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 | 0.95 | bin | 1 | 751838 | 714975 | 25.77320052723739 | 346 | 0.9496127804870532 | 0.9522749028815823 |
| random | mondrian_borough | 0.95 | bin | 2 | 749162 | 711455 | 27.365322101120697 | 347 | 0.947994346535005 | 0.951222231635936 |
| random | mondrian_borough | 0.95 | bin | 3 | 736694 | 700365 | 28.542537857376864 | 346 | 0.9493520419638667 | 0.9519297670182093 |
| random | mondrian_borough | 0.95 | bin | 4 | 761776 | 723461 | 29.069238840200686 | 346 | 0.9484370943558225 | 0.9509395740099841 |
| random | mondrian_borough | 0.95 | bin | 5 | 752116 | 714639 | 30.209699198473004 | 345 | 0.9485903151649813 | 0.9516954086613034 |
| random | mondrian_borough | 0.95 | bin | 6 | 738417 | 701424 | 31.308483970663588 | 347 | 0.9485095516812176 | 0.9511714358479224 |
| random | mondrian_borough | 0.95 | bin | 7 | 761703 | 724501 | 33.070062814655714 | 345 | 0.9500193100462753 | 0.9521933191975404 |
| random | mondrian_borough | 0.95 | bin | 8 | 751753 | 725449 | 41.54603770986056 | 346 | 0.9636835381024649 | 0.9662843987082634 |
| random | mondrian_borough | 0.95 | bin | 9 | 747513 | 697020 | 54.52649575941966 | 346 | 0.9301342801731798 | 0.9346855691171633 |
| random | mondrian_borough | 0.95 | borough | Manhattan | 6899923 | 6555584 | 30.32648021867517 | 347 | 0.9492478960604509 | 0.9508613207988847 |
| random | mondrian_borough | 0.95 | borough | Brooklyn | 80900 | 76790 | 46.808436502166636 | 346 | 0.9471709011399417 | 0.9511070595791402 |
| random | mondrian_borough | 0.95 | borough | Queens | 506029 | 480749 | 58.76060038484534 | 346 | 0.9476499731057435 | 0.9523683007814745 |
| random | mondrian_borough | 0.95 | borough | Bronx | 9903 | 9416 | 63.05599777372991 | 344 | 0.946413791553665 | 0.9551083608339704 |
| random | mondrian_borough | 0.95 | borough | Staten Island | 258 | 246 | 115.25599913352991 | 188 | 0.9261956888935087 | 0.9770114942528736 |
| random | mondrian_borough | 0.95 | hour | 00 | 221721 | 209794 | 31.421373810872716 | 345 | 0.9445510953220762 | 0.9477225699635852 |
| random | mondrian_borough | 0.95 | hour | 01 | 153861 | 146101 | 30.17860934427014 | 345 | 0.9464653667626135 | 0.9518443954941375 |
| random | mondrian_borough | 0.95 | hour | 02 | 106424 | 100977 | 30.39651356867715 | 344 | 0.9471411229420605 | 0.9504728088142633 |
| random | mondrian_borough | 0.95 | hour | 03 | 73054 | 68604 | 30.632086321103746 | 345 | 0.9365489580082496 | 0.9414105516918646 |
| random | mondrian_borough | 0.95 | hour | 04 | 56261 | 51345 | 32.257833624288615 | 345 | 0.9093421062335229 | 0.9157137860577922 |
| random | mondrian_borough | 0.95 | hour | 05 | 65924 | 62758 | 30.29047306411035 | 346 | 0.949877435263943 | 0.9541024197740305 |
| random | mondrian_borough | 0.95 | hour | 06 | 153536 | 148247 | 28.10692337341382 | 346 | 0.964151842573359 | 0.9670018384630132 |
| random | mondrian_borough | 0.95 | hour | 07 | 272387 | 259005 | 30.666271336247874 | 345 | 0.9495640874444016 | 0.9521803889628968 |
| random | mondrian_borough | 0.95 | hour | 08 | 342210 | 324446 | 31.7791386321377 | 346 | 0.9463732863535071 | 0.949727556364631 |
| random | mondrian_borough | 0.95 | hour | 09 | 349529 | 330708 | 31.442589917384254 | 346 | 0.9443845278540539 | 0.9477932808191761 |
| random | mondrian_borough | 0.95 | hour | 10 | 354160 | 335994 | 31.334910244194234 | 346 | 0.9468290332157145 | 0.9504754237060945 |