267 lines
25 KiB
Groff
267 lines
25 KiB
Groff
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2024-10-18 14:43:48,948 - my_logger - INFO - {'confirmFlg': False, 'data': 'RP-20241018-00007809', 'status': True}
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2024-10-18 14:43:51,074 - my_logger - INFO - <20>ʼ<EFBFBD><CABC><EFBFBD><EFBFBD>ͳɹ<CDB3><C9B9><EFBFBD>
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2024-10-18 15:24:04,747 - my_logger - INFO - <20><>ȡ<EFBFBD><C8A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ݣ<EFBFBD>dataset\ԭ<EFBFBD><EFBFBD>ָ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>.xlsx
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2024-10-18 15:24:04,749 - my_logger - INFO - getdata<74><61><EFBFBD>գ<EFBFBD>dataset\ԭ<EFBFBD><EFBFBD>ָ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>.xlsx date
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2024-10-18 15:26:01,007 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD>ڻ<EFBFBD>:INEԭ<45><D4AD>:<3A><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ʒ-<2D><>ʿ<EFBFBD><CABF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:01,509 - my_logger - INFO - ȫ<><C8AB>ԭ<EFBFBD>Ϳ<EFBFBD><CDBF>棨<EFBFBD><EFBFBD><DEB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:01,697 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD>½<EFBFBD><C2BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:01,699 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD><D4AD>½<EFBFBD>Ͽ<EFBFBD><CFBF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,099 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD>˹ԭ<CBB9>ͺ<EFBFBD><CDBA><EFBFBD><EFBFBD>ܶȳ<DCB6><C8B3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,215 - my_logger - INFO - Kpler-ɳ<><C9B3>ԭ<EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,218 - my_logger - INFO - Saudi<64><69><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,221 - my_logger - INFO - Saudi-Kuwaiti Neutral Zone<6E><65><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,225 - my_logger - INFO - Kpler-OPEC+ԭ<>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,230 - my_logger - INFO - Kpler-OPEC+<2B><><EFBFBD><EFBFBD>OPEC<45><43>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,232 - my_logger - INFO - Kpler-OPECԭ<43>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,236 - my_logger - INFO - Kpler-OPEC<45>ж<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,239 - my_logger - INFO - iraq<61><71><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,243 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,247 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,252 - my_logger - INFO - Nigeria<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,261 - my_logger - INFO - Brazil<69><6C><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,267 - my_logger - INFO - Mexico<63><6F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,271 - my_logger - INFO - Iran<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,275 - my_logger - INFO - Oman<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,278 - my_logger - INFO - Libya<79><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,282 - my_logger - INFO - Venezuela<6C><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,286 - my_logger - INFO - Algeria<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,290 - my_logger - INFO - Malaysia<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,295 - my_logger - INFO - Republic of the Congo<67><6F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,298 - my_logger - INFO - Gabon<6F><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,302 - my_logger - INFO - Sudan<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,306 - my_logger - INFO - Equatorial Guinea<65><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,309 - my_logger - INFO - Brunei<65><69><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,311 - my_logger - INFO - Kazakhstan<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,313 - my_logger - INFO - <20><><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,317 - my_logger - INFO - <20>¹<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,319 - my_logger - INFO - ŷ<><C5B7>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,322 - my_logger - INFO - ӡ<><D3A1>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,326 - my_logger - INFO - <20>й<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,328 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,331 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,337 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9>Ʒ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,350 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,389 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ʒ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:05,451 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
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2024-10-18 15:26:06,674 - my_logger - INFO - <20>ն<EFBFBD>(384) <20>ܶ<EFBFBD>(364) 9<><39>(1) <20>¶<EFBFBD>(2)
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0 <20>й<EFBFBD><D0B9><EFBFBD><EFBFBD><EFBFBD>ִ<EFBFBD><D6B4><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ <20><><EFBFBD><EFBFBD><EFBFBD>ڻ<EFBFBD>:INEԭ<45><D4AD>:<3A>ӱ<EFBFBD>:<3A>й<EFBFBD>ʯ<EFBFBD><CAAF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>-<2D><>ʿ<EFBFBD><CABF><EFBFBD><EFBFBD><EFBFBD><EFBFBD> EIA<49><41><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ͳ<EFBFBD><CDB2><EFBFBD><EFBFBD><EFBFBD>ǧͰ<C7A7>գ<EFBFBD>
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1 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD>ں<EFBFBD><DABA><EFBFBD>(<28><><EFBFBD><EFBFBD><EFBFBD>۰<EFBFBD>̨) <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ <20><>ɽ:<3A><><EFBFBD>ÿ<EFBFBD><C3BF><EFBFBD>:ԭ<><D4AD>
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2 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A>۰<EFBFBD>̨<EFBFBD><CCA8><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ɽ<EFBFBD><C9BD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
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3 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD>ʺ<EFBFBD><CABA><EFBFBD> <20><><EFBFBD><EFBFBD>:ī<><C4AB><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ذ<EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
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4 ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD><EFBFBD>:<3A><><EFBFBD>ں<EFBFBD><DABA><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
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.. ... ... ... ...
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379 C2403150124
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380 FVHCM1 INDEX
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381 lmcads03 lme comdty
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382 GC1 COMB Comdty
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383 C2404167855
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[384 rows x 4 columns]
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2024-10-18 15:26:06,705 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϣ<EFBFBD><CFA2><EFBFBD>ܹ<EFBFBD><DCB9><EFBFBD>792,<2C>ն<EFBFBD>(384),<2C>ܶ<EFBFBD>(364),9<><39>(1),<2C>¶<EFBFBD>(2)
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<20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>̣<EFBFBD>
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1. <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
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2. ɾ<><C9BE><EFBFBD><EFBFBD><EFBFBD>У<EFBFBD><D0A3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>û<EFBFBD><C3BB>ֵ<EFBFBD><D6B5><EFBFBD><EFBFBD>ɾ<EFBFBD><C9BE>
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3. <20><><EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD>ݣ<EFBFBD><DDA3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
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-- <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>䣬<EFBFBD><E4A3AC><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>һ<EFBFBD><D2BB><EFBFBD>ܶ<EFBFBD>ָ<EFBFBD><D6B8><EFBFBD><EFBFBD><EFBFBD>ݣ<EFBFBD><DDA3><EFBFBD>ô<EFBFBD><C3B4><EFBFBD><EFBFBD>֮ǰ<D6AE><C7B0><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
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-- <20><>ǰ<EFBFBD><C7B0><EFBFBD>䣬<EFBFBD><E4A3AC><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ɼ<EFBFBD><C9BC><EFBFBD><EFBFBD>ݿ<EFBFBD>ʼ<EFBFBD><CABC><EFBFBD><EFBFBD>Ϊ2018<31><38>1<EFBFBD><31>1<EFBFBD>գ<EFBFBD><D5A3><EFBFBD>ô<EFBFBD>ܶ<EFBFBD><DCB6><EFBFBD><EFBFBD>ݿ<EFBFBD><DDBF><EFBFBD><EFBFBD><EFBFBD>2018<31><38>1<EFBFBD><31>3<EFBFBD>գ<EFBFBD><D5A3><EFBFBD>ô3<C3B4>յ<EFBFBD><D5B5><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ǰ<EFBFBD><C7B0><EFBFBD>䣬ʹ1<CAB9><31>2<EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD><EFBFBD>ֵ
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<20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Է<EFBFBD><D4B7><EFBFBD><EFBFBD><EFBFBD>
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2024-10-18 15:26:06,707 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
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2024-10-18 15:28:29,625 - my_logger - INFO - <20><>ʼѵ<CABC><D1B5>ģ<EFBFBD><C4A3>...
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2024-10-18 15:28:29,637 - my_logger - INFO - Training set head:
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2024-10-18 15:28:29,638 - my_logger - INFO - ds y Brent c1-c6 Brent c1-c3 Brent-WTI <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ҵԭ<D2B5>Ϳ<EFBFBD><CDBF><EFBFBD> DFL <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ѽ<EFBFBD><D1BD>۲<EFBFBD> ... FVHCM1 INDEX doedtprd index CFFDQMMN INDEX C2403083739 C2404167878 GC1 COMB Comdty C2404167855 unique_id
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1412 2020-12-03 47.21 0.35 0.17 3.07 488042.0 0.430 7.53 ... 12.88 18468.0 338534.0 5.9931 0.6574 1836.8 40.2454 1
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1411 2020-12-04 47.85 0.23 0.09 2.99 503231.0 0.670 7.23 ... 12.67 18534.0 338534.0 5.9931 0.6574 1835.9 39.6866 1
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1408 2020-12-07 47.88 -0.01 -0.03 3.03 503231.0 0.985 7.22 ... 13.01 18534.0 338534.0 5.9931 0.6574 1861.8 40.6862 1
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1407 2020-12-08 48.00 0.03 0.01 3.24 503231.0 0.985 7.37 ... 13.48 18534.0 339362.0 6.0424 0.6593 1870.8 41.0263 1
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1406 2020-12-09 47.85 0.20 0.12 3.34 503231.0 0.920 8.14 ... 13.23 18534.0 339362.0 6.0424 0.6593 1834.6 40.3032 1
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[5 rows x 21 columns]
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2024-10-18 15:28:29,733 - my_logger - INFO -
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Testing set head:
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2024-10-18 15:28:29,734 - my_logger - INFO - ds y Brent c1-c6 Brent c1-c3 Brent-WTI <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ҵԭ<D2B5>Ϳ<EFBFBD><CDBF><EFBFBD> DFL <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ѽ<EFBFBD><D1BD>۲<EFBFBD> ... FVHCM1 INDEX doedtprd index CFFDQMMN INDEX C2403083739 C2404167878 GC1 COMB Comdty C2404167855 unique_id
|
|||
|
|
1127 2021-09-14 62.97 2.83 1.27 3.14 417445.0 -0.695 18.60 ... 20.31 19911.0 258231.0 4.6079 0.5876 1805.0 25.6174 1
|
|||
|
|
1126 2021-09-15 63.47 3.16 1.39 2.85 417445.0 -0.715 17.87 ... 20.01 19911.0 258231.0 4.6079 0.5876 1792.6 24.6881 1
|
|||
|
|
1125 2021-09-16 63.52 3.29 1.44 3.06 417445.0 -1.590 17.11 ... 20.25 19911.0 258231.0 4.6079 0.5876 1754.6 24.1647 1
|
|||
|
|
1124 2021-09-17 62.95 3.48 1.58 3.37 413964.0 -1.445 17.19 ... 20.81 21145.0 258231.0 4.6079 0.5876 1749.4 24.3074 1
|
|||
|
|
1121 2021-09-20 62.04 3.56 1.66 3.63 413964.0 -0.440 16.53 ... 20.39 21145.0 258231.0 4.6079 0.5876 1761.8 25.0647 1
|
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|
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|
[5 rows x 21 columns]
|
|||
|
|
2024-10-18 15:28:30,248 - my_logger - INFO - <20><>ȡ<EFBFBD><C8A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ģ<EFBFBD><C4A3><EFBFBD><EFBFBD><EFBFBD>ƣ<EFBFBD>PatchTST,TFT,NLinear,MLP,TSMixerx
|
|||
|
|
2024-10-18 15:42:45,847 - my_logger - INFO - <20><>ȡ<EFBFBD><C8A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ݣ<EFBFBD>dataset\ԭ<EFBFBD><EFBFBD>ָ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>.xlsx
|
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|
2024-10-18 15:42:45,849 - my_logger - INFO - getdata<74><61><EFBFBD>գ<EFBFBD>dataset\ԭ<EFBFBD><EFBFBD>ָ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>.xlsx date
|
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|
2024-10-18 15:44:44,409 - my_logger - INFO - ȫ<><C8AB>ԭ<EFBFBD>Ϳ<EFBFBD><CDBF>棨<EFBFBD><EFBFBD><DEB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
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|
2024-10-18 15:44:44,694 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD>½<EFBFBD><C2BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
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|
2024-10-18 15:44:44,698 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD><D4AD>½<EFBFBD>Ͽ<EFBFBD><CFBF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,207 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD>˹ԭ<CBB9>ͺ<EFBFBD><CDBA><EFBFBD><EFBFBD>ܶȳ<DCB6><C8B3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,372 - my_logger - INFO - Kpler-ɳ<><C9B3>ԭ<EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,376 - my_logger - INFO - Saudi<64><69><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,378 - my_logger - INFO - Saudi-Kuwaiti Neutral Zone<6E><65><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,384 - my_logger - INFO - Kpler-OPEC+ԭ<>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,390 - my_logger - INFO - Kpler-OPEC+<2B><><EFBFBD><EFBFBD>OPEC<45><43>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,393 - my_logger - INFO - Kpler-OPECԭ<43>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,396 - my_logger - INFO - Kpler-OPEC<45>ж<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,404 - my_logger - INFO - iraq<61><71><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,409 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,412 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,415 - my_logger - INFO - Nigeria<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,423 - my_logger - INFO - Brazil<69><6C><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,426 - my_logger - INFO - Mexico<63><6F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,427 - my_logger - INFO - Iran<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,429 - my_logger - INFO - Oman<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,436 - my_logger - INFO - Libya<79><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,440 - my_logger - INFO - Venezuela<6C><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,442 - my_logger - INFO - Algeria<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
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2024-10-18 15:44:48,444 - my_logger - INFO - Malaysia<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,446 - my_logger - INFO - Republic of the Congo<67><6F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,454 - my_logger - INFO - Gabon<6F><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,457 - my_logger - INFO - Sudan<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,459 - my_logger - INFO - Equatorial Guinea<65><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,461 - my_logger - INFO - Brunei<65><69><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
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2024-10-18 15:44:48,463 - my_logger - INFO - Kazakhstan<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,470 - my_logger - INFO - <20><><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,473 - my_logger - INFO - <20>¹<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,476 - my_logger - INFO - ŷ<><C5B7>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,479 - my_logger - INFO - ӡ<><D3A1>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,486 - my_logger - INFO - <20>й<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,489 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,492 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,495 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9>Ʒ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 15:44:48,499 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
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|
2024-10-18 15:44:48,505 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ʒ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
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2024-10-18 15:44:48,507 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
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|
2024-10-18 15:44:49,415 - my_logger - INFO - <20>ն<EFBFBD>(384) <20>ܶ<EFBFBD>(365) 14<31><34>(1) <20>¶<EFBFBD>(1) 61<36><31>(1)
|
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|
|
0 <20>й<EFBFBD><D0B9><EFBFBD><EFBFBD><EFBFBD>ִ<EFBFBD><D6B4><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ <20><><EFBFBD>ÿ<EFBFBD><C3BF><EFBFBD><EFBFBD><EFBFBD>:INEԭ<45><D4AD>:ɽ<><C9BD>:<3A>ൺ<EFBFBD><E0B5BA>Ħ<EFBFBD><C4A6><EFBFBD><EFBFBD> EIA<49><41><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ͳ<EFBFBD><CDB2><EFBFBD><EFBFBD><EFBFBD>ǧͰ<C7A7>գ<EFBFBD> <20><>ɽ:<3A><><EFBFBD>ÿ<EFBFBD><C3BF><EFBFBD>:ԭ<><D4AD>
|
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|
|
1 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD>ں<EFBFBD><DABA><EFBFBD>(<28><><EFBFBD><EFBFBD><EFBFBD>۰<EFBFBD>̨) <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
|
|||
|
|
2 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A>۰<EFBFBD>̨<EFBFBD><CCA8><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ɽ<EFBFBD><C9BD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
|
|||
|
|
3 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD>ʺ<EFBFBD><CABA><EFBFBD> <20><><EFBFBD><EFBFBD>:ī<><C4AB><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ذ<EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
|
|||
|
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4 ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD><EFBFBD>:<3A><><EFBFBD>ں<EFBFBD><DABA><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
|
|||
|
|
.. ... ... ... ... ...
|
|||
|
|
379 C2403150124
|
|||
|
|
380 FVHCM1 INDEX
|
|||
|
|
381 lmcads03 lme comdty
|
|||
|
|
382 GC1 COMB Comdty
|
|||
|
|
383 C2404167855
|
|||
|
|
|
|||
|
|
[384 rows x 5 columns]
|
|||
|
|
2024-10-18 15:44:49,441 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϣ<EFBFBD><CFA2><EFBFBD>ܹ<EFBFBD><DCB9><EFBFBD>792,<2C>ն<EFBFBD>(384),<2C>ܶ<EFBFBD>(365),14<31><34>(1),<2C>¶<EFBFBD>(1),61<36><31>(1)
|
|||
|
|
<20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>̣<EFBFBD>
|
|||
|
|
1. <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
|
|||
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2. ɾ<><C9BE><EFBFBD><EFBFBD><EFBFBD>У<EFBFBD><D0A3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>û<EFBFBD><C3BB>ֵ<EFBFBD><D6B5><EFBFBD><EFBFBD>ɾ<EFBFBD><C9BE>
|
|||
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3. <20><><EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD>ݣ<EFBFBD><DDA3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
|
|||
|
|
-- <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>䣬<EFBFBD><E4A3AC><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>һ<EFBFBD><D2BB><EFBFBD>ܶ<EFBFBD>ָ<EFBFBD><D6B8><EFBFBD><EFBFBD><EFBFBD>ݣ<EFBFBD><DDA3><EFBFBD>ô<EFBFBD><C3B4><EFBFBD><EFBFBD>֮ǰ<D6AE><C7B0><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
|
|||
|
|
-- <20><>ǰ<EFBFBD><C7B0><EFBFBD>䣬<EFBFBD><E4A3AC><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ɼ<EFBFBD><C9BC><EFBFBD><EFBFBD>ݿ<EFBFBD>ʼ<EFBFBD><CABC><EFBFBD><EFBFBD>Ϊ2018<31><38>1<EFBFBD><31>1<EFBFBD>գ<EFBFBD><D5A3><EFBFBD>ô<EFBFBD>ܶ<EFBFBD><DCB6><EFBFBD><EFBFBD>ݿ<EFBFBD><DDBF><EFBFBD><EFBFBD><EFBFBD>2018<31><38>1<EFBFBD><31>3<EFBFBD>գ<EFBFBD><D5A3><EFBFBD>ô3<C3B4>յ<EFBFBD><D5B5><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ǰ<EFBFBD><C7B0><EFBFBD>䣬ʹ1<CAB9><31>2<EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD><EFBFBD>ֵ
|
|||
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|
<20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Է<EFBFBD><D4B7><EFBFBD><EFBFBD><EFBFBD>
|
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2024-10-18 15:44:49,444 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
|
|||
|
|
2024-10-18 15:46:16,984 - my_logger - INFO - <20><>ʼѵ<CABC><D1B5>ģ<EFBFBD><C4A3>...
|
|||
|
|
2024-10-18 15:46:17,000 - my_logger - INFO - Training set head:
|
|||
|
|
2024-10-18 15:46:17,002 - my_logger - INFO - ds y Brent c1-c6 Brent c1-c3 Brent-WTI <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ҵԭ<D2B5>Ϳ<EFBFBD><CDBF><EFBFBD> DFL <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ѽ<EFBFBD><D1BD>۲<EFBFBD> ... FVHCM1 INDEX doedtprd index CFFDQMMN INDEX C2403083739 C2404167878 GC1 COMB Comdty C2404167855 unique_id
|
|||
|
|
1412 2020-12-03 47.21 0.35 0.17 3.07 488042.0 0.430 7.53 ... 12.88 18468.0 338534.0 5.9931 0.6574 1836.8 40.2454 1
|
|||
|
|
1411 2020-12-04 47.85 0.23 0.09 2.99 503231.0 0.670 7.23 ... 12.67 18534.0 338534.0 5.9931 0.6574 1835.9 39.6866 1
|
|||
|
|
1408 2020-12-07 47.88 -0.01 -0.03 3.03 503231.0 0.985 7.22 ... 13.01 18534.0 338534.0 5.9931 0.6574 1861.8 40.6862 1
|
|||
|
|
1407 2020-12-08 48.00 0.03 0.01 3.24 503231.0 0.985 7.37 ... 13.48 18534.0 339362.0 6.0424 0.6593 1870.8 41.0263 1
|
|||
|
|
1406 2020-12-09 47.85 0.20 0.12 3.34 503231.0 0.920 8.14 ... 13.23 18534.0 339362.0 6.0424 0.6593 1834.6 40.3032 1
|
|||
|
|
|
|||
|
|
[5 rows x 21 columns]
|
|||
|
|
2024-10-18 15:46:17,082 - my_logger - INFO -
|
|||
|
|
Testing set head:
|
|||
|
|
2024-10-18 15:46:17,082 - my_logger - INFO - ds y Brent c1-c6 Brent c1-c3 Brent-WTI <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ҵԭ<D2B5>Ϳ<EFBFBD><CDBF><EFBFBD> DFL <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ѽ<EFBFBD><D1BD>۲<EFBFBD> ... FVHCM1 INDEX doedtprd index CFFDQMMN INDEX C2403083739 C2404167878 GC1 COMB Comdty C2404167855 unique_id
|
|||
|
|
1127 2021-09-14 62.97 2.83 1.27 3.14 417445.0 -0.695 18.60 ... 20.31 19911.0 258231.0 4.6079 0.5876 1805.0 25.6174 1
|
|||
|
|
1126 2021-09-15 63.47 3.16 1.39 2.85 417445.0 -0.715 17.87 ... 20.01 19911.0 258231.0 4.6079 0.5876 1792.6 24.6881 1
|
|||
|
|
1125 2021-09-16 63.52 3.29 1.44 3.06 417445.0 -1.590 17.11 ... 20.25 19911.0 258231.0 4.6079 0.5876 1754.6 24.1647 1
|
|||
|
|
1124 2021-09-17 62.95 3.48 1.58 3.37 413964.0 -1.445 17.19 ... 20.81 21145.0 258231.0 4.6079 0.5876 1749.4 24.3074 1
|
|||
|
|
1121 2021-09-20 62.04 3.56 1.66 3.63 413964.0 -0.440 16.53 ... 20.39 21145.0 258231.0 4.6079 0.5876 1761.8 25.0647 1
|
|||
|
|
|
|||
|
|
[5 rows x 21 columns]
|
|||
|
|
2024-10-18 15:46:17,573 - my_logger - INFO - <20><>ȡ<EFBFBD><C8A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ģ<EFBFBD><C4A3><EFBFBD><EFBFBD><EFBFBD>ƣ<EFBFBD>PatchTST,TFT,NLinear,MLP,TSMixerx
|
|||
|
|
2024-10-18 16:00:16,807 - my_logger - INFO - <20><>ȡ<EFBFBD><C8A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ݣ<EFBFBD>dataset\ԭ<EFBFBD><EFBFBD>ָ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>.xlsx
|
|||
|
|
2024-10-18 16:00:16,808 - my_logger - INFO - getdata<74><61><EFBFBD>գ<EFBFBD>dataset\ԭ<EFBFBD><EFBFBD>ָ<EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>.xlsx date
|
|||
|
|
2024-10-18 16:02:50,291 - my_logger - INFO - ȫ<><C8AB>ԭ<EFBFBD>Ϳ<EFBFBD><CDBF>棨<EFBFBD><EFBFBD><DEB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:50,515 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD>½<EFBFBD><C2BD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:50,517 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD><D4AD>½<EFBFBD>Ͽ<EFBFBD><CFBF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,037 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD>˹ԭ<CBB9>ͺ<EFBFBD><CDBA><EFBFBD><EFBFBD>ܶȳ<DCB6><C8B3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,125 - my_logger - INFO - Kpler-ɳ<><C9B3>ԭ<EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,127 - my_logger - INFO - Saudi<64><69><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,130 - my_logger - INFO - Saudi-Kuwaiti Neutral Zone<6E><65><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,132 - my_logger - INFO - Kpler-OPEC+ԭ<>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,135 - my_logger - INFO - Kpler-OPEC+<2B><><EFBFBD><EFBFBD>OPEC<45><43>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,137 - my_logger - INFO - Kpler-OPECԭ<43>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,139 - my_logger - INFO - Kpler-OPEC<45>ж<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,141 - my_logger - INFO - iraq<61><71><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,144 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,148 - my_logger - INFO - Kpler-<2D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,150 - my_logger - INFO - Nigeria<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,152 - my_logger - INFO - Brazil<69><6C><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,154 - my_logger - INFO - Mexico<63><6F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,157 - my_logger - INFO - Iran<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,160 - my_logger - INFO - Oman<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,164 - my_logger - INFO - Libya<79><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,168 - my_logger - INFO - Venezuela<6C><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,174 - my_logger - INFO - Algeria<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,180 - my_logger - INFO - Malaysia<69><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,184 - my_logger - INFO - Republic of the Congo<67><6F><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,188 - my_logger - INFO - Gabon<6F><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,192 - my_logger - INFO - Sudan<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,197 - my_logger - INFO - Equatorial Guinea<65><61><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,201 - my_logger - INFO - Brunei<65><69><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,207 - my_logger - INFO - Kazakhstan<61><6E><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,211 - my_logger - INFO - <20><><EFBFBD><EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,217 - my_logger - INFO - <20>¹<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,221 - my_logger - INFO - ŷ<><C5B7>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,226 - my_logger - INFO - ӡ<><D3A1>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,229 - my_logger - INFO - <20>й<EFBFBD>ԭ<EFBFBD>ͺ<EFBFBD><CDBA>˽<EFBFBD><CBBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,232 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,236 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,241 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9>Ʒ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,244 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,247 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ʒ<EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,250 - my_logger - INFO - <20><><EFBFBD><EFBFBD>˹<EFBFBD><CBB9><EFBFBD>ͺ<EFBFBD><CDBA>˳<EFBFBD><CBB3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD><CEAA>
|
|||
|
|
2024-10-18 16:02:54,900 - my_logger - INFO - <20>ն<EFBFBD>(384) 5<><35>(1) <20>ܶ<EFBFBD>(364) 9<><39>(1) <20>¶<EFBFBD>(2)
|
|||
|
|
0 <20>й<EFBFBD><D0B9><EFBFBD><EFBFBD><EFBFBD>ִ<EFBFBD><D6B4><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD><EFBFBD>ڻ<EFBFBD>:INEԭ<45><D4AD>:<3A><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><CDB9>ʴ<EFBFBD><CAB4><EFBFBD>-<2D><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ķԭ<C4B7><D4AD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ <20><><EFBFBD><EFBFBD><EFBFBD>ڻ<EFBFBD>:INEԭ<45><D4AD>:<3A>ӱ<EFBFBD>:<3A>й<EFBFBD>ʯ<EFBFBD><CAAF><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>-<2D><>ʿ<EFBFBD><CABF><EFBFBD><EFBFBD><EFBFBD><EFBFBD> EIA<49><41><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ͳ<EFBFBD><CDB2><EFBFBD><EFBFBD><EFBFBD>ǧͰ<C7A7>գ<EFBFBD>
|
|||
|
|
1 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD>ں<EFBFBD><DABA><EFBFBD>(<28><><EFBFBD><EFBFBD><EFBFBD>۰<EFBFBD>̨) <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ <20><>ɽ:<3A><><EFBFBD>ÿ<EFBFBD><C3BF><EFBFBD>:ԭ<><D4AD>
|
|||
|
|
2 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A>۰<EFBFBD>̨<EFBFBD><CCA8><EFBFBD><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ɽ<EFBFBD><C9BD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
|
|||
|
|
3 <20>й<EFBFBD>:ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD>ʺ<EFBFBD><CABA><EFBFBD> <20><><EFBFBD><EFBFBD>:ī<><C4AB><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ذ<EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
|
|||
|
|
4 ִ<>к<EFBFBD><D0BA><EFBFBD>:<3A><><EFBFBD><EFBFBD>:<3A><><EFBFBD>ں<EFBFBD><DABA><EFBFBD> <20><><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD>ͳ<EFBFBD><CDB3><EFBFBD>Ͷ<EFBFBD><CDB6><EFBFBD><EFBFBD>ʹ<EFBFBD><CAB9><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>:<3A><><EFBFBD><EFBFBD>ֵ
|
|||
|
|
.. ... ... ... ... ...
|
|||
|
|
379 C2403150124
|
|||
|
|
380 FVHCM1 INDEX
|
|||
|
|
381 lmcads03 lme comdty
|
|||
|
|
382 GC1 COMB Comdty
|
|||
|
|
383 C2404167855
|
|||
|
|
|
|||
|
|
[384 rows x 5 columns]
|
|||
|
|
2024-10-18 16:02:54,923 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϣ<EFBFBD><CFA2><EFBFBD>ܹ<EFBFBD><DCB9><EFBFBD>792,<2C>ն<EFBFBD>(384),5<><35>(1),<2C>ܶ<EFBFBD>(364),9<><39>(1),<2C>¶<EFBFBD>(2)
|
|||
|
|
<20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>̣<EFBFBD>
|
|||
|
|
1. <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
|
|||
|
|
2. ɾ<><C9BE><EFBFBD><EFBFBD><EFBFBD>У<EFBFBD><D0A3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>û<EFBFBD><C3BB>ֵ<EFBFBD><D6B5><EFBFBD><EFBFBD>ɾ<EFBFBD><C9BE>
|
|||
|
|
3. <20><><EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Ϊ<EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD>ݣ<EFBFBD><DDA3><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
|
|||
|
|
-- <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>䣬<EFBFBD><E4A3AC><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>һ<EFBFBD><D2BB><EFBFBD>ܶ<EFBFBD>ָ<EFBFBD><D6B8><EFBFBD><EFBFBD><EFBFBD>ݣ<EFBFBD><DDA3><EFBFBD>ô<EFBFBD><C3B4><EFBFBD><EFBFBD>֮ǰ<D6AE><C7B0><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>
|
|||
|
|
-- <20><>ǰ<EFBFBD><C7B0><EFBFBD>䣬<EFBFBD><E4A3AC><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ɼ<EFBFBD><C9BC><EFBFBD><EFBFBD>ݿ<EFBFBD>ʼ<EFBFBD><CABC><EFBFBD><EFBFBD>Ϊ2018<31><38>1<EFBFBD><31>1<EFBFBD>գ<EFBFBD><D5A3><EFBFBD>ô<EFBFBD>ܶ<EFBFBD><DCB6><EFBFBD><EFBFBD>ݿ<EFBFBD><DDBF><EFBFBD><EFBFBD><EFBFBD>2018<31><38>1<EFBFBD><31>3<EFBFBD>գ<EFBFBD><D5A3><EFBFBD>ô3<C3B4>յ<EFBFBD><D5B5><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ǰ<EFBFBD><C7B0><EFBFBD>䣬ʹ1<CAB9><31>2<EFBFBD>ն<EFBFBD><D5B6><EFBFBD><EFBFBD><EFBFBD>ֵ
|
|||
|
|
<20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>Է<EFBFBD><D4B7><EFBFBD><EFBFBD><EFBFBD>
|
|||
|
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|
|||
|
|
2024-10-18 16:02:54,924 - my_logger - INFO - ********************************************************************************************************************************************************************************************************
|
|||
|
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2024-10-18 16:04:39,445 - my_logger - INFO - <20><>ʼѵ<CABC><D1B5>ģ<EFBFBD><C4A3>...
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2024-10-18 16:04:39,455 - my_logger - INFO - Training set head:
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2024-10-18 16:04:39,456 - my_logger - INFO - ds y Brent c1-c6 Brent c1-c3 Brent-WTI <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ҵԭ<D2B5>Ϳ<EFBFBD><CDBF><EFBFBD> DFL <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ѽ<EFBFBD><D1BD>۲<EFBFBD> ... FVHCM1 INDEX doedtprd index CFFDQMMN INDEX C2403083739 C2404167878 GC1 COMB Comdty C2404167855 unique_id
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1412 2020-12-03 47.21 0.35 0.17 3.07 488042.0 0.430 7.53 ... 12.88 18468.0 338534.0 5.9931 0.6574 1836.8 40.2454 1
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1411 2020-12-04 47.85 0.23 0.09 2.99 503231.0 0.670 7.23 ... 12.67 18534.0 338534.0 5.9931 0.6574 1835.9 39.6866 1
|
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1408 2020-12-07 47.88 -0.01 -0.03 3.03 503231.0 0.985 7.22 ... 13.01 18534.0 338534.0 5.9931 0.6574 1861.8 40.6862 1
|
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1407 2020-12-08 48.00 0.03 0.01 3.24 503231.0 0.985 7.37 ... 13.48 18534.0 339362.0 6.0424 0.6593 1870.8 41.0263 1
|
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|
|
1406 2020-12-09 47.85 0.20 0.12 3.34 503231.0 0.920 8.14 ... 13.23 18534.0 339362.0 6.0424 0.6593 1834.6 40.3032 1
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[5 rows x 21 columns]
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2024-10-18 16:04:39,526 - my_logger - INFO -
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Testing set head:
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2024-10-18 16:04:39,526 - my_logger - INFO - ds y Brent c1-c6 Brent c1-c3 Brent-WTI <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ҵԭ<D2B5>Ϳ<EFBFBD><CDBF><EFBFBD> DFL <20><><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ѽ<EFBFBD><D1BD>۲<EFBFBD> ... FVHCM1 INDEX doedtprd index CFFDQMMN INDEX C2403083739 C2404167878 GC1 COMB Comdty C2404167855 unique_id
|
|||
|
|
1127 2021-09-14 62.97 2.83 1.27 3.14 417445.0 -0.695 18.60 ... 20.31 19911.0 258231.0 4.6079 0.5876 1805.0 25.6174 1
|
|||
|
|
1126 2021-09-15 63.47 3.16 1.39 2.85 417445.0 -0.715 17.87 ... 20.01 19911.0 258231.0 4.6079 0.5876 1792.6 24.6881 1
|
|||
|
|
1125 2021-09-16 63.52 3.29 1.44 3.06 417445.0 -1.590 17.11 ... 20.25 19911.0 258231.0 4.6079 0.5876 1754.6 24.1647 1
|
|||
|
|
1124 2021-09-17 62.95 3.48 1.58 3.37 413964.0 -1.445 17.19 ... 20.81 21145.0 258231.0 4.6079 0.5876 1749.4 24.3074 1
|
|||
|
|
1121 2021-09-20 62.04 3.56 1.66 3.63 413964.0 -0.440 16.53 ... 20.39 21145.0 258231.0 4.6079 0.5876 1761.8 25.0647 1
|
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|
|
|
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|
[5 rows x 21 columns]
|
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|
2024-10-18 16:04:39,989 - my_logger - INFO - <20><>ȡ<EFBFBD><C8A1><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD><EFBFBD>ģ<EFBFBD><C4A3><EFBFBD><EFBFBD><EFBFBD>ƣ<EFBFBD>PatchTST,TFT,NLinear,MLP,TSMixerx
|
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2024-10-18 16:12:42,062 - my_logger - INFO - <20><><EFBFBD><EFBFBD><EFBFBD>ϴ<EFBFBD><CFB4><EFBFBD>...
|
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2024-10-18 16:12:42,063 - my_logger - INFO - token:eyJ0eXAiOiJKV1QiLCJhbGciOiJIUzI1NiJ9.eyJzdWIiOiJhcGlfdGVzdCIsInRoIjoiOGE0NTc3ZGJkOTE5Njc1NzU4ZDU3OTk5YTFlODkxZmUiLCJsdCI6ImFwaSIsImlzcyI6IiIsInRtIjoiUEMiLCJleHAiOjE3MjkyNzUxNjIsImp0aSI6IjhmN2JkNWY4Y2U1MzQxMmZhZWUxOGQ1MzJlYjk1YWE0In0.uDbfKni-A_fPpQLWzOmAd9ymW02rPRdJKA320BE_QIo
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