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 | 0.95 | bin | 7 | 761703 | 723813 | 32.89999999968354 | 345 | 0.9489455858559533 | 0.951449521804664 |
| random | mondrian | 0.95 | bin | 8 | 751753 | 714285 | 37.97128997365148 | 346 | 0.9488303347837823 | 0.9513739505214347 |
| random | mondrian | 0.95 | bin | 9 | 747513 | 710301 | 59.08248039934604 | 346 | 0.9478283828131441 | 0.9525406494518127 |
| random | mondrian | 0.95 | borough | Manhattan | 6899923 | 6564050 | 30.597144482783325 | 347 | 0.9504918032943946 | 0.9520816427290499 |
| random | mondrian | 0.95 | borough | Brooklyn | 80900 | 74788 | 45.3729539654641 | 346 | 0.9216533108892488 | 0.9272056244352487 |
| random | mondrian | 0.95 | borough | Queens | 506029 | 476668 | 57.14502738578083 | 346 | 0.9394427379809263 | 0.9445245551576686 |
| random | mondrian | 0.95 | borough | Bronx | 9903 | 7532 | 31.174853942346495 | 344 | 0.7493359854607264 | 0.7714208280511959 |
| random | mondrian | 0.95 | borough | Staten Island | 258 | 106 | 27.35399614528741 | 188 | 0.34901059274284424 | 0.47388617173098646 |
| random | mondrian | 0.95 | hour | 00 | 221721 | 209828 | 31.67711397821914 | 345 | 0.9446984001178418 | 0.9479358171768187 |
| random | mondrian | 0.95 | hour | 01 | 153861 | 145988 | 30.33080991607313 | 345 | 0.9456332500200424 | 0.9511864428696906 |
| random | mondrian | 0.95 | hour | 02 | 106424 | 100943 | 30.507633137227664 | 344 | 0.9467893643901157 | 0.9500966432860423 |
| random | mondrian | 0.95 | hour | 03 | 73054 | 68767 | 30.84177638393488 | 345 | 0.9389755063992912 | 0.9434256717797094 |
| random | mondrian | 0.95 | hour | 04 | 56261 | 52500 | 33.1776380901071 | 345 | 0.9308233816511718 | 0.9354147507712431 |
| random | mondrian | 0.95 | hour | 05 | 65924 | 63542 | 31.32755491495586 | 346 | 0.9619217784924319 | 0.9657558257662902 |
| random | mondrian | 0.95 | hour | 06 | 153536 | 148226 | 28.576043993421333 | 346 | 0.9639430909003402 | 0.9668626591883441 |
| random | mondrian | 0.95 | hour | 07 | 272387 | 259207 | 30.96972307788284 | 345 | 0.9504050577474142 | 0.9528295323666276 |
| random | mondrian | 0.95 | hour | 08 | 342210 | 324599 | 31.940245744626367 | 346 | 0.9469142986982104 | 0.950174726129078 |
| random | mondrian | 0.95 | hour | 09 | 349529 | 330941 | 31.66173754668941 | 346 | 0.9450997638870539 | 0.9484455545241512 |
| random | mondrian | 0.95 | hour | 10 | 354160 | 336340 | 31.62333888471847 | 346 | 0.947872500701025 | 0.9514515455776251 |
| random | mondrian | 0.95 | hour | 11 | 371483 | 351958 | 31.42741100239683 | 345 | 0.9453941724767952 | 0.9492938406961482 |
| random | mondrian | 0.95 | hour | 12 | 392878 | 371816 | 31.545645198317686 | 345 | 0.9445884244591627 | 0.9481245461817803 |
| random | mondrian | 0.95 | hour | 13 | 396852 | 375516 | 31.853645091526595 | 347 | 0.9442830240050551 | 0.9479932027080749 |
| random | mondrian | 0.95 | hour | 14 | 416534 | 394525 | 34.30488662128059 | 346 | 0.9454924921271118 | 0.9486907560158514 |
| random | mondrian | 0.95 | hour | 15 | 418150 | 394893 | 36.266191625576255 | 347 | 0.9426213261938076 | 0.9460528673897867 |
| random | mondrian | 0.95 | hour | 16 | 390287 | 365784 | 36.43461334384621 | 346 | 0.9351695173719379 | 0.9392585243777953 |