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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 | -0.473343 | 0.344475 | -0.071574 | -0.156135 | -0.161147 | -0.269487 | 0 | -0.6 | 0.249689 | 0 | 0 | -0.00392 | 0 | 100,972 |
0 | -0.473343 | 0.512039 | -0.071574 | -3.407096 | -1.942037 | -0.271419 | -0.000143 | -0.6 | 0.249689 | 0 | 0 | -0.003265 | 0 | 100,973 |
-0.542283 | -0.473343 | -0.158324 | -0.071152 | 0.11022 | 0.047788 | -0.271419 | 0 | -0.6 | 0.249689 | 0 | -0.000435 | -0.002613 | 0 | 100,974 |
-0.542518 | -0.134574 | -0.158615 | -0.070941 | 0.408552 | -0.05052 | -0.23878 | 0.002413 | -0.6 | 0.249689 | 0 | -0.000435 | -0.000435 | 0 | 100,975 |
-1.085745 | -0.473343 | -0.830145 | 0.90161 | 0.33873 | 0.421534 | -0.23878 | 0 | -0.6 | 0.249689 | 0 | -0.000871 | 0.000435 | 1 | 100,976 |
0 | -0.134132 | 0.17631 | -0.069883 | 0.252007 | -0.358374 | -0.251664 | -0.000952 | -0.6 | 0.249689 | 0 | 0 | -0.002071 | 0 | 100,977 |
-0.271584 | -0.642976 | 0.008418 | -0.069672 | -0.045746 | -0.222127 | -0.251664 | 0 | -0.6 | 0.249689 | 0 | -0.000218 | -0.001744 | 0 | 100,978 |
-0.815107 | 1.052858 | -0.831607 | -0.069248 | 0.035417 | 0 | -0.250591 | 0.000079 | -0.6 | 0.249689 | 0 | -0.000654 | -0.00109 | 0 | 100,979 |
0.271762 | 0.544956 | 0.847986 | 0.90288 | 0.308951 | 0.25427 | -0.250591 | 0 | -0.6 | 0.249689 | 0 | 0.000218 | -0.001526 | 0 | 100,980 |
0 | 0.205449 | 0.176091 | -0.069248 | 0.004148 | -0.287628 | -0.249087 | 0.000111 | -0.6 | 0.249689 | 0 | 0 | -0.001308 | 0 | 100,981 |
-0.271762 | -0.81285 | 0.176091 | -0.069248 | -0.474799 | -1.329392 | -0.249087 | 0 | -0.6 | 0.249689 | 0 | -0.000218 | -0.001527 | 0 | 100,982 |
0.271762 | 0.205597 | 0.512039 | -0.06946 | 0.499977 | 0.216654 | -0.247155 | 0.000143 | -0.6 | 0.249689 | 0 | 0.000218 | -0.001526 | 0 | 100,983 |
0.271702 | -0.13391 | 0.512039 | -0.06946 | -0.495488 | -0.43528 | -0.247155 | 0 | -0.6 | 0.249689 | 0 | 0.000218 | -0.000872 | 0 | 100,984 |
-0.271702 | -0.812776 | 0.176164 | -0.06946 | -0.272775 | -1.132165 | -0.247155 | 0 | -0.6 | 0.249689 | 0 | -0.000218 | -0.000654 | 0 | 100,985 |
0.271702 | -0.13391 | 0.512039 | 0.90288 | -0.914399 | -0.519521 | -0.250591 | -0.000254 | -0.6 | 0.249689 | 0 | 0.000218 | -0.001744 | 0 | 100,986 |
-0.815285 | -0.812776 | -0.495805 | -0.069036 | -0.321201 | -0.287628 | -0.249732 | 0.000063 | -0.6 | 0.249689 | 0 | -0.000654 | -0.000872 | 0 | 100,987 |
0.543582 | 0.205745 | 0.512039 | -0.068824 | -0.111618 | -0.358374 | -0.249732 | 0 | -0.6 | 0.249689 | 0 | 0.000436 | -0.001744 | 0 | 100,988 |
-0.815462 | -1.152431 | -0.832193 | -0.068612 | -0.455872 | -0.43528 | -0.242431 | 0.00054 | -0.6 | 0.249689 | 0 | -0.000654 | -0.001091 | 0 | 100,989 |
-0.543938 | -0.473343 | -0.16037 | -0.068187 | 0.655541 | 0.508541 | -0.242431 | 0 | -0.6 | 0.249689 | 0 | -0.000436 | -0.001091 | 0 | 100,990 |
1.087639 | 1.903723 | 0.175724 | 0.903728 | 0.833293 | 1.093124 | -0.242431 | 0 | -0.6 | 0.249689 | 0 | 0.000872 | -0.003274 | 0 | 100,991 |
-1.631814 | -0.133836 | -1.505188 | -0.067975 | 0.289859 | 0.047788 | -0.242431 | 0 | -0.6 | 0.249689 | 0 | -0.001308 | -0.001966 | 0 | 100,992 |
0 | 0.206485 | 0.175577 | -0.067975 | -0.432572 | -0.43528 | -0.242431 | 0 | -0.6 | 0.249689 | 0 | 0 | -0.001747 | 0 | 100,993 |
-0.272177 | -0.133392 | 0.175577 | -0.067762 | -0.635696 | -0.716748 | -0.264978 | -0.001667 | -0.6 | 0.249689 | 0 | -0.000218 | -0.00131 | 0 | 100,994 |
1.36029 | 1.226043 | 0.512039 | -0.068399 | 0.065462 | 0.480479 | -0.264978 | 0 | -0.6 | 0.249689 | 0 | 0.001091 | -0.002401 | 0 | 100,995 |
-0.271939 | -0.473343 | 0.007759 | -0.068399 | -0.06306 | -0.358374 | -0.266266 | -0.000095 | -0.6 | 0.249689 | 0 | -0.000218 | -0.002401 | 0 | 100,996 |
-0.271999 | -0.473343 | 0.175797 | -0.068399 | -0.672365 | -0.716748 | -0.266695 | -0.000032 | -0.6 | 0.249689 | 0 | -0.000218 | -0.002839 | 0 | 100,997 |
-0.272058 | -0.473343 | 0.175724 | -0.068187 | -0.15919 | -0.104104 | -0.266695 | 0 | -0.6 | 0.249689 | 0 | -0.000218 | -0.002403 | 0 | 100,998 |
0 | -0.133466 | 0.175651 | 0.906275 | -1.056158 | -0.612644 | -0.266695 | 0 | -0.6 | 0.249689 | 0 | 0 | -0.002403 | 0 | 100,999 |
-0.272117 | -0.473343 | 0.007429 | -0.067762 | -0.381363 | -0.161147 | -0.26283 | 0.000286 | -0.6 | 0.249689 | 0 | -0.000218 | -0.002622 | 0 | 101,000 |
-0.272177 | -0.473343 | -0.497565 | -0.067337 | 0.501125 | 0.047788 | -0.26283 | 0 | -0.6 | 0.249689 | 0 | -0.000218 | -0.001966 | 0 | 101,001 |
-0.816887 | -0.813443 | -1.17137 | 0.908403 | 0.837636 | 0.136247 | -0.252523 | 0.000762 | -0.6 | 0.249689 | 0 | -0.000655 | -0.002186 | 0 | 101,002 |
-0.544889 | -0.473343 | -0.498448 | -0.066485 | -0.545302 | -0.519521 | -0.252523 | 0 | -0.6 | 0.249689 | 0 | -0.000437 | -0.001749 | 0 | 101,003 |
-0.272534 | -0.473343 | 0.175136 | -0.066485 | -0.16535 | -0.222127 | -0.245866 | 0.000492 | -0.6 | 0.249689 | 0 | -0.000219 | -0.001093 | 0 | 101,004 |
0.272534 | -0.132872 | 0.848941 | -0.066485 | -0.832374 | -1.132165 | -0.245866 | 0 | -0.6 | 0.249689 | 0 | 0.000219 | -0.001968 | 0 | 101,005 |
-1.090492 | -0.813814 | -0.836013 | -0.065631 | 0.657429 | 0.954497 | -0.250161 | -0.000318 | -0.6 | 0.249689 | 0 | -0.000874 | -0.001094 | 0 | 101,006 |
-0.272772 | -0.473343 | -0.499774 | -0.065631 | 0.755093 | 0.790009 | -0.250161 | 0 | -0.6 | 0.249689 | 0 | -0.000219 | -0.000875 | 0 | 101,007 |
1.363264 | 1.229758 | 0.849236 | -0.066272 | 0.136635 | 0.093124 | -0.246081 | 0.000302 | -0.6 | 0.249689 | 0 | 0.001093 | -0.002078 | 0 | 101,008 |
0.272474 | -0.132946 | 0.006657 | -0.066698 | 0.847779 | 0.954497 | -0.246081 | 0 | -0.6 | 0.249689 | 0 | 0.000218 | -0.001749 | 0 | 101,009 |
-0.272474 | 0.207228 | 0.17521 | 0.908829 | 0.233009 | 0.325017 | -0.25918 | -0.000968 | -0.6 | 0.249689 | 0 | -0.000218 | -0.001531 | 0 | 101,010 |
-1.363264 | -0.473343 | -1.17321 | -0.065845 | -0.394202 | -0.43528 | -0.25918 | 0 | -0.6 | 0.249689 | 0 | -0.001093 | -0.000438 | 0 | 101,011 |
0.545484 | 0.548741 | 0.174768 | -0.065631 | 0.190681 | 0.216654 | -0.246296 | 0.000952 | -0.6 | 0.249689 | 0 | 0.000437 | -0.000875 | 0 | 101,012 |
0.272653 | 0.207823 | 0.174915 | -0.066272 | 0.54469 | 0.325017 | -0.246296 | 0 | -0.6 | 0.249689 | 0 | 0.000219 | -0.000875 | 0 | 101,013 |
0.272593 | -0.132797 | 0.512039 | -0.066272 | 0.135544 | -0.358374 | -0.246725 | -0.000032 | -0.6 | 0.249689 | 0 | 0.000219 | -0.001969 | 0 | 101,014 |
1.362073 | 1.22827 | 0.34356 | -0.066911 | 0.355281 | 0.390518 | -0.246725 | 0 | -0.6 | 0.249689 | 0 | 0.001092 | -0.001967 | 0 | 101,015 |
0.272236 | -0.133243 | -0.161251 | -0.067549 | -0.065132 | -0.104104 | -0.249946 | -0.000238 | -0.6 | 0.249689 | 0 | 0.000218 | -0.002622 | 0 | 101,016 |
-0.272236 | -0.133318 | 0.175504 | -0.067549 | 0.812502 | 1.691396 | -0.249946 | 0 | -0.6 | 0.249689 | 0 | -0.000218 | -0.002842 | 0 | 101,017 |
0.81653 | 0.546733 | 0.17543 | -0.067975 | 0.796846 | 1.26137 | -0.254026 | -0.000302 | -0.6 | 0.249689 | 0 | 0.000655 | -0.003715 | 0 | 101,018 |
0.544057 | 0.206337 | 0.512039 | -0.068399 | -0.482333 | -0.43528 | -0.254026 | 0 | -0.6 | 0.249689 | 0 | 0.000436 | -0.004371 | 0 | 101,019 |
-0.271999 | -0.473343 | -0.496905 | -0.068399 | -0.045746 | 0.177365 | -0.249517 | 0.000333 | -0.6 | 0.249689 | 0 | -0.000218 | -0.004372 | 0 | 101,020 |
0.543938 | 0.206189 | -0.160664 | -0.068399 | 0.466458 | 0.136247 | -0.249517 | 0 | -0.6 | 0.249689 | 0 | 0.000436 | -0.004589 | 0 | 101,021 |
-1.088113 | -0.133688 | -1.169534 | 0.9067 | 0.881575 | 0.902996 | -0.240928 | 0.000635 | -0.6 | 0.249689 | 0 | -0.000872 | -0.003716 | 0 | 101,022 |
0.816174 | 0.546288 | -0.834247 | -0.068399 | 1.012544 | 0.902996 | -0.240928 | 0 | -0.6 | 0.249689 | 0 | 0.000654 | -0.00459 | 0 | 101,023 |
0.271939 | -0.133614 | 0.175797 | -0.068612 | -0.818479 | -0.104104 | -0.240928 | 0 | -0.6 | 0.249689 | 0 | 0.000218 | -0.005904 | 0 | 101,024 |
2.173383 | 2.241825 | 3.198745 | 11.606675 | -3.117607 | -1.942037 | -0.240928 | 0 | -0.6 | 0 | -0.385986 | 0.001743 | -0.008085 | 0 | 101,025 |
0 | -0.473343 | 0.512039 | 11.606675 | -4.029688 | -2.554681 | -0.240928 | 0 | -0.6 | 0 | -0.385986 | 0 | -0.007427 | 0 | 101,026 |
-3.12543 | -3.52824 | -5.202819 | -0.068187 | 1.35354 | 1.856158 | -0.21881 | 0.001635 | -0.6 | 0 | -0.385986 | -0.002506 | -0.004592 | 0 | 101,027 |
0.136051 | 1.055687 | 0.007374 | -0.067975 | 0.250225 | 0.451498 | -0.216448 | 0.000175 | -0.6 | 0 | -0.385986 | 0.000109 | -0.004592 | 0 | 101,028 |
0 | -0.133466 | -0.16081 | -0.067975 | 0.423428 | 0.136247 | -0.2274 | -0.00081 | -0.6 | 0 | -0.385986 | 0 | -0.004373 | 0 | 101,029 |
-0.272117 | -0.133466 | 0.175651 | -0.067975 | 0.657284 | -0.519521 | -0.2274 | 0 | -0.6 | 0 | -0.385986 | -0.000218 | -0.003716 | 0 | 101,030 |
0.272117 | -0.133392 | 0.175577 | -0.067975 | -0.19133 | -0.519521 | -0.234271 | -0.000508 | -0.6 | 0 | -0.385986 | 0.000218 | -0.004153 | 0 | 101,031 |
-0.544294 | -0.813294 | -0.16081 | -0.067762 | -0.751948 | -0.971018 | -0.234271 | 0 | -0.6 | 0 | -0.385986 | -0.000436 | -0.003279 | 0 | 101,032 |
0.272177 | 0.206634 | 0.512039 | -0.067762 | -0.158577 | -0.161147 | -0.234271 | 0 | -0.6 | 0 | -0.385986 | 0.000218 | -0.002841 | 0 | 101,033 |
1.088113 | 0.886017 | 0.512039 | -0.068612 | -0.125302 | 0.25427 | -0.228259 | 0.000444 | -0.6 | 0 | -0.385986 | 0.000872 | -0.003932 | 0 | 101,034 |
0 | -0.473343 | -0.496685 | -0.068399 | -0.700318 | -0.358374 | -0.229762 | -0.000111 | -0.6 | 0 | -0.385986 | 0 | -0.004151 | 0 | 101,035 |
-1.088113 | -1.152875 | -0.833072 | -0.068187 | -1.115866 | -1.132165 | -0.229762 | 0 | -0.6 | 0 | -0.385986 | -0.000872 | -0.002403 | 0 | 101,036 |
0.272117 | 0.206485 | 0.512039 | -0.067762 | 0.440481 | -0.05052 | -0.229547 | 0.000016 | -0.6 | 0 | -0.385986 | 0.000218 | -0.004153 | 0 | 101,037 |
-0.544294 | -0.473343 | -0.497345 | -0.067337 | -0.628638 | -0.612644 | -0.229547 | 0 | -0.6 | 0 | -0.385986 | -0.000436 | -0.00306 | 0 | 101,038 |
0 | -0.473343 | -0.161104 | -0.067337 | -0.348769 | -0.834771 | -0.227185 | 0.000175 | -0.6 | 0 | -0.385986 | 0 | -0.001201 | 0 | 101,039 |
-0.544532 | -0.813443 | -0.497786 | -0.066911 | -0.661856 | -1.329392 | -0.227185 | 0 | -0.6 | 0 | -0.385986 | -0.000437 | -0.001748 | 0 | 101,040 |
-1.635023 | -0.473343 | -1.677707 | -0.066272 | 0.395811 | 0.748892 | -0.228473 | -0.000095 | -0.6 | 0 | -0.385986 | -0.001311 | -0.000437 | 0 | 101,041 |
0 | 1.569261 | 0.512039 | 0.909682 | 0.007354 | -0.161147 | -0.228473 | 0 | -0.6 | 0 | -0.385986 | 0 | -0.000875 | 0 | 101,042 |
0.272653 | -0.132723 | 0.680573 | -0.066058 | -0.485594 | -0.43528 | -0.219669 | 0.000651 | -0.6 | 0 | -0.385986 | 0.000219 | -0.001312 | 0 | 101,043 |
0.272593 | -0.132797 | 0.512039 | 0.909682 | -0.878406 | -0.716748 | -0.219669 | 0 | -0.6 | 0 | -0.385986 | 0.000219 | -0.001093 | 0 | 101,044 |
0 | -0.132872 | 0.34356 | -0.066485 | -0.33691 | -0.358374 | -0.219669 | 0 | -0.6 | 0 | -0.385986 | 0 | -0.001093 | 0 | 101,045 |
-0.272593 | 0.207525 | 0.175063 | -0.066272 | -0.048764 | 0.216654 | -0.224179 | -0.000333 | -0.6 | 0 | -0.385986 | -0.000219 | -0.000656 | 0 | 101,046 |
-0.818137 | 0.207674 | -0.667957 | -0.065418 | 0.768005 | 0.920498 | -0.224179 | 0 | -0.6 | 0 | -0.385986 | -0.000656 | 0.000219 | 1 | 101,047 |
0.272772 | -0.132574 | 0.006105 | -0.066058 | 0.724113 | 0.937661 | -0.273996 | -0.003683 | -0.6 | 0 | -0.385986 | 0.000219 | 0.000328 | 1 | 101,048 |
0 | -0.473343 | -0.162429 | -0.065418 | 0.54345 | 0.177365 | -0.271419 | 0.000191 | -0.6 | 0 | -0.385986 | 0 | -0.000875 | 0 | 101,049 |
-0.545604 | -0.473343 | -1.174684 | -0.06499 | 0.4072 | 0.866915 | -0.271419 | 0 | -0.6 | 0 | -0.385986 | -0.000437 | -0.000438 | 0 | 101,050 |
0.545604 | 0.20827 | -0.162724 | -0.065204 | -0.199822 | 0.136247 | -0.2828 | -0.000841 | -0.6 | 0 | -0.385986 | 0.000437 | -0.00197 | 0 | 101,051 |
-1.091446 | -1.495874 | -0.837192 | -0.06499 | -0.193278 | -0.161147 | -0.2828 | 0 | -0.6 | 0 | -0.385986 | -0.000875 | -0.000876 | 0 | 101,052 |
0 | 0.208568 | -0.16302 | -0.065204 | 0.20825 | 0.636861 | -0.2828 | 0 | -0.6 | 0 | -0.385986 | 0 | -0.000657 | 0 | 101,053 |
0.545842 | 0.549412 | 0.849457 | -0.06499 | 0.009633 | -0.358374 | -0.260253 | 0.001667 | -0.6 | 0 | -0.385986 | 0.000438 | -0.001094 | 0 | 101,054 |
-0.818853 | -0.473343 | -0.500217 | -0.06499 | -0.445624 | 0 | -0.260253 | 0 | -0.6 | 0 | -0.385986 | -0.000657 | 0.000438 | 1 | 101,055 |
0 | -0.132276 | 0.512039 | -0.064776 | -0.607979 | -0.43528 | -0.247799 | 0.000921 | -0.6 | 0 | -0.385986 | 0 | 0.001313 | 1 | 101,056 |
0 | -0.132276 | 0.174472 | -0.064563 | 0.103708 | -0.222127 | -0.246296 | 0.000111 | -0.6 | 0 | -0.385986 | 0 | 0.000875 | 1 | 101,057 |
-0.136528 | -0.473343 | 0.174472 | -0.064563 | 0.021782 | -0.519521 | -0.246296 | 0 | -0.6 | 0 | -0.385986 | -0.000109 | 0.001422 | 1 | 101,058 |
0.68249 | 1.40181 | 0.680812 | 0.911817 | 0.093994 | 0.451498 | -0.259609 | -0.000984 | -0.6 | 0 | -0.385986 | 0.000547 | 0.001531 | 1 | 101,059 |
0 | -0.473343 | 0.17462 | -0.065204 | -0.700318 | -0.612644 | -0.259609 | 0 | -0.6 | 0 | -0.385986 | 0 | 0.002186 | 1 | 101,060 |
0 | -0.473343 | 0.17462 | 0.911817 | 0.516208 | -0.287628 | -0.259609 | 0 | -0.6 | 0 | -0.385986 | 0 | 0.001749 | 1 | 101,061 |
0 | -0.473343 | 0.17462 | -0.06499 | -1.801491 | -1.329392 | -0.258536 | 0.000079 | -0.6 | 0 | -0.385986 | 0 | 0.001967 | 1 | 101,062 |
0.272891 | -0.132425 | 0.17462 | 0.911817 | -0.412104 | -0.43528 | -0.258536 | 0 | -0.6 | 0 | -0.385986 | 0.000219 | 0.001749 | 1 | 101,063 |
-1.091924 | -0.473343 | -0.837783 | -0.064563 | 0.000462 | -0.222127 | -0.257891 | 0.000048 | -0.6 | 0 | -0.385986 | -0.000875 | 0.002842 | 1 | 101,064 |
1.364755 | 1.57239 | 0.512039 | -0.065631 | 1.050604 | 1.506757 | -0.257891 | 0 | -0.6 | 0 | -0.385986 | 0.001094 | 0.002403 | 1 | 101,065 |
-0.545723 | -0.473343 | -1.175054 | -0.065204 | 0.323252 | 0.390518 | -0.252523 | 0.000397 | -0.6 | 0 | -0.385986 | -0.000438 | 0.001531 | 1 | 101,066 |
-0.545962 | -0.64383 | -1.175792 | -0.064348 | 0.567236 | 0.25427 | -0.252523 | 0 | -0.6 | 0 | -0.385986 | -0.000438 | 0.001968 | 1 | 101,067 |
-0.273071 | -0.473343 | 0.174472 | -0.064348 | -1.998879 | -1.329392 | -0.229332 | 0.001714 | -0.6 | 0 | -0.385986 | -0.000219 | 0.002406 | 1 | 101,068 |
-0.27313 | -0.81456 | -0.163316 | -0.064348 | -0.926133 | -0.716748 | -0.229332 | 0 | -0.6 | 0 | -0.385986 | -0.000219 | 0.002843 | 1 | 101,069 |
-0.27319 | 0.550083 | -0.163463 | -0.06392 | 0.524152 | 0.587745 | -0.234056 | -0.000349 | -0.6 | 0 | -0.385986 | -0.000219 | 0.003062 | 1 | 101,070 |
0.27319 | 0.891375 | 0.512039 | -0.064348 | 0.594132 | -0.05052 | -0.234056 | 0 | -0.6 | 0 | -0.385986 | 0.000219 | 0.003061 | 1 | 101,071 |
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