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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.210642 | 0.157836 | 0.817291 | -0.643069 | -0.235131 | -0.405589 | -0.176139 | 0 | -0.046512 | -0.535898 | -0.385986 | 0.000138 | -0.002211 | 0 | 17,601 |
0.421196 | 0.407189 | 0.327351 | -0.643927 | 0.182265 | 0.32126 | -0.176139 | 0 | -0.046512 | -0.535898 | -0.385986 | 0.000276 | -0.002211 | 0 | 17,602 |
0.526332 | 0.656267 | 0.69476 | -0.645643 | 0.649303 | 0.703816 | -0.17423 | 0.000175 | -0.046512 | -0.535898 | -0.385986 | 0.000345 | -0.002418 | 0 | 17,603 |
-1.15817 | -0.466137 | -1.0196 | 5.579294 | 0.132769 | 0.188159 | -0.17423 | 0 | -0.046512 | -0.535898 | -0.385986 | -0.000759 | -0.000691 | 0 | 17,604 |
-0.210671 | -0.09169 | 0.327317 | -0.639634 | -0.342803 | -0.389742 | -0.176139 | -0.000175 | -0.046512 | -0.535898 | -0.385986 | -0.000138 | -0.001935 | 0 | 17,605 |
0.631925 | 0.157939 | 0.204752 | -0.642211 | -0.170456 | -0.171376 | -0.176139 | 0 | -0.046512 | -0.535898 | -0.385986 | 0.000414 | -0.000276 | 0 | 17,606 |
-0.210613 | 0.157629 | 0.082415 | 5.577577 | 0.025743 | 0.340391 | -0.176833 | -0.000063 | -0.046512 | -0.535898 | -0.385986 | -0.000138 | 0.000966 | 1 | 17,607 |
-0.210642 | -0.590844 | 0.082347 | -0.641352 | -1.061747 | -0.738112 | -0.178221 | -0.000127 | -0.046512 | -0.535898 | -0.385986 | -0.000138 | 0.001242 | 1 | 17,608 |
0 | -0.09169 | 0.327317 | 5.579294 | -0.100045 | -0.147837 | -0.178221 | 0 | -0.046512 | -0.535898 | -0.385986 | 0 | 0.000552 | 1 | 17,609 |
-0.6321 | -0.590844 | -1.143417 | -0.638775 | -0.057532 | 0.009584 | -0.176139 | 0.00019 | -0.046512 | -0.785587 | -0 | -0.000414 | -0.000553 | 0 | 17,610 |
0.210729 | 0.158146 | 0.327216 | -0.639634 | -0.316182 | -0.208035 | -0.176139 | 0 | -0.046512 | -0.785587 | -0 | 0.000138 | -0.001244 | 0 | 17,611 |
0.2107 | 0.158042 | 0.204701 | -0.640493 | 0.349399 | 0.31478 | -0.175098 | 0.000095 | -0.046512 | -0.785587 | -0 | 0.000138 | -0.000967 | 0 | 17,612 |
0 | -0.216414 | 0.082212 | -0.639634 | 0.26569 | 0.253971 | -0.175098 | 0 | -0.046512 | -0.785587 | -0 | 0 | -0.000691 | 0 | 17,613 |
-0.316061 | 0.157939 | -0.162894 | -0.638775 | 0.003442 | 0.07364 | -0.178742 | -0.000333 | -0.069767 | -0.785587 | -0 | -0.000207 | 0.000345 | 1 | 17,614 |
-0.421516 | -0.590844 | -0.530844 | -0.637915 | 0.285184 | 0.225387 | -0.178742 | 0 | -0.069767 | -0.785587 | -0 | -0.000276 | 0.001726 | 1 | 17,615 |
0.10539 | 0.033465 | 0.327165 | -0.637055 | -0.093697 | -0.091851 | -0.178742 | 0 | -0.069767 | -0.785587 | -0 | 0.000069 | 0.000691 | 1 | 17,616 |
-0.421604 | -0.341112 | -0.040591 | -0.635335 | 0.225479 | 0.064797 | -0.176659 | 0.00019 | -0.069767 | -0.785587 | -0 | -0.000276 | -0.001106 | 0 | 17,617 |
-0.42172 | -0.590844 | -0.40871 | -0.633613 | 0.121274 | 0.308247 | -0.176659 | 0 | -0.069767 | -0.785587 | -0 | -0.000276 | 0.000138 | 1 | 17,618 |
0.316301 | -0.091138 | 0.327046 | -0.635335 | -0.495191 | -0.455106 | -0.175098 | 0.000143 | -0.069767 | -0.785587 | -0 | 0.000207 | 0.00076 | 1 | 17,619 |
-0.9491 | -0.216129 | -0.899531 | -0.631891 | 0.406639 | 0.346667 | -0.173015 | 0.00019 | -0.069767 | -0.785587 | -0 | -0.000622 | 0.001382 | 1 | 17,620 |
0.73824 | 0.408845 | 0.326945 | -0.634474 | 0.273181 | 0.412644 | -0.173015 | 0 | -0.069767 | -0.785587 | -0 | 0.000484 | 0.000898 | 1 | 17,621 |
0.737883 | 0.782921 | 0.694937 | -0.637915 | 0.200599 | 0.31478 | -0.174751 | -0.000159 | -0.069767 | -0.785587 | -0 | 0.000484 | 0.001519 | 1 | 17,622 |
-0.210787 | -0.091414 | -0.163198 | -0.637055 | 0.718107 | 0.687648 | -0.174751 | 0 | -0.069767 | -0.785587 | -0 | -0.000138 | 0.001519 | 1 | 17,623 |
-0.843441 | -0.091345 | -0.408575 | -0.632752 | 0.458449 | 0.628342 | -0.174751 | 0 | -0.069767 | -0.785587 | -0 | -0.000553 | 0.00221 | 1 | 17,624 |
-0.105463 | -0.340939 | -0.163707 | -0.632752 | 0.296082 | 0.424077 | -0.173189 | 0.000143 | -0.069767 | -0.785587 | -0 | -0.000069 | 0.002141 | 1 | 17,625 |
-1.160573 | -0.590844 | -0.77739 | -0.627581 | 0.45128 | 0.484193 | -0.173189 | 0 | -0.069767 | -0.785587 | -0 | -0.000761 | 0.002419 | 1 | 17,626 |
0.844141 | 0.534389 | 0.326809 | 5.598219 | -0.122731 | -0.273134 | -0.175792 | -0.000238 | -0.069767 | -0.785587 | -0 | 0.000553 | 0.002141 | 1 | 17,627 |
0.210962 | -0.09093 | 0.572321 | -0.632752 | -0.169574 | -0.01952 | -0.175792 | 0 | -0.069767 | -0.785587 | -0 | 0.000138 | 0.000829 | 1 | 17,628 |
-0.844024 | -0.340904 | -0.654732 | -0.629306 | 0.053766 | 0.082386 | -0.176139 | -0.000032 | -0.069767 | -0.785587 | -0 | -0.000553 | 0.001659 | 1 | 17,629 |
0.42207 | -0.090723 | 0.572321 | -0.631029 | -0.212272 | -0.195628 | -0.176139 | 0 | -0.069767 | -0.785587 | -0 | 0.000277 | 0.001796 | 1 | 17,630 |
-0.844258 | -0.340835 | -0.409525 | -0.627581 | 0.088644 | 0.164961 | -0.176659 | -0.000048 | -0.069767 | -0.785587 | -0 | -0.000553 | 0.002902 | 1 | 17,631 |
-0.211137 | -0.590844 | -0.16442 | -0.626718 | -0.152173 | -0.136322 | -0.176659 | 0 | -0.069767 | -0.785587 | -0 | -0.000138 | 0.002626 | 1 | 17,632 |
0 | -0.465749 | 0.081126 | -0.626718 | -0.011131 | -0.070509 | -0.177006 | -0.000032 | -0.069767 | -0.785587 | -0 | 0 | 0.002212 | 1 | 17,633 |
0 | -0.465749 | 0.081126 | -0.626718 | 0.044766 | -0.113778 | -0.177006 | 0 | -0.069767 | -0.785587 | -0 | 0 | 0.002074 | 1 | 17,634 |
0.527789 | 0.909726 | 0.572321 | 5.605115 | 0.643591 | 0.683555 | -0.178568 | -0.000143 | -0.069767 | -0.785587 | -0 | 0.000346 | 0.002073 | 1 | 17,635 |
-1.161376 | -0.340749 | -1.269723 | -0.623265 | 0.668802 | 0.703816 | -0.178568 | 0 | -0.069767 | -0.785587 | -0 | -0.000761 | 0.003594 | 1 | 17,636 |
-0.845193 | 2.660167 | -0.902284 | 5.620659 | 1.013064 | 1.133154 | -0.179436 | -0.000079 | -0.069767 | -0.785587 | -0 | -0.000554 | 0.004837 | 1 | 17,637 |
-1.162905 | -0.34042 | -2.133558 | -0.615481 | 1.451895 | 1.540545 | -0.179436 | 0 | -0.069767 | -0.785587 | -0 | -0.000762 | 0.005186 | 1 | 17,638 |
0.951534 | 1.037534 | -0.534975 | -0.618943 | 1.171575 | 1.200443 | -0.179436 | 0 | -0.069767 | -0.785587 | -0 | 0.000624 | 0.003941 | 1 | 17,639 |
-0.211401 | 0.410783 | -2.133933 | -0.618078 | 1.745998 | 1.922454 | -0.179436 | 0 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.004287 | 1 | 17,640 |
0.211401 | 0.911597 | -1.149602 | -0.618078 | 1.553038 | 1.714324 | -0.179436 | 0 | -0.069767 | -0.785587 | -0 | 0.000139 | 0.003251 | 1 | 17,641 |
-6.567083 | -0.340385 | -8.546992 | -0.59114 | 2.115933 | 2.316276 | -1.39731 | -0.111407 | -0.069767 | -0.785587 | -0 | -0.004305 | 0.008591 | 1 | 17,642 |
2.96928 | 2.927524 | -1.403948 | -0.603334 | 1.303397 | 1.494224 | -1.39731 | 0 | -0.069767 | -0.785587 | -0 | 0.001946 | 0.007403 | 1 | 17,643 |
0.529621 | 1.165775 | -0.413617 | -0.60681 | 0.679518 | 0.787332 | -0.169024 | 0.11236 | -0.069767 | -0.785587 | -0 | 0.000347 | 0.006987 | 1 | 17,644 |
-2.437781 | -0.465358 | -3.249916 | -0.596372 | 0.8451 | 1.21747 | -0.169024 | 0 | -0.069767 | -0.785587 | -0 | -0.001598 | 0.008447 | 1 | 17,645 |
-0.848838 | 0.037502 | -1.155591 | -0.592013 | 0.957998 | 1.250476 | -0.172147 | -0.000286 | -0.069767 | -0.785587 | -0 | -0.000556 | 0.00983 | 1 | 17,646 |
0.212254 | 3.679976 | -0.909468 | -0.592885 | 0.912981 | 1.165261 | -0.141952 | 0.002762 | -0.069767 | -0.785587 | -0 | 0.000139 | 0.009554 | 1 | 17,647 |
2.332844 | 2.173396 | 0.078598 | -0.602465 | 0.753265 | 0.90137 | -0.141952 | 0 | -0.069767 | -0.785587 | -0 | 0.001529 | 0.008507 | 1 | 17,648 |
-0.211929 | -0.339759 | -1.15367 | -0.602465 | 0.756755 | 1.033614 | -0.141952 | 0 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.008508 | 1 | 17,649 |
4.233003 | 4.424938 | 0.325819 | -0.619808 | 1.019451 | 0.90137 | -0.142993 | -0.000095 | -0.069767 | -0.785587 | -0 | 0.002775 | 0.006422 | 1 | 17,650 |
1.901026 | 2.161915 | -1.272149 | -0.627581 | 0.752332 | 0.913777 | -0.142993 | 0 | -0.069767 | -0.785587 | -0 | 0.001246 | 0.00552 | 1 | 17,651 |
0.422129 | 0.659372 | -6.684615 | -0.628443 | 0.869196 | 0.822592 | -0.144729 | -0.000159 | -0.069767 | -0.785587 | -0 | 0.000277 | 0.005931 | 1 | 17,652 |
0.211021 | -0.090792 | -0.409661 | -0.631029 | 0.730748 | 0.946938 | -0.144729 | 0 | -0.069767 | -0.785587 | -0 | 0.000138 | 0.005724 | 1 | 17,653 |
1.476327 | 1.15849 | 0.572321 | -0.636195 | 1.484783 | 1.661694 | -0.143167 | 0.000143 | -0.069767 | -0.785587 | -0 | 0.000968 | 0.004412 | 1 | 17,654 |
-2.109477 | -0.590844 | -2.86319 | -0.626718 | 1.133391 | 1.379017 | -0.143167 | 0 | -0.069767 | -0.785587 | -0 | -0.001383 | 0.00552 | 1 | 17,655 |
3.163122 | 3.406806 | -3.236944 | -0.641352 | 0.970049 | 1.384164 | -0.141952 | 0.000111 | -0.069767 | -0.785587 | -0 | 0.002073 | 0.003309 | 1 | 17,656 |
1.684321 | 1.404946 | -4.702732 | -0.647358 | 0.71417 | 0.856363 | -0.141952 | 0 | -0.069767 | -0.785587 | -0 | 0.001104 | 0.002067 | 1 | 17,657 |
0.210409 | -0.09224 | -5.31062 | -0.648215 | 0.889807 | 0.961569 | -0.139176 | 0.000254 | -0.069767 | -0.785587 | -0 | 0.000138 | 0.001654 | 1 | 17,658 |
-1.052337 | -0.590844 | -1.876196 | -0.643927 | 1.032364 | 1.097261 | -0.139176 | 0 | -0.069767 | -0.785587 | -0 | -0.00069 | 0.002619 | 1 | 17,659 |
-2.3177 | -0.590844 | -3.595048 | -0.634474 | 0.85019 | 1.118989 | -0.139176 | 0 | -0.069767 | -0.785587 | -0 | -0.001519 | 0.003174 | 1 | 17,660 |
-0.843674 | 0.033681 | -1.390556 | -0.632752 | 0.658185 | 0.898238 | -0.139176 | 0 | -0.069767 | -0.785587 | -0 | -0.000553 | 0.003589 | 1 | 17,661 |
0.632799 | 1.407981 | 0.572321 | -0.633613 | 0.821196 | 1.126103 | -0.140043 | -0.000079 | -0.069767 | -0.785587 | -0 | 0.000415 | 0.002347 | 1 | 17,662 |
0.42172 | 0.40843 | -4.339629 | -0.637055 | 0.81097 | 1.206871 | -0.140043 | 0 | -0.069767 | -0.785587 | -0 | 0.000276 | 0.001657 | 1 | 17,663 |
1.264462 | 1.15704 | 0.572321 | -0.640493 | 1.043661 | 1.42581 | -0.122343 | 0.001619 | -0.069767 | -0.785587 | -0 | 0.000829 | 0.00069 | 1 | 17,664 |
1.684321 | 1.404946 | 0.08228 | -0.647358 | 0.420336 | 0.610558 | -0.122343 | 0 | -0.069767 | -0.785587 | -0 | 0.001104 | -0.000276 | 0 | 17,665 |
-1.473679 | -0.341525 | -1.876534 | -0.640493 | 1.184853 | 1.26846 | -0.132408 | -0.000921 | -0.069767 | -0.785587 | -0 | -0.000966 | 0.000414 | 1 | 17,666 |
-3.162685 | -0.840438 | -4.333517 | -0.627581 | 0.997982 | 1.26251 | -0.132408 | 0 | -0.069767 | -0.785587 | -0 | -0.002073 | 0.002211 | 1 | 17,667 |
1.476736 | 1.158974 | -0.164216 | -0.633613 | 0.524071 | 0.451963 | -0.127375 | 0.00046 | -0.069767 | -0.785587 | -0 | 0.000968 | 0.001105 | 1 | 17,668 |
1.264637 | 0.907653 | -0.408846 | -0.638775 | 0.516569 | 0.719663 | -0.127375 | 0 | -0.069767 | -0.785587 | -0 | 0.000829 | 0.000483 | 1 | 17,669 |
0 | -0.091621 | -0.162894 | -0.639634 | 0.805368 | 0.964463 | -0.127375 | 0 | -0.069767 | -1 | 0.614014 | 0 | 0.001104 | 1 | 17,670 |
0 | -0.341215 | -0.653206 | 5.582731 | 0.709466 | 0.932035 | -0.144035 | -0.001524 | -0.069767 | -1 | 0.614014 | 0 | 0.00138 | 1 | 17,671 |
1.684553 | 2.153178 | 0.082212 | 5.567281 | 0.879967 | 0.839656 | -0.144035 | 0 | -0.069767 | -1 | 0.614014 | 0.001104 | -0.000483 | 0 | 17,672 |
-0.210467 | 0.157113 | -1.141759 | -0.645643 | 0.894961 | 0.632727 | -0.141605 | 0.000222 | -0.069767 | -1 | 0.614014 | -0.000138 | 0.000138 | 1 | 17,673 |
0.210467 | 0.406501 | 0.32752 | -0.6465 | 0.6777 | 0.615041 | -0.141605 | 0 | -0.069767 | -1 | 0.614014 | 0.000138 | -0.00069 | 0 | 17,674 |
-0.210467 | 0.406363 | 0.327554 | -0.6465 | 0.719332 | 0.715731 | -0.127722 | 0.00127 | -0.069767 | -1 | 0.614014 | -0.000138 | -0.000414 | 0 | 17,675 |
-0.736865 | 0.157216 | -0.407086 | -0.643069 | 0.6852 | 0.731346 | -0.127722 | 0 | -0.069767 | -1 | 0.614014 | -0.000483 | 0.001035 | 1 | 17,676 |
0.421109 | 0.157577 | -0.285044 | -0.644785 | 1.073996 | 1.18524 | -0.127722 | 0 | -0.069767 | -1 | 0.614014 | 0.000276 | 0.000621 | 1 | 17,677 |
-1.790517 | 0.03269 | -2.490757 | -0.637915 | 0.911868 | 1.163009 | -0.127722 | 0 | -0.069767 | -1 | 0.614014 | -0.001174 | 0.001243 | 1 | 17,678 |
0.421487 | 2.154315 | 0.817426 | -0.639634 | -0.07116 | -0.049722 | -0.108633 | 0.001746 | -0.069767 | -1 | 0.614014 | 0.000276 | 0.000552 | 1 | 17,679 |
0.632013 | 0.407602 | -0.408168 | 5.57586 | 0.635625 | 0.650031 | -0.108633 | 0 | -0.069767 | -1 | 0.614014 | 0.000414 | 0 | 0 | 17,680 |
0.842277 | 1.404671 | -0.16269 | -0.644785 | 0.769402 | 0.746663 | -0.131714 | -0.002111 | -0.069767 | -1 | 0.614014 | 0.000552 | -0.000138 | 0 | 17,681 |
-0.631664 | 0.905173 | -0.162285 | -0.643069 | 1.154907 | 1.256516 | -0.131714 | 0 | -0.069767 | -1 | 0.614014 | -0.000414 | -0.000069 | 0 | 17,682 |
-0.631925 | -0.590844 | -0.897804 | -0.640493 | 0.368738 | 0.489441 | -0.123384 | 0.000762 | -0.069767 | -1 | 0.614014 | -0.000414 | 0.000138 | 1 | 17,683 |
-0.2107 | -0.341215 | -1.143654 | -0.639634 | 0.690326 | 0.853049 | -0.123384 | 0 | -0.069767 | -1 | 0.614014 | -0.000138 | -0.000345 | 0 | 17,684 |
0.526695 | 0.407602 | 0.204701 | -0.641352 | 0.024411 | 0.14107 | -0.127375 | -0.000365 | -0.069767 | -1 | 0.614014 | 0.000345 | -0.000207 | 0 | 17,685 |
1.15809 | 1.155472 | 0.694802 | -0.645643 | 0.580143 | 0.6195 | -0.127375 | 0 | -0.069767 | -1 | 0.614014 | 0.000759 | -0.001242 | 0 | 17,686 |
1.052047 | 0.655751 | 0.32752 | -0.649928 | 0.612592 | 0.587757 | -0.132928 | -0.000508 | -0.069767 | -1 | 0.614014 | 0.00069 | -0.003868 | 0 | 17,687 |
-0.631141 | 0.1567 | -0.40641 | -0.648215 | 0.829813 | 0.742861 | -0.132928 | 0 | -0.069767 | -1 | 0.614014 | -0.000414 | -0.003731 | 0 | 17,688 |
-0.947202 | -0.590844 | -0.651684 | -0.643927 | 0.449837 | 0.628342 | -0.132928 | 0 | -0.069767 | -1 | 0.614014 | -0.000621 | -0.002695 | 0 | 17,689 |
0.315799 | 0.032776 | 0.449883 | -0.644785 | 0.487433 | 0.520224 | -0.132928 | 0 | -0.069767 | -1 | 0.614014 | 0.000207 | -0.002556 | 0 | 17,690 |
-1.368936 | -0.590844 | -1.632409 | -0.639634 | 0.6944 | 0.765405 | -0.130152 | 0.000254 | -0.069767 | -1 | 0.614014 | -0.000897 | -0.00242 | 0 | 17,691 |
1.579432 | 1.280661 | 0.449798 | -0.644785 | 0.26286 | 0.530228 | -0.130152 | 0 | -0.069767 | -1 | 0.614014 | 0.001035 | -0.002902 | 0 | 17,692 |
1.157212 | 1.154148 | 0.32752 | -0.650784 | 0.885387 | 0.94398 | -0.131714 | -0.000143 | -0.069767 | -1 | 0.614014 | 0.000759 | -0.003729 | 0 | 17,693 |
-0.105165 | 0.032088 | -0.039281 | -0.649928 | 0.862653 | 0.866223 | -0.131714 | 0 | -0.069767 | -1 | 0.614014 | -0.000069 | -0.003107 | 0 | 17,694 |
-0.210351 | -0.466232 | -0.161677 | -0.649928 | 0.506659 | 0.64574 | -0.145944 | -0.001302 | -0.069767 | -1 | 0.614014 | -0.000138 | -0.004284 | 0 | 17,695 |
1.261673 | 1.402196 | 0.327655 | 5.55187 | 1.144763 | 1.151658 | -0.145944 | 0 | -0.069767 | -1 | 0.614014 | 0.000827 | -0.005042 | 0 | 17,696 |
-0.210206 | 0.031702 | 0.08336 | -0.654207 | 0.862055 | 0.808674 | -0.131887 | 0.001286 | -0.069767 | -1 | 0.614014 | -0.000138 | -0.004973 | 0 | 17,697 |
0.735596 | 0.405264 | 0.327824 | -0.656772 | 0.723483 | 0.658545 | -0.131887 | 0 | -0.069767 | -1 | 0.614014 | 0.000482 | -0.006009 | 0 | 17,698 |
-0.210134 | -0.46636 | -0.038691 | -0.655917 | 0.614873 | 0.484193 | -0.131887 | 0 | -0.069767 | -1 | 0.614014 | -0.000138 | -0.006426 | 0 | 17,699 |
1.050381 | 0.778192 | 0.450119 | -0.660188 | 0.659521 | 0.569036 | -0.131714 | 0.000016 | -0.069767 | -1 | 0.614014 | 0.000689 | -0.005729 | 0 | 17,700 |
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