08 +2024-11-22 15:06:14,320 - my_logger - INFO - Column ͬ was last updated at 2024-11-08 +2024-11-22 15:06:14,322 - my_logger - INFO - Column ʳ/5 was last updated at 2024-11-08 +2024-11-22 15:06:14,324 - my_logger - INFO - Column ԭͣӪӹйܣ was last updated at 2024-11-15 +2024-11-22 15:06:14,326 - my_logger - INFO - Column ԭͣʣܣ was last updated at 2023-03-31 +2024-11-22 15:06:14,331 - my_logger - INFO - Column ԭͣѹʣɽܣ was last updated at 2024-11-15 +2024-11-22 15:06:14,335 - my_logger - INFO - Column ԭͻԾͬ was last updated at 2024-11-15 +2024-11-22 15:06:14,337 - my_logger - INFO - Column ԭͼӹ/Ӫ+ was last updated at 2024-11-15 +2024-11-22 15:06:14,340 - my_logger - INFO - Column ԭ/3 was last updated at 2024-11-08 +2024-11-22 15:06:14,341 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 15:06:14,345 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 15:06:14,351 - my_logger - INFO - Column ԭͣѹʣйܣ was last updated at 2024-11-08 +2024-11-22 15:06:14,353 - my_logger - INFO - Column ȫϸ+ԭ was last updated at 2024-11-15 +2024-11-22 15:06:14,355 - my_logger - INFO - Column ԭͣɽʣ¿ھܣ was last updated at 2024-11-15 +2024-11-22 15:06:14,357 - my_logger - INFO - Column ò was last updated at 2024-11-08 +2024-11-22 15:06:14,359 - my_logger - INFO - Column ԭܶȵ was last updated at 2024-11-08 +2024-11-22 15:06:14,364 - my_logger - INFO - Column й32ҵ was last updated at 2024-11-15 +2024-11-22 15:06:14,368 - my_logger - INFO - Column ԭͺȻ was last updated at 2024-11-15 +2024-11-22 15:06:14,370 - my_logger - INFO - Column ī庣ϸ was last updated at 2024-11-15 +2024-11-22 15:06:14,372 - my_logger - INFO - Column ArkomaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,376 - my_logger - INFO - Column CanaWoodfordԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,383 - my_logger - INFO - Column DJ-NiobraraԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,386 - my_logger - INFO - Column GraniteWashԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,388 - my_logger - INFO - Column HaynesvilleԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,392 - my_logger - INFO - Column UticaԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,395 - my_logger - INFO - Column ôԭͻԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,400 - my_logger - INFO - Column Permian was last updated at 2024-11-15 +2024-11-22 15:06:14,403 - my_logger - INFO - Column EagleFord was last updated at 2024-11-15 +2024-11-22 15:06:14,405 - my_logger - INFO - Column Williston was last updated at 2024-11-15 +2024-11-22 15:06:14,407 - my_logger - INFO - Column Marcellus was last updated at 2024-11-15 +2024-11-22 15:06:14,410 - my_logger - INFO - Column ArkmoreWoodford was last updated at 2024-11-15 +2024-11-22 15:06:14,416 - my_logger - INFO - Column ȫϸ was last updated at 2024-11-15 +2024-11-22 15:06:14,418 - my_logger - INFO - Column Ǻϸ was last updated at 2024-11-15 +2024-11-22 15:06:14,442 - my_logger - INFO - Column ޺ϸ was last updated at 2024-11-15 +2024-11-22 15:06:14,454 - my_logger - INFO - Column ŷ޺ϸ was last updated at 2024-11-15 +2024-11-22 15:06:14,457 - my_logger - INFO - Column ϸ was last updated at 2024-11-15 +2024-11-22 15:06:14,461 - my_logger - INFO - Column жϸ was last updated at 2024-11-15 +2024-11-22 15:06:14,465 - my_logger - INFO - Column īԭ was last updated at 2024-09-27 +2024-11-22 15:06:14,467 - my_logger - INFO - Column ½ˮ was last updated at 2024-11-15 +2024-11-22 15:06:14,470 - my_logger - INFO - Column was last updated at 2024-11-15 +2024-11-22 15:06:14,472 - my_logger - INFO - Column ½ was last updated at 2024-11-15 +2024-11-22 15:06:14,474 - my_logger - INFO - Column ԭ was last updated at 2024-11-08 +2024-11-22 15:06:14,478 - my_logger - INFO - Column FracSpread꾮 was last updated at 2024-11-15 +2024-11-22 15:06:14,483 - my_logger - INFO - Column ܶԭͲ was last updated at 2024-11-08 +2024-11-22 15:06:14,486 - my_logger - INFO - Column ԭͻԾ was last updated at 2024-11-15 +2024-11-22 15:06:14,488 - my_logger - INFO - Column was last updated at 2024-11-08 +2024-11-22 15:06:14,491 - my_logger - INFO - Column EIAܶNGL was last updated at 2024-11-08 +2024-11-22 15:06:14,493 - my_logger - INFO - Column ԭͣӹйܣ was last updated at 2024-11-15 +2024-11-22 15:06:14,498 - my_logger - INFO - Column US Oil & Gas Exploration & Drilling Frac Spread Count was last updated at 2024-11-15 +2024-11-22 15:06:14,501 - my_logger - INFO - Column Lower48ԭͲ was last updated at 2024-11-08 +2024-11-22 15:06:14,503 - my_logger - INFO - Column EIAú was last updated at 2024-11-08 +2024-11-22 15:06:14,506 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 15:06:14,508 - my_logger - INFO - Column EIA; was last updated at 2024-11-08 +2024-11-22 15:06:14,509 - my_logger - INFO - Column EIAԭ; was last updated at 2024-11-08 +2024-11-22 15:06:14,514 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 15:06:14,517 - my_logger - INFO - Column DOE-; was last updated at 2024-11-08 +2024-11-22 15:06:14,519 - my_logger - INFO - Column DOE-ȼ; was last updated at 2024-11-08 +2024-11-22 15:06:14,521 - my_logger - INFO - Column ԭܶȾ was last updated at 2024-11-08 +2024-11-22 15:06:14,523 - my_logger - INFO - Column ԭܳ was last updated at 2024-11-08 +2024-11-22 15:06:14,524 - my_logger - INFO - Column ԭͽڣSPR was last updated at 2024-11-08 +2024-11-22 15:06:14,526 - my_logger - INFO - Column ԭܽڣSPR was last updated at 2024-11-08 +2024-11-22 15:06:14,532 - my_logger - INFO - Column VLCC:ж-й was last updated at 2024-11-18 +2024-11-22 15:06:14,535 - my_logger - INFO - Column Suezmax-к was last updated at 2024-11-18 +2024-11-22 15:06:14,538 - my_logger - INFO - Column DOE-ͽ was last updated at 2024-11-08 +2024-11-22 15:06:14,540 - my_logger - INFO - Column DOE-ͳ was last updated at 2024-11-08 +2024-11-22 15:06:14,542 - my_logger - INFO - Column DOE-ȼͽ was last updated at 2024-11-08 +2024-11-22 15:06:14,544 - my_logger - INFO - Column DOE-ȼͳ was last updated at 2024-11-08 +2024-11-22 15:06:14,550 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 15:06:14,552 - my_logger - INFO - Column DOE-ú was last updated at 2024-11-08 +2024-11-22 15:06:14,554 - my_logger - INFO - Column Kpler-ԭ;ڣܶȣ was last updated at 2024-08-25 +2024-11-22 15:06:14,557 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,559 - my_logger - INFO - Column -յܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 15:06:14,565 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 15:06:14,568 - my_logger - INFO - Column DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,571 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,573 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,575 - my_logger - INFO - Column -īܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,580 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,583 - my_logger - INFO - Column -϶ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,587 - my_logger - INFO - Column ж-ɳܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,589 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 15:06:14,592 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,597 - my_logger - INFO - Column ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 15:06:14,600 - my_logger - INFO - Column FSU-ݽܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,603 - my_logger - INFO - Column -͸絺ܶԭͺ˳ was last updated at 2024-11-03 +2024-11-22 15:06:14,604 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,607 - my_logger - INFO - Column ж-Ҳܶԭͺ˳ was last updated at 2023-08-27 +2024-11-22 15:06:14,609 - my_logger - INFO - Column -¡ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,615 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,617 - my_logger - INFO - Column Non-OPEC DoCܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,620 - my_logger - INFO - Column -ôܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,621 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,625 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-04-28 +2024-11-22 15:06:14,627 - my_logger - INFO - Column Ųܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,634 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,635 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,639 - my_logger - INFO - Column -ױܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,642 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,646 - my_logger - INFO - Column -չܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,659 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,685 - my_logger - INFO - Column ӡܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,690 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,713 - my_logger - INFO - Column FSU-˹̹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,718 - my_logger - INFO - Column -ίܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,723 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,735 - my_logger - INFO - Column Ĵܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,738 - my_logger - INFO - Column FSU-˹ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,740 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,742 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,747 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,751 - my_logger - INFO - Column Ӣܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,753 - my_logger - INFO - Column OPECܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,755 - my_logger - INFO - Column -ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,757 - my_logger - INFO - Column -ܶ͢ԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,759 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,764 - my_logger - INFO - Column ж-ܶԭͺ˳ was last updated at 2024-11-10 +2024-11-22 15:06:14,768 - my_logger - INFO - Column ɫܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,770 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 15:06:14,772 - my_logger - INFO - Column ¹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,774 - my_logger - INFO - Column Ĵܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,776 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,782 - my_logger - INFO - Column ͻ˹̹ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,784 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,786 - my_logger - INFO - Column Ϸܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 15:06:14,789 - my_logger - INFO - Column й̨ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,791 - my_logger - INFO - Column Ӣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,793 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,797 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,801 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,804 - my_logger - INFO - Column Խܶԭͺ˽ was last updated at 2024-11-03 +2024-11-22 15:06:14,806 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,809 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,813 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,815 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,818 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,821 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,822 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,825 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,827 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,833 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,835 - my_logger - INFO - Column ¼ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,838 - my_logger - INFO - Column ̩ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,840 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,844 - my_logger - INFO - Column ӡܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,848 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,851 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,853 - my_logger - INFO - Column йܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,855 - my_logger - INFO - Column ôܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,857 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,860 - my_logger - INFO - Column ϣܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,864 - my_logger - INFO - Column ܶԭͺ˽ was last updated at 2024-11-10 +2024-11-22 15:06:14,867 - my_logger - INFO - Column ˮλ was last updated at 2024-11-19 +2024-11-22 15:06:14,869 - my_logger - INFO - Column ovx index was last updated at 2024-11-19 +2024-11-22 15:06:14,871 - my_logger - INFO - Column dxy curncy was last updated at 2024-11-19 +2024-11-22 15:06:14,873 - my_logger - INFO - Column C2403128043 was last updated at 2024-11-19 +2024-11-22 15:06:14,876 - my_logger - INFO - Column C2403150124 was last updated at 2024-11-19 +2024-11-22 15:06:14,879 - my_logger - INFO - Column FVHCM1 INDEX was last updated at 2024-11-19 +2024-11-22 15:06:14,883 - my_logger - INFO - Column doedtprd index was last updated at 2024-11-08 +2024-11-22 15:06:14,885 - my_logger - INFO - Column CFFDQMMN INDEX was last updated at 2024-11-12 +2024-11-22 15:06:14,887 - my_logger - INFO - Column C2403083739 was last updated at 2024-11-12 +2024-11-22 15:06:14,890 - my_logger - INFO - Column C2404167878 was last updated at 2024-11-12 +2024-11-22 15:06:14,892 - my_logger - INFO - Column lmcads03 lme comdty was last updated at 2024-11-18 +2024-11-22 15:06:14,897 - my_logger - INFO - Column GC1 COMB Comdty was last updated at 2024-11-19 +2024-11-22 15:06:14,900 - my_logger - INFO - Column C2404167855 was last updated at 2024-11-19 +2024-11-22 15:06:14,905 - my_logger - INFO - ͣϢ浽ļlast_update_times.csv +2024-11-22 15:06:14,909 - my_logger - INFO - ɾԤǰ(2881, 504) +2024-11-22 15:06:14,918 - my_logger - INFO - ɾԤ(2881, 431) +2024-11-22 15:06:14,920 - my_logger - INFO - ɾ²ǰ(2881, 431) +2024-11-22 15:06:15,548 - my_logger - INFO - ɾ²(2881, 427) +2024-11-22 15:06:15,571 - my_logger - INFO - ɾԤΪֵк(413, 427) +2024-11-22 15:06:15,576 - my_logger - INFO - ɾȫΪֵк(413, 427) +2024-11-22 15:06:18,053 - my_logger - INFO - ܶ(425) 28(1) +0 EIAƷ EIAͲǧͰգ +1 йͱ +2 DOE-Ͳ/3 +3 ͱ裨ܶȣ +4 Ͳܶȣ +.. ... ... +420 CFFDQMMN INDEX +421 C2403083739 +422 C2404167878 +423 GC1 COMB Comdty +424 C2404167855 + +[425 rows x 2 columns] +2024-11-22 15:06:18,068 - my_logger - INFO - Ϣܹ424,ܶ(425),28(1), 꿴 1б + ̣ + 1. + 2. ɾУûֵɾ + 3. ɾ²ٸֵָ + 4. նΪնݣ + -- 䣬һָܶݣô֮ǰ + -- ǰ䣬ɼݿʼΪ201811գôܶݿ201813գô3յǰ䣬ʹ12նֵ + Է + +2024-11-22 15:06:18,070 - my_logger - INFO - ******************************************************************************************************************************************************************************************************** +2024-11-22 15:06:18,827 - my_logger - INFO - sqlUPDATE trueandpredict SET ds = '2024-11-24 00:00:00', y = '73.32499999999999' WHERE ds = '2024-11-24 00:00:00' +2024-11-22 15:06:18,831 - my_logger - INFO - ʼѵģ... +2024-11-22 15:06:18,839 - my_logger - INFO - Training set head: +2024-11-22 15:06:18,840 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +0 2017-01-01 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 1.0 0.0 1.0 0.0 1 +1 2017-01-08 35685.0 732.4702 528.0476 59290.0 67662.0 ... 0.0 0.0 0.0 0.0 0.0 1 +2 2017-01-15 37138.0 732.4702 -180.8572 56483.0 62671.0 ... 0.0 0.0 0.0 0.0 0.0 1 +3 2017-01-22 34672.0 732.4702 -314.0000 56273.0 61775.0 ... 0.0 0.0 0.0 0.0 0.0 1 +4 2017-01-29 35211.0 732.4702 74.8095 58170.0 63707.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 442 columns] +2024-11-22 15:06:19,212 - my_logger - INFO - +Testing set head: +2024-11-22 15:06:19,213 - my_logger - INFO - ds EIAƷ йͱ DOE-Ͳ/3 ͱ裨ܶȣ Ͳܶȣ ... is_month_end is_quarter_start is_quarter_end is_year_start is_year_end unique_id +83 2018-08-05 38538.0 732.4702 -180.6191 65422.0 69391.0 ... 0.0 0.0 0.0 0.0 0.0 1 +84 2018-08-12 38184.0 732.4702 51.9524 66584.0 71638.0 ... 0.0 0.0 0.0 0.0 0.0 1 +85 2018-08-19 39455.0 732.4702 -98.3333 66171.0 71057.0 ... 0.0 0.0 0.0 0.0 0.0 1 +86 2018-08-26 39710.0 732.4702 -49.2857 69293.0 71659.0 ... 0.0 0.0 0.0 0.0 0.0 1 +87 2018-09-02 39263.0 732.4702 209.4762 68138.0 71505.0 ... 0.0 0.0 0.0 0.0 0.0 1 + +[5 rows x 442 columns] +2024-11-22 15:16:39,726 - my_logger - INFO - ȡݣyuanyoudataset\ԭָ.xlsx +2024-11-22 15:16:39,726 - my_logger - INFO - getdataգyuanyoudataset\ԭָ.xlsx date +2024-11-22 15:17:24,046 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:17:24,048 - my_logger - INFO - Column :ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:17:24,051 - my_logger - INFO - Column :ɽ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:17:24,053 - my_logger - INFO - Column :īذ:ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:17:24,056 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:17:24,061 - my_logger - INFO - Column ::ͳͶʹ::ֵ was last updated at 2024-06-14 +2024-11-22 15:17:24,066 - my_logger - INFO - Column EIAƷ was last updated at 2024-11-08 +2024-11-22 15:17:24,068 - my_logger - INFO - Column йͱ was last updated at 2024-11-15 +2024-11-22 15:17:24,071 - my_logger - INFO - Column йִ was last updated at 2024-04-10 +2024-11-22 15:17:24,072 - my_logger - INFO - Column DOE-Ͳ/3 was last updated at 2024-11-08 +2024-11-22 15:17:24,074 - my_logger - INFO - Column ͱ裨ܶȣ was last updated at 2024-11-08 +2024-11-22 15:17:24,076 - my_logger - INFO - Column Ͳܶȣ was last updated at 2024-11-08 +2024-11-22 15:17:24,078 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:17:24,081 - my_logger - INFO - Column йԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:17:24,085 - my_logger - INFO - Column йӪԭͼӹ-¡ was last updated at 2024-11-15 +2024-11-22 15:17:24,087 - my_logger - INFO - Column ԭͼӹ+Ӫ was last updated at 2024-11-15 +2024-11-22 15:17:24,090 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 +2024-11-22 15:17:24,092 - my_logger - INFO - Column Ͳռ was last updated at 2024-10-04 diff --git a/models/nerulforcastmodels.py b/models/nerulforcastmodels.py index 6ddfe72..3af11ea 100644 --- a/models/nerulforcastmodels.py +++ b/models/nerulforcastmodels.py @@ -665,11 +665,13 @@ def model_losss_juxiting(sqlitedb): else: for row in df_combined3.itertuples(index=False): row_dict = row._asdict() + print(row_dict) check_query = sqlitedb.select_data('testandpredict_groupby',where_condition = f"ds = '{row.ds}'") if len(check_query) > 0: set_clause = ", ".join([f"{key} = '{value}'" for key, value in row_dict.items()]) sqlitedb.update_data('testandpredict_groupby',set_clause,where_condition = f"ds = '{row.ds}'") continue + row_dict['ds'] = row.ds.strftime('%Y-%m-%d 00:00:00') sqlitedb.insert_data('testandpredict_groupby',tuple(row_dict.values()),columns=row_dict.keys())