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 | borough_bin | 24 | 50519 | 41147 | 35.694028642905685 | 346 | 0.8025572852886825 | 0.8254801570180313 |
| random | global | 0.95 | borough_bin | 25 | 50834 | 39354 | 35.69402864290603 | 345 | 0.7603451066235649 | 0.7876478641101614 |
| random | global | 0.95 | borough_bin | 26 | 50632 | 37252 | 35.69402864290581 | 345 | 0.7226916581562863 | 0.7483204317233405 |
| random | global | 0.95 | borough_bin | 27 | 50618 | 35039 | 35.69402864290579 | 345 | 0.6764670436706774 | 0.7067250054502159 |
| random | global | 0.95 | borough_bin | 28 | 50447 | 40502 | 35.694028642905614 | 345 | 0.7918867002377437 | 0.8132805017000466 |
| random | global | 0.95 | borough_bin | 29 | 50198 | 35174 | 35.694028642905344 | 344 | 0.6842148595119993 | 0.7174450505141533 |
| random | global | 0.95 | borough_bin | 30 | 1045 | 740 | 28.01133647363576 | 298 | 0.6636436857495835 | 0.7452366599567263 |
| random | global | 0.95 | borough_bin | 31 | 1035 | 854 | 29.35206430088726 | 178 | 0.7933563874744893 | 0.8513986087510016 |
| random | global | 0.95 | borough_bin | 32 | 1032 | 822 | 29.865260208143415 | 216 | 0.7639448774322652 | 0.8252449497704215 |
| random | global | 0.95 | borough_bin | 33 | 884 | 702 | 30.141892031308018 | 187 | 0.7661679279450864 | 0.8201838731443994 |
| random | global | 0.95 | borough_bin | 34 | 1017 | 816 | 30.341082055645327 | 185 | 0.7769773972882186 | 0.8275885773886659 |
| random | global | 0.95 | borough_bin | 35 | 934 | 751 | 30.54953017973343 | 162 | 0.7749384233163251 | 0.8325205963644094 |
| random | global | 0.95 | borough_bin | 36 | 1011 | 843 | 30.800437750653252 | 173 | 0.8101627217834888 | 0.8564151827553889 |
| random | global | 0.95 | borough_bin | 37 | 994 | 727 | 31.231487485000255 | 249 | 0.704024146669721 | 0.7582537950681418 |
| random | global | 0.95 | borough_bin | 38 | 1037 | 757 | 32.17394297396732 | 267 | 0.7032191732626382 | 0.7596439169139466 |
| random | global | 0.95 | borough_bin | 39 | 914 | 562 | 35.56028961939456 | 208 | 0.5839888510631707 | 0.6451943010216311 |
| random | global | 0.95 | borough_bin | 40 | 258 | 110 | 29.330449997697666 | 188 | 0.3688112867720632 | 0.48462121212121206 |
| random | mondrian | 0.95 | all | all | 7497013 | 7123144 | 32.54915469617119 | 347 | 0.9492840286334749 | 0.9509348995818413 |
| random | mondrian | 0.95 | bin | 0 | 746041 | 708889 | 23.277502706681517 | 347 | 0.9483234328829104 | 0.9519907887804694 |
| random | mondrian | 0.95 | bin | 1 | 751838 | 714339 | 25.674365320924533 | 346 | 0.9487686760155533 | 0.951364664059598 |
| random | mondrian | 0.95 | bin | 2 | 749162 | 711821 | 27.51552212497141 | 347 | 0.948524584639063 | 0.9516175920288974 |
| random | mondrian | 0.95 | bin | 3 | 736694 | 700327 | 28.53128875009937 | 346 | 0.9493528745140714 | 0.9518361430481351 |
| random | mondrian | 0.95 | bin | 4 | 761776 | 723522 | 29.000709183513834 | 346 | 0.948481857031124 | 0.9509869189796922 |
| random | mondrian | 0.95 | bin | 5 | 752116 | 714333 | 30.235129367234023 | 345 | 0.9482202419072662 | 0.9511965859392686 |
| random | mondrian | 0.95 | bin | 6 | 738417 | 701514 | 31.307157608340482 | 347 | 0.9487416847066009 | 0.9511461843264616 |