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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
-3.103914 | 0.680534 | -3.315415 | 0.198936 | 0.499302 | 0.654299 | 1.742473 | 0 | -0.116279 | 0 | -0.385986 | -0.002035 | 0.013383 | 1 | 15,401 |
0.477937 | 1.107578 | -1.652724 | 7.257905 | 0.391098 | 0.666969 | 1.714013 | -0.002603 | -0.116279 | 0 | -0.385986 | 0.000313 | 0.013225 | 1 | 15,402 |
-0.477937 | -0.590844 | -2.069403 | 0.19783 | 0.101284 | 0.253971 | 1.714013 | 0 | -0.116279 | 0 | -0.385986 | -0.000313 | 0.013229 | 1 | 15,403 |
-1.195497 | -0.024526 | -1.652724 | 0.202257 | -0.515193 | -0.060048 | 1.714013 | 0 | -0.116279 | 0 | -0.385986 | -0.000784 | 0.014244 | 1 | 15,404 |
-1.914746 | 1.958186 | -2.211604 | 7.282286 | 0.464131 | 0.812176 | 1.723558 | 0.000873 | -0.116279 | 0 | -0.385986 | -0.001255 | 0.015963 | 1 | 15,405 |
-0.239512 | 1.394534 | -0.542123 | 7.28895 | 0.722265 | 0.958664 | 1.723558 | 0 | -0.116279 | 0 | -0.385986 | -0.000157 | 0.016969 | 1 | 15,406 |
0.718424 | 1.678338 | -1.239291 | 0.210018 | 0.993376 | 1.223763 | 1.723384 | -0.000016 | -0.116279 | 0 | -0.385986 | 0.000471 | 0.018965 | 1 | 15,407 |
1.675008 | 3.942542 | -0.263184 | 0.20115 | 0.999456 | 1.284114 | 1.723384 | 0 | -0.116279 | 0 | -0.385986 | 0.001098 | 0.017405 | 1 | 15,408 |
-1.196247 | 0.259099 | -1.097248 | 0.205581 | -0.376396 | -0.049722 | 1.723384 | 0 | -0.116279 | 0 | -0.385986 | -0.000784 | 0.018343 | 1 | 15,409 |
2.391556 | 14.940418 | 0.850648 | 0.196724 | 1.438205 | 1.614386 | 1.723384 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.001568 | 0.016468 | 1 | 15,410 |
-1.912945 | -1.015632 | -2.208986 | 0.204473 | -0.389575 | 0 | 1.71974 | -0.000333 | -0.116279 | -0.267949 | -0.517638 | -0.001254 | 0.017722 | 1 | 15,411 |
0.956772 | 3.091089 | -0.26266 | 0.192303 | 0.138446 | 0.377333 | 1.721649 | 0.000175 | -0.116279 | -0.267949 | -0.517638 | 0.000627 | 0.016015 | 1 | 15,412 |
2.389309 | 3.654215 | 2.240059 | 0.187888 | -0.093697 | 0.253971 | 1.721649 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.001566 | 0.014603 | 1 | 15,413 |
2.385573 | 3.08303 | 0.43349 | 0.181276 | 0.238328 | 0.601515 | 1.713666 | -0.00073 | -0.116279 | -0.267949 | -0.517638 | 0.001564 | 0.01304 | 1 | 15,414 |
-1.430896 | -0.590844 | -1.924397 | 7.229199 | -0.199277 | 0.157076 | 1.713666 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000938 | 0.012743 | 1 | 15,415 |
-1.432239 | -0.0255 | -1.648894 | 7.240226 | 0.46625 | 0.687648 | 1.713666 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000939 | 0.014916 | 1 | 15,416 |
0.954976 | 2.519277 | 0.98888 | 0.186785 | -0.341674 | 0.091037 | 1.71974 | 0.000556 | -0.116279 | -0.267949 | -0.517638 | 0.000626 | 0.01321 | 1 | 15,417 |
0.238651 | 1.387705 | -2.066508 | 0.184581 | -0.280134 | -0.049722 | 1.71974 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000156 | 0.013748 | 1 | 15,418 |
2.860898 | 3.081308 | -13.078618 | 0.172479 | 0.515912 | 0.750447 | 1.718004 | -0.000159 | -0.116279 | -0.267949 | -0.517638 | 0.001875 | 0.011333 | 1 | 15,419 |
0.238166 | 1.101747 | 0.295298 | 7.202804 | 0.432657 | 0.478911 | 1.718004 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000156 | 0.012103 | 1 | 15,420 |
0.476221 | 0.255517 | 0.295341 | 0.169186 | 0.434136 | 0.637088 | 1.717137 | -0.000079 | -0.116279 | -0.267949 | -0.517638 | 0.000312 | 0.011173 | 1 | 15,421 |
0.951996 | 2.227941 | 0.572321 | 0.165896 | 0.252384 | 0.288322 | 1.717137 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000624 | 0.00885 | 1 | 15,422 |
2.258612 | 2.507646 | -0.396391 | 0.154951 | 0.367113 | 0.757961 | 1.777527 | 0.005524 | -0.116279 | -0.267949 | -0.517638 | 0.001481 | 0.008606 | 1 | 15,423 |
0.593816 | 1.238015 | -7.18071 | 0.151675 | 0.443308 | 0.776444 | 1.777527 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000389 | 0.006362 | 1 | 15,424 |
0 | 0.815588 | -0.256419 | 0.152767 | -0.069633 | 0.308247 | 1.706725 | -0.006477 | -0.116279 | -0.267949 | -0.517638 | 0 | 0.006207 | 1 | 15,425 |
-0.712607 | -0.02814 | -2.883321 | 0.154951 | 0.283809 | 0.650031 | 1.706725 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000467 | 0.005978 | 1 | 15,426 |
-0.950661 | 0.816245 | -1.916226 | 0.160419 | 0.310352 | 0.569036 | 1.711236 | 0.000413 | -0.116279 | -0.267949 | -0.517638 | -0.000623 | 0.004819 | 1 | 15,427 |
-0.237758 | 1.098583 | -1.087357 | 0.160419 | 0.309911 | 0.554703 | 1.711236 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000156 | 0.004975 | 1 | 15,428 |
-0.475627 | 1.098846 | -0.257453 | 0.162609 | -0.096071 | 0.195744 | 1.700824 | -0.000952 | -0.116279 | -0.267949 | -0.517638 | -0.000312 | 0.005132 | 1 | 15,429 |
-1.665863 | 1.099373 | -2.473033 | 0.168089 | 0.213404 | 0.457426 | 1.700824 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.001092 | 0.005448 | 1 | 15,430 |
1.665863 | 2.228381 | 0.987645 | 0.166992 | 0.608869 | 0.628342 | 1.700824 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.001092 | 0.005132 | 1 | 15,431 |
-0.475775 | -0.309031 | -1.365027 | 0.1648 | 0.209842 | 0.188159 | 1.700824 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000312 | 0.005133 | 1 | 15,432 |
2.61493 | 2.789064 | 0.2956 | 0.151675 | 0.434874 | 0.440925 | 1.700824 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.001714 | 0.00241 | 1 | 15,433 |
2.847548 | 2.783281 | 0.296074 | 0.142952 | -0.064313 | 0.1805 | 1.695445 | -0.000492 | -0.116279 | -0.267949 | -0.517638 | 0.001867 | -0.000155 | 0 | 15,434 |
-1.660424 | -0.029102 | -2.048861 | 0.14731 | 0.339735 | 0.462852 | 1.695098 | -0.000032 | -0.116279 | -0.267949 | -0.517638 | -0.001088 | 0.000311 | 1 | 15,435 |
-0.474739 | 2.49994 | -0.808268 | 7.161214 | 0.786951 | 0.958664 | 1.695098 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000311 | 0.000467 | 1 | 15,436 |
0.712053 | 1.377242 | -1.085031 | 7.161214 | 1.118392 | 0.679441 | 1.695098 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000467 | -0.000778 | 0 | 15,437 |
-0.712053 | -0.309689 | -1.913127 | 0.149492 | 0.599328 | 0.601515 | 1.695271 | 0.000016 | -0.116279 | -0.267949 | -0.517638 | -0.000467 | -0.000156 | 0 | 15,438 |
3.083165 | 3.623862 | -3.020567 | 0.13425 | 0.311234 | 0.484193 | 1.689197 | -0.000556 | -0.116279 | -0.267949 | -0.517638 | 0.002021 | -0.002177 | 0 | 15,439 |
2.367433 | 3.615363 | 0.572321 | 7.10903 | 0.541057 | 0.545002 | 1.689197 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.001552 | -0.002018 | 0 | 15,440 |
2.59994 | 3.608848 | -6.180751 | 0.113671 | 0.700969 | 0.90449 | 1.69128 | 0.00019 | -0.116279 | -0.267949 | -0.517638 | 0.001704 | -0.002635 | 0 | 15,441 |
-1.653994 | 0.807753 | -2.176239 | 7.098207 | 0.383989 | 0.504981 | 1.69128 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.001084 | -0.002017 | 0 | 15,442 |
1.181607 | 1.648818 | -0.252694 | 0.117993 | 0.650656 | 0.601515 | 1.677744 | -0.001238 | -0.116279 | -0.267949 | -0.517638 | 0.000775 | -0.00124 | 0 | 15,443 |
-2.364131 | -0.310951 | -2.177091 | 0.124487 | 0.341848 | 0.365207 | 1.677744 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.00155 | 0.001937 | 1 | 15,444 |
1.418918 | 2.770211 | 0.572321 | 0.119075 | 0.512622 | 0.473594 | 1.677744 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.00093 | -0.000387 | 0 | 15,445 |
2.243925 | 3.605598 | -6.451477 | 0.108275 | 0.204208 | 0.352895 | 1.675835 | -0.000175 | -0.116279 | -0.267949 | -0.517638 | 0.001471 | -0.001006 | 0 | 15,446 |
1.769191 | 1.784841 | 0.160532 | 0.09966 | 0.862852 | 1.099705 | 1.675314 | -0.000048 | -0.116279 | -0.267949 | -0.517638 | 0.00116 | -0.000464 | 0 | 15,447 |
0.117873 | 0.526219 | -5.469836 | 0.09966 | 0.416937 | 0.32126 | 1.675314 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000077 | -0.000541 | 0 | 15,448 |
-0.117873 | 0.107347 | -0.387482 | 0.100735 | 0.544216 | 0.401046 | 1.675314 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000077 | -0.003871 | 0 | 15,449 |
-0.235774 | 2.20052 | 0.161009 | 0.100735 | 0.947676 | 0.573758 | 1.724599 | 0.004508 | -0.116279 | -0.267949 | -0.517638 | -0.000155 | -0.004027 | 0 | 15,450 |
-0.23581 | 0.526391 | -0.524893 | 0.101811 | 0.379608 | 0.210703 | 1.724599 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000155 | -0.003872 | 0 | 15,451 |
0.23581 | 1.643282 | 0.023714 | 0.103965 | 0.989072 | 0.90137 | 1.670108 | -0.004985 | -0.116279 | -0.267949 | -0.517638 | 0.000155 | -0.006202 | 0 | 15,452 |
-0.471657 | -0.03214 | -1.348249 | 0.102888 | 0.970902 | 0.913777 | 1.670108 | 0 | -0.116279 | -0.267949 | -0.517638 | -0.000309 | -0.004649 | 0 | 15,453 |
0.353756 | 0.806024 | -0.25078 | 0.101811 | 0.427457 | 0.637088 | 1.649111 | -0.001921 | -0.116279 | -0.267949 | -0.517638 | 0.000232 | -0.006047 | 0 | 15,454 |
0.707266 | 1.224453 | -0.25059 | 0.098584 | 0.744346 | 0.654299 | 1.649111 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000464 | -0.007677 | 0 | 15,455 |
1.295804 | 1.502598 | 0.024011 | 0.094286 | 0.157958 | 0.132946 | 1.647375 | -0.000159 | -0.116279 | -0.267949 | -0.517638 | 0.000849 | -0.009305 | 0 | 15,456 |
3.763365 | 3.868453 | -2.854488 | 0.078214 | 0.783164 | 0.898238 | 1.647375 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.002467 | -0.013488 | 0 | 15,457 |
-0.704924 | 0.522264 | -2.435486 | 0.079283 | 0.630077 | 0.898238 | 1.729111 | 0.007477 | -0.116279 | -0.267949 | -0.517638 | -0.000462 | -0.012791 | 0 | 15,458 |
0.235011 | 1.079332 | -0.521342 | 0.078214 | 0.42969 | 0.515175 | 1.729111 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000154 | -0.012555 | 0 | 15,459 |
-0.470058 | 1.079075 | -3.805708 | 0.083563 | 0.322602 | 0.440925 | 1.727896 | -0.000111 | -0.116279 | -0.267949 | -0.517638 | -0.000308 | -0.011468 | 0 | 15,460 |
0 | -0.033861 | -1.616018 | 0.079283 | -0.163434 | 0.157076 | 1.727896 | 0 | -0.116279 | -0.267949 | -0.517638 | 0 | -0.012247 | 0 | 15,461 |
-1.646345 | 1.079589 | -1.88975 | 0.086776 | 0.494579 | 0.554703 | 1.717657 | -0.000937 | -0.116279 | -0.267949 | -0.517638 | -0.001079 | -0.013823 | 0 | 15,462 |
0.235301 | 0.524152 | -0.522692 | 0.086776 | 0.140704 | 0.457426 | 1.717657 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000154 | -0.01429 | 0 | 15,463 |
0 | 1.916543 | 0.572321 | 0.086776 | 0.214418 | 0.371293 | 1.717657 | 0 | -0.116279 | -0.267949 | -0.517638 | 0 | -0.01476 | 0 | 15,464 |
-1.883424 | 1.081134 | -17.99429 | 0.092138 | 0.258594 | 0.530228 | 1.726855 | 0.000841 | -0.116279 | -0.267949 | -0.517638 | -0.001235 | -0.01243 | 0 | 15,465 |
1.883424 | 3.312846 | 1.257101 | 7.03362 | 0.042822 | 0.457426 | 1.726855 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.001235 | -0.014838 | 0 | 15,466 |
-1.647869 | 0.52398 | -3.12549 | 0.09536 | 0.105447 | 0.457426 | 1.730846 | 0.000365 | -0.116279 | -0.267949 | -0.517638 | -0.00108 | -0.01321 | 0 | 15,467 |
1.059549 | 2.197936 | 0.024392 | 0.08892 | 0.179072 | 0.401046 | 1.730846 | 0 | -0.116279 | -0.267949 | -0.517638 | 0.000695 | -0.014218 | 0 | 15,468 |
-0.82403 | 0.10627 | -0.522946 | 7.04649 | -0.054539 | 0.274758 | 1.728416 | -0.000222 | -0.116279 | -0.267949 | -0.517638 | -0.00054 | -0.014695 | 0 | 15,469 |
1.41235 | 1.082682 | 0.024476 | 7.042197 | 0.078856 | 0.395183 | 1.728416 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.000926 | -0.013821 | 0 | 15,470 |
-0.941421 | -0.312073 | -1.618044 | 7.050785 | 0.034335 | 0.32126 | 1.648937 | -0.007271 | -0.116279 | -0.535898 | -0.385986 | -0.000617 | -0.014691 | 0 | 15,471 |
-2.591908 | -0.590844 | -2.716272 | 0.101811 | -0.211335 | 0.253971 | 1.648937 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001699 | -0.011505 | 0 | 15,472 |
1.885461 | 1.643282 | 0.298039 | 0.098584 | 0.139011 | 0.301661 | 1.725813 | 0.007032 | -0.116279 | -0.535898 | -0.385986 | 0.001236 | -0.012116 | 0 | 15,473 |
-2.829066 | 1.501144 | -3.12949 | 0.108275 | 0.108995 | 0.504981 | 1.725813 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001854 | -0.010887 | 0 | 15,474 |
-0.235992 | 1.365376 | -0.525742 | 7.078768 | 0.729543 | 0.549867 | 1.662473 | -0.005794 | -0.116279 | -0.535898 | -0.385986 | -0.000155 | -0.011827 | 0 | 15,475 |
-1.062418 | 0.527428 | -1.624825 | 0.112591 | 0.540106 | 0.746663 | 1.661779 | -0.000063 | -0.116279 | -0.535898 | -0.385986 | -0.000696 | -0.009879 | 0 | 15,476 |
-2.718435 | -0.171119 | -3.690095 | 0.124487 | 1.287158 | 1.491238 | 1.661779 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001782 | -0.008723 | 0 | 15,477 |
0 | 0.530202 | -0.803984 | 7.111197 | 0.498292 | 0.719663 | 1.661779 | 0 | -0.116279 | -0.535898 | -0.385986 | 0 | -0.009349 | 0 | 15,478 |
-0.236615 | 0.530202 | -0.941674 | 0.129908 | 0.077006 | 0.225387 | 1.662299 | 0.000048 | -0.116279 | -0.535898 | -0.385986 | -0.000155 | -0.009194 | 0 | 15,479 |
-1.183624 | -0.310474 | -2.181786 | 0.132078 | 0.967827 | 1.211127 | 1.662299 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.000776 | -0.008418 | 0 | 15,480 |
1.183624 | 0.81166 | -0.805267 | 0.130993 | 0.726883 | 1.07744 | 1.66282 | 0.000048 | -0.116279 | -0.535898 | -0.385986 | 0.000776 | -0.009977 | 0 | 15,481 |
-0.47334 | 1.230785 | -0.804198 | 0.128823 | 0.951017 | 0.872729 | 1.66282 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.00031 | -0.010293 | 0 | 15,482 |
-1.539369 | 0.530724 | -1.493499 | 0.135337 | 0.19123 | 0.499834 | 1.660043 | -0.000254 | -0.116279 | -0.535898 | -0.385986 | -0.001009 | -0.008814 | 0 | 15,483 |
-1.066627 | 0.110925 | -2.875531 | 0.139686 | 0.874113 | 0.987248 | 1.660043 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.000699 | -0.008428 | 0 | 15,484 |
-0.94874 | 1.094121 | -2.187355 | 0.14622 | 0.995683 | 1.126103 | 1.661432 | 0.000127 | -0.116279 | -0.535898 | -0.385986 | -0.000622 | -0.008904 | 0 | 15,485 |
-0.237277 | 1.095169 | -0.255646 | 0.14513 | 0.50299 | 0.573758 | 1.661432 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.000156 | -0.008121 | 0 | 15,486 |
-1.18694 | 0.533514 | -1.222375 | 0.151675 | 0.22248 | 0.499834 | 1.636269 | -0.002302 | -0.116279 | -0.535898 | -0.385986 | -0.000778 | -0.008442 | 0 | 15,487 |
0.237462 | 1.377854 | 0.296117 | 0.149492 | 0.40433 | 0.499834 | 1.636269 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.000156 | -0.008283 | 0 | 15,488 |
0 | 0.39362 | -0.53258 | 0.150583 | 0.569893 | 0.787332 | 1.727028 | 0.008302 | -0.116279 | -0.535898 | -0.385986 | 0 | -0.008911 | 0 | 15,489 |
2.609643 | 5.728518 | 0.019956 | 0.138598 | 0.461296 | 0.412644 | 1.727028 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.001711 | -0.010465 | 0 | 15,490 |
1.658361 | 3.337081 | -0.806552 | 7.12204 | 0.374396 | 0.564287 | 1.650672 | -0.006985 | -0.116279 | -0.535898 | -0.385986 | 0.001087 | -0.011081 | 0 | 15,491 |
-0.710505 | 0.531072 | -1.080656 | 0.13425 | 0.462006 | 0.691721 | 1.650672 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.000466 | -0.010066 | 0 | 15,492 |
2.367065 | 2.774382 | -1.770943 | 0.124487 | 0.162888 | 0.365207 | 1.646508 | -0.000381 | -0.116279 | -0.535898 | -0.385986 | 0.001552 | -0.011069 | 0 | 15,493 |
2.481472 | 3.048889 | 0.297231 | 0.111511 | 0.262388 | 0.334064 | 1.646508 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.001627 | -0.012695 | 0 | 15,494 |
-2.126729 | 4.857155 | -1.901 | 0.121238 | 0.344794 | 0.615041 | 1.646508 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.001394 | -0.011458 | 0 | 15,495 |
1.30002 | 3.74699 | -0.115325 | 0.115831 | 0.656579 | 0.569036 | 1.644946 | -0.000143 | -0.116279 | -0.535898 | -0.385986 | 0.000852 | -0.011997 | 0 | 15,496 |
2.596721 | 2.76553 | -1.627209 | 7.070146 | 0.19749 | 0.440925 | 1.644946 | 0 | -0.116279 | -0.535898 | -0.385986 | 0.001702 | -0.014326 | 0 | 15,497 |
0 | 0.247406 | -0.799727 | 7.070146 | 0.400077 | 0.78009 | 1.639393 | -0.000508 | -0.116279 | -0.535898 | -0.385986 | 0 | -0.013229 | 0 | 15,498 |
-5.19787 | -0.031967 | -5.747905 | 0.127738 | 0.578945 | 0.805156 | 1.642169 | 0.000254 | -0.116279 | -0.535898 | -0.385986 | -0.003407 | -0.009195 | 0 | 15,499 |
-0.473413 | 2.771252 | -0.52898 | 0.130993 | 0.548614 | 0.812176 | 1.642169 | 0 | -0.116279 | -0.535898 | -0.385986 | -0.00031 | -0.009433 | 0 | 15,500 |
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