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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 | 0.438737 | 0.572321 | -0.445586 | -1.175708 | -0.869599 | -0.101865 | 0.000016 | -0.023256 | -0.267949 | -0.517638 | 0 | -0.000855 | 0 | 19,101 |
0 | 0.438737 | 0.445967 | 5.970882 | -0.613099 | -0.421757 | -0.101865 | 0 | -0.023256 | -0.267949 | -0.517638 | 0 | -0.000998 | 0 | 19,102 |
-0.217303 | -0.719583 | -0.691621 | -0.444672 | -0.747067 | -0.472317 | -0.102213 | -0.000032 | -0.023256 | -0.267949 | -0.517638 | -0.000142 | -0.000641 | 0 | 19,103 |
0.434574 | -0.075907 | 0.572321 | -0.445586 | -1.359369 | -0.99296 | -0.102213 | 0 | -0.023256 | -0.267949 | -0.517638 | 0.000285 | -0.000997 | 0 | 19,104 |
-0.434574 | -0.590844 | -0.438616 | -0.443758 | -1.536655 | -0.869599 | -0.098915 | 0.000302 | -0.023256 | -0.267949 | -0.517638 | -0.000285 | -0.000998 | 0 | 19,105 |
0.325942 | -0.075907 | 0.06678 | -0.445586 | -0.635142 | -0.344 | -0.098915 | 0 | -0.023256 | -0.267949 | -0.517638 | 0.000214 | -0.001211 | 0 | 19,106 |
0.108632 | 1.981827 | 0.445976 | 5.969055 | -1.732197 | -1.268925 | -0.10603 | -0.000651 | -0.023256 | -0.267949 | -0.517638 | 0.000071 | -0.001283 | 0 | 19,107 |
-0.434574 | -0.590844 | -0.185828 | -0.444672 | -0.947479 | -0.691024 | -0.10603 | 0 | -0.023256 | -0.267949 | -0.517638 | -0.000285 | -0.00114 | 0 | 19,108 |
-0.434698 | -0.333357 | -0.186044 | 5.974538 | -1.084406 | -0.814386 | -0.099957 | 0.000556 | -0.023256 | -0.267949 | -0.517638 | -0.000285 | -0.00057 | 0 | 19,109 |
-0.869768 | -0.07576 | -0.439193 | -0.440099 | -1.453478 | -0.960292 | -0.099957 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.00057 | 0.000143 | 1 | 19,110 |
-0.21752 | 0.954848 | 0.066348 | -0.438268 | -0.46488 | -0.220638 | -0.093015 | 0.000635 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | 0.00114 | 1 | 19,111 |
-0.652745 | -0.3331 | -0.693063 | -0.435519 | -0.182918 | -0.314896 | -0.093015 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000428 | 0.000784 | 1 | 19,112 |
0.652745 | 0.182608 | 0.319208 | -0.434602 | -1.912684 | -1.369089 | -0.093015 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000428 | 0 | 0 | 19,113 |
-1.088063 | -1.106442 | -1.072855 | -0.433685 | -0.856459 | -0.50789 | -0.109154 | -0.001476 | -0.023256 | -0.535898 | -0.385986 | -0.000713 | 0.000785 | 1 | 19,114 |
-0.217706 | -0.075025 | -0.187343 | -0.431851 | -0.631705 | -0.344 | -0.109501 | -0.000032 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | 0.000713 | 1 | 19,115 |
0.435381 | 0.311871 | 0.3191 | -0.433685 | -0.895447 | -0.545119 | -0.109501 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000285 | 0.000285 | 1 | 19,116 |
0.326454 | 0.311614 | 0.319172 | -0.435519 | -0.920976 | -0.564403 | -0.110542 | -0.000095 | -0.023256 | -0.535898 | -0.385986 | 0.000214 | -0.000571 | 0 | 19,117 |
-0.217628 | -0.590844 | -0.060484 | -0.435519 | -0.675943 | -0.472317 | -0.110542 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | -0.000071 | 0 | 19,118 |
0.326431 | -0.075135 | 0.825416 | -0.436436 | -2.188794 | -1.777885 | -0.11193 | -0.000127 | -0.023256 | -0.535898 | -0.385986 | 0.000214 | 0.000428 | 1 | 19,119 |
-0.435256 | -0.461931 | 0.066131 | 5.991018 | -1.160856 | -0.788145 | -0.11193 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000285 | 0.000428 | 1 | 19,120 |
0.544051 | 0.053815 | 0.698882 | -0.436436 | -1.289649 | -0.898703 | -0.11193 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000357 | 0 | 0 | 19,121 |
0.326337 | -0.204159 | 0.319262 | -0.438268 | -1.41535 | -0.762738 | -0.108113 | 0.000349 | -0.023256 | -0.535898 | -0.385986 | 0.000214 | 0.000214 | 1 | 19,122 |
0.21752 | 0.182278 | 0.319316 | -0.438268 | -0.926196 | -0.584164 | -0.108113 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000143 | -0.000143 | 0 | 19,123 |
0.652373 | 0.182167 | 0.445841 | -0.441014 | -1.164539 | -0.66848 | -0.108113 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000428 | 0.00057 | 1 | 19,124 |
-1.087443 | -0.848477 | -1.578142 | -0.437352 | -0.729084 | -0.314896 | -0.108113 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000713 | 0.000998 | 1 | 19,125 |
0 | -0.590844 | 0.066203 | -0.437352 | -1.668308 | -1.062593 | -0.104469 | 0.000333 | -0.023256 | -0.535898 | -0.385986 | 0 | 0.000855 | 1 | 19,126 |
-0.217582 | -0.333063 | 0.31928 | -0.437352 | -1.389343 | -0.788145 | -0.104469 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | 0.000713 | 1 | 19,127 |
-0.217613 | -0.590844 | -0.187018 | -0.435519 | -1.536655 | -1.138866 | -0.105683 | -0.000111 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | 0.000713 | 1 | 19,128 |
0.761508 | 0.311485 | 0.825398 | -0.438268 | -0.496601 | -0.208035 | -0.105683 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000499 | 0.000499 | 1 | 19,129 |
-0.326314 | -0.71972 | -0.566403 | -0.437352 | -0.745046 | -0.564403 | -0.109675 | -0.000365 | -0.023256 | -0.535898 | -0.385986 | -0.000214 | 0.000927 | 1 | 19,130 |
1.087443 | 1.727859 | 0.825326 | -0.441014 | -1.255143 | -0.646554 | -0.109675 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000713 | 0.000214 | 1 | 19,131 |
-1.305024 | -0.719656 | -1.071916 | -0.438268 | -1.230344 | -0.869599 | -0.114186 | -0.000413 | -0.023256 | -0.535898 | -0.385986 | -0.000855 | 0.00114 | 1 | 19,132 |
0.87014 | 0.440205 | 0.825362 | -0.439183 | -1.359369 | -0.841516 | -0.114186 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.00057 | -0.000285 | 0 | 19,133 |
-1.305397 | -0.719693 | -0.945815 | -0.435519 | -0.944782 | -0.691024 | -0.095965 | 0.001667 | -0.023256 | -0.535898 | -0.385986 | -0.000856 | 0.000998 | 1 | 19,134 |
0.652838 | 0.440499 | 0.572321 | -0.437352 | -1.294085 | -0.814386 | -0.095965 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000428 | 0.000642 | 1 | 19,135 |
-0.435194 | -0.461949 | -0.18691 | -0.435519 | -0.797431 | -0.421757 | -0.108113 | -0.001111 | -0.023256 | -0.535898 | -0.385986 | -0.000285 | 0.001354 | 1 | 19,136 |
0.435194 | 0.182608 | 0.825398 | -0.436436 | -0.371664 | -0.12497 | -0.108113 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000285 | 0.001283 | 1 | 19,137 |
0.217551 | 0.182388 | 0.445805 | 5.981857 | -0.975034 | -0.472317 | -0.106898 | 0.000111 | -0.023256 | -0.535898 | -0.385986 | 0.000143 | 0.000428 | 1 | 19,138 |
0.435008 | 0.182278 | 0.319316 | -0.440099 | -0.433256 | 0.099597 | -0.106898 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000285 | 0 | 0 | 19,139 |
0 | 0.439617 | -0.186585 | -0.440099 | -0.041962 | 0.203258 | -0.099436 | 0.000683 | -0.023256 | -0.535898 | -0.385986 | 0 | 0.00057 | 1 | 19,140 |
0.65228 | 0.182057 | 0.319389 | -0.441929 | -1.039803 | -0.646554 | -0.099436 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000428 | 0.000285 | 1 | 19,141 |
-1.087288 | -0.333284 | -0.692161 | -0.438268 | -1.052257 | -0.691024 | -0.103774 | -0.000397 | -0.023256 | -0.535898 | -0.385986 | -0.000713 | 0.000784 | 1 | 19,142 |
0.326268 | -0.075393 | 0.319316 | -0.439183 | -1.39963 | -0.762738 | -0.103774 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000214 | 0.000285 | 1 | 19,143 |
0.434915 | 0.053309 | 0.44585 | -0.441929 | -1.000804 | -0.564403 | -0.101692 | 0.00019 | -0.023256 | -0.535898 | -0.385986 | 0.000285 | 0.000214 | 1 | 19,144 |
-0.978733 | -0.204435 | -1.325147 | -0.434602 | -0.194694 | -0.102739 | -0.101692 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000642 | 0.000499 | 1 | 19,145 |
0.217551 | -0.333063 | -0.060349 | 5.987352 | -0.448888 | -0.159519 | -0.101692 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000143 | 0.000428 | 1 | 19,146 |
0.435008 | -0.075393 | 0.319316 | -0.439183 | -2.017905 | -1.027019 | -0.100477 | 0.000111 | -0.023256 | -0.535898 | -0.385986 | 0.000285 | -0.00107 | 0 | 19,147 |
0.326175 | -0.204352 | -0.186585 | -0.441014 | -0.844711 | -0.625212 | -0.103774 | -0.000302 | -0.023256 | -0.535898 | -0.385986 | 0.000214 | -0.001569 | 0 | 19,148 |
-0.978733 | -0.719665 | -0.565916 | 5.98552 | -1.021531 | -0.814386 | -0.103774 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000642 | -0.001284 | 0 | 19,149 |
0.652559 | 0.182388 | 0.825326 | -0.440099 | -1.354497 | -1.268925 | -0.10013 | 0.000333 | -0.023256 | -0.535898 | -0.385986 | 0.000428 | -0.002569 | 0 | 19,150 |
0 | -0.204352 | 0.319389 | 5.980027 | -1.132073 | -0.814386 | -0.10013 | 0 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.006149 | 0 | 19,151 |
-0.217489 | -0.333173 | -0.060078 | -0.439183 | -1.699518 | -1.179915 | -0.10013 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | -0.007585 | 0 | 19,152 |
0.326221 | -0.204297 | 0.572321 | -0.440099 | -1.623977 | -1.138866 | -0.100477 | -0.000032 | -0.023256 | -0.535898 | -0.385986 | 0.000214 | -0.007655 | 0 | 19,153 |
-0.108733 | 0.568301 | 0.445868 | -0.440099 | -0.389575 | -0.081109 | -0.103254 | -0.000254 | -0.023256 | -0.535898 | -0.385986 | -0.000071 | -0.009885 | 0 | 19,154 |
-0.435008 | -0.333173 | -0.439626 | -0.439183 | -1.091019 | -1.027019 | -0.103254 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000285 | -0.008592 | 0 | 19,155 |
0 | 0.955068 | 0.572321 | -0.438268 | -1.374195 | -1.138866 | -0.103254 | 0 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.009312 | 0 | 19,156 |
0 | 0.439911 | 0.572321 | 5.98552 | -1.042896 | -0.421757 | -0.101171 | 0.00019 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.009168 | 0 | 19,157 |
-0.217551 | -0.590844 | 0.319316 | -0.436436 | -2.043622 | -1.777885 | -0.101171 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | -0.008809 | 0 | 19,158 |
0.43507 | -0.075319 | 0.066203 | -0.438268 | -1.006664 | -0.738112 | -0.102039 | -0.000079 | -0.023256 | -0.535898 | -0.385986 | 0.000285 | -0.008879 | 0 | 19,159 |
0.217489 | 0.439764 | 0.572321 | -0.439183 | -0.421758 | -0.01952 | -0.102039 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000143 | -0.008877 | 0 | 19,160 |
1.304281 | 0.954628 | 0.319389 | 5.970882 | -0.665066 | -0.584164 | -0.106724 | -0.000429 | -0.023256 | -0.535898 | -0.385986 | 0.000855 | -0.011028 | 0 | 19,161 |
-1.195548 | -0.590844 | -0.944517 | -0.440099 | -1.142727 | -0.625212 | -0.106724 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000784 | -0.010244 | 0 | 19,162 |
-0.543741 | 0.053217 | -0.060033 | 5.981857 | -1.340082 | -1.062593 | -0.107419 | -0.000063 | -0.023256 | -0.535898 | -0.385986 | -0.000356 | -0.006868 | 0 | 19,163 |
0.108764 | 0.053447 | 0.319316 | -0.438268 | -1.12158 | -1.062593 | -0.107419 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000071 | -0.007011 | 0 | 19,164 |
-0.326314 | -0.461976 | -0.31329 | -0.436436 | -1.426032 | -1.099821 | -0.08833 | 0.001746 | -0.023256 | -0.535898 | -0.385986 | -0.000214 | -0.004789 | 0 | 19,165 |
-0.217582 | -0.075319 | 0.31928 | -0.436436 | -1.691583 | -1.223183 | -0.08833 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000143 | -0.004861 | 0 | 19,166 |
-0.979501 | 3.401199 | -0.693424 | -0.431851 | -0.70581 | -0.545119 | -0.106724 | -0.001683 | -0.023256 | -0.535898 | -0.385986 | -0.000642 | -0.005367 | 0 | 19,167 |
0.544245 | 0.054045 | 0.192448 | -0.434602 | -0.688852 | -0.389742 | -0.106724 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000357 | -0.004648 | 0 | 19,168 |
1.087908 | 0.698243 | 0.698882 | -0.436436 | -1.084406 | -0.788145 | -0.112104 | -0.000492 | -0.023256 | -0.535898 | -0.385986 | 0.000713 | -0.006436 | 0 | 19,169 |
-0.43507 | -0.719711 | -0.43977 | -0.437352 | -0.238042 | -0.286814 | -0.112104 | 0 | -0.023256 | -0.785587 | -0 | -0.000285 | -0.006151 | 0 | 19,170 |
-0.108787 | -0.461949 | -0.18691 | -0.436436 | -1.2064 | -0.869599 | -0.111063 | 0.000095 | -0.023256 | -0.785587 | -0 | -0.000071 | -0.006869 | 0 | 19,171 |
0.652605 | 0.568962 | 0.572321 | -0.439183 | -0.258769 | -0.286814 | -0.111063 | 0 | -0.023256 | -0.785587 | -0 | 0.000428 | -0.0078 | 0 | 19,172 |
-0.326268 | -0.719702 | -0.692793 | -0.438268 | -1.132073 | -0.841516 | -0.112625 | -0.000143 | -0.046512 | -0.785587 | -0 | -0.000214 | -0.0096 | 0 | 19,173 |
1.739289 | 1.984943 | 0.82529 | -0.444672 | -0.011131 | 0.07364 | -0.112625 | 0 | -0.046512 | -0.785587 | -0 | 0.00114 | -0.010092 | 0 | 19,174 |
-0.434636 | 0.181397 | 0.066852 | -0.442843 | -1.29855 | -1.062593 | -0.119219 | -0.000603 | -0.046512 | -0.785587 | -0 | -0.000285 | -0.009016 | 0 | 19,175 |
-0.217365 | -0.590844 | 0.319533 | -0.442843 | -1.609807 | -1.099821 | -0.119219 | 0 | -0.046512 | -0.785587 | -0 | -0.000142 | -0.007652 | 0 | 19,176 |
-0.434822 | -0.07576 | -0.692161 | -0.437352 | -1.033659 | -0.788145 | -0.119219 | 0 | -0.046512 | -0.785587 | -0 | -0.000285 | -0.007296 | 0 | 19,177 |
-0.217458 | -0.719674 | -0.312974 | -0.440099 | -1.012572 | -0.738112 | -0.12269 | -0.000317 | -0.046512 | -0.785587 | -0 | -0.000143 | -0.006579 | 0 | 19,178 |
0.434884 | -0.07554 | 0.319389 | -0.441929 | -1.715665 | -0.99296 | -0.12269 | 0 | -0.046512 | -0.785587 | -0 | 0.000285 | -0.005 | 0 | 19,179 |
0.326082 | 0.05308 | 0.572321 | -0.442843 | -0.858833 | -0.604425 | -0.123384 | -0.000063 | -0.046512 | -0.785587 | -0 | 0.000214 | -0.003068 | 0 | 19,180 |
0 | -0.075797 | 0.445922 | -0.442843 | -0.910651 | -0.604425 | -0.123384 | 0 | -0.046512 | -0.785587 | -0 | 0 | -0.003425 | 0 | 19,181 |
0.108678 | -0.204545 | 0.193098 | -0.442843 | -0.366965 | -0.029461 | -0.122169 | 0.000111 | -0.046512 | -0.785587 | -0 | 0.000071 | -0.00414 | 0 | 19,182 |
-1.304652 | -0.848404 | -0.94495 | -0.438268 | -0.421758 | -0.233443 | -0.122169 | 0 | -0.046512 | -0.785587 | -0 | -0.000855 | -0.005577 | 0 | 19,183 |
0.652466 | 0.439911 | 0.319316 | -0.440099 | -0.237071 | 0.26096 | -0.123384 | -0.000111 | -0.046512 | -0.785587 | -0 | 0.000428 | -0.005001 | 0 | 19,184 |
0.108717 | -0.204407 | 0.572321 | -0.441014 | -0.944782 | -0.455106 | -0.123384 | 0 | -0.046512 | -0.785587 | -0 | 0.000071 | -0.003498 | 0 | 19,185 |
0.65214 | 0.310649 | 0.445886 | -0.443758 | -0.753167 | -0.489906 | -0.120954 | 0.000222 | -0.046512 | -0.785587 | -0 | 0.000427 | -0.002925 | 0 | 19,186 |
0.325966 | -0.07587 | 0.572321 | -0.445586 | -0.96112 | -0.455106 | -0.120954 | 0 | -0.046512 | -0.785587 | -0 | 0.000214 | -0.002853 | 0 | 19,187 |
-1.086823 | -0.462114 | -0.691621 | 5.980027 | -0.312925 | 0.046813 | -0.11974 | 0.000111 | -0.046512 | -0.785587 | -0 | -0.000712 | -0.005431 | 0 | 19,188 |
-0.217458 | -0.848514 | 0.066492 | -0.439183 | -1.609807 | -1.138866 | -0.11974 | 0 | -0.046512 | -0.785587 | -0 | -0.000143 | -0.005073 | 0 | 19,189 |
0.869644 | 0.439617 | 0.319389 | -0.443758 | -0.618125 | -0.081109 | -0.121649 | -0.000175 | -0.046512 | -0.785587 | -0 | 0.00057 | -0.003926 | 0 | 19,190 |
0.217334 | 0.310328 | 0.193125 | -0.444672 | -0.401777 | 0.099597 | -0.121649 | 0 | -0.046512 | -0.785587 | -0 | 0.000142 | -0.004569 | 0 | 19,191 |
-0.326012 | 0.181507 | -0.186044 | -0.442843 | -0.926196 | -0.564403 | -0.146464 | -0.00227 | -0.046512 | -0.785587 | -0 | -0.000214 | -0.004212 | 0 | 19,192 |
-0.434791 | -0.462068 | -0.059762 | -0.441014 | -0.672298 | -0.489906 | -0.146464 | 0 | -0.046512 | -0.785587 | -0 | -0.000285 | -0.00264 | 0 | 19,193 |
0.326105 | 0.825586 | 0.319443 | 5.976367 | -0.983518 | -0.869599 | -0.130152 | 0.001492 | -0.046512 | -0.785587 | -0 | 0.000214 | -0.00214 | 0 | 19,194 |
-0.543547 | -0.848441 | -0.692161 | -0.440099 | -0.555475 | -0.472317 | -0.130152 | 0 | -0.046512 | -0.785587 | -0 | -0.000356 | -0.002355 | 0 | 19,195 |
0.108725 | -0.333192 | 0.192936 | -0.440099 | -0.681446 | -0.50789 | -0.131887 | -0.000159 | -0.046512 | -0.785587 | -0 | 0.000071 | -0.003284 | 0 | 19,196 |
-1.849378 | 0.439471 | -2.464819 | -0.432768 | 0.690071 | 0.978779 | -0.131887 | 0 | -0.046512 | -0.785587 | -0 | -0.001212 | -0.002357 | 0 | 19,197 |
-0.435474 | -0.719831 | -0.314049 | -0.430933 | -0.454178 | -0.286814 | -0.140217 | -0.000762 | -0.046512 | -0.785587 | -0 | -0.000285 | -0.002358 | 0 | 19,198 |
-0.544517 | 0.183105 | -0.314302 | -0.429097 | 0.292015 | 0.596955 | -0.140217 | 0 | -0.046512 | -0.785587 | -0 | -0.000357 | -0.001357 | 0 | 19,199 |
-1.307634 | -0.332732 | -2.470462 | 6.016737 | 0.996669 | 1.109405 | -0.140217 | 0 | -0.046512 | -0.785587 | -0 | -0.000857 | -0.002003 | 0 | 19,200 |
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