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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 | 0.073283 | 0.181113 | -0.240016 | -0.24685 | -0.113778 | -0.394967 | 0.000429 | 0.023256 | -0.535898 | -0.385986 | 0 | 0.004619 | 1 | 4,501 |
-0.336387 | -0.192338 | -0.862532 | -0.238069 | 0.173182 | 0.253971 | -0.394967 | 0 | 0.023256 | -0.535898 | -0.385986 | -0.00022 | 0.008782 | 1 | 4,502 |
-0.785193 | -0.590844 | -0.73233 | -0.235147 | -0.685139 | -0.300732 | -0.397223 | -0.000206 | 0.023256 | -0.535898 | -0.385986 | -0.000515 | 0.011917 | 1 | 4,503 |
0.336561 | 0.339549 | -0.080221 | 6.387923 | -0.188328 | -0.300732 | -0.397223 | 0 | 0.023256 | -0.535898 | -0.385986 | 0.000221 | 0.013148 | 1 | 4,504 |
0.448632 | 0.472189 | 0.050422 | -0.238069 | -0.928821 | -0.788145 | -0.390803 | 0.000587 | 0.023256 | -0.535898 | -0.385986 | 0.000294 | 0.009365 | 1 | 4,505 |
-1.346292 | 0.206255 | -1.25446 | 6.395721 | -0.321644 | -0.286814 | -0.390803 | 0 | 0.023256 | -0.535898 | -0.385986 | -0.000882 | 0.010539 | 1 | 4,506 |
0.89766 | 1.004408 | 0.572321 | 6.389871 | -0.28324 | -0.714222 | -0.393406 | -0.000238 | 0.023256 | -0.535898 | -0.385986 | 0.000588 | 0.010096 | 1 | 4,507 |
-0.89766 | -1.122595 | -0.993836 | -0.233197 | 0.028398 | -0.220638 | -0.394794 | -0.000127 | 0.023256 | -0.535898 | -0.385986 | -0.000588 | 0.010539 | 1 | 4,508 |
1.570559 | 1.270147 | 0.572321 | 6.384027 | -0.058282 | -0.259683 | -0.394794 | 0 | 0.023256 | -0.535898 | -0.385986 | 0.001029 | 0.011691 | 1 | 4,509 |
-0.448566 | -0.856582 | -0.47117 | -0.237095 | -0.868409 | -0.788145 | -0.394794 | 0 | 0.023256 | -0.535898 | -0.385986 | -0.000294 | 0.010677 | 1 | 4,510 |
-0.224333 | -0.723747 | -0.079981 | -0.238069 | -0.256768 | -0.584164 | -0.39462 | 0.000016 | 0.023256 | -0.535898 | -0.385986 | -0.000147 | 0.012713 | 1 | 4,511 |
0.448632 | 0.206489 | 0.572321 | -0.239043 | -0.737019 | -0.625212 | -0.39462 | 0 | 0.023256 | -0.535898 | -0.385986 | 0.000294 | 0.013 | 1 | 4,512 |
-0.2243 | -0.325105 | -0.340834 | -0.238069 | -0.253778 | -0.233443 | -0.393406 | 0.000111 | 0.023256 | -0.535898 | -0.385986 | -0.000147 | 0.01213 | 1 | 4,513 |
0.112154 | -0.059328 | 0.311429 | -0.238069 | -1.349659 | -0.960292 | -0.393406 | 0 | 0.023256 | -0.535898 | -0.385986 | 0.000074 | 0.00973 | 1 | 4,514 |
-0.112154 | 0.339139 | 0.44189 | -0.238069 | -0.330475 | -0.220638 | -0.396182 | -0.000254 | 0.023256 | -0.535898 | -0.385986 | -0.000074 | 0.010094 | 1 | 4,515 |
-0.560893 | -0.325066 | -0.079981 | -0.236121 | 0.209842 | 0.26096 | -0.396182 | 0 | 0.023256 | -0.535898 | -0.385986 | -0.000368 | 0.00813 | 1 | 4,516 |
0.560893 | 0.339549 | 0.702801 | -0.238069 | -0.333816 | -0.374202 | -0.395315 | 0.000079 | 0.023256 | -0.535898 | -0.385986 | 0.000368 | 0.009075 | 1 | 4,517 |
-0.673097 | -0.590844 | -0.601995 | -0.235147 | -0.544805 | -0.208035 | -0.395315 | 0 | 0.023256 | -0.535898 | -0.385986 | -0.000441 | 0.00835 | 1 | 4,518 |
0.897396 | 0.73824 | 0.83329 | -0.239043 | -0.434545 | -0.389742 | -0.394967 | 0.000032 | 0.023256 | -0.535898 | -0.385986 | 0.000588 | 0.00747 | 1 | 4,519 |
-0.897396 | -0.856621 | -0.993376 | -0.235147 | -0.306456 | -0.113778 | -0.394967 | 0 | 0.023256 | -0.785587 | -0 | -0.000588 | 0.008058 | 1 | 4,520 |
0.224399 | 0.206724 | 0.572321 | -0.236121 | -0.297924 | -0.070509 | -0.39115 | 0.000349 | 0.023256 | -0.785587 | -0 | 0.000147 | 0.006889 | 1 | 4,521 |
0.672998 | 0.738044 | 0.572321 | 6.384027 | -0.420493 | -0.102739 | -0.39115 | 0 | 0.023256 | -0.785587 | -0 | 0.000441 | 0.00601 | 1 | 4,522 |
-0.2243 | -0.590844 | -0.471323 | 6.385975 | -0.129351 | 0.149113 | -0.393753 | -0.000238 | 0.023256 | -0.785587 | -0 | -0.000147 | 0.005718 | 1 | 4,523 |
-0.673097 | -0.059328 | -1.515889 | -0.234172 | 0.832523 | 0.952823 | -0.393753 | 0 | 0.023256 | -0.785587 | -0 | -0.000441 | 0.008642 | 1 | 4,524 |
-0.33666 | -0.192016 | 0.050269 | -0.233197 | 0.107223 | 0.352895 | -0.393753 | 0 | 0.023256 | -0.785587 | -0 | -0.000221 | 0.009154 | 1 | 4,525 |
-1.684414 | -0.457862 | -1.647954 | -0.225386 | 0.030382 | 0.225387 | -0.388894 | 0.000444 | 0.023256 | -0.785587 | -0 | -0.001104 | 0.012297 | 1 | 4,526 |
0.673989 | 0.473911 | 0.049576 | -0.229294 | -0.426845 | -0.113778 | -0.388894 | 0 | 0.023256 | -0.785587 | -0 | 0.000442 | 0.013309 | 1 | 4,527 |
0.224597 | 0.47344 | 0.572321 | -0.231246 | -0.652588 | -0.314896 | -0.390976 | -0.00019 | 0.023256 | -0.785587 | -0 | 0.000147 | 0.01229 | 1 | 4,528 |
-0.336908 | -0.324753 | -0.211392 | -0.228317 | -0.306456 | 0 | -0.390976 | 0 | 0.023256 | -0.785587 | -0 | -0.000221 | 0.01222 | 1 | 4,529 |
1.234964 | 0.872493 | 0.441697 | -0.233197 | 0.131628 | 0.124738 | -0.419436 | -0.002603 | 0.023256 | -0.785587 | -0 | 0.00081 | 0.010392 | 1 | 4,530 |
0 | -0.457872 | -0.472091 | -0.234172 | 0.109585 | 0.288322 | -0.419436 | 0 | 0.023256 | -0.785587 | -0 | 0 | 0.010974 | 1 | 4,531 |
0 | 0.206841 | 0.572321 | -0.233197 | -0.142784 | 0.037667 | -0.415965 | 0.000317 | 0.023256 | -0.785587 | -0 | 0 | 0.008935 | 1 | 4,532 |
-1.68429 | -0.723825 | -1.517119 | -0.226364 | -0.737019 | -0.472317 | -0.415965 | 0 | 0.023256 | -0.785587 | -0 | -0.001104 | 0.012078 | 1 | 4,533 |
0.112344 | 0.340782 | -0.081086 | 6.407435 | -0.319454 | -0.12497 | -0.415618 | 0.000032 | 0.023256 | -0.785587 | -0 | 0.000074 | 0.011568 | 1 | 4,534 |
-1.348673 | -0.857091 | -0.996144 | -0.221474 | 0.054404 | 0.26096 | -0.415618 | 0 | 0.023256 | -0.785587 | -0 | -0.000884 | 0.011432 | 1 | 4,535 |
0.562092 | 0.208369 | 0.572321 | -0.223431 | -0.571008 | -0.564403 | -0.415445 | 0.000016 | 0.023256 | -0.785587 | -0 | 0.000368 | 0.009897 | 1 | 4,536 |
0.112394 | 0.074946 | 0.441601 | -0.223431 | -0.353056 | -0.12497 | -0.415445 | 0 | 0.023256 | -0.785587 | -0 | 0.000074 | 0.010407 | 1 | 4,537 |
-0.224795 | -0.590844 | -0.473631 | -0.223431 | 0.048637 | 0.172768 | -0.312191 | 0.009445 | 0.023256 | -0.785587 | -0 | -0.000147 | 0.008072 | 1 | 4,538 |
-0.224828 | -0.191311 | 0.310852 | -0.222452 | -0.40548 | -0.246456 | -0.312191 | 0 | 0.023256 | -0.785587 | -0 | -0.000147 | 0.007488 | 1 | 4,539 |
0.899115 | 0.474538 | 0.70306 | -0.226364 | -0.227428 | 0.064797 | -0.411974 | -0.009128 | 0.023256 | -0.785587 | -0 | 0.000589 | 0.005875 | 1 | 4,540 |
-0.224729 | -0.457715 | 0.180277 | -0.225386 | -0.761383 | -0.646554 | -0.411974 | 0 | 0.023256 | -0.785587 | -0 | -0.000147 | 0.006022 | 1 | 4,541 |
1.572409 | 1.272339 | 0.833674 | 6.397672 | 0.031043 | 0.099597 | -0.412668 | -0.000063 | 0.023256 | -0.785587 | -0 | 0.001031 | 0.006893 | 1 | 4,542 |
0 | -0.590844 | 0.050038 | -0.231246 | -1.164539 | -0.814386 | -0.412668 | 0 | 0.023256 | -0.785587 | -0 | 0 | 0.006381 | 1 | 4,543 |
-0.449094 | -0.324831 | 0.050038 | -0.23027 | -0.257768 | -0.246456 | -0.417354 | -0.000429 | 0.023256 | -0.785587 | -0 | -0.000294 | 0.007918 | 1 | 4,544 |
0.898056 | 1.270968 | 0.311122 | 6.391821 | 0.3993 | 0.440925 | -0.417354 | 0 | 0.023256 | -0.785587 | -0 | 0.000589 | 0.007913 | 1 | 4,545 |
0.673196 | 0.472658 | 0.572321 | -0.238069 | -0.557013 | -0.171376 | -0.417354 | 0 | 0.023256 | -0.785587 | -0 | 0.000441 | 0.00718 | 1 | 4,546 |
1.121333 | 1.00347 | 0.311391 | 6.378188 | 0.243207 | 0.623933 | -0.413189 | 0.000381 | 0.023256 | -0.785587 | -0 | 0.000735 | 0.005861 | 1 | 4,547 |
-0.448434 | -0.325222 | -0.470863 | -0.239043 | -0.439726 | -0.405589 | -0.41423 | -0.000095 | 0.023256 | -0.785587 | -0 | -0.000294 | 0.005716 | 1 | 4,548 |
0.224234 | -0.059484 | 0.311506 | -0.240016 | -0.143632 | 0.164961 | -0.41423 | 0 | 0.023256 | -0.785587 | -0 | 0.000147 | 0.0063 | 1 | 4,549 |
5.595155 | 6.56832 | -0.862426 | -0.263291 | 1.535649 | 1.860795 | -0.420477 | -0.000571 | 0.023256 | -0.785587 | -0 | 0.003668 | 0.00139 | 1 | 4,550 |
1.339789 | 4.695566 | 0.572321 | 6.31815 | 1.191336 | 1.498682 | -0.420477 | 0 | 0.023256 | -0.785587 | -0 | 0.000878 | 0.001097 | 1 | 4,551 |
6.014534 | 7.062706 | 1.091395 | -0.296941 | 1.454958 | 1.807197 | -0.401215 | 0.001762 | 0.023256 | -0.785587 | -0 | 0.003942 | -0.002773 | 0 | 4,552 |
3.996556 | 7.55723 | 0.572321 | -0.313162 | 1.579077 | 1.935439 | -0.401215 | 0 | 0.023256 | -0.785587 | -0 | 0.00262 | -0.004516 | 0 | 4,553 |
2.215793 | 3.083851 | -2.008327 | 6.214858 | 1.465489 | 1.763704 | -0.401215 | 0 | 0.023256 | -0.785587 | -0 | 0.001452 | -0.006553 | 0 | 4,554 |
-5.32332 | 0.196076 | -8.463252 | 6.256744 | 1.269311 | 1.593599 | -0.401215 | 0 | 0.023256 | -0.785587 | -0 | -0.003489 | -0.003794 | 0 | 4,555 |
0.44432 | 2.828572 | -0.978775 | -0.30172 | 0.644683 | 0.998402 | -0.431583 | -0.002778 | 0.023256 | -0.785587 | -0 | 0.000291 | -0.004231 | 0 | 4,556 |
0.222112 | 0.461667 | -1.754154 | 6.254834 | 0.732913 | 1.017554 | -0.431583 | 0 | 0.023256 | -0.785587 | -0 | 0.000146 | -0.004231 | 0 | 4,557 |
-0.222112 | 0.198482 | -1.236632 | -0.30172 | 0.707725 | 1.028296 | -0.431583 | 0 | 0.023256 | -0.785587 | -0 | -0.000146 | -0.004158 | 0 | 4,558 |
3.328283 | 3.352914 | 0.313974 | 6.231961 | 0.348146 | 0.88239 | -0.43731 | -0.000524 | 0.023256 | -0.785587 | -0 | 0.002182 | -0.006267 | 0 | 4,559 |
-1.996098 | -0.853493 | -3.298371 | -0.307446 | 1.032988 | 1.416011 | -0.43731 | 0 | 0.023256 | -0.785587 | -0 | -0.001308 | -0.005105 | 0 | 4,560 |
2.882415 | 3.087055 | -0.460389 | 6.220554 | 0.860058 | 1.272402 | -0.443557 | -0.000571 | 0.023256 | -0.785587 | -0 | 0.001889 | -0.006848 | 0 | 4,561 |
0.885803 | 2.163077 | 0.572321 | 6.21296 | 0.897428 | 1.331146 | -0.443557 | 0 | 0.023256 | -0.785587 | -0 | 0.000581 | -0.007282 | 0 | 4,562 |
-1.550492 | -0.328537 | -2.004205 | 6.226255 | 0.642771 | 1.069878 | -0.446681 | -0.000286 | 0.023256 | -0.785587 | -0 | -0.001016 | -0.00612 | 0 | 4,563 |
-3.549911 | -0.590844 | -4.072848 | 6.256744 | 0.798409 | 1.116604 | -0.446681 | 0 | 0.023256 | -0.785587 | -0 | -0.002327 | -0.003354 | 0 | 4,564 |
0.444191 | 0.593187 | -0.202832 | -0.304584 | 0.407023 | 0.739041 | -0.439393 | 0.000667 | 0.023256 | -0.785587 | -0 | 0.000291 | -0.0035 | 0 | 4,565 |
-3.557153 | -0.327735 | -4.600264 | -0.28928 | 0.728818 | 1.174202 | -0.439393 | 0 | 0.023256 | -0.785587 | -0 | -0.002332 | -0.001899 | 0 | 4,566 |
2.001919 | 2.044652 | 0.831158 | -0.296941 | 0.153546 | 0.632727 | -0.436269 | 0.000286 | 0.023256 | -0.785587 | -0 | 0.001312 | -0.003065 | 0 | 4,567 |
-1.779354 | 1.515097 | -2.014724 | -0.290239 | 0.755826 | 0.872729 | -0.436269 | 0 | 0.023256 | -0.785587 | -0 | -0.001166 | -0.000438 | 0 | 4,568 |
-0.445163 | 0.200093 | -1.49943 | -0.287362 | 1.197021 | 1.483724 | -0.444772 | -0.000778 | 0.023256 | -0.785587 | -0 | -0.000292 | -0.000146 | 0 | 4,569 |
0 | -0.06336 | -1.759249 | 6.287375 | 0.038265 | 0.451963 | -0.444772 | 0 | 0.023256 | -0.785587 | -0 | 0 | -0.00073 | 0 | 4,570 |
-1.559094 | -0.590844 | -1.759249 | -0.279678 | 0.106632 | 0.451963 | -0.442516 | 0.000206 | 0.023256 | -0.785587 | -0 | -0.001022 | 0 | 0 | 4,571 |
-0.668671 | 1.784046 | -1.502155 | 6.304668 | 0.553296 | 0.822592 | -0.442516 | 0 | 0.023256 | -0.785587 | -0 | -0.000438 | 0.000438 | 1 | 4,572 |
-0.668964 | -0.062589 | -0.983991 | -0.274867 | -0.044165 | 0.157076 | -0.43974 | 0.000254 | 0.023256 | -0.785587 | -0 | -0.000439 | 0 | 0 | 4,573 |
3.786926 | 3.896371 | -0.465524 | 6.279704 | 0.52472 | 0.843025 | -0.43974 | 0 | 0.023256 | -0.785587 | -0 | 0.002482 | -0.003945 | 0 | 4,574 |
0.444903 | -0.063668 | -0.980812 | 6.275872 | -0.095278 | 0.218079 | -0.446161 | -0.000587 | 0.023256 | -0.785587 | -0 | 0.000292 | -0.003652 | 0 | 4,575 |
3.110695 | 3.09509 | 0.572321 | 6.249108 | 0.19541 | 0.457426 | -0.446161 | 0 | 0.023256 | -0.785587 | -0 | 0.002039 | -0.005691 | 0 | 4,576 |
2.218048 | 2.299984 | 0.055966 | -0.316016 | 0.500981 | 1.057114 | -0.443037 | 0.000286 | 0.023256 | -0.785587 | -0 | 0.001454 | -0.006852 | 0 | 4,577 |
-1.330442 | 0.459374 | -1.232951 | -0.310305 | 0.239306 | 0.703816 | -0.443037 | 0 | 0.023256 | -0.785587 | -0 | -0.000872 | -0.006126 | 0 | 4,578 |
-0.443739 | -0.065201 | -1.234527 | 6.247201 | 0.316941 | 0.853049 | -0.444772 | -0.000159 | 0.023256 | -0.785587 | -0 | -0.000291 | -0.006128 | 0 | 4,579 |
-1.554102 | 0.197793 | -1.751784 | 6.254834 | 0.317815 | 0.628342 | -0.444772 | 0 | 0.023256 | -1 | 0.614014 | -0.001019 | -0.005695 | 0 | 4,580 |
0.888252 | 1.250647 | 0.313974 | 6.247201 | 0.095294 | 0.592369 | -0.458482 | -0.001254 | 0.023256 | -1 | 0.614014 | 0.000582 | -0.006716 | 0 | 4,581 |
-3.111148 | -0.064818 | -3.304573 | -0.292155 | 1.019769 | 1.448219 | -0.458482 | 0 | 0.023256 | -1 | 0.614014 | -0.002039 | -0.005117 | 0 | 4,582 |
3.111148 | 3.884608 | 0.572321 | -0.306493 | 0.929822 | 1.477661 | -0.453796 | 0.000429 | 0.023256 | -1 | 0.614014 | 0.002039 | -0.00657 | 0 | 4,583 |
-0.666141 | 0.461054 | -0.719036 | -0.302675 | 0.839973 | 1.227932 | -0.453796 | 0 | 0.023256 | -1 | 0.614014 | -0.000437 | -0.005914 | 0 | 4,584 |
-1.555461 | 0.066951 | -2.529872 | -0.295984 | 0.348146 | 0.739041 | -0.443731 | 0.000921 | 0.023256 | -1 | 0.614014 | -0.00102 | -0.004016 | 0 | 4,585 |
-1.779613 | 0.462587 | -1.756189 | -0.288321 | 0.278285 | 0.691721 | -0.443731 | 0 | 0.023256 | -1 | 0.614014 | -0.001167 | -0.002776 | 0 | 4,586 |
0.890066 | 0.990915 | -1.499732 | -0.293113 | 0.639207 | 0.932035 | -0.450152 | -0.000587 | 0.023256 | -1 | 0.614014 | 0.000583 | -0.003506 | 0 | 4,587 |
-3.786373 | -0.327275 | -3.831115 | -0.276792 | 0.634519 | 0.879183 | -0.450152 | 0 | 0.023256 | -1 | 0.614014 | -0.002482 | -0.003221 | 0 | 4,588 |
-1.11543 | 0.201712 | -1.24404 | -0.271977 | 0.922915 | 1.08493 | -0.450152 | 0 | 0.023256 | -1 | 0.614014 | -0.000731 | -0.00249 | 0 | 4,589 |
-1.562973 | 1.787518 | -1.245369 | -0.264257 | 1.093698 | 0.995628 | -0.449805 | 0.000032 | 0.023256 | -1 | 0.614014 | -0.001025 | -0.000293 | 0 | 4,590 |
0 | 2.582857 | -0.72717 | -0.265223 | 0.202148 | 0.583117 | -0.42551 | 0.002222 | 0.023256 | -1 | 0.614014 | 0 | -0.000439 | 0 | 4,591 |
2.901391 | 3.111266 | 0.572321 | -0.27583 | 0.700969 | 1.08493 | -0.42551 | 0 | 0.023256 | -1 | 0.614014 | 0.001902 | -0.002634 | 0 | 4,592 |
-0.780601 | -0.062512 | -0.46522 | -0.273904 | 0.264277 | 0.484193 | -0.42551 | 0 | 0.023256 | -1 | 0.614014 | -0.000512 | -0.00139 | 0 | 4,593 |
1.895053 | 1.91864 | -0.076403 | -0.281601 | 0.105447 | 0.340391 | -0.417874 | 0.000698 | 0.023256 | -1 | 0.614014 | 0.001242 | -0.002925 | 0 | 4,594 |
0.890976 | 0.992531 | -0.20521 | -0.285443 | -0.201118 | 0.308247 | -0.428807 | -0.001 | 0.023256 | -1 | 0.614014 | 0.000584 | -0.004535 | 0 | 4,595 |
-0.445423 | 0.200555 | -0.982173 | -0.283522 | 0.174256 | 0.478911 | -0.428807 | 0 | 0.023256 | -1 | 0.614014 | -0.000292 | -0.003584 | 0 | 4,596 |
-0.891236 | -0.063052 | -0.464159 | 6.300821 | 0.270382 | 0.451963 | -0.442169 | -0.001222 | 0.023256 | -1 | 0.614014 | -0.000584 | -0.00234 | 0 | 4,597 |
-0.668769 | 0.729117 | -0.464765 | -0.276792 | 0.45559 | 0.869483 | -0.442169 | 0 | 0.023256 | -1 | 0.614014 | -0.000438 | -0.002268 | 0 | 4,598 |
1.114452 | 2.313071 | 0.053626 | 6.298899 | 0.283809 | 0.545002 | -0.434187 | 0.00073 | 0.023256 | -1 | 0.614014 | 0.000731 | -0.002925 | 0 | 4,599 |
-1.895053 | -0.326852 | -1.891029 | -0.273904 | 0.490504 | 0.596955 | -0.434187 | 0 | 0.023256 | -1 | 0.614014 | -0.001242 | -0.001976 | 0 | 4,600 |
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