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 | 0.8 | all | all | 7497013 | 5998194 | 18.737368813788137 | 347 | 0.7962233925400647 | 0.8039388411049206 |
| random | global | 0.8 | bin | 0 | 746041 | 692604 | 18.718850410121625 | 347 | 0.9230776395882069 | 0.9341952259530186 |
| random | global | 0.8 | bin | 1 | 751838 | 672338 | 18.739415256306557 | 346 | 0.8916272891504576 | 0.8968336495559132 |
| random | global | 0.8 | bin | 2 | 749162 | 648289 | 18.739415256306557 | 347 | 0.8619179206874797 | 0.8684720445033446 |
| random | global | 0.8 | bin | 3 | 736694 | 625577 | 18.739415256306557 | 346 | 0.8459250128722795 | 0.8522890573256688 |
| random | global | 0.8 | bin | 4 | 761776 | 637446 | 18.739415256306557 | 346 | 0.8336316919554695 | 0.8398437109662631 |
| random | global | 0.8 | bin | 5 | 752116 | 616700 | 18.739415256306557 | 345 | 0.8165536567217618 | 0.8234111627100317 |
| random | global | 0.8 | bin | 6 | 738417 | 592294 | 18.739415256306557 | 347 | 0.798808745363019 | 0.8049990262483732 |
| random | global | 0.8 | bin | 7 | 761703 | 595627 | 18.739415256306557 | 345 | 0.7784294474500661 | 0.784996991928433 |
| random | global | 0.8 | bin | 8 | 751753 | 538903 | 18.739415256306557 | 346 | 0.7126725803443211 | 0.7204178017164451 |
| random | global | 0.8 | bin | 9 | 747513 | 378416 | 18.739415256306557 | 346 | 0.49939233878531036 | 0.5128475702536254 |
| random | global | 0.8 | borough | Manhattan | 6899923 | 5690948 | 18.73723087108013 | 347 | 0.821063442827137 | 0.8284961997760308 |
| random | global | 0.8 | borough | Brooklyn | 80900 | 44332 | 18.738917635724587 | 346 | 0.5415329187188963 | 0.5546976678819988 |
| random | global | 0.8 | borough | Queens | 506029 | 257044 | 18.739078219120984 | 346 | 0.4996589787249521 | 0.5160231491806249 |
| random | global | 0.8 | borough | Bronx | 9903 | 5799 | 18.734455710127907 | 344 | 0.5718390951321196 | 0.5994957579121021 |
| random | global | 0.8 | borough | Staten Island | 258 | 71 | 18.699900029464054 | 188 | 0.2217300033189512 | 0.32661491132245213 |
| random | global | 0.8 | hour | 00 | 221721 | 179029 | 18.738377605428816 | 345 | 0.8032144863739322 | 0.8118422614131652 |
| random | global | 0.8 | hour | 01 | 153861 | 128822 | 18.738385609864146 | 345 | 0.8319168258677363 | 0.8424020338577565 |
| random | global | 0.8 | hour | 02 | 106424 | 89781 | 18.738991795569767 | 344 | 0.8376430915541316 | 0.8492986211018569 |
| random | global | 0.8 | hour | 03 | 73054 | 60649 | 18.739075772151505 | 345 | 0.8232522748878948 | 0.8367832993778215 |
| random | global | 0.8 | hour | 04 | 56261 | 44282 | 18.73882973134686 | 345 | 0.7802131425685244 | 0.793433924900283 |
| random | global | 0.8 | hour | 05 | 65924 | 56775 | 18.66657354708187 | 346 | 0.8574948200990673 | 0.8650105935066593 |
| random | global | 0.8 | hour | 06 | 153536 | 138352 | 18.702241391894812 | 346 | 0.8983988337646174 | 0.9037689377701119 |
| random | global | 0.8 | hour | 07 | 272387 | 229980 | 18.738373545139005 | 345 | 0.8414201690565563 | 0.8473598078716702 |
| random | global | 0.8 | hour | 08 | 342210 | 273516 | 18.738986725050356 | 346 | 0.7951892368036145 | 0.8035163572811235 |