Can you identify and potential errors and explain them based on the following log:

"""
2024-09-19 08:49:36,621:INFO:Directory created or already exists: data/processed_data/macro
2024-09-19 08:49:36,621:INFO:Directory created or already exists: data/processed_data/technical
2024-09-19 08:49:36,622:INFO:Directory created or already exists: logs
2024-09-19 08:49:36,623:INFO:Fetching macroeconomic data from FRED.
2024-09-19 08:49:36,623:INFO:Fetching Federal_Funds_Rate
2024-09-19 08:49:36,802:INFO:Saved Federal_Funds_Rate data to data/processed_data/macro/Federal_Funds_Rate.csv
2024-09-19 08:49:36,802:INFO:Fetching GDP
2024-09-19 08:49:37,044:INFO:Saved GDP data to data/processed_data/macro/GDP.csv
2024-09-19 08:49:37,044:INFO:Fetching CPI
2024-09-19 08:49:37,200:INFO:Saved CPI data to data/processed_data/macro/CPI.csv
2024-09-19 08:49:37,201:INFO:Processing price data and calculating technical indicators.
2024-09-19 08:49:37,202:INFO:Processing 32 files in data/raw_data/in_sample/1d
in_sample/1d:   0%|          | 0/32 [00:00<?, ?it/s]2024-09-19 08:49:37,271:INFO:Processed data saved for FNGU at data/processed_data/technical/in_sample/1d/FNGU.csv
2024-09-19 08:49:37,345:INFO:Processed data saved for TQQQ at data/processed_data/technical/in_sample/1d/TQQQ.csv
in_sample/1d:   6%|▋         | 2/32 [00:00<00:01, 15.47it/s]2024-09-19 08:49:37,442:INFO:Processed data saved for SDP at data/processed_data/technical/in_sample/1d/SDP.csv
2024-09-19 08:49:37,515:INFO:Processed data saved for SOXL at data/processed_data/technical/in_sample/1d/SOXL.csv
in_sample/1d:  12%|█▎        | 4/32 [00:00<00:02, 13.04it/s]2024-09-19 08:49:37,582:INFO:Processed data saved for FAS at data/processed_data/technical/in_sample/1d/FAS.csv
2024-09-19 08:49:37,656:INFO:Processed data saved for SIJ at data/processed_data/technical/in_sample/1d/SIJ.csv
in_sample/1d:  19%|█▉        | 6/32 [00:00<00:01, 13.51it/s]2024-09-19 08:49:37,727:INFO:Processed data saved for XLV at data/processed_data/technical/in_sample/1d/XLV.csv
2024-09-19 08:49:37,798:INFO:Processed data saved for ERX at data/processed_data/technical/in_sample/1d/ERX.csv
in_sample/1d:  25%|██▌       | 8/32 [00:00<00:01, 13.75it/s]2024-09-19 08:49:37,862:INFO:Processed data saved for SOXS at data/processed_data/technical/in_sample/1d/SOXS.csv
2024-09-19 08:49:37,943:INFO:Processed data saved for XLE at data/processed_data/technical/in_sample/1d/XLE.csv
in_sample/1d:  31%|███▏      | 10/32 [00:00<00:01, 13.77it/s]2024-09-19 08:49:38,044:INFO:Processed data saved for UYM at data/processed_data/technical/in_sample/1d/UYM.csv
2024-09-19 08:49:38,119:INFO:Processed data saved for UPW at data/processed_data/technical/in_sample/1d/UPW.csv
in_sample/1d:  38%|███▊      | 12/32 [00:00<00:01, 12.85it/s]2024-09-19 08:49:38,205:INFO:Processed data saved for RETL at data/processed_data/technical/in_sample/1d/RETL.csv
2024-09-19 08:49:38,300:INFO:Processed data saved for XRT at data/processed_data/technical/in_sample/1d/XRT.csv
in_sample/1d:  44%|████▍     | 14/32 [00:01<00:01, 12.19it/s]2024-09-19 08:49:38,375:INFO:Processed data saved for XTL at data/processed_data/technical/in_sample/1d/XTL.csv
2024-09-19 08:49:38,440:INFO:Processed data saved for XLU at data/processed_data/technical/in_sample/1d/XLU.csv
in_sample/1d:  50%|█████     | 16/32 [00:01<00:01, 12.78it/s]2024-09-19 08:49:38,513:INFO:Processed data saved for UPRO at data/processed_data/technical/in_sample/1d/UPRO.csv
2024-09-19 08:49:38,593:INFO:Processed data saved for FAZ at data/processed_data/technical/in_sample/1d/FAZ.csv
in_sample/1d:  56%|█████▋    | 18/32 [00:01<00:01, 12.87it/s]2024-09-19 08:49:38,673:INFO:Processed data saved for ERY at data/processed_data/technical/in_sample/1d/ERY.csv
2024-09-19 08:49:38,745:INFO:Processed data saved for XLI at data/processed_data/technical/in_sample/1d/XLI.csv
in_sample/1d:  62%|██████▎   | 20/32 [00:01<00:00, 12.94it/s]2024-09-19 08:49:38,809:INFO:Processed data saved for XLB at data/processed_data/technical/in_sample/1d/XLB.csv
2024-09-19 08:49:38,894:INFO:Processed data saved for SMN at data/processed_data/technical/in_sample/1d/SMN.csv
in_sample/1d:  69%|██████▉   | 22/32 [00:01<00:00, 13.12it/s]2024-09-19 08:49:38,959:INFO:Processed data saved for VIX at data/processed_data/technical/in_sample/1d/VIX.csv
2024-09-19 08:49:39,040:INFO:Processed data saved for SCC at data/processed_data/technical/in_sample/1d/SCC.csv
in_sample/1d:  75%|███████▌  | 24/32 [00:01<00:00, 13.30it/s]2024-09-19 08:49:39,098:INFO:Processed data saved for CURE at data/processed_data/technical/in_sample/1d/CURE.csv
2024-09-19 08:49:39,129:INFO:Processed data saved for DUSL at data/processed_data/technical/in_sample/1d/DUSL.csv
2024-09-19 08:49:39,197:INFO:Processed data saved for XLF at data/processed_data/technical/in_sample/1d/XLF.csv
in_sample/1d:  84%|████████▍ | 27/32 [00:01<00:00, 15.08it/s]2024-09-19 08:49:39,275:INFO:Processed data saved for XLY at data/processed_data/technical/in_sample/1d/XLY.csv
2024-09-19 08:49:39,328:INFO:Processed data saved for FNGD at data/processed_data/technical/in_sample/1d/FNGD.csv
in_sample/1d:  91%|█████████ | 29/32 [00:02<00:00, 15.16it/s]2024-09-19 08:49:39,401:INFO:Processed data saved for XLK at data/processed_data/technical/in_sample/1d/XLK.csv
2024-09-19 08:49:39,430:INFO:Processed data saved for XLC at data/processed_data/technical/in_sample/1d/XLC.csv
in_sample/1d:  97%|█████████▋| 31/32 [00:02<00:00, 16.17it/s]2024-09-19 08:49:39,493:INFO:Processed data saved for UVXY at data/processed_data/technical/in_sample/1d/UVXY.csv
in_sample/1d: 100%|██████████| 32/32 [00:02<00:00, 14.05it/s]
2024-09-19 08:49:39,496:INFO:Processing 26 files in data/raw_data/in_sample/1wk
in_sample/1wk:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:39,544:INFO:Processed data saved for TQQQ at data/processed_data/technical/in_sample/1wk/TQQQ.csv
2024-09-19 08:49:39,575:INFO:Processed data saved for SOXL at data/processed_data/technical/in_sample/1wk/SOXL.csv
2024-09-19 08:49:39,609:INFO:Processed data saved for FAS at data/processed_data/technical/in_sample/1wk/FAS.csv
in_sample/1wk:  12%|█▏        | 3/26 [00:00<00:00, 26.76it/s]2024-09-19 08:49:39,645:INFO:Processed data saved for SIJ at data/processed_data/technical/in_sample/1wk/SIJ.csv
2024-09-19 08:49:39,684:INFO:Processed data saved for XLV at data/processed_data/technical/in_sample/1wk/XLV.csv
2024-09-19 08:49:39,727:INFO:Processed data saved for ERX at data/processed_data/technical/in_sample/1wk/ERX.csv
in_sample/1wk:  23%|██▎       | 6/26 [00:00<00:00, 25.93it/s]2024-09-19 08:49:39,762:INFO:Processed data saved for SOXS at data/processed_data/technical/in_sample/1wk/SOXS.csv
2024-09-19 08:49:39,796:INFO:Processed data saved for XLE at data/processed_data/technical/in_sample/1wk/XLE.csv
2024-09-19 08:49:39,830:INFO:Processed data saved for UPW at data/processed_data/technical/in_sample/1wk/UPW.csv
in_sample/1wk:  35%|███▍      | 9/26 [00:00<00:00, 27.33it/s]2024-09-19 08:49:39,862:INFO:Processed data saved for RETL at data/processed_data/technical/in_sample/1wk/RETL.csv
2024-09-19 08:49:39,896:INFO:Processed data saved for XRT at data/processed_data/technical/in_sample/1wk/XRT.csv
2024-09-19 08:49:39,932:INFO:Processed data saved for XTL at data/processed_data/technical/in_sample/1wk/XTL.csv
in_sample/1wk:  46%|████▌     | 12/26 [00:00<00:00, 28.06it/s]2024-09-19 08:49:39,964:INFO:Processed data saved for XLU at data/processed_data/technical/in_sample/1wk/XLU.csv
2024-09-19 08:49:40,001:INFO:Processed data saved for UPRO at data/processed_data/technical/in_sample/1wk/UPRO.csv
2024-09-19 08:49:40,034:INFO:Processed data saved for FAZ at data/processed_data/technical/in_sample/1wk/FAZ.csv
in_sample/1wk:  58%|█████▊    | 15/26 [00:00<00:00, 28.46it/s]2024-09-19 08:49:40,070:INFO:Processed data saved for ERY at data/processed_data/technical/in_sample/1wk/ERY.csv
2024-09-19 08:49:40,103:INFO:Processed data saved for XLI at data/processed_data/technical/in_sample/1wk/XLI.csv
2024-09-19 08:49:40,138:INFO:Processed data saved for XLB at data/processed_data/technical/in_sample/1wk/XLB.csv
in_sample/1wk:  69%|██████▉   | 18/26 [00:00<00:00, 28.61it/s]2024-09-19 08:49:40,171:INFO:Processed data saved for VIX at data/processed_data/technical/in_sample/1wk/VIX.csv
2024-09-19 08:49:40,204:INFO:Processed data saved for CURE at data/processed_data/technical/in_sample/1wk/CURE.csv
2024-09-19 08:49:40,227:INFO:Processed data saved for DUSL at data/processed_data/technical/in_sample/1wk/DUSL.csv
2024-09-19 08:49:40,259:INFO:Processed data saved for XLF at data/processed_data/technical/in_sample/1wk/XLF.csv
in_sample/1wk:  85%|████████▍ | 22/26 [00:00<00:00, 30.22it/s]2024-09-19 08:49:40,285:INFO:Processed data saved for XLY at data/processed_data/technical/in_sample/1wk/XLY.csv
2024-09-19 08:49:40,313:INFO:Processed data saved for XLK at data/processed_data/technical/in_sample/1wk/XLK.csv
2024-09-19 08:49:40,339:INFO:Processed data saved for XLC at data/processed_data/technical/in_sample/1wk/XLC.csv
2024-09-19 08:49:40,364:INFO:Processed data saved for UVXY at data/processed_data/technical/in_sample/1wk/UVXY.csv
in_sample/1wk: 100%|██████████| 26/26 [00:00<00:00, 29.97it/s]
2024-09-19 08:49:40,366:INFO:Processing 26 files in data/raw_data/in_sample/1mo
in_sample/1mo:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:40,389:INFO:Processed data saved for TQQQ at data/processed_data/technical/in_sample/1mo/TQQQ.csv
2024-09-19 08:49:40,413:INFO:Processed data saved for SOXL at data/processed_data/technical/in_sample/1mo/SOXL.csv
2024-09-19 08:49:40,437:INFO:Processed data saved for FAS at data/processed_data/technical/in_sample/1mo/FAS.csv
2024-09-19 08:49:40,462:INFO:Processed data saved for SIJ at data/processed_data/technical/in_sample/1mo/SIJ.csv
2024-09-19 08:49:40,483:INFO:Processed data saved for XLV at data/processed_data/technical/in_sample/1mo/XLV.csv
in_sample/1mo:  19%|█▉        | 5/26 [00:00<00:00, 42.98it/s]2024-09-19 08:49:40,506:INFO:Processed data saved for ERX at data/processed_data/technical/in_sample/1mo/ERX.csv
2024-09-19 08:49:40,528:INFO:Processed data saved for SOXS at data/processed_data/technical/in_sample/1mo/SOXS.csv
2024-09-19 08:49:40,550:INFO:Processed data saved for XLE at data/processed_data/technical/in_sample/1mo/XLE.csv
2024-09-19 08:49:40,574:INFO:Processed data saved for UPW at data/processed_data/technical/in_sample/1mo/UPW.csv
2024-09-19 08:49:40,598:INFO:Processed data saved for RETL at data/processed_data/technical/in_sample/1mo/RETL.csv
in_sample/1mo:  38%|███▊      | 10/26 [00:00<00:00, 43.24it/s]2024-09-19 08:49:40,618:INFO:Processed data saved for XRT at data/processed_data/technical/in_sample/1mo/XRT.csv
2024-09-19 08:49:40,638:INFO:Processed data saved for XTL at data/processed_data/technical/in_sample/1mo/XTL.csv
2024-09-19 08:49:40,661:INFO:Processed data saved for XLU at data/processed_data/technical/in_sample/1mo/XLU.csv
2024-09-19 08:49:40,686:INFO:Processed data saved for UPRO at data/processed_data/technical/in_sample/1mo/UPRO.csv
2024-09-19 08:49:40,706:INFO:Processed data saved for FAZ at data/processed_data/technical/in_sample/1mo/FAZ.csv
in_sample/1mo:  58%|█████▊    | 15/26 [00:00<00:00, 44.69it/s]2024-09-19 08:49:40,727:INFO:Processed data saved for ERY at data/processed_data/technical/in_sample/1mo/ERY.csv
2024-09-19 08:49:40,749:INFO:Processed data saved for XLI at data/processed_data/technical/in_sample/1mo/XLI.csv
2024-09-19 08:49:40,772:INFO:Processed data saved for XLB at data/processed_data/technical/in_sample/1mo/XLB.csv
2024-09-19 08:49:40,794:INFO:Processed data saved for VIX at data/processed_data/technical/in_sample/1mo/VIX.csv
2024-09-19 08:49:40,817:INFO:Processed data saved for CURE at data/processed_data/technical/in_sample/1mo/CURE.csv
in_sample/1mo:  77%|███████▋  | 20/26 [00:00<00:00, 44.77it/s]2024-09-19 08:49:40,830:ERROR:Error processing data/raw_data/in_sample/1mo/DUSL.csv: unsupported operand type(s) for -: 'float' and 'NoneType'
2024-09-19 08:49:40,852:INFO:Processed data saved for XLF at data/processed_data/technical/in_sample/1mo/XLF.csv
2024-09-19 08:49:40,876:INFO:Processed data saved for XLY at data/processed_data/technical/in_sample/1mo/XLY.csv
2024-09-19 08:49:40,895:INFO:Processed data saved for XLK at data/processed_data/technical/in_sample/1mo/XLK.csv
2024-09-19 08:49:40,907:ERROR:Error processing data/raw_data/in_sample/1mo/XLC.csv: 'NoneType' object is not subscriptable
2024-09-19 08:49:40,934:INFO:Processed data saved for UVXY at data/processed_data/technical/in_sample/1mo/UVXY.csv
in_sample/1mo: 100%|██████████| 26/26 [00:00<00:00, 45.81it/s]
2024-09-19 08:49:40,937:INFO:Processing 26 files in data/raw_data/out_sample/1d
out_sample/1d:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:40,978:INFO:Processed data saved for TQQQ at data/processed_data/technical/out_sample/1d/TQQQ.csv
2024-09-19 08:49:41,018:INFO:Processed data saved for SOXL at data/processed_data/technical/out_sample/1d/SOXL.csv
2024-09-19 08:49:41,056:INFO:Processed data saved for FAS at data/processed_data/technical/out_sample/1d/FAS.csv
out_sample/1d:  12%|█▏        | 3/26 [00:00<00:00, 25.08it/s]2024-09-19 08:49:41,101:INFO:Processed data saved for SIJ at data/processed_data/technical/out_sample/1d/SIJ.csv
2024-09-19 08:49:41,141:INFO:Processed data saved for XLV at data/processed_data/technical/out_sample/1d/XLV.csv
2024-09-19 08:49:41,178:INFO:Processed data saved for ERX at data/processed_data/technical/out_sample/1d/ERX.csv
out_sample/1d:  23%|██▎       | 6/26 [00:00<00:00, 24.78it/s]2024-09-19 08:49:41,213:INFO:Processed data saved for SOXS at data/processed_data/technical/out_sample/1d/SOXS.csv
2024-09-19 08:49:41,250:INFO:Processed data saved for XLE at data/processed_data/technical/out_sample/1d/XLE.csv
2024-09-19 08:49:41,297:INFO:Processed data saved for UPW at data/processed_data/technical/out_sample/1d/UPW.csv
out_sample/1d:  35%|███▍      | 9/26 [00:00<00:00, 24.88it/s]2024-09-19 08:49:41,339:INFO:Processed data saved for RETL at data/processed_data/technical/out_sample/1d/RETL.csv
2024-09-19 08:49:41,382:INFO:Processed data saved for XRT at data/processed_data/technical/out_sample/1d/XRT.csv
2024-09-19 08:49:41,425:INFO:Processed data saved for XTL at data/processed_data/technical/out_sample/1d/XTL.csv
out_sample/1d:  46%|████▌     | 12/26 [00:00<00:00, 24.34it/s]2024-09-19 08:49:41,465:INFO:Processed data saved for XLU at data/processed_data/technical/out_sample/1d/XLU.csv
2024-09-19 08:49:41,512:INFO:Processed data saved for UPRO at data/processed_data/technical/out_sample/1d/UPRO.csv
2024-09-19 08:49:41,552:INFO:Processed data saved for FAZ at data/processed_data/technical/out_sample/1d/FAZ.csv
out_sample/1d:  58%|█████▊    | 15/26 [00:00<00:00, 24.12it/s]2024-09-19 08:49:41,590:INFO:Processed data saved for ERY at data/processed_data/technical/out_sample/1d/ERY.csv
2024-09-19 08:49:41,631:INFO:Processed data saved for XLI at data/processed_data/technical/out_sample/1d/XLI.csv
2024-09-19 08:49:41,678:INFO:Processed data saved for XLB at data/processed_data/technical/out_sample/1d/XLB.csv
out_sample/1d:  69%|██████▉   | 18/26 [00:00<00:00, 23.99it/s]2024-09-19 08:49:41,723:INFO:Processed data saved for VIX at data/processed_data/technical/out_sample/1d/VIX.csv
2024-09-19 08:49:41,765:INFO:Processed data saved for CURE at data/processed_data/technical/out_sample/1d/CURE.csv
2024-09-19 08:49:41,812:INFO:Processed data saved for DUSL at data/processed_data/technical/out_sample/1d/DUSL.csv
out_sample/1d:  81%|████████  | 21/26 [00:00<00:00, 23.48it/s]2024-09-19 08:49:41,858:INFO:Processed data saved for XLF at data/processed_data/technical/out_sample/1d/XLF.csv
2024-09-19 08:49:41,901:INFO:Processed data saved for XLY at data/processed_data/technical/out_sample/1d/XLY.csv
2024-09-19 08:49:41,943:INFO:Processed data saved for XLK at data/processed_data/technical/out_sample/1d/XLK.csv
out_sample/1d:  92%|█████████▏| 24/26 [00:01<00:00, 23.29it/s]2024-09-19 08:49:41,990:INFO:Processed data saved for XLC at data/processed_data/technical/out_sample/1d/XLC.csv
2024-09-19 08:49:42,032:INFO:Processed data saved for UVXY at data/processed_data/technical/out_sample/1d/UVXY.csv
out_sample/1d: 100%|██████████| 26/26 [00:01<00:00, 23.71it/s]
2024-09-19 08:49:42,036:INFO:Processing 26 files in data/raw_data/out_sample/1wk
out_sample/1wk:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:42,065:INFO:Processed data saved for TQQQ at data/processed_data/technical/out_sample/1wk/TQQQ.csv
2024-09-19 08:49:42,095:INFO:Processed data saved for SOXL at data/processed_data/technical/out_sample/1wk/SOXL.csv
2024-09-19 08:49:42,124:INFO:Processed data saved for FAS at data/processed_data/technical/out_sample/1wk/FAS.csv
2024-09-19 08:49:42,152:INFO:Processed data saved for SIJ at data/processed_data/technical/out_sample/1wk/SIJ.csv
out_sample/1wk:  15%|█▌        | 4/26 [00:00<00:00, 34.89it/s]2024-09-19 08:49:42,181:INFO:Processed data saved for XLV at data/processed_data/technical/out_sample/1wk/XLV.csv
2024-09-19 08:49:42,209:INFO:Processed data saved for ERX at data/processed_data/technical/out_sample/1wk/ERX.csv
2024-09-19 08:49:42,239:INFO:Processed data saved for SOXS at data/processed_data/technical/out_sample/1wk/SOXS.csv
2024-09-19 08:49:42,270:INFO:Processed data saved for XLE at data/processed_data/technical/out_sample/1wk/XLE.csv
out_sample/1wk:  31%|███       | 8/26 [00:00<00:00, 34.35it/s]2024-09-19 08:49:42,308:INFO:Processed data saved for UPW at data/processed_data/technical/out_sample/1wk/UPW.csv
2024-09-19 08:49:42,337:INFO:Processed data saved for RETL at data/processed_data/technical/out_sample/1wk/RETL.csv
2024-09-19 08:49:42,365:INFO:Processed data saved for XRT at data/processed_data/technical/out_sample/1wk/XRT.csv
2024-09-19 08:49:42,393:INFO:Processed data saved for XTL at data/processed_data/technical/out_sample/1wk/XTL.csv
out_sample/1wk:  46%|████▌     | 12/26 [00:00<00:00, 33.41it/s]2024-09-19 08:49:42,421:INFO:Processed data saved for XLU at data/processed_data/technical/out_sample/1wk/XLU.csv
2024-09-19 08:49:42,455:INFO:Processed data saved for UPRO at data/processed_data/technical/out_sample/1wk/UPRO.csv
2024-09-19 08:49:42,482:INFO:Processed data saved for FAZ at data/processed_data/technical/out_sample/1wk/FAZ.csv
2024-09-19 08:49:42,509:INFO:Processed data saved for ERY at data/processed_data/technical/out_sample/1wk/ERY.csv
out_sample/1wk:  62%|██████▏   | 16/26 [00:00<00:00, 33.85it/s]2024-09-19 08:49:42,537:INFO:Processed data saved for XLI at data/processed_data/technical/out_sample/1wk/XLI.csv
2024-09-19 08:49:42,565:INFO:Processed data saved for XLB at data/processed_data/technical/out_sample/1wk/XLB.csv
2024-09-19 08:49:42,595:INFO:Processed data saved for VIX at data/processed_data/technical/out_sample/1wk/VIX.csv
2024-09-19 08:49:42,646:INFO:Processed data saved for CURE at data/processed_data/technical/out_sample/1wk/CURE.csv
out_sample/1wk:  77%|███████▋  | 20/26 [00:00<00:00, 32.00it/s]2024-09-19 08:49:42,683:INFO:Processed data saved for DUSL at data/processed_data/technical/out_sample/1wk/DUSL.csv
2024-09-19 08:49:42,717:INFO:Processed data saved for XLF at data/processed_data/technical/out_sample/1wk/XLF.csv
2024-09-19 08:49:42,774:INFO:Processed data saved for XLY at data/processed_data/technical/out_sample/1wk/XLY.csv
2024-09-19 08:49:42,826:INFO:Processed data saved for XLK at data/processed_data/technical/out_sample/1wk/XLK.csv
out_sample/1wk:  92%|█████████▏| 24/26 [00:00<00:00, 27.72it/s]2024-09-19 08:49:42,898:INFO:Processed data saved for XLC at data/processed_data/technical/out_sample/1wk/XLC.csv
2024-09-19 08:49:42,950:INFO:Processed data saved for UVXY at data/processed_data/technical/out_sample/1wk/UVXY.csv
out_sample/1wk: 100%|██████████| 26/26 [00:00<00:00, 28.44it/s]
2024-09-19 08:49:42,960:INFO:Processing 26 files in data/raw_data/out_sample/1mo
out_sample/1mo:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:43,004:INFO:Processed data saved for TQQQ at data/processed_data/technical/out_sample/1mo/TQQQ.csv
2024-09-19 08:49:43,046:INFO:Processed data saved for SOXL at data/processed_data/technical/out_sample/1mo/SOXL.csv
2024-09-19 08:49:43,088:INFO:Processed data saved for FAS at data/processed_data/technical/out_sample/1mo/FAS.csv
out_sample/1mo:  12%|█▏        | 3/26 [00:00<00:00, 23.53it/s]2024-09-19 08:49:43,136:INFO:Processed data saved for SIJ at data/processed_data/technical/out_sample/1mo/SIJ.csv
2024-09-19 08:49:43,161:INFO:Processed data saved for XLV at data/processed_data/technical/out_sample/1mo/XLV.csv
2024-09-19 08:49:43,185:INFO:Processed data saved for ERX at data/processed_data/technical/out_sample/1mo/ERX.csv
2024-09-19 08:49:43,221:INFO:Processed data saved for SOXS at data/processed_data/technical/out_sample/1mo/SOXS.csv
out_sample/1mo:  27%|██▋       | 7/26 [00:00<00:00, 27.80it/s]2024-09-19 08:49:43,252:INFO:Processed data saved for XLE at data/processed_data/technical/out_sample/1mo/XLE.csv
2024-09-19 08:49:43,275:INFO:Processed data saved for UPW at data/processed_data/technical/out_sample/1mo/UPW.csv
2024-09-19 08:49:43,295:INFO:Processed data saved for RETL at data/processed_data/technical/out_sample/1mo/RETL.csv
2024-09-19 08:49:43,316:INFO:Processed data saved for XRT at data/processed_data/technical/out_sample/1mo/XRT.csv
2024-09-19 08:49:43,349:INFO:Processed data saved for XTL at data/processed_data/technical/out_sample/1mo/XTL.csv
out_sample/1mo:  46%|████▌     | 12/26 [00:00<00:00, 32.81it/s]2024-09-19 08:49:43,398:INFO:Processed data saved for XLU at data/processed_data/technical/out_sample/1mo/XLU.csv
2024-09-19 08:49:43,438:INFO:Processed data saved for UPRO at data/processed_data/technical/out_sample/1mo/UPRO.csv
2024-09-19 08:49:43,484:INFO:Processed data saved for FAZ at data/processed_data/technical/out_sample/1mo/FAZ.csv
2024-09-19 08:49:43,522:INFO:Processed data saved for ERY at data/processed_data/technical/out_sample/1mo/ERY.csv
out_sample/1mo:  62%|██████▏   | 16/26 [00:00<00:00, 28.33it/s]2024-09-19 08:49:43,547:INFO:Processed data saved for XLI at data/processed_data/technical/out_sample/1mo/XLI.csv
2024-09-19 08:49:43,579:INFO:Processed data saved for XLB at data/processed_data/technical/out_sample/1mo/XLB.csv
2024-09-19 08:49:43,617:INFO:Processed data saved for VIX at data/processed_data/technical/out_sample/1mo/VIX.csv
2024-09-19 08:49:43,656:INFO:Processed data saved for CURE at data/processed_data/technical/out_sample/1mo/CURE.csv
out_sample/1mo:  77%|███████▋  | 20/26 [00:00<00:00, 28.81it/s]2024-09-19 08:49:43,691:INFO:Processed data saved for DUSL at data/processed_data/technical/out_sample/1mo/DUSL.csv
2024-09-19 08:49:43,713:INFO:Processed data saved for XLF at data/processed_data/technical/out_sample/1mo/XLF.csv
2024-09-19 08:49:43,738:INFO:Processed data saved for XLY at data/processed_data/technical/out_sample/1mo/XLY.csv
2024-09-19 08:49:43,768:INFO:Processed data saved for XLK at data/processed_data/technical/out_sample/1mo/XLK.csv
out_sample/1mo:  92%|█████████▏| 24/26 [00:00<00:00, 30.82it/s]2024-09-19 08:49:43,799:INFO:Processed data saved for XLC at data/processed_data/technical/out_sample/1mo/XLC.csv
2024-09-19 08:49:43,819:INFO:Processed data saved for UVXY at data/processed_data/technical/out_sample/1mo/UVXY.csv
out_sample/1mo: 100%|██████████| 26/26 [00:00<00:00, 30.40it/s]
2024-09-19 08:49:43,821:INFO:Validating processed data.
Validating in_sample/1d:   0%|          | 0/32 [00:00<?, ?it/s]2024-09-19 08:49:43,842:WARNING:Missing values detected in FNGU data.
2024-09-19 08:49:43,875:WARNING:Missing values detected in TQQQ data.
2024-09-19 08:49:43,898:WARNING:Missing values detected in SDP data.
2024-09-19 08:49:43,918:WARNING:Missing values detected in SOXL data.
2024-09-19 08:49:43,939:WARNING:Missing values detected in FAS data.
Validating in_sample/1d:  16%|█▌        | 5/32 [00:00<00:00, 42.55it/s]2024-09-19 08:49:43,961:WARNING:Missing values detected in SIJ data.
2024-09-19 08:49:43,981:WARNING:Missing values detected in XLV data.
2024-09-19 08:49:44,002:WARNING:Missing values detected in ERX data.
2024-09-19 08:49:44,025:WARNING:Missing values detected in SOXS data.
2024-09-19 08:49:44,045:WARNING:Missing values detected in XLE data.
Validating in_sample/1d:  31%|███▏      | 10/32 [00:00<00:00, 45.16it/s]2024-09-19 08:49:44,068:WARNING:Missing values detected in UYM data.
2024-09-19 08:49:44,093:WARNING:Missing values detected in UPW data.
2024-09-19 08:49:44,117:WARNING:Missing values detected in RETL data.
2024-09-19 08:49:44,136:WARNING:Missing values detected in XRT data.
2024-09-19 08:49:44,154:WARNING:Missing values detected in XTL data.
Validating in_sample/1d:  47%|████▋     | 15/32 [00:00<00:00, 45.37it/s]2024-09-19 08:49:44,171:WARNING:Missing values detected in XLU data.
2024-09-19 08:49:44,191:WARNING:Missing values detected in UPRO data.
2024-09-19 08:49:44,209:WARNING:Missing values detected in FAZ data.
2024-09-19 08:49:44,226:WARNING:Missing values detected in ERY data.
2024-09-19 08:49:44,244:WARNING:Missing values detected in XLI data.
2024-09-19 08:49:44,261:WARNING:Missing values detected in XLB data.
Validating in_sample/1d:  66%|██████▌   | 21/32 [00:00<00:00, 49.58it/s]2024-09-19 08:49:44,286:WARNING:Missing values detected in SMN data.
2024-09-19 08:49:44,309:WARNING:Missing values detected in VIX data.
2024-09-19 08:49:44,337:WARNING:Missing values detected in SCC data.
2024-09-19 08:49:44,354:WARNING:Missing values detected in CURE data.
2024-09-19 08:49:44,366:WARNING:Missing values detected in DUSL data.
Validating in_sample/1d:  81%|████████▏ | 26/32 [00:00<00:00, 48.52it/s]2024-09-19 08:49:44,388:WARNING:Missing values detected in XLF data.
2024-09-19 08:49:44,406:WARNING:Missing values detected in XLY data.
2024-09-19 08:49:44,422:WARNING:Missing values detected in FNGD data.
2024-09-19 08:49:44,438:WARNING:Missing values detected in XLK data.
2024-09-19 08:49:44,448:WARNING:Missing values detected in XLC data.
2024-09-19 08:49:44,465:WARNING:Missing values detected in UVXY data.
Validating in_sample/1d: 100%|██████████| 32/32 [00:00<00:00, 49.66it/s]
Validating in_sample/1wk:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:44,480:WARNING:Missing values detected in TQQQ data.
2024-09-19 08:49:44,489:WARNING:Missing values detected in SOXL data.
2024-09-19 08:49:44,498:WARNING:Missing values detected in FAS data.
2024-09-19 08:49:44,506:WARNING:Missing values detected in SIJ data.
2024-09-19 08:49:44,515:WARNING:Missing values detected in XLV data.
2024-09-19 08:49:44,525:WARNING:Missing values detected in ERX data.
2024-09-19 08:49:44,537:WARNING:Missing values detected in SOXS data.
2024-09-19 08:49:44,549:WARNING:Missing values detected in XLE data.
2024-09-19 08:49:44,559:WARNING:Missing values detected in UPW data.
2024-09-19 08:49:44,568:WARNING:Missing values detected in RETL data.
2024-09-19 08:49:44,576:WARNING:Missing values detected in XRT data.
Validating in_sample/1wk:  42%|████▏     | 11/26 [00:00<00:00, 103.19it/s]2024-09-19 08:49:44,588:WARNING:Missing values detected in XTL data.
2024-09-19 08:49:44,598:WARNING:Missing values detected in XLU data.
2024-09-19 08:49:44,608:WARNING:Missing values detected in UPRO data.
2024-09-19 08:49:44,615:WARNING:Missing values detected in FAZ data.
2024-09-19 08:49:44,624:WARNING:Missing values detected in ERY data.
2024-09-19 08:49:44,630:WARNING:Missing values detected in XLI data.
2024-09-19 08:49:44,637:WARNING:Missing values detected in XLB data.
2024-09-19 08:49:44,646:WARNING:Missing values detected in VIX data.
2024-09-19 08:49:44,656:WARNING:Missing values detected in CURE data.
2024-09-19 08:49:44,665:WARNING:Missing values detected in DUSL data.
2024-09-19 08:49:44,674:WARNING:Missing values detected in XLF data.
2024-09-19 08:49:44,683:WARNING:Missing values detected in XLY data.
Validating in_sample/1wk:  88%|████████▊ | 23/26 [00:00<00:00, 109.81it/s]2024-09-19 08:49:44,693:WARNING:Missing values detected in XLK data.
2024-09-19 08:49:44,699:WARNING:Missing values detected in XLC data.
2024-09-19 08:49:44,706:WARNING:Missing values detected in UVXY data.
Validating in_sample/1wk: 100%|██████████| 26/26 [00:00<00:00, 110.94it/s]
Validating in_sample/1mo:   0%|          | 0/24 [00:00<?, ?it/s]2024-09-19 08:49:44,716:WARNING:Missing values detected in TQQQ data.
2024-09-19 08:49:44,723:WARNING:Missing values detected in SOXL data.
2024-09-19 08:49:44,731:WARNING:Missing values detected in FAS data.
2024-09-19 08:49:44,737:WARNING:Missing values detected in SIJ data.
2024-09-19 08:49:44,745:WARNING:Missing values detected in XLV data.
2024-09-19 08:49:44,752:WARNING:Missing values detected in ERX data.
2024-09-19 08:49:44,758:WARNING:Missing values detected in SOXS data.
2024-09-19 08:49:44,765:WARNING:Missing values detected in XLE data.
2024-09-19 08:49:44,770:WARNING:Missing values detected in UPW data.
2024-09-19 08:49:44,776:WARNING:Missing values detected in RETL data.
2024-09-19 08:49:44,781:WARNING:Missing values detected in XRT data.
2024-09-19 08:49:44,787:WARNING:Missing values detected in XTL data.
2024-09-19 08:49:44,793:WARNING:Missing values detected in XLU data.
2024-09-19 08:49:44,799:WARNING:Missing values detected in UPRO data.
2024-09-19 08:49:44,806:WARNING:Missing values detected in FAZ data.
2024-09-19 08:49:44,814:WARNING:Missing values detected in ERY data.
Validating in_sample/1mo:  67%|██████▋   | 16/24 [00:00<00:00, 149.25it/s]2024-09-19 08:49:44,822:WARNING:Missing values detected in XLI data.
2024-09-19 08:49:44,831:WARNING:Missing values detected in XLB data.
2024-09-19 08:49:44,841:WARNING:Missing values detected in VIX data.
2024-09-19 08:49:44,851:WARNING:Missing values detected in CURE data.
2024-09-19 08:49:44,858:WARNING:Missing values detected in XLF data.
2024-09-19 08:49:44,865:WARNING:Missing values detected in XLY data.
2024-09-19 08:49:44,871:WARNING:Missing values detected in XLK data.
2024-09-19 08:49:44,878:WARNING:Missing values detected in UVXY data.
Validating in_sample/1mo: 100%|██████████| 24/24 [00:00<00:00, 141.18it/s]
Validating out_sample/1d:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:44,892:WARNING:Missing values detected in TQQQ data.
2024-09-19 08:49:44,904:WARNING:Missing values detected in SOXL data.
2024-09-19 08:49:44,917:WARNING:Missing values detected in FAS data.
2024-09-19 08:49:44,929:WARNING:Missing values detected in SIJ data.
2024-09-19 08:49:44,942:WARNING:Missing values detected in XLV data.
2024-09-19 08:49:44,955:WARNING:Missing values detected in ERX data.
2024-09-19 08:49:44,968:WARNING:Missing values detected in SOXS data.
2024-09-19 08:49:44,982:WARNING:Missing values detected in XLE data.
Validating out_sample/1d:  31%|███       | 8/26 [00:00<00:00, 78.60it/s]2024-09-19 08:49:44,998:WARNING:Missing values detected in UPW data.
2024-09-19 08:49:45,013:WARNING:Missing values detected in RETL data.
2024-09-19 08:49:45,031:WARNING:Missing values detected in XRT data.
2024-09-19 08:49:45,044:WARNING:Missing values detected in XTL data.
2024-09-19 08:49:45,058:WARNING:Missing values detected in XLU data.
2024-09-19 08:49:45,073:WARNING:Missing values detected in UPRO data.
2024-09-19 08:49:45,091:WARNING:Missing values detected in FAZ data.
2024-09-19 08:49:45,106:WARNING:Missing values detected in ERY data.
Validating out_sample/1d:  62%|██████▏   | 16/26 [00:00<00:00, 69.46it/s]2024-09-19 08:49:45,119:WARNING:Missing values detected in XLI data.
2024-09-19 08:49:45,135:WARNING:Missing values detected in XLB data.
2024-09-19 08:49:45,150:WARNING:Missing values detected in VIX data.
2024-09-19 08:49:45,165:WARNING:Missing values detected in CURE data.
2024-09-19 08:49:45,180:WARNING:Missing values detected in DUSL data.
2024-09-19 08:49:45,196:WARNING:Missing values detected in XLF data.
2024-09-19 08:49:45,210:WARNING:Missing values detected in XLY data.
2024-09-19 08:49:45,223:WARNING:Missing values detected in XLK data.
Validating out_sample/1d:  92%|█████████▏| 24/26 [00:00<00:00, 68.80it/s]2024-09-19 08:49:45,236:WARNING:Missing values detected in XLC data.
2024-09-19 08:49:45,249:WARNING:Missing values detected in UVXY data.
Validating out_sample/1d: 100%|██████████| 26/26 [00:00<00:00, 70.49it/s]
Validating out_sample/1wk:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:45,258:WARNING:Missing values detected in TQQQ data.
2024-09-19 08:49:45,264:WARNING:Missing values detected in SOXL data.
2024-09-19 08:49:45,272:WARNING:Missing values detected in FAS data.
2024-09-19 08:49:45,281:WARNING:Missing values detected in SIJ data.
2024-09-19 08:49:45,299:WARNING:Missing values detected in XLV data.
2024-09-19 08:49:45,311:WARNING:Missing values detected in ERX data.
2024-09-19 08:49:45,320:WARNING:Missing values detected in SOXS data.
2024-09-19 08:49:45,329:WARNING:Missing values detected in XLE data.
2024-09-19 08:49:45,339:WARNING:Missing values detected in UPW data.
2024-09-19 08:49:45,347:WARNING:Missing values detected in RETL data.
2024-09-19 08:49:45,355:WARNING:Missing values detected in XRT data.
Validating out_sample/1wk:  42%|████▏     | 11/26 [00:00<00:00, 105.86it/s]2024-09-19 08:49:45,363:WARNING:Missing values detected in XTL data.
2024-09-19 08:49:45,370:WARNING:Missing values detected in XLU data.
2024-09-19 08:49:45,377:WARNING:Missing values detected in UPRO data.
2024-09-19 08:49:45,383:WARNING:Missing values detected in FAZ data.
2024-09-19 08:49:45,391:WARNING:Missing values detected in ERY data.
2024-09-19 08:49:45,399:WARNING:Missing values detected in XLI data.
2024-09-19 08:49:45,406:WARNING:Missing values detected in XLB data.
2024-09-19 08:49:45,412:WARNING:Missing values detected in VIX data.
2024-09-19 08:49:45,420:WARNING:Missing values detected in CURE data.
2024-09-19 08:49:45,426:WARNING:Missing values detected in DUSL data.
2024-09-19 08:49:45,432:WARNING:Missing values detected in XLF data.
2024-09-19 08:49:45,439:WARNING:Missing values detected in XLY data.
2024-09-19 08:49:45,447:WARNING:Missing values detected in XLK data.
2024-09-19 08:49:45,456:WARNING:Missing values detected in XLC data.
Validating out_sample/1wk:  96%|█████████▌| 25/26 [00:00<00:00, 124.70it/s]2024-09-19 08:49:45,468:WARNING:Missing values detected in UVXY data.
Validating out_sample/1wk: 100%|██████████| 26/26 [00:00<00:00, 120.10it/s]
Validating out_sample/1mo:   0%|          | 0/26 [00:00<?, ?it/s]2024-09-19 08:49:45,480:WARNING:Missing values detected in TQQQ data.
2024-09-19 08:49:45,489:WARNING:Missing values detected in SOXL data.
2024-09-19 08:49:45,499:WARNING:Missing values detected in FAS data.
2024-09-19 08:49:45,508:WARNING:Missing values detected in SIJ data.
2024-09-19 08:49:45,517:WARNING:Missing values detected in XLV data.
2024-09-19 08:49:45,524:WARNING:Missing values detected in ERX data.
2024-09-19 08:49:45,531:WARNING:Missing values detected in SOXS data.
2024-09-19 08:49:45,537:WARNING:Missing values detected in XLE data.
2024-09-19 08:49:45,544:WARNING:Missing values detected in UPW data.
2024-09-19 08:49:45,555:WARNING:Missing values detected in RETL data.
2024-09-19 08:49:45,567:WARNING:Missing values detected in XRT data.
2024-09-19 08:49:45,578:WARNING:Missing values detected in XTL data.
Validating out_sample/1mo:  46%|████▌     | 12/26 [00:00<00:00, 104.61it/s]2024-09-19 08:49:45,598:WARNING:Missing values detected in XLU data.
2024-09-19 08:49:45,609:WARNING:Missing values detected in UPRO data.
2024-09-19 08:49:45,618:WARNING:Missing values detected in FAZ data.
2024-09-19 08:49:45,628:WARNING:Missing values detected in ERY data.
2024-09-19 08:49:45,642:WARNING:Missing values detected in XLI data.
2024-09-19 08:49:45,650:WARNING:Missing values detected in XLB data.
2024-09-19 08:49:45,657:WARNING:Missing values detected in VIX data.
2024-09-19 08:49:45,664:WARNING:Missing values detected in CURE data.
2024-09-19 08:49:45,672:WARNING:Missing values detected in DUSL data.
2024-09-19 08:49:45,691:WARNING:Missing values detected in XLF data.
2024-09-19 08:49:45,708:WARNING:Missing values detected in XLY data.
Validating out_sample/1mo:  88%|████████▊ | 23/26 [00:00<00:00, 94.89it/s] 2024-09-19 08:49:45,719:WARNING:Missing values detected in XLK data.
2024-09-19 08:49:45,729:WARNING:Missing values detected in XLC data.
2024-09-19 08:49:45,737:WARNING:Missing values detected in UVXY data.
Validating out_sample/1mo: 100%|██████████| 26/26 [00:00<00:00, 97.22it/s]

"""