Conformal coverage
Empirical coverage of each conformal method on held-out trips, overall and by bin, borough and hour, with mean interval width (lower end clipped at 0) and a 95% interval from a bootstrap that resamples whole test days (B = 2,000, seed 20190101).
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| schemeTEXT | methodTEXT | levelREAL | group_typeTEXT | group_valueTEXT | tripsINTEGER | coveredINTEGER | mean_widthREAL | daysINTEGER | ci_lowREAL | ci_highREAL |
|---|---|---|---|---|---|---|---|---|---|---|
| random | global | 0.95 | hour | 23 | 312090 | 298838 | 31.30567312109535 | 346 | 0.9558261468109743 | 0.959118307081295 |
| random | global | 0.95 | borough_bin | 0 | 683897 | 675278 | 28.57231787681831 | 347 | 0.9855392374693077 | 0.9893344532998694 |
| random | global | 0.95 | borough_bin | 1 | 694595 | 682114 | 29.56986985595461 | 346 | 0.9808785510230166 | 0.9831306304071892 |
| random | global | 0.95 | borough_bin | 2 | 690069 | 674585 | 30.008501561240905 | 346 | 0.975824014758929 | 0.9790573421038484 |
| random | global | 0.95 | borough_bin | 3 | 688656 | 670370 | 30.340848675136215 | 347 | 0.971615705376039 | 0.9752000194344433 |
| random | global | 0.95 | borough_bin | 4 | 689453 | 670766 | 30.61389715867866 | 346 | 0.9712822955013286 | 0.9743589072029158 |
| random | global | 0.95 | borough_bin | 5 | 693533 | 671315 | 30.849579621537128 | 345 | 0.9659750494894002 | 0.9699528882225064 |
| random | global | 0.95 | borough_bin | 6 | 667198 | 644057 | 31.11185260677683 | 345 | 0.9631652939482428 | 0.9672050781188932 |
| random | global | 0.95 | borough_bin | 7 | 706923 | 679912 | 31.450445302404663 | 347 | 0.9598957017606339 | 0.9636034711913573 |
| random | global | 0.95 | borough_bin | 8 | 697520 | 664952 | 31.91886540061377 | 346 | 0.9509985630010184 | 0.9554240353076697 |
| random | global | 0.95 | borough_bin | 9 | 688079 | 602857 | 33.75775488922807 | 346 | 0.8713930141217847 | 0.8804651018267101 |
| random | global | 0.95 | borough_bin | 10 | 8072 | 7012 | 30.481209705575274 | 341 | 0.8597736587166078 | 0.8766631148095527 |
| random | global | 0.95 | borough_bin | 11 | 8132 | 6873 | 31.799470571803013 | 330 | 0.8344295882156528 | 0.854814520290389 |
| random | global | 0.95 | borough_bin | 12 | 7997 | 6676 | 32.389610513943374 | 336 | 0.8240159422496484 | 0.8463408208397535 |
| random | global | 0.95 | borough_bin | 13 | 8106 | 6923 | 32.86474338898514 | 341 | 0.8445120067067753 | 0.8636660785120179 |
| random | global | 0.95 | borough_bin | 14 | 8104 | 7037 | 33.37465835053921 | 344 | 0.8570199376071547 | 0.8806992839220129 |
| random | global | 0.95 | borough_bin | 15 | 7867 | 7132 | 34.059728609598665 | 342 | 0.8964943505425066 | 0.9170706568739401 |
| random | global | 0.95 | borough_bin | 16 | 8365 | 8025 | 34.984042518528085 | 345 | 0.9527339852623598 | 0.9656232374451984 |
| random | global | 0.95 | borough_bin | 17 | 7989 | 7774 | 35.68687260015248 | 346 | 0.9687229880103813 | 0.9771185919507741 |
| random | global | 0.95 | borough_bin | 18 | 7990 | 7583 | 35.69402864287997 | 345 | 0.9439549496706208 | 0.9538332874032467 |
| random | global | 0.95 | borough_bin | 19 | 8278 | 6251 | 35.694028642880724 | 345 | 0.7447693531401606 | 0.765992786294351 |
| random | global | 0.95 | borough_bin | 20 | 50246 | 46375 | 31.430331705519798 | 346 | 0.9186645119411357 | 0.9270320349647692 |
| random | global | 0.95 | borough_bin | 21 | 50758 | 44513 | 35.39048369211682 | 345 | 0.8699475188240382 | 0.8836865048931056 |
| random | global | 0.95 | borough_bin | 22 | 51100 | 44833 | 35.694028642906304 | 345 | 0.8711549825101285 | 0.882903231221381 |
| random | global | 0.95 | borough_bin | 23 | 50677 | 43018 | 35.694028642905856 | 345 | 0.8395788307321914 | 0.8577731764088795 |