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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.921209 | 1.106856 | -0.142264 | -0.818238 | 0.146875 | 0.195744 | 0.403818 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000604 | -0.012215 | 0 | 12,401 |
0.716112 | 0.257693 | 0.21528 | -0.821479 | -0.844711 | -0.584164 | 0.407809 | 0.000365 | -0.069767 | -0.535898 | -0.385986 | 0.000469 | -0.01153 | 0 | 12,402 |
1.022434 | 0.862865 | 0.215448 | -0.824716 | 0.050565 | -0.136322 | 0.407809 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.00067 | -0.013218 | 0 | 12,403 |
0.204405 | 0.13567 | 0.096793 | 5.209282 | -0.372844 | -0.300732 | 0.405727 | -0.00019 | -0.069767 | -0.535898 | -0.385986 | 0.000134 | -0.013081 | 0 | 12,404 |
1.021612 | 1.345618 | 0.810006 | -0.830373 | 0.477443 | 0.494654 | 0.405727 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.00067 | -0.012259 | 0 | 12,405 |
0.30635 | -0.227842 | 0.334764 | -0.83118 | -0.353056 | -0.545119 | 0.4059 | 0.000016 | -0.069767 | -0.535898 | -0.385986 | 0.000201 | -0.01368 | 0 | 12,406 |
0.510447 | 0.739538 | -3.23165 | -0.833601 | -0.308606 | -0.081109 | 0.413015 | 0.000651 | -0.069767 | -0.535898 | -0.385986 | 0.000335 | -0.015101 | 0 | 12,407 |
0.408235 | 0.61823 | 0.334891 | -0.834407 | -0.085062 | -0.12497 | 0.413015 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000268 | -0.014825 | 0 | 12,408 |
-0.204104 | -0.228134 | 0.097556 | -0.833601 | 0.198528 | 0.082386 | 0.413015 | 0 | -0.069767 | -0.535898 | -0.385986 | -0.000134 | -0.013334 | 0 | 12,409 |
-0.816688 | -0.348997 | -3.705714 | -0.83118 | 0.418072 | 0.327688 | 0.403297 | -0.000889 | -0.069767 | -0.785587 | -0 | -0.000535 | -0.013342 | 0 | 12,410 |
1.020792 | 1.344063 | 0.334796 | -0.834407 | 0.371976 | -0.300732 | 0.401215 | -0.00019 | -0.069767 | -0.785587 | -0 | 0.000669 | -0.014282 | 0 | 12,411 |
-0.816579 | -0.832691 | -0.852354 | -0.831987 | -0.645557 | -0.646554 | 0.401215 | 0 | -0.186047 | -0.785587 | -0 | -0.000535 | -0.012255 | 0 | 12,412 |
-0.408453 | -0.106988 | -0.377844 | 5.199586 | -0.557013 | -0.273134 | 0.401215 | 0 | -0.186047 | -0.785587 | -0 | -0.000268 | -0.012936 | 0 | 12,413 |
0 | 1.344322 | 0.334764 | -0.830373 | 0.438921 | 0.510094 | 0.391844 | -0.000857 | -0.186047 | -0.785587 | -0 | 0 | -0.014973 | 0 | 12,414 |
0 | 0.135086 | -0.615783 | -0.830373 | -0.540282 | -0.300732 | 0.391844 | 0 | -0.186047 | -0.785587 | -0 | 0 | -0.014429 | 0 | 12,415 |
0.20424 | 0.135086 | -0.378098 | 5.204432 | -0.174881 | 0.082386 | 0.413536 | 0.001984 | -0.186047 | -0.785587 | -0 | 0.000134 | -0.013477 | 0 | 12,416 |
-0.408508 | -0.106923 | -0.615624 | -0.828758 | 0.0856 | -0.147837 | 0.406247 | -0.000667 | -0.186047 | -0.785587 | -0 | -0.000268 | -0.013345 | 0 | 12,417 |
-0.306453 | -0.348802 | 0.097111 | 5.206048 | -0.529841 | -0.472317 | 0.406247 | 0 | -0.186047 | -0.785587 | -0 | -0.000201 | -0.013959 | 0 | 12,418 |
0.714961 | 0.740251 | 0.453507 | 5.199586 | 0.598454 | 0.794509 | 0.408677 | 0.000222 | -0.186047 | -0.785587 | -0 | 0.000469 | -0.017556 | 0 | 12,419 |
1.122833 | 0.86053 | 0.572321 | -0.835213 | -0.064313 | -0.0097 | 0.408677 | 0 | -0.186047 | -0.785587 | -0 | 0.000736 | -0.017747 | 0 | 12,420 |
-0.510276 | -0.711755 | -0.496007 | -0.832794 | -0.376396 | -0.18341 | 0.408677 | 0 | -0.186047 | -0.785587 | -0 | -0.000334 | -0.018503 | 0 | 12,421 |
0.204131 | 0.134698 | -0.377589 | -0.834407 | 0.117788 | 0.1805 | 0.384902 | -0.002175 | -0.186047 | -0.785587 | -0 | 0.000134 | -0.020274 | 0 | 12,422 |
-3.064837 | -0.348997 | -2.991991 | -0.822288 | 1.066313 | 0.898238 | 0.384902 | 0 | -0.186047 | -0.785587 | -0 | -0.002009 | -0.018265 | 0 | 12,423 |
-0.409111 | -0.83321 | -1.093478 | 5.220612 | 0.367926 | 0.675305 | 0.397744 | 0.001175 | -0.186047 | -0.785587 | -0 | -0.000268 | -0.017792 | 0 | 12,424 |
0.613625 | 0.620824 | 0.453355 | 5.214135 | -0.085062 | 0.091037 | 0.397744 | 0 | -0.186047 | -0.785587 | -0 | 0.000402 | -0.017307 | 0 | 12,425 |
0.817783 | 1.830706 | 0.334477 | -0.825525 | 0.837912 | 1.189614 | 0.397397 | -0.000032 | -0.186047 | -0.785587 | -0 | 0.000536 | -0.017775 | 0 | 12,426 |
1.83841 | 1.58753 | 0.572321 | -0.833601 | -0.444947 | -0.18341 | 0.397397 | 0 | -0.186047 | -0.785587 | -0 | 0.001205 | -0.019185 | 0 | 12,427 |
-1.021065 | 0.37648 | -0.852736 | -0.829565 | 0.171027 | 0.578451 | 0.399826 | 0.000222 | -0.186047 | -0.785587 | -0 | -0.000669 | -0.01988 | 0 | 12,428 |
-0.817344 | -0.469819 | -0.615942 | -0.825525 | -0.047852 | 0.327688 | 0.399826 | 0 | -0.186047 | -0.785587 | -0 | -0.000536 | -0.020711 | 0 | 12,429 |
1.021612 | 0.619688 | -0.140923 | -0.829565 | -0.017472 | 0.26096 | 0.396356 | -0.000317 | -0.186047 | -0.785587 | -0 | 0.00067 | -0.020561 | 0 | 12,430 |
-0.612885 | -0.348835 | -0.378098 | -0.827142 | -0.478494 | -0.01952 | 0.396356 | 0 | -0.186047 | -0.785587 | -0 | -0.000402 | -0.017566 | 0 | 12,431 |
-2.044731 | -0.711909 | -1.805638 | 5.220612 | -0.175769 | 0.164961 | 0.4059 | 0.000873 | -0.186047 | -0.785587 | -0 | -0.00134 | -0.017726 | 0 | 12,432 |
2.044731 | 1.832004 | 0.572321 | -0.826333 | -0.105647 | 0.308247 | 0.4059 | 0 | -0.186047 | -0.785587 | -0 | 0.00134 | -0.017293 | 0 | 12,433 |
1.633814 | 1.345099 | 0.334669 | -0.833601 | -0.11699 | 0.31478 | 0.4059 | 0 | -0.186047 | -0.785587 | -0 | 0.001071 | -0.017547 | 0 | 12,434 |
1.020246 | 1.826173 | 0.572321 | -0.837631 | 1.011297 | 1.057114 | 0.396876 | -0.000825 | -0.186047 | -0.785587 | -0 | 0.000669 | -0.018624 | 0 | 12,435 |
0.203967 | 0.375704 | 0.335082 | 5.181852 | 0.063281 | 0.218079 | 0.391323 | -0.000508 | -0.186047 | -0.785587 | -0 | 0.000134 | -0.019166 | 0 | 12,436 |
1.325123 | 2.065566 | 0.572321 | -0.844067 | 0.926741 | 1.26846 | 0.391323 | 0 | -0.186047 | -0.785587 | -0 | 0.000869 | -0.020035 | 0 | 12,437 |
0.305634 | 0.977962 | -3.342263 | -0.844871 | 2.171539 | 2.380331 | 0.391323 | 0 | -0.186047 | -0.785587 | -0 | 0.0002 | -0.019827 | 0 | 12,438 |
0.407417 | 0.374543 | -1.561408 | -0.844871 | 1.179825 | 1.503116 | 0.382126 | -0.000841 | -0.186047 | -0.785587 | -0 | 0.000267 | -0.020094 | 0 | 12,439 |
-5.100551 | -0.832207 | -8.451848 | -0.823907 | 1.952981 | 2.572481 | 0.636009 | 0.023224 | -0.186047 | -0.785587 | -0 | -0.003343 | -0.017295 | 0 | 12,440 |
-5.938082 | -0.590844 | -10.872602 | -0.803611 | 1.813651 | 2.585924 | 0.636009 | 0 | -0.186047 | -0.785587 | -0 | -0.003892 | -0.013403 | 0 | 12,441 |
-1.847563 | 7.171644 | -3.727603 | -0.797087 | 1.916447 | 2.346636 | 0.636009 | 0 | -0.186047 | -0.785587 | -0 | -0.001211 | -0.01301 | 0 | 12,442 |
-6.174752 | 7.665665 | -8.288496 | 5.316966 | 1.806167 | 2.221217 | 0.349328 | -0.026225 | -0.186047 | -0.785587 | -0 | -0.004047 | -0.00869 | 0 | 12,443 |
-2.476916 | 0.386416 | -3.990756 | -0.759303 | 1.791267 | 2.304993 | 0.349328 | 0 | -0.186047 | -0.785587 | -0 | -0.001624 | -0.006248 | 0 | 12,444 |
3.507778 | 14.036504 | -0.388912 | -0.773321 | 1.981512 | 2.365921 | 0.632712 | 0.025923 | -0.186047 | -0.785587 | -0 | 0.002299 | -0.009366 | 0 | 12,445 |
-2.268818 | -0.346644 | -5.911177 | -0.764258 | 1.69739 | 2.217001 | 0.632712 | 0 | -0.186047 | -0.785587 | -0 | -0.001487 | -0.007333 | 0 | 12,446 |
-2.892475 | -0.590844 | -6.402766 | -0.753511 | 1.807854 | 2.082489 | 0.641041 | 0.000762 | -0.186047 | -0.785587 | -0 | -0.001896 | -0.004279 | 0 | 12,447 |
-4.971323 | -0.590844 | -5.209176 | 5.388163 | 1.457246 | 1.953271 | 0.641041 | 0 | -0.186047 | -0.785587 | -0 | -0.003259 | 0 | 0 | 12,448 |
-2.49175 | 1.620394 | -4.50199 | 5.411524 | 1.735196 | 1.964113 | 0.641041 | 0 | -0.186047 | -0.785587 | -0 | -0.001633 | 0.002177 | 1 | 12,449 |
1.661619 | 4.081772 | -0.394675 | -0.731905 | 1.660443 | 2.017778 | 0.647809 | 0.000619 | -0.186047 | -0.785587 | -0 | 0.001089 | -0.00034 | 0 | 12,450 |
3.110665 | 4.076692 | -0.393622 | 11.494098 | 1.513613 | 1.766891 | 0.647809 | 0 | -0.186047 | -0.785587 | -0 | 0.002039 | -0.001631 | 0 | 12,451 |
1.759899 | 3.087554 | -0.632729 | -0.751026 | 1.725836 | 1.850359 | 0.394447 | -0.023177 | -0.186047 | -0.785587 | -0 | 0.001154 | -0.002784 | 0 | 12,452 |
-1.552747 | 3.450323 | -2.19732 | -0.743558 | 1.748394 | 1.939721 | 0.394447 | 0 | -0.186047 | -0.785587 | -0 | -0.001018 | -0.001223 | 0 | 12,453 |
0.41422 | 1.12644 | -0.632565 | -0.746879 | 1.199724 | 1.354553 | 0.614664 | 0.020145 | -0.186047 | -0.785587 | -0 | 0.000272 | 0.000136 | 1 | 12,454 |
2.276203 | 2.841163 | -0.150316 | -0.753511 | 1.007264 | 1.18524 | 0.614664 | 0 | -0.186047 | -0.785587 | -0 | 0.001492 | -0.001492 | 0 | 12,455 |
-1.862096 | -0.590844 | -2.074834 | 5.366551 | 1.143568 | 1.274366 | 0.655098 | 0.003699 | -0.186047 | -0.785587 | -0 | -0.001221 | -0.000679 | 0 | 12,456 |
-1.657106 | -0.345551 | -1.354843 | -0.744389 | 0.623923 | 0.879183 | 0.655098 | 0 | -0.186047 | -0.785587 | -0 | -0.001086 | 0.000679 | 1 | 12,457 |
0.828778 | 1.127373 | -1.839582 | 5.369871 | 1.284884 | 1.465396 | 0.409371 | -0.022478 | -0.186047 | -0.785587 | -0 | 0.000543 | 0.000679 | 1 | 12,458 |
2.069978 | 1.86192 | 0.090465 | -0.751855 | 0.736267 | 0.866223 | 0.409371 | 0 | -0.186047 | -0.785587 | -0 | 0.001357 | 0.000542 | 1 | 12,459 |
-0.827654 | 1.858596 | -2.075912 | -0.748539 | 0.688024 | 0.875963 | 0.373796 | -0.003254 | -0.186047 | -0.785587 | -0 | -0.000543 | 0.000949 | 1 | 12,460 |
-0.413995 | -0.100424 | -1.35432 | -0.746049 | 0.33464 | 0.735203 | 0.373796 | 0 | -0.186047 | -0.785587 | -0 | -0.000271 | 0.000949 | 1 | 12,461 |
2.275586 | 2.840233 | 0.090726 | -0.757649 | 0.668538 | 0.849722 | 0.375879 | 0.00019 | -0.186047 | -0.785587 | -0 | 0.001492 | -0.000813 | 0 | 12,462 |
-1.447707 | 1.122951 | -1.592652 | -0.750197 | 0.749289 | 1.009402 | 0.375879 | 0 | -0.186047 | -0.785587 | -0 | -0.000949 | 0.000136 | 1 | 12,463 |
-3.106864 | -0.223116 | -5.212318 | -0.737737 | 1.020721 | 1.310792 | -0.377093 | -0.068879 | -0.186047 | -0.785587 | -0 | -0.002037 | 0.002037 | 1 | 12,464 |
0.829116 | 1.741576 | -1.116355 | -0.742727 | 0.921269 | 1.236203 | 0.373276 | 0.068641 | -0.186047 | -0.785587 | -0 | 0.000543 | 0.00095 | 1 | 12,465 |
1.656881 | 1.617692 | -0.391916 | -0.748539 | 0.826673 | 0.949886 | 0.373276 | 0 | -0.186047 | -0.785587 | -0 | 0.001086 | 0.00061 | 1 | 12,466 |
-0.207012 | -0.345584 | -0.631748 | 5.366551 | 0.890956 | 1.009402 | 0.365119 | -0.000746 | -0.186047 | -0.785587 | -0 | -0.000136 | 0 | 0 | 12,467 |
-1.242661 | 0.144935 | -2.07807 | -0.743558 | 0.926922 | 1.240307 | 0.361996 | -0.000286 | -0.186047 | -0.785587 | -0 | -0.000815 | 0.001493 | 1 | 12,468 |
-4.772933 | 2.843026 | -5.703751 | -0.722717 | 1.550232 | 1.648285 | 0.361996 | 0 | -0.186047 | -0.785587 | -0 | -0.003129 | 0.004893 | 1 | 12,469 |
0.831149 | 2.853776 | 0.088823 | 5.411524 | 0.978868 | 0.90137 | 0.363731 | 0.000159 | -0.186047 | -1 | 0.614014 | 0.000545 | 0.004348 | 1 | 12,470 |
-1.66275 | 0.639461 | -2.087099 | -0.720207 | 1.118667 | 1.387576 | 0.363731 | 0 | -0.186047 | -1 | 0.614014 | -0.00109 | 0.005844 | 1 | 12,471 |
-2.497529 | 1.379387 | -2.332229 | 5.438331 | 1.020086 | 0.952823 | 0.404686 | 0.003746 | -0.186047 | -1 | 0.614014 | -0.001637 | 0.006397 | 1 | 12,472 |
0 | 8.886716 | 0.572321 | -0.710984 | 0.90478 | 1.036259 | 0.404686 | 0 | -0.186047 | -1 | 0.614014 | 0 | 0.006193 | 1 | 12,473 |
0.312415 | 1.136049 | -0.39692 | -0.711824 | 0.893056 | 0.790929 | 0.391844 | -0.001175 | -0.186047 | -1 | 0.614014 | 0.000205 | 0.006463 | 1 | 12,474 |
1.353058 | 2.983731 | 0.45122 | -0.717694 | 0.917414 | 1.12846 | 0.391844 | 0 | -0.186047 | -1 | 0.614014 | 0.000887 | 0.006119 | 1 | 12,475 |
0.104032 | 2.611436 | 0.088296 | -0.717694 | 1.274614 | 1.491238 | 0.391844 | 0 | -0.186047 | -1 | 0.614014 | 0.000068 | 0.005373 | 1 | 12,476 |
-0.312116 | 0.271808 | -0.758976 | -0.716856 | 0.490504 | 0.776444 | 0.384902 | -0.000635 | -0.093023 | -1 | 0.614014 | -0.000205 | 0.005509 | 1 | 12,477 |
-2.08241 | -0.590844 | -2.45542 | 5.445051 | 1.056588 | 1.174202 | 0.384902 | 0 | -0.093023 | -1 | 0.614014 | -0.001365 | 0.008162 | 1 | 12,478 |
-2.085256 | -0.343943 | -2.823733 | 5.461884 | 0.920537 | 1.28798 | 0.386117 | 0.000111 | -0.093023 | -1 | 0.614014 | -0.001367 | 0.010748 | 1 | 12,479 |
1.251496 | 1.880024 | -0.155853 | 5.451779 | 0.61601 | 0.783719 | 0.393753 | 0.000698 | -0.093023 | -1 | 0.614014 | 0.00082 | 0.009657 | 1 | 12,480 |
3.956311 | 4.589838 | 0.087303 | -0.720207 | 1.097118 | 1.126103 | 0.393753 | 0 | -0.093023 | -1 | 0.614014 | 0.002593 | 0.006793 | 1 | 12,481 |
-2.289245 | -0.344447 | -2.816783 | 5.436652 | 0.911497 | 1.030959 | 0.393753 | 0 | -0.093023 | -1 | 0.614014 | -0.001501 | 0.007751 | 1 | 12,482 |
2.705102 | 2.614494 | 0.814516 | -0.721881 | 0.89439 | 0.822592 | 0.388026 | -0.000524 | -0.093023 | -1 | 0.614014 | 0.001773 | 0.005843 | 1 | 12,483 |
1.246893 | 2.116933 | 0.693208 | 5.409852 | 0.868604 | 1.169744 | 0.388026 | 0 | -0.093023 | -1 | 0.614014 | 0.000817 | 0.0055 | 1 | 12,484 |
-0.623319 | 0.639461 | -3.297245 | 5.411524 | 0.601073 | 0.735203 | 0.38872 | 0.000063 | -0.093023 | -1 | 0.614014 | -0.000409 | 0.005434 | 1 | 12,485 |
-0.623574 | 1.378046 | -0.636506 | 5.416541 | 1.186979 | 1.368624 | 0.38872 | 0 | -0.093023 | -1 | 0.614014 | -0.000409 | 0.006114 | 1 | 12,486 |
0 | 1.132756 | -0.153173 | -0.722717 | 0.459518 | 0.446463 | 0.392538 | 0.000349 | -0.093023 | -1 | 0.614014 | 0 | 0.006114 | 1 | 12,487 |
0.623574 | 0.517373 | 0.572321 | 5.411524 | 0.077006 | 0.195744 | 0.392538 | 0 | -0.093023 | -1 | 0.614014 | 0.000409 | 0.006247 | 1 | 12,488 |
0 | 0.147741 | -0.152876 | 5.409852 | 0.539155 | 0.64574 | 0.385249 | -0.000667 | -0.093023 | -1 | 0.614014 | 0 | 0.00584 | 1 | 12,489 |
-0.831488 | -0.09842 | -0.636506 | -0.721881 | 0.149106 | 0.301661 | 0.385249 | 0 | -0.093023 | -1 | 0.614014 | -0.000545 | 0.006656 | 1 | 12,490 |
0 | 0.271279 | -0.637165 | -0.721881 | 0.792924 | 0.935038 | 0.387332 | 0.000191 | -0.093023 | -1 | 0.614014 | 0 | 0.006521 | 1 | 12,491 |
-1.248083 | 0.148144 | -1.847477 | -0.716018 | 0.862454 | 1.165261 | 0.387332 | 0 | -0.093023 | -1 | 0.614014 | -0.000818 | 0.007745 | 1 | 12,492 |
0.416141 | 0.641642 | 0.08823 | -0.718532 | 0.294729 | 0.346667 | 0.39167 | 0.000397 | -0.093023 | -1 | 0.614014 | 0.000273 | 0.007743 | 1 | 12,493 |
1.247743 | 1.257066 | 0.088362 | 5.416541 | 0.469416 | 0.429732 | 0.39167 | 0 | -0.093023 | -1 | 0.614014 | 0.000818 | 0.007399 | 1 | 12,494 |
-1.247743 | -0.590844 | -1.120729 | -0.718532 | 0.099492 | 0.203258 | 0.643124 | 0.023002 | -0.093023 | -1 | 0.614014 | -0.000818 | 0.007608 | 1 | 12,495 |
0.831942 | 0.887635 | 0.572321 | 5.416541 | 0.580443 | 0.808674 | 0.643124 | 0 | -0.093023 | -1 | 0.614014 | 0.000545 | 0.00625 | 1 | 12,496 |
1.766372 | 2.117301 | -0.153272 | -0.728567 | 0.804718 | 0.990051 | 0.643124 | 0 | -0.093023 | -1 | 0.614014 | 0.001158 | 0.004279 | 1 | 12,497 |
1.556867 | 1.745543 | 0.209982 | 5.389829 | 0.476401 | 0.489441 | 0.64 | -0.000286 | -0.093023 | -1 | 0.614014 | 0.001021 | 0.002581 | 1 | 12,498 |
0.82968 | 2.111413 | 1.054833 | -0.737737 | 0.396967 | 0.583117 | 0.637571 | -0.000222 | -0.093023 | -1 | 0.614014 | 0.000544 | 0.003257 | 1 | 12,499 |
-2.178872 | 0.391728 | -2.082396 | -0.730236 | 0.616295 | 0.772781 | 0.637571 | 0 | -0.093023 | -1 | 0.614014 | -0.001428 | 0.004143 | 1 | 12,500 |
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