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ret_close float64 | ret_high float64 | ret_low float64 | rel_spread float64 | log_vol float64 | log_count float64 | iv_close float64 | iv_change float64 | fee_rate float64 | hour_sin float64 | hour_cos float64 | raw_ret_close float64 | future_ret_50m float64 | target int64 | __index_level_0__ int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1.299466 | 0.948923 | 0.320323 | -0.469254 | -0.563198 | -0.300732 | 0.044772 | 0.000191 | -0.069767 | 0.464102 | 0.614014 | 0.000852 | 0.001276 | 1 | 18,401 |
1.29836 | 1.460141 | 0.572321 | -0.474691 | -0.248822 | -0.081109 | 0.044772 | 0 | -0.069767 | 0.464102 | 0.614014 | 0.000851 | 0.0017 | 1 | 18,402 |
-0.324487 | -0.078316 | -0.182495 | -0.47288 | -0.00973 | 0.019055 | 0.044772 | 0 | -0.069767 | 0.464102 | 0.614014 | -0.000213 | 0.003327 | 1 | 18,403 |
0.973253 | 0.562385 | 0.698119 | -0.475597 | -0.305384 | -0.195628 | 0.041649 | -0.000286 | -0.069767 | 0.464102 | 0.614014 | 0.000638 | 0.002548 | 1 | 18,404 |
1.080664 | 0.68966 | 0.195114 | -0.481023 | -0.039766 | -0.12497 | 0.036443 | -0.000476 | -0.069767 | 0.464102 | 0.614014 | 0.000708 | 0.002546 | 1 | 18,405 |
-0.432174 | -0.462843 | -0.55874 | -0.480119 | -0.039766 | 0.099597 | 0.036443 | 0 | -0.069767 | 0.464102 | 0.614014 | -0.000283 | 0.002688 | 1 | 18,406 |
1.296154 | 1.968169 | 0.823641 | -0.484636 | 0.206775 | 0.377333 | 0.042169 | 0.000524 | -0.069767 | 0.464102 | 0.614014 | 0.00085 | 0.00198 | 1 | 18,407 |
-0.647939 | -0.207087 | -0.432462 | -0.48283 | 0.002755 | 0.108065 | 0.042169 | 0 | -0.069767 | 0.464102 | 0.614014 | -0.000425 | 0.002687 | 1 | 18,408 |
0.43199 | -0.078969 | -0.181533 | -0.483733 | -0.161689 | 0.124738 | 0.047028 | 0.000444 | -0.069767 | 0.464102 | 0.614014 | 0.000283 | 0.00311 | 1 | 18,409 |
0.431868 | 0.432472 | 0.572321 | -0.485538 | -0.311842 | -0.147837 | 0.047028 | 0 | -0.069767 | 0.249689 | 0 | 0.000283 | 0.002191 | 1 | 18,410 |
0.431746 | 1.199072 | 0.572321 | -0.487342 | -0.133521 | -0.091851 | 0.042516 | -0.000413 | -0.069767 | 0.249689 | 0 | 0.000283 | 0.002543 | 1 | 18,411 |
0.107917 | -0.20725 | 0.321285 | -0.488244 | -0.273962 | -0.50789 | 0.042516 | 0 | -0.069767 | 0.249689 | 0 | 0.000071 | 0.00219 | 1 | 18,412 |
0.215812 | 0.048389 | -4.4548 | -0.489146 | 0.002755 | 0.124738 | 0.040955 | -0.000143 | -0.069767 | 0.249689 | 0 | 0.000141 | 0.003178 | 1 | 18,413 |
1.402033 | 1.070457 | 0.195834 | -0.491848 | -0.089759 | -0.220638 | 0.040955 | 0 | -0.069767 | 0.249689 | 0 | 0.000919 | 0.002963 | 1 | 18,414 |
-1.294138 | -1.613002 | -0.932722 | -0.490047 | -0.259772 | -0.081109 | 0.035054 | -0.00054 | -0.069767 | 0.249689 | 0 | -0.000848 | 0.003953 | 1 | 18,415 |
1.725274 | 1.453473 | 0.572321 | -0.496348 | 0.083767 | 0.31478 | 0.035054 | 0 | -0.069767 | 0.249689 | 0 | 0.001131 | 0.003244 | 1 | 18,416 |
0 | -0.335467 | -0.179828 | -0.496348 | 0.047349 | -0.049722 | 0.039566 | 0.000413 | -0.069767 | 0.249689 | 0 | 0 | 0.003103 | 1 | 18,417 |
-0.754567 | -0.718546 | -0.932297 | -0.493649 | 0.006184 | 0 | 0.039566 | 0 | -0.069767 | 0.249689 | 0 | -0.000495 | 0.00402 | 1 | 18,418 |
0 | -0.463088 | -0.305652 | -0.493649 | -0.347341 | -0.147837 | 0.036963 | -0.000238 | -0.069767 | 0.249689 | 0 | 0 | 0.004302 | 1 | 18,419 |
0.323432 | 0.047847 | -0.054758 | -0.494549 | 0.189656 | 0.406866 | 0.036963 | 0 | -0.069767 | 0.249689 | 0 | 0.000212 | 0.004301 | 1 | 18,420 |
0.431136 | 0.047712 | 0.070782 | -0.496348 | -0.289495 | -0.091851 | 0.036963 | 0 | -0.069767 | 0.249689 | 0 | 0.000283 | 0.005354 | 1 | 18,421 |
1.077306 | 2.216322 | 0.32164 | -0.501739 | 0.411235 | 0.606049 | 0.028286 | -0.000794 | -0.069767 | 0.249689 | 0 | 0.000706 | 0.004508 | 1 | 18,422 |
0 | 0.68478 | 0.071277 | 5.858559 | 0.095294 | 0.028415 | 0.028286 | 0 | -0.069767 | 0.249689 | 0 | 0 | 0.004297 | 1 | 18,423 |
1.076546 | 0.68478 | 0.321817 | -0.502637 | -0.384753 | -0.081109 | 0.026551 | -0.000159 | -0.069767 | 0.249689 | 0 | 0.000706 | 0.004224 | 1 | 18,424 |
0 | -0.590844 | -0.178767 | 5.853174 | -0.598239 | -0.374202 | 0.026551 | 0 | -0.069767 | 0.249689 | 0 | 0 | 0.003943 | 1 | 18,425 |
-1.291946 | -0.973436 | -0.930173 | -0.500841 | -0.150456 | -0.060048 | 0.026551 | 0 | -0.069767 | 0.249689 | 0 | -0.000847 | 0.00493 | 1 | 18,426 |
-0.861906 | -0.335611 | -1.432986 | 5.865746 | -0.222656 | -0.049722 | 0.022213 | -0.000397 | -0.069767 | 0.249689 | 0 | -0.000565 | 0.005495 | 1 | 18,427 |
-0.215553 | -0.207792 | -0.681439 | 5.871142 | -0.409203 | -0.208035 | 0.020651 | -0.000143 | -0.069767 | 0.249689 | 0 | -0.000141 | 0.006338 | 1 | 18,428 |
-2.04927 | -0.846293 | -2.061971 | 5.887357 | -0.202041 | 0.019055 | 0.020651 | 0 | -0.069767 | 0.249689 | 0 | -0.001343 | 0.008664 | 1 | 18,429 |
-0.107933 | 0.304146 | 0.195727 | -0.487342 | -0.652588 | -0.358959 | 0.02256 | 0.000175 | -0.069767 | 0.249689 | 0 | -0.000071 | 0.007472 | 1 | 18,430 |
0.863247 | 0.432037 | 0.44679 | -0.490047 | -0.431969 | -0.159519 | 0.02256 | 0 | -0.069767 | 0.249689 | 0 | 0.000566 | 0.006344 | 1 | 18,431 |
-1.079135 | -0.335214 | -0.933787 | 5.889161 | -0.32715 | -0.060048 | 0.023254 | 0.000063 | -0.069767 | 0.249689 | 0 | -0.000707 | 0.006208 | 1 | 18,432 |
0 | 6.048498 | -0.181106 | -0.485538 | -0.456838 | -0.159519 | 0.023254 | 0 | -0.069767 | 0.249689 | 0 | 0 | 0.006348 | 1 | 18,433 |
0.539663 | 0.17648 | 0.321214 | -0.488244 | -0.649064 | -0.472317 | 0.02256 | -0.000063 | -0.069767 | 0.249689 | 0 | 0.000354 | 0.005362 | 1 | 18,434 |
-1.619562 | -0.974492 | -2.316533 | 5.89819 | -0.191958 | 0.037667 | 0.02256 | 0 | -0.069767 | 0.249689 | 0 | -0.001062 | 0.006916 | 1 | 18,435 |
0.216041 | 0.304969 | 0.446683 | -0.481927 | -0.868409 | -0.421757 | 0.033666 | 0.001016 | -0.069767 | 0.249689 | 0 | 0.000142 | 0.007617 | 1 | 18,436 |
0.863858 | 0.432761 | -0.181533 | -0.48644 | -0.451528 | -0.314896 | 0.033666 | 0 | -0.069767 | 0.249689 | 0 | 0.000566 | 0.007613 | 1 | 18,437 |
0 | -0.335033 | 0.070072 | 5.889161 | -0.972229 | -0.691024 | 0.025683 | -0.00073 | -0.069767 | 0.249689 | 0 | 0 | 0.007683 | 1 | 18,438 |
0 | 0.17648 | 0.070072 | -0.487342 | -0.523945 | -0.220638 | 0.025683 | 0 | -0.069767 | 0.249689 | 0 | 0 | 0.008175 | 1 | 18,439 |
0.863369 | 0.432182 | 0.572321 | -0.489146 | -0.314009 | -0.344 | 0.031931 | 0.000571 | -0.069767 | 0.249689 | 0 | 0.000566 | 0.00803 | 1 | 18,440 |
0 | 0.176046 | 0.321356 | -0.488244 | -0.972229 | -0.564403 | 0.031931 | 0 | -0.069767 | 0.249689 | 0 | 0 | 0.008731 | 1 | 18,441 |
-0.431624 | -0.079548 | 0.070356 | -0.487342 | -0.692585 | -0.526288 | 0.032798 | 0.000079 | -0.069767 | 0.249689 | 0 | -0.000283 | 0.008874 | 1 | 18,442 |
-0.647664 | -0.590844 | -0.934427 | -0.484636 | -0.849386 | -0.584164 | 0.032798 | 0 | -0.069767 | 0.249689 | 0 | -0.000425 | 0.009719 | 1 | 18,443 |
0.647664 | 0.688029 | 0.572321 | -0.488244 | -0.382355 | -0.344 | 0.03141 | -0.000127 | -0.069767 | 0.249689 | 0 | 0.000425 | 0.009435 | 1 | 18,444 |
0 | -0.335105 | 0.070214 | 5.889161 | -0.763453 | -0.405589 | 0.03141 | 0 | -0.069767 | 0.249689 | 0 | 0 | 0.009575 | 1 | 18,445 |
-0.323798 | 0.81527 | -0.180893 | 5.887357 | -0.631705 | -0.646554 | 0.032451 | 0.000095 | -0.069767 | 0.249689 | 0 | -0.000212 | 0.010628 | 1 | 18,446 |
0.10794 | 0.304272 | 0.446781 | -0.487342 | -0.608111 | -0.526288 | 0.032451 | 0 | -0.069767 | 0.249689 | 0 | 0.000071 | 0.010417 | 1 | 18,447 |
-0.431807 | -0.079331 | 0.070143 | -0.485538 | -0.675943 | -0.374202 | 0.032451 | 0 | -0.069767 | 0.249689 | 0 | -0.000283 | 0.009719 | 1 | 18,448 |
-0.86398 | -0.079186 | -0.809402 | -0.48283 | -0.611433 | -0.421757 | 0.034881 | 0.000222 | -0.069767 | 0.249689 | 0 | -0.000566 | 0.010846 | 1 | 18,449 |
0 | -0.334852 | -0.307331 | -0.480119 | -0.73106 | -0.714222 | 0.034881 | 0 | -0.069767 | 0.249689 | 0 | 0 | 0.010916 | 1 | 18,450 |
-1.080664 | -0.334852 | -0.684458 | -0.477407 | -0.419229 | -0.220638 | 0.051887 | 0.001556 | -0.069767 | 0.249689 | 0 | -0.000708 | 0.011554 | 1 | 18,451 |
1.944644 | 1.71341 | 0.698039 | -0.484636 | 0.342691 | 0.412644 | 0.051887 | 0 | -0.069767 | 0.249689 | 0 | 0.001275 | 0.009999 | 1 | 18,452 |
2.157813 | 2.221483 | 0.572321 | -0.494549 | -0.282203 | -0.329316 | 0.040955 | -0.001 | -0.069767 | 0.249689 | 0 | 0.001414 | 0.008725 | 1 | 18,453 |
-0.215644 | -0.463097 | -0.431041 | -0.493649 | -0.572581 | -0.344 | 0.040955 | 0 | -0.069767 | 0.249689 | 0 | -0.000141 | 0.009007 | 1 | 18,454 |
1.077915 | 0.941743 | -0.431183 | 5.867544 | -0.159949 | 0.232629 | 0.043731 | 0.000254 | -0.069767 | 0.249689 | 0 | 0.000707 | 0.007459 | 1 | 18,455 |
-0.215522 | 0.175071 | 0.321675 | 5.863948 | -1.091019 | -0.960292 | 0.043731 | 0 | -0.069767 | 0.249689 | 0 | -0.000141 | 0.0076 | 1 | 18,456 |
0.215522 | -0.335467 | -0.430616 | -0.498146 | -0.241943 | -0.113778 | 0.039393 | -0.000397 | -0.069767 | 0.249689 | 0 | 0.000141 | 0.007319 | 1 | 18,457 |
0.430953 | 0.175071 | 0.070994 | 5.862151 | -0.434545 | -0.374202 | 0.039393 | 0 | -0.069767 | 0.249689 | 0 | 0.000282 | 0.006756 | 1 | 18,458 |
1.07685 | 0.68514 | 0.822861 | -0.504431 | -0.628285 | -0.66848 | 0.037484 | -0.000175 | -0.069767 | 0.249689 | 0 | 0.000706 | 0.005769 | 1 | 18,459 |
-0.969131 | -0.335755 | -0.554749 | 5.860355 | -0.390786 | 0.028415 | 0.037484 | 0 | -0.069767 | 0.249689 | 0 | -0.000635 | 0.007456 | 1 | 18,460 |
0.969131 | 1.577641 | 0.697586 | -0.503534 | -0.591735 | -0.233443 | 0.038872 | 0.000127 | -0.069767 | 0.249689 | 0 | 0.000635 | 0.006751 | 1 | 18,461 |
-0.430649 | -0.590844 | -0.429483 | 5.854968 | -0.462189 | -0.18341 | 0.038872 | 0 | -0.069767 | 0.249689 | 0 | -0.000282 | 0.006473 | 1 | 18,462 |
1.721866 | 1.449435 | 0.572321 | -0.508018 | -0.126033 | -0.070509 | 0.038872 | 0 | -0.069767 | 0.249689 | 0 | 0.001129 | 0.005344 | 1 | 18,463 |
1.07518 | 0.683162 | 0.322135 | -0.514283 | -0.769698 | -0.625212 | 0.038872 | 0 | -0.069767 | 0.249689 | 0 | 0.000705 | 0.004429 | 1 | 18,464 |
0.214945 | 0.173129 | -0.177814 | 5.831679 | 0.06454 | 0.172768 | 0.040955 | 0.00019 | -0.069767 | 0.249689 | 0 | 0.000141 | 0.004288 | 1 | 18,465 |
0.644654 | 0.427571 | 0.572321 | -0.516965 | -0.23999 | -0.273134 | 0.040955 | 0 | -0.069767 | 0.249689 | 0 | 0.000423 | 0.004076 | 1 | 18,466 |
-0.214854 | -0.590844 | 0.072548 | -0.516965 | -0.747067 | -0.691024 | 0.040434 | -0.000048 | -0.069767 | 0.249689 | 0 | -0.000141 | 0.004917 | 1 | 18,467 |
0.644472 | 0.681727 | 0.572321 | -0.519644 | 0.226476 | 0.019055 | 0.040434 | 0 | -0.069767 | 0.249689 | 0 | 0.000422 | 0.004355 | 1 | 18,468 |
0.429497 | -0.081923 | 0.572321 | -0.520537 | -0.230306 | -0.438258 | 0.041128 | 0.000063 | -0.069767 | 0.249689 | 0 | 0.000282 | 0.003372 | 1 | 18,469 |
0.322043 | -0.209247 | -0.17697 | -0.522321 | 0.241747 | 0.108065 | 0.041128 | 0 | -0.069767 | 0 | -0.385986 | 0.000211 | 0.003021 | 1 | 18,470 |
2.038031 | 1.824066 | -0.051934 | -0.530339 | 0.266631 | -0.147837 | 0.047202 | 0.000556 | -0.069767 | 0 | -0.385986 | 0.001336 | 0.001685 | 1 | 18,471 |
-0.214401 | -0.33683 | -0.175811 | -0.530339 | 0.36426 | 0.132946 | 0.047202 | 0 | -0.069767 | 0 | -0.385986 | -0.000141 | 0.002457 | 1 | 18,472 |
-0.321659 | 0.171197 | 0.073531 | 5.803131 | -0.580497 | -0.545119 | 0.04564 | -0.000143 | -0.069767 | 0 | -0.385986 | -0.000211 | 0.002457 | 1 | 18,473 |
0.964773 | 1.060186 | 0.44761 | -0.532118 | -0.362298 | -0.389742 | 0.04564 | 0 | -0.069767 | 0 | -0.385986 | 0.000632 | 0.001755 | 1 | 18,474 |
-0.428712 | -0.336902 | 0.073742 | -0.531229 | -0.586897 | -0.489906 | 0.045987 | 0.000032 | -0.069767 | 0 | -0.385986 | -0.000281 | 0.001264 | 1 | 18,475 |
0.214371 | 1.186501 | 0.322979 | -0.532118 | -0.553941 | -0.12497 | 0.045987 | 0 | -0.069767 | 0 | -0.385986 | 0.000141 | 0.00007 | 1 | 18,476 |
0 | -0.590844 | -0.175706 | -0.532118 | -0.858833 | -0.714222 | 0.045987 | 0 | -0.069767 | 0 | -0.385986 | 0 | 0.000421 | 1 | 18,477 |
1.071405 | 1.43998 | 0.821593 | 5.78713 | -0.415452 | 0.164961 | 0.019089 | -0.002461 | -0.069767 | 0 | -0.385986 | 0.000702 | -0.000281 | 0 | 18,478 |
1.498704 | 1.185005 | 1.319508 | 5.776485 | -0.585291 | -0.455106 | 0.019089 | 0 | -0.069767 | 0 | -0.385986 | 0.000982 | -0.001755 | 0 | 18,479 |
-1.927176 | -0.84443 | -1.793522 | -0.533896 | -0.900478 | -0.625212 | -0.009197 | -0.002588 | -0.069767 | 0 | -0.385986 | -0.001263 | 0 | 0 | 18,480 |
-0.857305 | 0.170661 | -0.67404 | 5.797793 | -0.636867 | -0.246456 | -0.009197 | 0 | -0.069767 | 0 | -0.385986 | -0.000562 | 0.001404 | 1 | 18,481 |
-1.286861 | -0.33683 | -0.924259 | -0.524996 | -0.638597 | -0.344 | -0.001388 | 0.000714 | -0.069767 | 0 | -0.385986 | -0.000844 | 0.002949 | 1 | 18,482 |
0.214552 | 0.171732 | -1.175286 | 5.808474 | -0.70581 | -0.220638 | -0.001388 | 0 | -0.069767 | 0 | -0.385986 | 0.000141 | 0.002668 | 1 | 18,483 |
-0.965723 | -0.590844 | -3.674259 | -0.522321 | -0.815065 | -0.869599 | -0.003818 | -0.000222 | -0.069767 | 0 | -0.385986 | -0.000633 | 0.003652 | 1 | 18,484 |
0.75117 | 1.061811 | 0.197794 | -0.524996 | -0.423027 | 0.046813 | -0.003818 | 0 | -0.069767 | 0 | -0.385986 | 0.000492 | 0.00316 | 1 | 18,485 |
1.286861 | 1.188 | 0.821839 | -0.531229 | -1.29855 | -1.027019 | 0.002777 | 0.000603 | -0.069767 | 0 | -0.385986 | 0.000844 | 0.002666 | 1 | 18,486 |
0.857305 | 0.424996 | 0.322979 | 5.792459 | -0.900478 | -0.762738 | 0.002777 | 0 | -0.069767 | 0 | -0.385986 | 0.000562 | 0.002385 | 1 | 18,487 |
0.107129 | 0.170661 | 0.572321 | -0.534784 | -0.575737 | -0.438258 | 0.00243 | -0.000032 | -0.069767 | 0 | -0.385986 | 0.00007 | 0.002315 | 1 | 18,488 |
0.749694 | 0.297485 | -0.050706 | 5.788906 | -0.586897 | -0.233443 | 0.00243 | 0 | -0.069767 | 0 | -0.385986 | 0.000491 | 0.001543 | 1 | 18,489 |
0.642302 | 1.944837 | 0.198715 | -0.540998 | -0.034669 | 0.334064 | 0.009892 | 0.000683 | -0.069767 | 0 | -0.385986 | 0.000421 | 0.000982 | 1 | 18,490 |
1.069902 | 0.803634 | 0.074371 | -0.545428 | -0.537283 | -0.389742 | 0.009892 | 0 | -0.069767 | 0 | -0.385986 | 0.000701 | 0.000561 | 1 | 18,491 |
-0.21392 | -0.083992 | 0.323538 | -0.543657 | -0.661478 | -0.714222 | 0.013709 | 0.000349 | -0.069767 | 0 | -0.385986 | -0.00014 | 0.000841 | 1 | 18,492 |
0.641671 | 0.169487 | 0.074651 | -0.547199 | -0.499429 | -0.329316 | 0.013709 | 0 | -0.069767 | 0 | -0.385986 | 0.000421 | -0.00028 | 0 | 18,493 |
0.21383 | 0.169167 | 0.323608 | -0.548083 | -0.523945 | -0.421757 | 0.009892 | -0.000349 | -0.069767 | 0 | -0.385986 | 0.00014 | -0.000631 | 0 | 18,494 |
0.2138 | 0.422291 | 0.572321 | -0.548968 | -0.686993 | -0.389742 | 0.009892 | 0 | -0.069767 | 0 | -0.385986 | 0.00014 | -0.000701 | 0 | 18,495 |
1.282174 | 1.687593 | 0.82093 | -0.554271 | -0.531323 | -0.208035 | 0.009892 | 0 | -0.069767 | 0 | -0.385986 | 0.00084 | -0.001541 | 0 | 18,496 |
-0.213621 | 0.168316 | 0.075417 | 5.751715 | 0.10188 | -0.081109 | 0.003124 | -0.000619 | -0.069767 | 0 | -0.385986 | -0.00014 | -0.002243 | 0 | 18,497 |
-1.496184 | 0.42144 | -1.167696 | -0.549852 | -0.069633 | -0.070509 | 0.004686 | 0.000143 | -0.069767 | 0 | -0.385986 | -0.000981 | -0.001333 | 0 | 18,498 |
0.855142 | 0.675664 | 0.820999 | -0.550737 | -0.543294 | -0.300732 | 0.004686 | 0 | -0.069767 | 0 | -0.385986 | 0.000561 | -0.001402 | 0 | 18,499 |
0.106859 | 1.181026 | 0.075139 | -0.550737 | -0.222656 | -0.049722 | 0.004859 | 0.000016 | -0.069767 | 0 | -0.385986 | 0.00007 | -0.001542 | 0 | 18,500 |
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