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 | mondrian_borough | 0.8 | borough_bin | 23 | 50677 | 40472 | 32.08480502597042 | 345 | 0.7900842441274879 | 0.8068651554509114 |
| random | mondrian_borough | 0.8 | borough_bin | 24 | 50519 | 40410 | 34.82918607786313 | 346 | 0.7900221362867482 | 0.8097272175303288 |
| random | mondrian_borough | 0.8 | borough_bin | 25 | 50834 | 40619 | 37.491853695375056 | 345 | 0.7897544804886285 | 0.8086558884432603 |
| random | mondrian_borough | 0.8 | borough_bin | 26 | 50632 | 40405 | 39.24340062074979 | 345 | 0.7886829134043702 | 0.8072769122975781 |
| random | mondrian_borough | 0.8 | borough_bin | 27 | 50618 | 40549 | 44.86750909592636 | 345 | 0.7867339441655395 | 0.8151062238259731 |
| random | mondrian_borough | 0.8 | borough_bin | 28 | 50447 | 40384 | 35.53152506920435 | 345 | 0.7893803370005518 | 0.8111144836243581 |
| random | mondrian_borough | 0.8 | borough_bin | 29 | 50198 | 40382 | 43.28479110518307 | 344 | 0.7930035311988931 | 0.815886986878627 |
| random | mondrian_borough | 0.8 | borough_bin | 30 | 1045 | 833 | 38.17283816110059 | 298 | 0.7671777041942605 | 0.8209133786939367 |
| random | mondrian_borough | 0.8 | borough_bin | 31 | 1035 | 835 | 33.70767895913746 | 178 | 0.7777777777777778 | 0.8302522994749981 |
| random | mondrian_borough | 0.8 | borough_bin | 32 | 1032 | 823 | 37.01609406942609 | 216 | 0.7698533499760171 | 0.8234787913400134 |
| random | mondrian_borough | 0.8 | borough_bin | 33 | 884 | 714 | 36.322029830909564 | 187 | 0.7795844071416963 | 0.8347648400102367 |
| random | mondrian_borough | 0.8 | borough_bin | 34 | 1017 | 824 | 34.672054767059045 | 185 | 0.7864269270877741 | 0.8361244720163749 |
| random | mondrian_borough | 0.8 | borough_bin | 35 | 934 | 782 | 39.47974126640476 | 162 | 0.8116680264182333 | 0.8621471050507625 |
| random | mondrian_borough | 0.8 | borough_bin | 36 | 1011 | 796 | 35.39820396653539 | 173 | 0.7633245097564128 | 0.810609395006402 |
| random | mondrian_borough | 0.8 | borough_bin | 37 | 994 | 795 | 43.730760242870005 | 249 | 0.7761043906519511 | 0.8232746698203613 |
| random | mondrian_borough | 0.8 | borough_bin | 38 | 1037 | 860 | 46.18763348853764 | 267 | 0.8062706100903204 | 0.85189117282368 |
| random | mondrian_borough | 0.8 | borough_bin | 39 | 914 | 741 | 46.90786976511021 | 208 | 0.7821886226354233 | 0.835407154511675 |
| random | mondrian_borough | 0.8 | borough_bin | 40 | 258 | 206 | 81.73201035798776 | 188 | 0.749062178253279 | 0.846441947565543 |
| random | global | 0.9 | all | all | 7497013 | 6747223 | 25.013324933173244 | 347 | 0.8973057089293638 | 0.9024432396038133 |
| random | global | 0.9 | bin | 0 | 746041 | 721183 | 23.452500746625713 | 347 | 0.962841025278408 | 0.9707729203413827 |
| random | global | 0.9 | bin | 1 | 751838 | 718675 | 24.45432148633211 | 346 | 0.9537618769111585 | 0.9580046592252787 |
| random | global | 0.9 | bin | 2 | 749162 | 707416 | 24.909247028584964 | 347 | 0.9412646122333446 | 0.9469595547628331 |
| random | global | 0.9 | bin | 3 | 736694 | 691310 | 25.237570214055882 | 346 | 0.9354726840317982 | 0.9411647454019416 |
| random | global | 0.9 | bin | 4 | 761776 | 712174 | 25.345121454142742 | 346 | 0.9320082232368369 | 0.9376949223124461 |
| random | global | 0.9 | bin | 5 | 752116 | 697100 | 25.345121454138827 | 345 | 0.9236076220361428 | 0.930239197950853 |