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 | 0.9 | bin | 6 | 738417 | 679189 | 25.3451214541331 | 347 | 0.9165859905315734 | 0.9227490544338661 |
| random | global | 0.9 | bin | 7 | 761703 | 692935 | 25.345121454142713 | 345 | 0.9062314022264727 | 0.9128602786429479 |
| random | global | 0.9 | bin | 8 | 751753 | 645752 | 25.345121454138678 | 346 | 0.8545524257571397 | 0.8629043071135176 |
| random | global | 0.9 | bin | 9 | 747513 | 481489 | 25.345121454136926 | 346 | 0.6365861166391724 | 0.6513422271837722 |
| random | global | 0.9 | borough | Manhattan | 6899923 | 6351900 | 24.987236242692482 | 347 | 0.9181365865319513 | 0.9227933853125649 |
| random | global | 0.9 | borough | Brooklyn | 80900 | 59364 | 25.31107047994426 | 346 | 0.7277802899826569 | 0.7397881417262261 |
| random | global | 0.9 | borough | Queens | 506029 | 329065 | 25.325619603044977 | 346 | 0.6414049513082317 | 0.6589582214880596 |
| random | global | 0.9 | borough | Bronx | 9903 | 6803 | 24.83728964407693 | 344 | 0.6732166011184622 | 0.700603637490674 |
| random | global | 0.9 | borough | Staten Island | 258 | 91 | 23.600390808071705 | 188 | 0.29288424519146633 | 0.4125918762088975 |
| random | global | 0.9 | hour | 00 | 221721 | 200732 | 24.86186095347439 | 345 | 0.9027383336064875 | 0.9076881367163426 |
| random | global | 0.9 | hour | 01 | 153861 | 143090 | 24.757189689162523 | 345 | 0.9265083286386887 | 0.9330919924181897 |
| random | global | 0.9 | hour | 02 | 106424 | 100659 | 24.903699911289287 | 344 | 0.9434536790420284 | 0.9480611288690354 |
| random | global | 0.9 | hour | 03 | 73054 | 68934 | 24.931465762864782 | 345 | 0.9411588355036091 | 0.9459217042496848 |
| random | global | 0.9 | hour | 04 | 56261 | 51453 | 24.922197677831033 | 345 | 0.9114963265291126 | 0.9174652150586365 |
| random | global | 0.9 | hour | 05 | 65924 | 60969 | 23.467897191293552 | 346 | 0.9219506795131999 | 0.9276364924394487 |
| random | global | 0.9 | hour | 06 | 153536 | 144863 | 23.615136440217967 | 346 | 0.9413179765404809 | 0.9455325633512011 |
| random | global | 0.9 | hour | 07 | 272387 | 253151 | 24.902255645099153 | 345 | 0.9273269704862069 | 0.9314976315876143 |
| random | global | 0.9 | hour | 08 | 342210 | 308031 | 25.085051815389797 | 346 | 0.896792800508639 | 0.9034348089611671 |
| random | global | 0.9 | hour | 09 | 349529 | 311901 | 25.037123088342636 | 346 | 0.8878456476248763 | 0.8968052809631772 |
| random | global | 0.9 | hour | 10 | 354160 | 317380 | 24.98432908450823 | 346 | 0.8913769949923711 | 0.900939052961722 |
| random | global | 0.9 | hour | 11 | 371483 | 330963 | 24.96171937082307 | 345 | 0.8859224327793754 | 0.89589071618743 |
| random | global | 0.9 | hour | 12 | 392878 | 349266 | 24.955392303868717 | 345 | 0.8844122760983932 | 0.8934399082676312 |
| random | global | 0.9 | hour | 13 | 396852 | 352405 | 24.963554937897307 | 347 | 0.883592568763924 | 0.8921839196630721 |
| random | global | 0.9 | hour | 14 | 416534 | 365118 | 25.17985670068566 | 346 | 0.871646969895698 | 0.8812866795288831 |
| random | global | 0.9 | hour | 15 | 418150 | 362543 | 25.269671699980467 | 347 | 0.861941636583156 | 0.8718919609674453 |