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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 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
-0.210904 | -0.340974 | 0.327046 | -0.633613 | -0.540282 | -0.584164 | -0.41475 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000138 | -0.003879 | 0 | 21,201 |
0.210904 | -0.091069 | 0.327012 | -0.634474 | -0.225515 | -0.01952 | -0.412495 | 0.000206 | -0.023256 | -0.535898 | -0.385986 | 0.000138 | -0.003046 | 0 | 21,202 |
0.632537 | 0.40843 | 0.572321 | 5.58789 | -0.314009 | -0.273134 | -0.412495 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000415 | -0.002906 | 0 | 21,203 |
-0.421662 | -0.341077 | -0.040675 | -0.635335 | -0.510858 | -0.329316 | -0.412495 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000276 | -0.002768 | 0 | 21,204 |
0.210846 | 0.15856 | 0.081805 | 5.58961 | -0.10244 | 0.225387 | -0.409544 | 0.00027 | -0.023256 | -0.535898 | -0.385986 | 0.000138 | -0.002352 | 0 | 21,205 |
0.526987 | 0.033595 | 0.327114 | -0.637915 | -0.158214 | -0.246456 | -0.409197 | 0.000032 | -0.023256 | -0.535898 | -0.385986 | 0.000345 | -0.002975 | 0 | 21,206 |
-0.105383 | -0.465982 | 0.204625 | -0.637915 | -0.396871 | -0.472317 | -0.409197 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000069 | -0.002628 | 0 | 21,207 |
-1.581615 | -0.590844 | -1.389742 | 5.598219 | 0.103071 | 0.371293 | -0.409024 | 0.000016 | -0.023256 | -0.535898 | -0.385986 | -0.001037 | -0.00173 | 0 | 21,208 |
0.105492 | 0.533845 | 0.449629 | -0.631891 | -0.035395 | -0.01952 | -0.409024 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000069 | -0.001938 | 0 | 21,209 |
-0.633062 | -0.590844 | -0.409389 | -0.628443 | 0.037611 | 0.359075 | -0.404338 | 0.000429 | -0.023256 | -0.535898 | -0.385986 | -0.000415 | -0.001384 | 0 | 21,210 |
-0.211079 | -0.590844 | 0.326843 | -0.628443 | -1.442369 | -1.179915 | -0.404338 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000138 | -0.000208 | 0 | 21,211 |
-0.422246 | -0.590844 | -0.164318 | -0.626718 | -0.776 | -0.314896 | -0.404338 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000277 | -0.000762 | 0 | 21,212 |
0 | -0.090515 | 0.326741 | -0.627581 | -1.259363 | -0.738112 | -0.408156 | -0.000349 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.000831 | 0 | 21,213 |
0.422246 | 0.159597 | 0.572321 | -0.628443 | 0.202148 | -0.584164 | -0.413536 | -0.000492 | -0.023256 | -0.535898 | -0.385986 | 0.000277 | -0.001246 | 0 | 21,214 |
-0.211108 | 0.159389 | 0.326809 | 5.60684 | -0.540282 | -0.526288 | -0.413536 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000138 | -0.000831 | 0 | 21,215 |
-0.844725 | -0.590844 | -0.410068 | 5.613746 | -0.875679 | -0.738112 | -0.413536 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000554 | -0.000831 | 0 | 21,216 |
0 | -0.090308 | 0.326639 | -0.624129 | -0.810614 | -0.584164 | -0.411627 | 0.000175 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.001108 | 0 | 21,217 |
0.211225 | -0.340558 | 0.449484 | -0.624992 | -0.920976 | -0.604425 | -0.409718 | 0.000175 | -0.023256 | -0.535898 | -0.385986 | 0.000138 | -0.001524 | 0 | 21,218 |
0.6335 | 0.159805 | 0.572321 | -0.626718 | -2.056847 | -1.547663 | -0.409718 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000415 | -0.001801 | 0 | 21,219 |
0 | 0.159493 | 0.572321 | 5.605115 | -1.190884 | -0.99296 | -0.407809 | 0.000175 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.001385 | 0 | 21,220 |
0.633237 | 1.159458 | 1.063312 | -0.630168 | 0.03302 | -0.438258 | -0.407809 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000415 | -0.0018 | 0 | 21,221 |
0 | -0.090792 | 0.326877 | -0.630168 | -0.157347 | -0.208035 | -0.407809 | 0 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.001939 | 0 | 21,222 |
0.105514 | -0.340801 | 0.449603 | -0.630168 | -1.39963 | -1.369089 | -0.409197 | -0.000127 | -0.023256 | -0.535898 | -0.385986 | 0.000069 | -0.002146 | 0 | 21,223 |
-0.316564 | -0.71587 | -0.655156 | 5.603391 | -0.129351 | 0.037667 | -0.409197 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000208 | -0.002077 | 0 | 21,224 |
0.633062 | 0.659199 | 0.08133 | -0.631891 | -0.238042 | -0.0097 | -0.409197 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000415 | -0.002215 | 0 | 21,225 |
0 | 0.034026 | 0.326945 | -0.631891 | -0.245866 | 0.019055 | -0.409197 | 0 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.002492 | 0 | 21,226 |
0 | 0.158974 | 0.326945 | -0.631891 | -0.326046 | -0.12497 | -0.4118 | -0.000238 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.002354 | 0 | 21,227 |
0.316432 | -0.09093 | 0.817664 | -0.632752 | -1.22227 | -1.138866 | -0.4118 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000207 | -0.002838 | 0 | 21,228 |
1.370449 | 1.28273 | 0.694971 | -0.638775 | -0.525414 | -0.195628 | -0.411106 | 0.000063 | -0.023256 | -0.535898 | -0.385986 | 0.000898 | -0.004014 | 0 | 21,229 |
0 | 0.158146 | 0.082076 | -0.637915 | 0.528598 | 0.440925 | -0.411106 | 0 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.003737 | 0 | 21,230 |
-0.421546 | -0.590844 | -0.163097 | -0.635335 | -0.737019 | -1.027019 | -0.412842 | -0.000159 | -0.023256 | -0.535898 | -0.385986 | -0.000276 | -0.00346 | 0 | 21,231 |
-0.421662 | -0.840645 | -0.653884 | 5.591331 | -0.280134 | -0.159519 | -0.412842 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000276 | -0.002352 | 0 | 21,232 |
0 | -0.091207 | 0.32708 | -0.635335 | -1.623977 | -1.138866 | -0.406421 | 0.000587 | -0.023256 | -0.535898 | -0.385986 | 0 | -0.001798 | 0 | 21,233 |
-1.476736 | -0.590844 | -1.145078 | -0.629306 | -0.345069 | -0.159519 | -0.406421 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000968 | 0.001106 | 1 | 21,234 |
0.105529 | -0.090723 | 0.695048 | -0.629306 | -1.482054 | -1.483608 | -0.406247 | 0.000016 | -0.023256 | -0.535898 | -0.385986 | 0.000069 | 0.000207 | 1 | 21,235 |
-0.527716 | -0.465809 | -0.041396 | -0.627581 | -0.709635 | -0.286814 | -0.406247 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000346 | 0.000415 | 1 | 21,236 |
-2.53558 | 0.909519 | -2.499454 | 5.62758 | 0.174793 | 0.515175 | -0.404859 | 0.000127 | -0.023256 | -0.535898 | -0.385986 | -0.001662 | 0.001939 | 1 | 21,237 |
1.057004 | 1.412688 | 0.818242 | 5.617202 | 0.121274 | 0.1805 | -0.404859 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000693 | 0.002076 | 1 | 21,238 |
-0.739826 | 0.160221 | -0.533977 | -0.618943 | -0.635142 | -0.545119 | -0.406941 | -0.000191 | -0.023256 | -0.535898 | -0.385986 | -0.000485 | 0.002422 | 1 | 21,239 |
0.951139 | 1.036857 | 0.449373 | -0.622401 | -0.489581 | -0.526288 | -0.406941 | 0 | -0.023256 | -0.535898 | -0.385986 | 0.000623 | 0.000692 | 1 | 21,240 |
-0.211313 | -0.090169 | 0.326571 | -0.621537 | -0.493785 | -0.438258 | -0.406941 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000139 | 0.000554 | 1 | 21,241 |
-0.211342 | -0.340454 | 0.326537 | -0.620672 | -0.992108 | -0.788145 | -0.400173 | 0.000619 | -0.023256 | -0.535898 | -0.385986 | -0.000139 | 0.000692 | 1 | 21,242 |
-0.422772 | 0.66093 | 0.08065 | -0.618943 | -0.883027 | -0.814386 | -0.401041 | -0.000079 | -0.023256 | -0.535898 | -0.385986 | -0.000277 | 0.001869 | 1 | 21,243 |
-0.422889 | -0.089891 | -0.165441 | -0.617212 | -0.633422 | -0.344 | -0.401041 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000277 | 0.0018 | 1 | 21,244 |
-0.211489 | -0.089753 | 0.326366 | 5.629311 | -0.883027 | -0.421757 | -0.401041 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000139 | 0.002077 | 1 | 21,245 |
-0.423065 | -0.340246 | 0.080309 | -0.614615 | -0.591735 | -0.584164 | -0.406074 | -0.00046 | -0.023256 | -0.535898 | -0.385986 | -0.000277 | 0.003461 | 1 | 21,246 |
-1.058177 | -0.590844 | -0.658306 | 5.641445 | -0.467582 | -0.300732 | -0.406074 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000694 | 0.005812 | 1 | 21,247 |
0.423359 | 1.039002 | 0.326093 | -0.612015 | -0.870824 | -0.762738 | -0.404859 | 0.000111 | -0.023256 | -0.535898 | -0.385986 | 0.000278 | 0.004292 | 1 | 21,248 |
-0.423359 | -0.089336 | 0.079968 | -0.611148 | -0.493785 | -0.259683 | -0.404859 | 0 | -0.023256 | -0.535898 | -0.385986 | -0.000278 | 0.0045 | 1 | 21,249 |
0.423359 | 0.412312 | 0.572321 | 5.636242 | -0.319454 | -0.273134 | -0.396703 | 0.000746 | -0.023256 | -0.785587 | -0 | 0.000278 | 0.00443 | 1 | 21,250 |
-0.635082 | -0.089336 | -0.658819 | -0.609414 | -0.747067 | -0.405589 | -0.396703 | 0 | -0.023256 | -0.785587 | -0 | -0.000416 | 0.005536 | 1 | 21,251 |
1.481448 | 4.169855 | 0.572321 | -0.614615 | -0.830871 | -0.374202 | -0.396703 | 0 | -0.023256 | -0.785587 | -0 | 0.000971 | 0.005669 | 1 | 21,252 |
0.845896 | 1.162854 | 0.572321 | 5.622389 | -0.153032 | -0.049722 | -0.404338 | -0.000698 | -0.069767 | -0.785587 | -0 | 0.000554 | 0.004425 | 1 | 21,253 |
-0.21143 | 0.035325 | -0.90351 | -0.618078 | -0.426845 | -0.564403 | -0.404338 | 0 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.004287 | 1 | 21,254 |
0.845544 | 0.411061 | 0.3264 | -0.620672 | -1.802565 | -1.268925 | -0.414577 | -0.000937 | -0.069767 | -0.785587 | -0 | 0.000554 | 0.003319 | 1 | 21,255 |
-0.422714 | -0.841268 | -0.411021 | 5.622389 | -0.76761 | -0.438258 | -0.414577 | 0 | -0.069767 | -0.785587 | -0 | -0.000277 | 0.004562 | 1 | 21,256 |
0.422714 | -0.089961 | 0.572321 | -0.621537 | -1.000804 | -0.960292 | -0.41423 | 0.000032 | -0.069767 | -0.785587 | -0 | 0.000277 | 0.004423 | 1 | 21,257 |
-0.211342 | 0.160221 | 0.080718 | -0.621537 | -0.842385 | -0.814386 | -0.415792 | -0.000143 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.004424 | 1 | 21,258 |
-0.211371 | 1.661725 | -0.165237 | 5.622389 | -1.135606 | -0.814386 | -0.415792 | 0 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.004976 | 1 | 21,259 |
0.211371 | -0.340385 | -0.165339 | 5.620659 | -0.994994 | -0.788145 | -0.415792 | 0 | -0.069767 | -0.785587 | -0 | 0.000139 | 0.005389 | 1 | 21,260 |
1.584353 | 1.411579 | 0.326503 | -0.620672 | -1.142727 | -1.027019 | -0.413015 | 0.000254 | -0.069767 | -0.785587 | -0 | 0.001039 | 0.005245 | 1 | 21,261 |
-1.267351 | -2.092557 | -1.761904 | -0.621537 | -0.972229 | -0.646554 | -0.414924 | -0.000175 | -0.069767 | -0.785587 | -0 | -0.000831 | 0.006558 | 1 | 21,262 |
-0.10566 | -0.590844 | 0.449442 | -0.621537 | -2.793406 | -2.248272 | -0.414924 | 0 | -0.069767 | -0.785587 | -0 | -0.000069 | 0.006214 | 1 | 21,263 |
-0.211342 | -0.340454 | -0.779915 | -0.620672 | -0.58369 | -0.18341 | -0.414924 | 0 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.005251 | 1 | 21,264 |
0.422655 | 0.911181 | 0.449416 | -0.622401 | -0.161689 | -0.01952 | -0.410586 | 0.000397 | -0.069767 | -0.785587 | -0 | 0.000277 | 0.004698 | 1 | 21,265 |
-0.845427 | -0.340489 | -0.410885 | -0.618078 | -0.729084 | -0.646554 | -0.410586 | 0 | -0.069767 | -0.785587 | -0 | -0.000554 | 0.006492 | 1 | 21,266 |
-0.422889 | -0.841372 | 0.080514 | -0.617212 | -1.111242 | -0.99296 | -0.413883 | -0.000302 | -0.069767 | -0.785587 | -0 | -0.000277 | 0.006081 | 1 | 21,267 |
-0.423007 | -0.089753 | 0.080377 | -0.615481 | -0.992108 | -0.99296 | -0.413883 | 0 | -0.069767 | -0.785587 | -0 | -0.000277 | 0.004979 | 1 | 21,268 |
0.211518 | -0.089614 | 0.572321 | -0.615481 | -0.578907 | -0.691024 | -0.41718 | -0.000302 | -0.069767 | -0.785587 | -0 | 0.000139 | 0.005392 | 1 | 21,269 |
0.634378 | 0.160845 | 0.326332 | -0.618943 | -0.847045 | -0.405589 | -0.41718 | 0 | -0.069767 | -0.785587 | -0 | 0.000416 | 0.004701 | 1 | 21,270 |
0 | -0.215117 | 0.326434 | -0.618078 | -0.649064 | -0.300732 | -0.414577 | 0.000238 | -0.069767 | -0.785587 | -0 | 0 | 0.004908 | 1 | 21,271 |
-0.21143 | -0.841372 | 0.080514 | -0.617212 | -1.250947 | -0.928905 | -0.414577 | 0 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.005667 | 1 | 21,272 |
-0.211459 | -0.590844 | 0.080445 | 5.62758 | -0.751127 | -0.604425 | -0.414577 | 0 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.005392 | 1 | 21,273 |
-0.211489 | -0.590844 | 0.080377 | -0.616347 | -0.810614 | -0.526288 | -0.413189 | 0.000127 | -0.069767 | -0.785587 | -0 | -0.000139 | 0.005117 | 1 | 21,274 |
0.422948 | 0.661797 | 0.695303 | -0.617212 | -0.095278 | 0.108065 | -0.413189 | 0 | -0.069767 | -0.785587 | -0 | 0.000277 | 0.005115 | 1 | 21,275 |
-0.422948 | -0.841407 | -0.411567 | -0.616347 | -0.70772 | -0.472317 | -0.419436 | -0.000571 | -0.069767 | -0.785587 | -0 | -0.000277 | 0.005254 | 1 | 21,276 |
0.211489 | -0.089683 | 0.080309 | -0.616347 | -0.326046 | -0.113778 | -0.408503 | 0.001 | -0.069767 | -0.785587 | -0 | 0.000139 | 0.005529 | 1 | 21,277 |
-0.423007 | -0.340281 | -0.28867 | 5.631043 | -0.253778 | 0.099597 | -0.408503 | 0 | -0.069767 | -0.785587 | -0 | -0.000277 | 0.005669 | 1 | 21,278 |
-0.423124 | -0.089614 | -0.411976 | 5.634509 | 0.337617 | 0.641426 | -0.408503 | 0 | -0.069767 | -0.785587 | -0 | -0.000277 | 0.005257 | 1 | 21,279 |
0.423124 | 0.912847 | -1.151035 | -0.614615 | 0.779805 | 1.089886 | -0.410933 | -0.000222 | -0.069767 | -0.785587 | -0 | 0.000277 | 0.004289 | 1 | 21,280 |
0 | 2.164204 | -0.658136 | -0.615481 | 0.532776 | 0.573758 | -0.410933 | 0 | -0.069767 | -0.785587 | -0 | 0 | 0.004703 | 1 | 21,281 |
1.268668 | 1.913918 | -0.16585 | -0.620672 | 0.339312 | 0.592369 | -0.406421 | 0.000413 | -0.069767 | -0.785587 | -0 | 0.000832 | 0.004079 | 1 | 21,282 |
0.845193 | 2.661967 | 0.572321 | 5.613746 | 0.552362 | 0.801623 | -0.400173 | 0.000571 | -0.069767 | -0.785587 | -0 | 0.000554 | 0.003318 | 1 | 21,283 |
2.954494 | 2.910003 | 0.572321 | 5.58961 | -0.204816 | 0.210703 | -0.400173 | 0 | -0.069767 | -0.785587 | -0 | 0.001937 | 0.001657 | 1 | 21,284 |
-1.265511 | -0.341043 | -4.092417 | 5.599943 | 0.635072 | 0.457426 | -0.398091 | 0.00019 | -0.069767 | -0.785587 | -0 | -0.00083 | 0.003176 | 1 | 21,285 |
-0.211021 | -0.590844 | -1.146266 | -0.629306 | -0.025301 | 0.210703 | -0.398091 | 0 | -0.069767 | -0.785587 | -0 | -0.000138 | 0.002901 | 1 | 21,286 |
-0.21105 | 0.159182 | 0.081398 | -0.629306 | -0.187424 | -0.136322 | -0.398785 | -0.000063 | -0.069767 | -0.785587 | -0 | -0.000138 | 0.003039 | 1 | 21,287 |
1.265861 | 2.657471 | 0.326843 | -0.634474 | 0.468363 | 0.504981 | -0.398785 | 0 | -0.069767 | -0.785587 | -0 | 0.00083 | 0.003037 | 1 | 21,288 |
-0.210904 | -0.091138 | 0.081738 | -0.632752 | -0.064313 | 0.064797 | -0.398785 | 0 | -0.069767 | -0.785587 | -0 | -0.000138 | 0.002623 | 1 | 21,289 |
-1.688282 | -0.590844 | -2.619341 | -0.625855 | 0.049923 | 0.253971 | -0.404338 | -0.000508 | -0.069767 | -0.785587 | -0 | -0.001107 | 0.004006 | 1 | 21,290 |
-0.422363 | -0.590844 | -1.147456 | 5.612019 | -0.112106 | 0.188159 | -0.404338 | 0 | -0.069767 | -0.785587 | -0 | -0.000277 | 0.004765 | 1 | 21,291 |
0 | -0.590844 | -0.410477 | 5.612019 | -0.30753 | -0.091851 | -0.401388 | 0.00027 | -0.069767 | -0.785587 | -0 | 0 | 0.005247 | 1 | 21,292 |
1.372251 | 1.035167 | 0.08099 | -0.627581 | -0.356507 | -0.259683 | -0.401388 | 0 | -0.069767 | -0.785587 | -0 | 0.000899 | 0.003383 | 1 | 21,293 |
-0.527643 | -1.21606 | -0.77795 | -0.627581 | -0.755212 | -0.691024 | -0.412321 | -0.001 | -0.069767 | -0.785587 | -0 | -0.000346 | 0.004211 | 1 | 21,294 |
0.211079 | 0.409398 | 0.326809 | -0.628443 | -0.433256 | -0.113778 | -0.412321 | 0 | -0.069767 | -0.785587 | -0 | 0.000138 | 0.004417 | 1 | 21,295 |
1.687581 | 1.40881 | 0.08133 | 5.58961 | -0.230306 | 0.07364 | -0.406421 | 0.00054 | -0.069767 | -0.785587 | -0 | 0.001106 | 0.002967 | 1 | 21,296 |
2.527877 | 2.653883 | 0.572321 | -0.6465 | 0.343954 | 0.739041 | -0.406421 | 0 | -0.069767 | -0.785587 | -0 | 0.001657 | 0.001103 | 1 | 21,297 |
-1.895515 | -0.466146 | -1.632105 | -0.638775 | 0.2543 | 0.301661 | -0.408677 | -0.000206 | -0.069767 | -0.785587 | -0 | -0.001242 | 0.002208 | 1 | 21,298 |
-0.105375 | 1.655195 | -0.776178 | -0.635335 | 0.18597 | 0.24692 | -0.408677 | 0 | -0.069767 | -0.785587 | -0 | -0.000069 | 0.00145 | 1 | 21,299 |
0.316105 | -0.216284 | -0.285755 | -0.639634 | -0.047113 | -0.060048 | -0.411974 | -0.000302 | -0.069767 | -0.785587 | -0 | 0.000207 | 0.000966 | 1 | 21,300 |
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