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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0.435318 | 0.182829 | 0.319136 | -0.433685 | -0.58369 | -0.344 | 0.133449 | -0.000175 | -0.069767 | -0.535898 | -0.385986 | 0.000285 | 0.001995 | 1 | 18,101 |
1.30521 | 1.213363 | 0.192638 | 5.980027 | -0.75932 | -0.762738 | 0.133449 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000856 | 0.001424 | 1 | 18,102 |
0.217427 | -0.33321 | 0.066492 | -0.441014 | -0.900478 | -0.691024 | 0.138135 | 0.000429 | -0.069767 | -0.535898 | -0.385986 | 0.000143 | -0.00057 | 0 | 18,103 |
-0.869892 | -0.075687 | -0.439337 | -0.438268 | -0.797431 | -0.526288 | 0.138135 | 0 | -0.069767 | -0.535898 | -0.385986 | -0.00057 | -0.000571 | 0 | 18,104 |
0 | -0.3331 | -0.439914 | -0.437352 | -0.771793 | -0.604425 | 0.132234 | -0.00054 | -0.069767 | -0.535898 | -0.385986 | 0 | -0.001998 | 0 | 18,105 |
0.21752 | 1.85624 | 0.066276 | -0.439183 | -0.842385 | -0.472317 | 0.132234 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000143 | -0.001784 | 0 | 18,106 |
0.326221 | 0.439764 | 0.825254 | -0.440099 | -0.727115 | -0.374202 | 0.142473 | 0.000937 | -0.069767 | -0.535898 | -0.385986 | 0.000214 | -0.001926 | 0 | 18,107 |
0.326151 | 0.310778 | 0.445868 | -0.441929 | -0.70581 | -0.50789 | 0.142473 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000214 | -0.001569 | 0 | 18,108 |
0.217396 | -0.075687 | -0.186368 | -0.441929 | -0.159081 | 0.07364 | 0.142994 | 0.000048 | -0.069767 | -0.535898 | -0.385986 | 0.000143 | -0.000855 | 0 | 18,109 |
-0.869768 | -0.590844 | -0.439193 | -0.439183 | -0.95837 | -0.604425 | 0.142994 | 0 | -0.069767 | -0.535898 | -0.385986 | -0.00057 | 0.00114 | 1 | 18,110 |
0.543663 | 0.826091 | -0.819453 | -0.441014 | -0.47575 | -0.171376 | 0.142994 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000356 | 0.000499 | 1 | 18,111 |
0.978106 | 1.083 | 0.698747 | -0.445586 | -0.624882 | -0.584164 | 0.137614 | -0.000492 | -0.069767 | -0.535898 | -0.385986 | 0.000641 | 0.001139 | 1 | 18,112 |
0 | -0.07598 | -0.438761 | 5.970882 | -0.477121 | -0.220638 | 0.137614 | 0 | -0.069767 | -0.535898 | -0.385986 | 0 | 0.003838 | 1 | 18,113 |
1.303166 | 1.33914 | -0.818065 | -0.450151 | -0.753167 | -0.646554 | 0.144035 | 0.000587 | -0.069767 | -0.535898 | -0.385986 | 0.000854 | 0.002274 | 1 | 18,114 |
0.651166 | 0.180738 | -3.092459 | -0.452887 | -0.519555 | -0.472317 | 0.144035 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000427 | 0.003692 | 1 | 18,115 |
0.216994 | -0.205177 | 0.319928 | -0.453798 | -1.2064 | -0.691024 | 0.131193 | -0.001175 | -0.069767 | -0.535898 | -0.385986 | 0.000142 | 0.003833 | 1 | 18,116 |
-1.954054 | -0.847964 | -1.700185 | -0.446499 | -0.409203 | -0.029461 | 0.131193 | 0 | -0.069767 | -0.535898 | -0.385986 | -0.001281 | 0.003554 | 1 | 18,117 |
-0.977967 | -0.076053 | -0.944301 | -0.441929 | -0.079623 | 0.188159 | 0.13449 | 0.000302 | -0.069767 | -0.535898 | -0.385986 | -0.000641 | 0.005471 | 1 | 18,118 |
-0.108702 | 0.181782 | -0.059853 | -0.441929 | -0.151314 | 0.116445 | 0.13449 | 0 | -0.069767 | -0.535898 | -0.385986 | -0.000071 | 0.007242 | 1 | 18,119 |
0.217396 | 0.825485 | -0.312848 | 5.974538 | -0.71735 | -0.113778 | 0.133276 | -0.000111 | -0.069767 | -0.535898 | -0.385986 | 0.000143 | 0.007241 | 1 | 18,120 |
0.217365 | 0.181727 | 0.066636 | 5.978197 | -0.947479 | -0.625212 | 0.133276 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000142 | 0.007664 | 1 | 18,121 |
0.651908 | 0.181617 | -0.186152 | 5.969055 | -1.104436 | -0.841516 | 0.129631 | -0.000333 | -0.069767 | -0.535898 | -0.385986 | 0.000427 | 0.006246 | 1 | 18,122 |
0.434451 | 0.695858 | 0.572321 | -0.448326 | -0.451528 | -0.273134 | 0.129631 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000285 | 0.007659 | 1 | 18,123 |
0.434327 | -0.0762 | 0.446021 | -0.450151 | -1.168242 | -0.841516 | 0.127202 | -0.000222 | -0.069767 | -0.535898 | -0.385986 | 0.000285 | 0.004544 | 1 | 18,124 |
-1.73805 | -0.462206 | -1.575386 | -0.441929 | -0.267845 | 0.037667 | 0.127202 | 0 | -0.069767 | -0.535898 | -0.385986 | -0.001139 | 0.005258 | 1 | 18,125 |
-0.217396 | 0.181727 | -0.18626 | -0.441929 | -0.713482 | -0.472317 | 0.131714 | 0.000413 | -0.069767 | -0.535898 | -0.385986 | -0.000143 | 0.00455 | 1 | 18,126 |
0.869396 | 0.696774 | 0.698738 | -0.445586 | -0.541786 | -0.314896 | 0.131714 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.00057 | 0.004973 | 1 | 18,127 |
-0.434636 | -0.07598 | 0.066852 | -0.444672 | -0.564753 | -0.358959 | 0.131714 | 0 | -0.069767 | -0.535898 | -0.385986 | -0.000285 | 0.004691 | 1 | 18,128 |
0.325989 | 0.181617 | 0.572321 | -0.444672 | -0.955631 | -0.604425 | 0.131714 | 0 | -0.069767 | -0.535898 | -0.385986 | 0.000214 | 0.00469 | 1 | 18,129 |
-1.0869 | -0.590844 | -0.818164 | -0.441014 | 0.03302 | -0.0097 | 0.134143 | 0.000222 | -0.069767 | -0.785587 | -0 | -0.000712 | 0.006323 | 1 | 18,130 |
0.326151 | 0.310778 | 0.698765 | -0.441014 | -1.091019 | -0.762738 | 0.134143 | 0 | -0.069767 | -0.785587 | -0 | 0.000214 | 0.006393 | 1 | 18,131 |
0 | -0.333247 | -0.186368 | -0.441014 | -0.942097 | -0.584164 | 0.147679 | 0.001238 | -0.069767 | -0.785587 | -0 | 0 | 0.005968 | 1 | 18,132 |
0 | -0.590844 | -0.186368 | -0.441929 | -0.833158 | -0.358959 | 0.147679 | 0 | -0.069767 | -0.785587 | -0 | 0 | 0.004834 | 1 | 18,133 |
0 | -0.333247 | 0.319461 | 5.978197 | -0.749094 | -0.374202 | 0.144035 | -0.000333 | -0.069767 | -0.785587 | -0 | 0 | 0.005117 | 1 | 18,134 |
-0.869892 | 0.181837 | -0.439337 | -0.438268 | -0.39932 | -0.344 | 0.144035 | 0 | -0.069767 | -0.785587 | -0 | -0.00057 | 0.007387 | 1 | 18,135 |
1.95656 | 2.242319 | 0.572321 | 5.965401 | 0.155755 | 0.091037 | 0.144035 | 0 | -0.069767 | -0.785587 | -0 | 0.001283 | 0.008932 | 1 | 18,136 |
-0.869273 | 0.309943 | -0.438616 | -0.442843 | -0.382355 | -0.208035 | 0.144035 | 0 | -0.069767 | -0.785587 | -0 | -0.00057 | 0.009078 | 1 | 18,137 |
0.869273 | 0.439177 | 0.572321 | -0.443758 | -0.763453 | -0.259683 | 0.133796 | -0.000937 | -0.069767 | -0.785587 | -0 | 0.00057 | 0.008085 | 1 | 18,138 |
-1.95656 | -1.234538 | -1.956104 | -0.437352 | -0.873248 | -0.329316 | 0.133796 | 0 | -0.069767 | -0.785587 | -0 | -0.001283 | 0.007883 | 1 | 18,139 |
-1.088063 | -0.590844 | -0.693063 | -0.433685 | -1.190884 | -0.526288 | 0.133796 | 0 | -0.069767 | -0.785587 | -0 | -0.000713 | 0.007534 | 1 | 18,140 |
1.196827 | 0.827304 | 0.6989 | -0.438268 | -0.417968 | -0.358959 | 0.13449 | 0.000063 | -0.069767 | -0.785587 | -0 | 0.000785 | 0.007175 | 1 | 18,141 |
1.630525 | 1.341202 | 0.445832 | -0.445586 | -0.338295 | -0.081109 | 0.13449 | 0 | -0.069767 | -0.785587 | -0 | 0.001069 | 0.004973 | 1 | 18,142 |
-0.869396 | -0.462114 | -0.565186 | -0.441929 | -0.525414 | -0.421757 | 0.125119 | -0.000857 | -0.069767 | -0.785587 | -0 | -0.00057 | 0.004975 | 1 | 18,143 |
0 | -0.075687 | 0.319461 | 5.978197 | -0.692585 | -0.358959 | 0.125119 | 0 | -0.069767 | -0.785587 | -0 | 0 | 0.005826 | 1 | 18,144 |
0.652094 | 0.696774 | 0.319461 | -0.443758 | -0.71735 | -0.526288 | 0.128764 | 0.000333 | -0.069767 | -0.785587 | -0 | 0.000427 | 0.006956 | 1 | 18,145 |
1.737555 | 1.982376 | 0.319569 | -0.451063 | -0.398094 | 0.046813 | 0.128764 | 0 | -0.069767 | -0.785587 | -0 | 0.001139 | 0.005817 | 1 | 18,146 |
0.43408 | 0.180628 | 0.067356 | -0.453798 | -0.955631 | -0.526288 | 0.117484 | -0.001032 | -0.069767 | -0.785587 | -0 | 0.000285 | 0.004966 | 1 | 18,147 |
0 | 0.437419 | 0.446129 | -0.452887 | -0.323841 | -0.233443 | 0.117484 | 0 | -0.069767 | -0.785587 | -0 | 0 | 0.006522 | 1 | 18,148 |
-0.217024 | -0.333723 | -0.184965 | -0.451975 | -0.228386 | -0.039527 | 0.132755 | 0.001397 | -0.069767 | -0.785587 | -0 | -0.000142 | 0.006806 | 1 | 18,149 |
-1.302795 | -0.590844 | -1.195435 | -0.446499 | -0.064313 | 0.232629 | 0.132755 | 0 | -0.069767 | -0.785587 | -0 | -0.000854 | 0.005679 | 1 | 18,150 |
0.21721 | -0.076127 | 0.193341 | -0.448326 | -0.803991 | -0.286814 | 0.141952 | 0.000841 | -0.069767 | -0.785587 | -0 | 0.000142 | 0.003411 | 1 | 18,151 |
0.434327 | 0.052438 | 0.319713 | -0.449238 | -0.561647 | -0.273134 | 0.141952 | 0 | -0.069767 | -0.785587 | -0 | 0.000285 | 0.00341 | 1 | 18,152 |
-2.825338 | -0.590844 | -2.839959 | -0.437352 | -0.050074 | 0.1805 | 0.13987 | -0.00019 | -0.069767 | -0.785587 | -0 | -0.001852 | 0.004127 | 1 | 18,153 |
-0.870388 | -0.3331 | -1.19947 | 5.991018 | -0.070396 | 0.32126 | 0.13987 | 0 | -0.069767 | -0.785587 | -0 | -0.000571 | 0.002707 | 1 | 18,154 |
-2.178146 | -0.590844 | -2.467855 | 6.011217 | 0.398912 | 0.739041 | 0.173189 | 0.003048 | -0.069767 | -0.785587 | -0 | -0.001428 | 0.005983 | 1 | 18,155 |
0.544828 | 1.216198 | 0.192041 | -0.427259 | -0.613099 | -0.18341 | 0.173189 | 0 | -0.069767 | -0.785587 | -0 | 0.000357 | 0.004347 | 1 | 18,156 |
0.108942 | 0.82862 | -1.075558 | -0.42634 | 0.442943 | 0.794509 | 0.161735 | -0.001048 | -0.069767 | -0.785587 | -0 | 0.000071 | 0.003564 | 1 | 18,157 |
0.871258 | 0.957496 | 0.192204 | 5.998356 | -0.513745 | -0.091851 | 0.161735 | 0 | -0.069767 | -0.785587 | -0 | 0.000571 | 0.002708 | 1 | 18,158 |
1.305955 | 1.729844 | 0.319064 | -0.434602 | 0.093486 | 0.295019 | 0.161735 | 0 | -0.069767 | -0.785587 | -0 | 0.000856 | 0.002066 | 1 | 18,159 |
2.174111 | 3.786435 | -2.720027 | -0.444672 | 1.05099 | 1.26846 | 0.209458 | 0.004365 | -0.069767 | -0.785587 | -0 | 0.001425 | 0.000712 | 1 | 18,160 |
-0.434574 | 0.953088 | -1.956104 | -0.444672 | 0.400464 | 0.429732 | 0.137787 | -0.006556 | -0.069767 | -0.785587 | -0 | -0.000285 | 0.006248 | 1 | 18,161 |
1.954611 | 4.166736 | 0.319569 | 5.952631 | 0.730989 | 0.978779 | 0.137787 | 0 | -0.069767 | -0.785587 | -0 | 0.001281 | 0.003692 | 1 | 18,162 |
4.118194 | 4.80179 | 0.319892 | -0.469254 | 0.283351 | 0.761692 | 0.127028 | -0.000984 | -0.069767 | -0.785587 | -0 | 0.002699 | 0.000993 | 1 | 18,163 |
-1.082658 | -0.590844 | -1.94677 | 5.932616 | 0.187553 | 0.371293 | 0.127028 | 0 | -0.069767 | -0.785587 | -0 | -0.00071 | 0.003826 | 1 | 18,164 |
2.813314 | 3.255027 | 0.572321 | -0.477407 | 0.575339 | 0.929021 | 0.128764 | 0.000159 | -0.069767 | -0.785587 | -0 | 0.001844 | 0.003607 | 1 | 18,165 |
0.432357 | -0.078534 | -2.069817 | -0.479215 | 0.318252 | 0.623933 | 0.128764 | 0 | -0.069767 | -0.785587 | -0 | 0.000283 | 0.001557 | 1 | 18,166 |
-2.379484 | -0.334743 | -3.706186 | -0.469254 | 0.379608 | 0.641426 | 0.128764 | 0 | -0.069767 | -0.785587 | -0 | -0.00156 | 0.003683 | 1 | 18,167 |
1.947126 | 1.716351 | -6.112055 | -0.477407 | -0.202041 | 0.274758 | 0.15115 | 0.002048 | -0.069767 | -0.785587 | -0 | 0.001276 | 0.004384 | 1 | 18,168 |
2.592309 | 2.480842 | 0.06936 | -0.488244 | 0.396187 | 0.742861 | 0.15115 | 0 | -0.069767 | -0.785587 | -0 | 0.001699 | 0.00508 | 1 | 18,169 |
0.215827 | 0.687486 | -0.934427 | -0.489146 | 0.625046 | 1.001166 | 0.15115 | 0 | -0.069767 | -0.785587 | -0 | 0.000141 | 0.004376 | 1 | 18,170 |
0.863003 | 1.709175 | -0.431893 | -0.492749 | 0.520493 | 0.84638 | 0.15115 | 0 | -0.069767 | -0.785587 | -0 | 0.000566 | 0.002542 | 1 | 18,171 |
-1.510576 | 0.43117 | -2.189073 | 5.889161 | 0.072046 | 0.494654 | 0.149588 | -0.000143 | -0.069767 | -0.785587 | -0 | -0.00099 | 0.003109 | 1 | 18,172 |
2.588643 | 3.242521 | 0.070072 | 5.869343 | 0.351482 | 0.819135 | 0.149588 | 0 | -0.069767 | -0.785587 | -0 | 0.001697 | 0.001835 | 1 | 18,173 |
-4.316849 | -1.101706 | -10.743541 | -0.478311 | 0.135045 | 0.530228 | 0.128069 | -0.001968 | -0.069767 | -0.785587 | -0 | -0.00283 | 0.002971 | 1 | 18,174 |
-0.648582 | 0.689297 | -6.101618 | -0.476502 | 0.501651 | 0.772781 | 0.128069 | 0 | -0.069767 | -0.785587 | -0 | -0.000425 | 0.003114 | 1 | 18,175 |
-1.297992 | 0.433777 | -1.944269 | -0.469254 | 0.813968 | 1.196129 | 0.140043 | 0.001095 | -0.069767 | -0.785587 | -0 | -0.000851 | 0.003964 | 1 | 18,176 |
1.514217 | 1.715696 | -0.93849 | 5.907231 | 0.553607 | 0.839656 | 0.140043 | 0 | -0.069767 | -0.785587 | -0 | 0.000993 | 0.004102 | 1 | 18,177 |
-0.865083 | -0.334671 | -2.447587 | -0.47288 | 0.163978 | 0.457426 | 0.16538 | 0.002318 | -0.069767 | -0.785587 | -0 | -0.000567 | 0.005233 | 1 | 18,178 |
0.324464 | 1.970708 | 0.069075 | -0.474691 | 0.172105 | 0.352895 | 0.16538 | 0 | -0.069767 | -0.785587 | -0 | 0.000213 | 0.004738 | 1 | 18,179 |
1.405212 | 1.586243 | 0.19498 | 5.899997 | 0.173719 | 0.530228 | 0.15705 | -0.000762 | -0.069767 | -0.785587 | -0 | 0.000921 | 0.002405 | 1 | 18,180 |
0.432113 | 0.688934 | -0.181747 | -0.48283 | 0.047349 | 0.26096 | 0.15705 | 0 | -0.069767 | -0.785587 | -0 | 0.000283 | 0.004521 | 1 | 18,181 |
-0.648215 | 0.944347 | -0.935707 | -0.481023 | -0.122731 | 0.091037 | 0.13397 | -0.002111 | -0.069767 | -0.785587 | -0 | -0.000425 | 0.005651 | 1 | 18,182 |
-1.72992 | 0.689116 | -1.942841 | -0.47288 | 0.099492 | 0.520224 | 0.13397 | 0 | -0.069767 | -0.785587 | -0 | -0.001134 | 0.005657 | 1 | 18,183 |
0.432664 | 0.946741 | -3.458225 | -0.474691 | 0.433767 | 0.637088 | 0.13397 | 0 | -0.069767 | -0.785587 | -0 | 0.000284 | 0.006501 | 1 | 18,184 |
2.59341 | 2.737994 | 0.320751 | 5.889161 | -0.202965 | 0.037667 | 0.13397 | 0 | -0.069767 | -0.785587 | -0 | 0.0017 | 0.005083 | 1 | 18,185 |
4.312578 | 4.774352 | 0.823428 | -0.502637 | -0.292644 | 0.116445 | 0.14577 | 0.001079 | -0.069767 | -0.785587 | -0 | 0.002827 | 0.002397 | 1 | 18,186 |
-0.64611 | 1.703984 | -0.6802 | 5.862151 | 0.722265 | 1.033614 | 0.14577 | 0 | -0.069767 | -0.785587 | -0 | -0.000424 | 0.001693 | 1 | 18,187 |
-0.646384 | 0.940013 | -0.555385 | -0.499045 | 0.155204 | 0.573758 | 0.158959 | 0.001206 | -0.069767 | -0.785587 | -0 | -0.000424 | 0.001835 | 1 | 18,188 |
-2.264502 | -0.335503 | -3.944728 | 18.628639 | 0.768718 | 1.044144 | 0.158959 | 0 | -0.069767 | -0.785587 | -0 | -0.001484 | 0.003319 | 1 | 18,189 |
-1.619562 | -0.462979 | -3.322455 | -0.481023 | 0.636729 | 0.949886 | 0.158959 | 0 | -0.069767 | -1 | 0.614014 | -0.001062 | 0.004945 | 1 | 18,190 |
0.648031 | 2.223075 | -0.055957 | 5.892771 | 0.073289 | 0.334064 | 0.14577 | -0.001206 | -0.069767 | -1 | 0.614014 | 0.000425 | 0.004661 | 1 | 18,191 |
-1.728695 | -0.334961 | -2.066823 | -0.478311 | 0.053127 | 0.489441 | 0.14577 | 0 | -0.069767 | -1 | 0.614014 | -0.001133 | 0.004948 | 1 | 18,192 |
-0.865083 | 0.945651 | -1.188667 | 5.910851 | 0.11837 | 0.440925 | -0.03436 | -0.016478 | -0.069767 | -1 | 0.614014 | -0.000567 | 0.005233 | 1 | 18,193 |
1.29744 | 0.946523 | -0.434315 | 5.903613 | 0.157408 | 0.149113 | -0.03436 | 0 | -0.069767 | -1 | 0.614014 | 0.00085 | 0.003395 | 1 | 18,194 |
2.375778 | 4.779666 | -3.454223 | -0.488244 | 0.843669 | 0.97022 | 0.147506 | 0.016636 | -0.069767 | -1 | 0.614014 | 0.001557 | 0.002684 | 1 | 18,195 |
0 | 0.176154 | -0.934213 | 5.885553 | 0.082543 | 0.352895 | 0.147506 | 0 | -0.069767 | -1 | 0.614014 | 0 | 0.002261 | 1 | 18,196 |
-0.863491 | 1.198312 | -1.185427 | -0.484636 | 0.045412 | 0.1805 | 0.119393 | -0.002572 | -0.069767 | -1 | 0.614014 | -0.000566 | 0.002121 | 1 | 18,197 |
2.373426 | 2.987722 | 0.321179 | 5.869343 | 0.371976 | 0.468241 | 0.119393 | 0 | -0.069767 | -1 | 0.614014 | 0.001556 | 0.0024 | 1 | 18,198 |
0.215583 | 0.430737 | 0.070782 | -0.495449 | -0.045638 | 0.195744 | 0.128417 | 0.000825 | -0.069767 | -1 | 0.614014 | 0.000141 | 0.00113 | 1 | 18,199 |
-3.020938 | -0.080054 | -3.694686 | 5.896383 | 0.199564 | 0.494654 | 0.128417 | 0 | -0.069767 | -1 | 0.614014 | -0.00198 | 0.00311 | 1 | 18,200 |
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