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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 | 0.671067 | -0.253847 | 0.128823 | 0.564405 | 0.637088 | 1.642169 | 0 | -0.116279 | -0.535898 | -0.385986 | 0 | -0.010452 | 0 | 15,501 |
-3.318011 | 1.091508 | -3.286424 | 0.144041 | 0.444036 | 0.879183 | 1.643037 | 0.000079 | -0.116279 | -0.535898 | -0.385986 | -0.002175 | -0.00859 | 0 | 15,502 |
1.89689 | 1.656824 | 0.296375 | 0.135337 | 0.583725 | 0.746663 | 1.643037 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.001243 | -0.009991 | 0 | 15,503 |
-1.778265 | 2.354985 | -2.737746 | 0.142952 | 0.682881 | 0.929021 | 1.642863 | -0.000016 | -0.116279 | -0.535898 | -0.385986 | -0.001166 | -0.010552 | 0 | 15,504 |
-1.78034 | -0.450294 | -2.32703 | 0.151675 | 0.492544 | 0.632727 | 1.642863 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001167 | -0.00656 | 0 | 15,505 |
-1.188049 | 5.029203 | -1.085806 | 0.157138 | 0.887697 | 1.057114 | 1.647549 | 0.000429 | -0.116279 | -0.535898 | -0.385986 | -0.000779 | -0.005155 | 0 | 15,506 |
-2.616969 | 4.331478 | -3.57914 | 0.173578 | 1.1315 | 1.416011 | 1.647549 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001715 | -0.003283 | 0 | 15,507 |
0.357124 | -0.026647 | -1.921667 | 0.168089 | 1.533378 | 1.58699 | 1.702733 | 0.005048 | -0.116279 | -0.535898 | -0.385986 | 0.000234 | -0.002422 | 0 | 15,508 |
0.595021 | 0.396154 | -1.228119 | 0.169186 | 0.831065 | 0.687648 | 1.702733 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.00039 | -0.002812 | 0 | 15,509 |
1.189345 | 8.690181 | -0.396542 | 0.159325 | 0.933969 | 0.964463 | 1.643384 | -0.005429 | -0.116279 | -0.535898 | -0.385986 | 0.00078 | 0.003423 | 1 | 15,510 |
-1.189345 | 0.535792 | -0.810851 | 0.165896 | 0.567154 | 0.457426 | 1.643384 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.00078 | 0.00327 | 1 | 15,511 |
-4.050724 | -0.590844 | -6.637611 | 7.229199 | 1.139435 | 1.284114 | 1.639046 | -0.000397 | -0.116279 | -0.535898 | -0.385986 | -0.002655 | 0.005614 | 1 | 15,512 |
-0.477264 | 0.257106 | -1.37109 | 0.185683 | 0.448392 | 0.412644 | 1.639046 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.000313 | 0.003904 | 1 | 15,513 |
-0.716176 | 1.952607 | -0.816047 | 0.190095 | 0.688536 | 0.746663 | 1.64026 | 0.000111 | -0.116279 | -0.535898 | -0.385986 | -0.000469 | 0.003593 | 1 | 15,514 |
1.670554 | 2.80122 | -0.122053 | 7.224793 | 0.410089 | 0.530228 | 1.64026 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.001095 | 0.003901 | 1 | 15,515 |
-1.789949 | 2.797511 | -1.509335 | 0.190095 | 0.10426 | 0.377333 | 1.635575 | -0.000429 | -0.116279 | -0.535898 | -0.385986 | -0.001173 | 0.003672 | 1 | 15,516 |
0.835571 | 1.530107 | 0.711174 | 0.185683 | 0.389524 | 0.424077 | 1.635575 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.000548 | 0.002812 | 1 | 15,517 |
-0.477413 | 0.540021 | -1.093851 | 0.188991 | 0.079472 | 0.406866 | 1.638698 | 0.000286 | -0.116279 | -0.535898 | -0.385986 | -0.000313 | 0.006085 | 1 | 15,518 |
-1.552625 | -0.025146 | -2.762634 | 7.25127 | 0.789391 | 1.012129 | 1.638698 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001018 | 0.005546 | 1 | 15,519 |
2.745878 | 2.662809 | 0.572321 | 0.183479 | 0.338889 | 0.365207 | 1.627245 | -0.001048 | -0.116279 | -0.535898 | -0.385986 | 0.0018 | 0.005925 | 1 | 15,520 |
-2.267978 | -0.308194 | -2.760024 | 0.193408 | 0.835637 | 1.08493 | 1.627245 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001487 | 0.006867 | 1 | 15,521 |
2.267978 | 2.096536 | 0.989043 | 0.183479 | 0.380806 | 0.429732 | 1.684165 | 0.005207 | -0.116279 | -0.535898 | -0.385986 | 0.001487 | 0.003746 | 1 | 15,522 |
0.953931 | 1.669118 | -0.815395 | 0.177975 | 0.683655 | 1.111812 | 1.684165 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.000625 | 0.004055 | 1 | 15,523 |
-0.953931 | 0.256443 | -0.537071 | 0.182377 | 0.125895 | 0.346667 | 1.623254 | -0.005572 | -0.116279 | -0.535898 | -0.385986 | -0.000625 | 0.005769 | 1 | 15,524 |
-1.670815 | 0.53949 | -3.316024 | 0.188991 | 0.744346 | 1.144769 | 1.623254 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001095 | 0.008107 | 1 | 15,525 |
1.909354 | 3.366564 | 0.711185 | 7.22039 | 0.377608 | 0.790929 | 1.626898 | 0.000333 | -0.116279 | -0.535898 | -0.385986 | 0.001252 | 0.007787 | 1 | 15,526 |
-0.954378 | 1.951017 | -1.092808 | 0.186785 | 0.219971 | 0.530228 | 1.626898 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.000626 | 0.008878 | 1 | 15,527 |
-0.954976 | 0.540021 | -1.093851 | 0.192303 | 0.109585 | 0.346667 | 1.626898 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.000626 | 0.011053 | 1 | 15,528 |
0 | 0.823511 | -0.538982 | 0.190095 | 0.258118 | 0.327688 | 1.627245 | 0.000032 | -0.116279 | -0.535898 | -0.385986 | 0 | 0.010589 | 1 | 15,529 |
0 | 1.106249 | 0.016757 | 7.238019 | 0.108995 | 0.26096 | 1.627245 | 0 | -0.116279 | -0.785587 | -0 | 0 | 0.009814 | 1 | 15,530 |
-1.194561 | 0.540728 | -2.346336 | 0.196724 | 0.501651 | 0.879183 | 1.633666 | 0.000587 | -0.116279 | -0.785587 | -0 | -0.000783 | 0.012765 | 1 | 15,531 |
-0.956322 | 0.966104 | -1.096201 | 0.20115 | -0.083504 | 0.064797 | 1.633666 | 0 | -0.116279 | -0.785587 | -0 | -0.000627 | 0.013314 | 1 | 15,532 |
0.717298 | 0.259099 | -0.262267 | 0.200043 | -0.063556 | 0.365207 | 1.636442 | 0.000254 | -0.162791 | -0.785587 | -0 | 0.00047 | 0.013849 | 1 | 15,533 |
-0.478161 | -0.307618 | -1.096463 | 7.266761 | -0.047113 | 0.124738 | 1.636442 | 0 | -0.162791 | -0.785587 | -0 | -0.000313 | 0.014935 | 1 | 15,534 |
-1.674745 | -0.590844 | -2.767866 | 0.207799 | 0.182795 | 0.232629 | 1.635401 | -0.000095 | -0.162791 | -0.785587 | -0 | -0.001098 | 0.015878 | 1 | 15,535 |
0.957223 | 1.3936 | 0.154683 | 0.204473 | 0.033678 | 0.340391 | 1.632798 | -0.000238 | -0.162791 | -0.785587 | -0 | 0.000627 | 0.016486 | 1 | 15,536 |
-1.675534 | 11.979751 | -1.376274 | 0.210018 | 0.239795 | 0.195744 | 1.632798 | 0 | -0.162791 | -0.785587 | -0 | -0.001098 | 0.021894 | 1 | 15,537 |
0.478912 | 1.677982 | 0.711577 | 0.207799 | 1.014186 | 0.819135 | 1.632798 | 0 | -0.162791 | -0.785587 | -0 | 0.000314 | 0.024034 | 1 | 15,538 |
-0.957974 | 1.393911 | -1.099083 | 7.28895 | 0.4888 | 0.761692 | 1.632798 | 0 | -0.162791 | -0.785587 | -0 | -0.000628 | 0.025581 | 1 | 15,539 |
0.23955 | 3.803801 | 0.154355 | 0.212239 | -0.223607 | 0.1805 | 1.626898 | -0.00054 | -0.162791 | -0.785587 | -0 | 0.000157 | 0.025577 | 1 | 15,540 |
0.718424 | 3.236749 | 0.154421 | 0.207799 | 0.465545 | 0.424077 | 1.630542 | 0.000333 | -0.162791 | -0.785587 | -0 | 0.000471 | 0.024494 | 1 | 15,541 |
0.837734 | 1.110508 | 0.015361 | 0.204473 | 0.131057 | 0.295019 | 1.630542 | 0 | -0.162791 | -0.785587 | -0 | 0.000549 | 0.022795 | 1 | 15,542 |
0.837274 | 0.401261 | -0.262725 | 0.20115 | -0.088974 | -0.12497 | 1.63436 | 0.000349 | -0.162791 | -0.785587 | -0 | 0.000549 | 0.019406 | 1 | 15,543 |
0 | 0.542324 | -0.818877 | 0.20115 | 0.959732 | 0.554703 | 1.63436 | 0 | -0.162791 | -0.785587 | -0 | 0 | 0.018791 | 1 | 15,544 |
-0.239174 | 0.259099 | -0.262267 | 0.202257 | 0.898943 | 0.723577 | 1.684338 | 0.004572 | -0.162791 | -0.785587 | -0 | -0.000157 | 0.017254 | 1 | 15,545 |
0.478311 | 0.542502 | 0.015885 | 0.200043 | 0.176936 | 0.295019 | 1.684338 | 0 | -0.162791 | -0.785587 | -0 | 0.000314 | 0.020939 | 1 | 15,546 |
-0.956772 | -0.590844 | -0.957817 | 0.203365 | -0.059033 | 0.253971 | 1.619957 | -0.005889 | -0.162791 | -0.785587 | -0 | -0.000627 | 0.02356 | 1 | 15,547 |
1.673958 | 1.675848 | 0.572321 | 0.195618 | 0.224481 | 0.164961 | 1.619957 | 0 | -0.162791 | -0.785587 | -0 | 0.001097 | 0.018933 | 1 | 15,548 |
0.955723 | 1.390493 | 0.016321 | 0.193408 | 0.181734 | 0.484193 | 1.618915 | -0.000095 | -0.162791 | -0.785587 | -0 | 0.000626 | 0.01723 | 1 | 15,549 |
-0.836225 | 0.258035 | -1.095156 | 0.195618 | 0.228962 | 0.32126 | 1.618915 | 0 | -0.162791 | -0.785587 | -0 | -0.000548 | 0.017393 | 1 | 15,550 |
-1.554207 | -0.307685 | -1.235174 | 0.203365 | 0.525044 | 0.808674 | 1.681215 | 0.005699 | -0.162791 | -0.785587 | -0 | -0.001019 | 0.018027 | 1 | 15,551 |
-0.478536 | 0.401028 | -3.048203 | 0.205581 | 0.691856 | 0.975937 | 1.681215 | 0 | -0.162791 | -0.785587 | -0 | -0.000314 | 0.018649 | 1 | 15,552 |
-0.239324 | 0.543035 | -0.959018 | 0.20669 | 0.198009 | 0.203258 | 1.681215 | 0 | -0.162791 | -0.785587 | -0 | -0.000157 | 0.017727 | 1 | 15,553 |
-2.635049 | 0.68492 | -3.886859 | 7.297846 | 0.81929 | 0.998402 | 1.692842 | 0.001064 | -0.162791 | -0.785587 | -0 | -0.001727 | 0.018992 | 1 | 15,554 |
4.309532 | 5.082114 | 0.293469 | 0.198936 | 1.479477 | 1.79296 | 1.677744 | -0.001381 | -0.162791 | -0.785587 | -0 | 0.002825 | 0.016475 | 1 | 15,555 |
0.956023 | 1.10811 | -0.957577 | 0.194513 | 0.26286 | 0.451963 | 1.677744 | 0 | -0.162791 | -0.785587 | -0 | 0.000627 | 0.012452 | 1 | 15,556 |
0.238912 | 0.2583 | -2.069403 | 7.24906 | 0.879578 | 1.030959 | 1.681041 | 0.000302 | -0.162791 | -0.785587 | -0 | 0.000157 | 0.01214 | 1 | 15,557 |
1.671338 | 4.214956 | -2.208114 | 0.187888 | 1.466324 | 1.58699 | 1.681041 | 0 | -0.162791 | -0.785587 | -0 | 0.001096 | 0.011895 | 1 | 15,558 |
0 | 0.257238 | -2.344051 | 0.184581 | -0.068109 | -0.159519 | 1.681041 | 0 | -0.162791 | -0.785587 | -0 | 0 | 0.012127 | 1 | 15,559 |
10.700816 | 12.369558 | -3.317241 | 7.137248 | 2.244421 | 2.405539 | 1.681041 | 0 | -0.162791 | -0.785587 | -0 | 0.007014 | 0.005731 | 1 | 15,560 |
-1.422446 | 0.251312 | -4.118765 | 7.148132 | 1.692644 | 2.117441 | 1.681041 | 0 | -0.162791 | -0.785587 | -0 | -0.000932 | 0.007898 | 1 | 15,561 |
-0.474444 | 3.619935 | -10.21814 | 0.14513 | 1.629652 | 1.872956 | -0.001041 | -0.153872 | -0.162791 | -0.785587 | -0 | -0.000311 | 0.010058 | 1 | 15,562 |
-3.087485 | 0.392855 | -4.678008 | 0.158231 | 1.456146 | 1.625846 | -0.001041 | 0 | -0.162791 | -0.785587 | -0 | -0.002024 | 0.011466 | 1 | 15,563 |
-1.18916 | 0.817122 | -4.68866 | 0.1648 | 0.958866 | 1.215362 | 1.588547 | 0.14541 | -0.162791 | -0.785587 | -0 | -0.000779 | 0.012553 | 1 | 15,564 |
2.139821 | 4.47665 | -0.257971 | 7.167765 | 0.874896 | 0.987248 | 1.588547 | 0 | -0.162791 | -0.785587 | -0 | 0.001403 | 0.010226 | 1 | 15,565 |
-2.139821 | -0.590844 | -3.300262 | 7.189644 | 0.961635 | 1.167505 | 1.631063 | 0.003889 | -0.162791 | -0.785587 | -0 | -0.001403 | 0.012861 | 1 | 15,566 |
-0.475924 | 1.0999 | -1.919721 | 0.163704 | 1.136218 | 1.160752 | 1.631063 | 0 | -0.162791 | -0.785587 | -0 | -0.000312 | 0.012865 | 1 | 15,567 |
4.515292 | 4.759428 | 1.679118 | 0.14513 | 0.534056 | 0.829461 | 1.53718 | -0.008588 | -0.162791 | -0.785587 | -0 | 0.00296 | 0.010368 | 1 | 15,568 |
-2.374803 | 0.25249 | -3.157158 | 7.174321 | 0.625046 | 0.746663 | 1.53718 | 0 | -0.162791 | -0.785587 | -0 | -0.001557 | 0.012078 | 1 | 15,569 |
3.323691 | 3.90939 | 0.01944 | 0.144041 | 0.450559 | 0.564287 | 1.503341 | -0.003096 | -0.162791 | -0.785587 | -0 | 0.002179 | 0.010361 | 1 | 15,570 |
-0.830244 | -0.309864 | -3.29303 | 7.15031 | 0.947147 | 1.160752 | 1.503341 | 0 | -0.162791 | -0.785587 | -0 | -0.000544 | 0.010905 | 1 | 15,571 |
-2.493447 | 0.954848 | -7.448217 | 7.172135 | 0.768033 | 0.869483 | 1.482343 | -0.001921 | -0.162791 | -0.785587 | -0 | -0.001634 | 0.013462 | 1 | 15,572 |
1.425326 | 1.660673 | -0.257065 | 0.148401 | 0.61059 | 0.815663 | 1.482343 | 0 | -0.162791 | -0.785587 | -0 | 0.000934 | 0.014371 | 1 | 15,573 |
1.661199 | 5.868697 | 0.986482 | 7.143776 | 0.758609 | 0.925995 | 1.510456 | 0.002572 | -0.162791 | -0.785587 | -0 | 0.001089 | 0.014049 | 1 | 15,574 |
1.8963 | 2.498019 | -7.445093 | 0.138598 | 0.791822 | 0.754213 | 1.510456 | 0 | -0.162791 | -0.785587 | -0 | 0.001243 | 0.012346 | 1 | 15,575 |
1.42068 | 1.933663 | -1.495104 | 0.127738 | 0.439287 | 0.78009 | 1.500911 | -0.000873 | -0.162791 | -0.785587 | -0 | 0.000931 | 0.010954 | 1 | 15,576 |
0.709844 | 1.090986 | -0.804412 | 7.111197 | 0.9429 | 0.819135 | 1.500911 | 0 | -0.162791 | -0.785587 | -0 | 0.000465 | 0.011563 | 1 | 15,577 |
2.363765 | 3.329172 | -10.051222 | 0.112591 | 0.505327 | 0.641426 | 1.428894 | -0.006588 | -0.162791 | -0.785587 | -0 | 0.001549 | 0.01055 | 1 | 15,578 |
-0.708745 | 1.087603 | -8.929738 | 0.115831 | 1.00532 | 0.990051 | 1.428894 | 0 | -0.162791 | -0.785587 | -0 | -0.000465 | 0.013691 | 1 | 15,579 |
-1.181974 | 1.088382 | -4.519025 | 0.122321 | 1.072378 | 1.07744 | 1.424902 | -0.000365 | -0.162791 | -0.785587 | -0 | -0.000775 | 0.01332 | 1 | 15,580 |
3.307221 | 4.166597 | 0.572321 | 0.106119 | 0.511301 | 0.549867 | 1.424902 | 0 | -0.162791 | -0.785587 | -0 | 0.002168 | 0.012298 | 1 | 15,581 |
-0.117992 | 1.644663 | -3.548924 | 0.107197 | 1.073702 | 1.286049 | 1.424902 | 0 | -0.162791 | -0.785587 | -0 | -0.000077 | 0.014665 | 1 | 15,582 |
1.53318 | 1.784474 | 0.43509 | 0.102888 | 0.812685 | 1.10457 | 1.463774 | 0.003556 | -0.162791 | -0.785587 | -0 | 0.001005 | 0.015335 | 1 | 15,583 |
1.178322 | 2.479419 | -0.524724 | 0.094286 | 0.400464 | 0.723577 | 1.463774 | 0 | -0.162791 | -0.785587 | -0 | 0.000772 | 0.013497 | 1 | 15,584 |
-0.235592 | 0.246371 | -4.915451 | 0.09536 | 0.518207 | 0.727471 | 1.455445 | -0.000762 | -0.162791 | -0.785587 | -0 | -0.000154 | 0.013652 | 1 | 15,585 |
1.883715 | 1.641213 | 0.161263 | 0.087848 | 0.105447 | 0.424077 | 1.455445 | 0 | -0.162791 | -0.785587 | -0 | 0.001235 | 0.013178 | 1 | 15,586 |
6.574745 | 7.754908 | 0.298631 | 0.059025 | 1.555466 | 1.366879 | 1.418482 | -0.003381 | -0.162791 | -0.785587 | -0 | 0.00431 | 0.008259 | 1 | 15,587 |
3.744314 | 4.122814 | -0.245343 | 0.038885 | 0.673265 | 0.84638 | 1.418482 | 0 | -0.162791 | -0.785587 | -0 | 0.002454 | 0.004052 | 1 | 15,588 |
1.401752 | 2.176589 | -15.812546 | 6.933627 | 0.625607 | 0.849722 | 1.435835 | 0.001587 | -0.162791 | -0.785587 | -0 | 0.000919 | 0.002293 | 1 | 15,589 |
0.2335 | 0.792131 | -16.619894 | 6.931516 | 0.747175 | 0.961569 | 1.435835 | 0 | -0.162791 | -1 | 0.614014 | 0.000153 | 0.00214 | 1 | 15,590 |
-0.934215 | -0.867523 | -2.689068 | 0.036772 | 0.54169 | 1.041524 | 1.487549 | 0.004731 | -0.162791 | -1 | 0.614014 | -0.000612 | 0.000612 | 1 | 15,591 |
-1.753197 | 1.345914 | -2.146753 | 0.045233 | 0.686999 | 0.783719 | 1.487549 | 0 | -0.162791 | -1 | 0.614014 | -0.001149 | 0.002985 | 1 | 15,592 |
-4.333186 | -0.175172 | -5.012697 | 6.984507 | 0.700466 | 0.853049 | 1.428373 | -0.005413 | -0.162791 | -1 | 0.614014 | -0.00284 | 0.006131 | 1 | 15,593 |
-0.938526 | 1.631267 | -3.79762 | 6.999418 | 0.735789 | 0.691721 | 1.428373 | 0 | -0.162791 | -1 | 0.614014 | -0.000615 | 0.008578 | 1 | 15,594 |
-2.583927 | -0.31276 | -5.168974 | 7.027195 | 1.325634 | 1.569549 | 1.480607 | 0.004778 | -0.162791 | -1 | 0.614014 | -0.001694 | 0.009357 | 1 | 15,595 |
6.100425 | 6.637688 | -0.521679 | 0.055837 | 0.659788 | 0.822592 | 1.480607 | 0 | -0.162791 | -1 | 0.614014 | 0.003999 | 0.006121 | 1 | 15,596 |
3.041089 | 3.289503 | -1.06238 | 6.939967 | 1.070756 | 0.628342 | 1.471583 | -0.000825 | -0.162791 | -1 | 0.614014 | 0.001993 | 0.004585 | 1 | 15,597 |
-5.38452 | 0.239704 | -11.426587 | 0.064345 | 0.714663 | 0.888767 | 1.471583 | 0 | -0.162791 | -1 | 0.614014 | -0.00353 | 0.007886 | 1 | 15,598 |
-1.642546 | -0.035145 | -1.884069 | 0.071806 | 0.804068 | 0.772781 | 1.468286 | -0.000302 | -0.162791 | -1 | 0.614014 | -0.001077 | 0.009649 | 1 | 15,599 |
-0.587053 | 0.799577 | -2.160153 | 0.07394 | 1.171831 | 1.111812 | 1.468286 | 0 | -0.162791 | -1 | 0.614014 | -0.000385 | 0.010338 | 1 | 15,600 |
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