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 | 0.9 | borough_bin | 30 | 1045 | 935 | 48.14052321987518 | 298 | 0.8717896865520728 | 0.9146005509641874 |
| random | mondrian_borough | 0.9 | borough_bin | 31 | 1035 | 924 | 43.23767111005162 | 178 | 0.8716573549365473 | 0.9117660026973752 |
| random | mondrian_borough | 0.9 | borough_bin | 32 | 1032 | 925 | 48.856935583573936 | 216 | 0.8764591439688716 | 0.9146708894727816 |
| random | mondrian_borough | 0.9 | borough_bin | 33 | 884 | 787 | 47.46723926390634 | 187 | 0.867735233437308 | 0.9112903225806451 |
| random | mondrian_borough | 0.9 | borough_bin | 34 | 1017 | 914 | 49.595761451889786 | 185 | 0.8786439919893774 | 0.9180167023202238 |
| random | mondrian_borough | 0.9 | borough_bin | 35 | 934 | 849 | 50.27737263569978 | 162 | 0.8871261913192293 | 0.9304761205316099 |
| random | mondrian_borough | 0.9 | borough_bin | 36 | 1011 | 904 | 45.960790977194804 | 173 | 0.8769668801710699 | 0.9105217655783877 |
| random | mondrian_borough | 0.9 | borough_bin | 37 | 994 | 895 | 54.505518676209405 | 249 | 0.8812991059652561 | 0.9189196034940716 |
| random | mondrian_borough | 0.9 | borough_bin | 38 | 1037 | 949 | 61.40744143612357 | 267 | 0.8979174795716196 | 0.9315510054695919 |
| random | mondrian_borough | 0.9 | borough_bin | 39 | 914 | 831 | 64.35282782024335 | 208 | 0.8866745221917094 | 0.9270164020506018 |
| random | mondrian_borough | 0.9 | borough_bin | 40 | 258 | 233 | 94.39478394004769 | 188 | 0.8642519970951343 | 0.9369378832614127 |
| random | global | 0.95 | all | all | 7497013 | 7122383 | 31.150865043155775 | 347 | 0.9481235924061471 | 0.9517279107595722 |
| random | global | 0.95 | bin | 0 | 746041 | 735775 | 28.62695434108407 | 347 | 0.9845001874354987 | 0.9880281854467006 |
| random | global | 0.95 | bin | 1 | 751838 | 737684 | 29.628775080845493 | 346 | 0.9800037737261733 | 0.9822509145033126 |
| random | global | 0.95 | bin | 2 | 749162 | 730952 | 30.083700623080254 | 347 | 0.9739067918906494 | 0.9771978855625476 |
| random | global | 0.95 | bin | 3 | 736694 | 716663 | 30.414978208973967 | 346 | 0.9712237907339041 | 0.9743519587823797 |
| random | global | 0.95 | bin | 4 | 761776 | 739589 | 30.699785137821518 | 346 | 0.969228082908847 | 0.9724445227011679 |
| random | global | 0.95 | bin | 5 | 752116 | 726881 | 30.957889829186268 | 345 | 0.9644379325591182 | 0.968424808154008 |
| random | global | 0.95 | bin | 6 | 738417 | 710841 | 31.280777377758007 | 347 | 0.9607141491876546 | 0.9644957661700959 |
| random | global | 0.95 | bin | 7 | 761703 | 729018 | 31.701320965177914 | 345 | 0.9549662950501293 | 0.9589377851060654 |
| random | global | 0.95 | bin | 8 | 751753 | 698789 | 32.542040730130886 | 346 | 0.9267396985932951 | 0.9321491639606624 |
| random | global | 0.95 | bin | 9 | 747513 | 596191 | 35.56100382929456 | 346 | 0.7903588814523913 | 0.8048430647783078 |
| random | global | 0.95 | borough | Manhattan | 6899923 | 6636206 | 30.821627041789743 | 347 | 0.9602344034345306 | 0.9631654911092634 |
| random | global | 0.95 | borough | Brooklyn | 80900 | 71286 | 33.70691544749629 | 346 | 0.8769178895815793 | 0.885445309091562 |
| random | global | 0.95 | borough | Queens | 506029 | 407207 | 35.240218582362246 | 346 | 0.796579341663962 | 0.812787599035315 |