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 |
|---|---|---|---|---|---|---|---|---|---|---|
| temporal | mondrian_borough | 0.9 | borough_bin | 36 | 1294 | 1175 | 61.462655648779794 | 56 | 0.8932339406309576 | 0.9263118341283743 |
| temporal | mondrian_borough | 0.9 | borough_bin | 37 | 392 | 294 | 63.756411987887766 | 60 | 0.7066177206950078 | 0.7897608175144807 |
| temporal | mondrian_borough | 0.9 | borough_bin | 38 | 394 | 358 | 94.77976078889081 | 60 | 0.8822055137844611 | 0.9340404462108813 |
| temporal | global | 0.95 | all | all | 12936277 | 12174504 | 30.524979033152373 | 61 | 0.9368717894169959 | 0.9456979090847553 |
| temporal | global | 0.95 | bin | 0 | 2538711 | 2475637 | 27.94075112880675 | 61 | 0.9706208186622641 | 0.9801447987033456 |
| temporal | global | 0.95 | bin | 1 | 1319429 | 1283864 | 29.381488486365374 | 61 | 0.9698523383369764 | 0.9761903484306562 |
| temporal | global | 0.95 | bin | 2 | 1193339 | 1149789 | 29.8220606738927 | 61 | 0.9580583323562584 | 0.9695730253025242 |
| temporal | global | 0.95 | bin | 3 | 1390045 | 1340089 | 30.165434747328362 | 61 | 0.9594588972097494 | 0.9686049464330286 |
| temporal | global | 0.95 | bin | 4 | 1105546 | 1062569 | 30.461345971777252 | 61 | 0.9578288698550103 | 0.9644651577734173 |
| temporal | global | 0.95 | bin | 5 | 1177540 | 1125735 | 30.720991957194272 | 61 | 0.9510202361432876 | 0.9602316624858395 |
| temporal | global | 0.95 | bin | 6 | 821295 | 781332 | 31.09038737927937 | 61 | 0.9458177614111289 | 0.95637821548364 |
| temporal | global | 0.95 | bin | 7 | 1245994 | 1177551 | 31.485298257985683 | 61 | 0.9384859097756413 | 0.9502872197817901 |
| temporal | global | 0.95 | bin | 8 | 927343 | 845764 | 32.415250274621584 | 61 | 0.9033888226283637 | 0.9192551281744665 |
| temporal | global | 0.95 | bin | 9 | 1217035 | 932174 | 35.318310696579935 | 61 | 0.7463361320343918 | 0.786777293310342 |
| temporal | global | 0.95 | borough | Manhattan | 11980859 | 11421545 | 30.187569203093968 | 61 | 0.950042638389389 | 0.9570132008913417 |
| temporal | global | 0.95 | borough | Brooklyn | 116774 | 105017 | 33.44271270389248 | 61 | 0.8942437344695051 | 0.9043242684534639 |
| temporal | global | 0.95 | borough | Queens | 828131 | 639476 | 35.00608618101999 | 61 | 0.7482719340612618 | 0.79598599643763 |
| temporal | global | 0.95 | borough | Bronx | 10119 | 8315 | 29.710276983328406 | 60 | 0.8070206854673829 | 0.8359339710955637 |
| temporal | global | 0.95 | borough | Staten Island | 394 | 151 | 28.09958087163391 | 60 | 0.34615384615384615 | 0.4207985930171964 |
| temporal | global | 0.95 | hour | 00 | 395335 | 378267 | 30.274485905691527 | 61 | 0.9525520242308108 | 0.9609475262570117 |
| temporal | global | 0.95 | hour | 01 | 277323 | 269277 | 29.971264882487308 | 61 | 0.968135991881716 | 0.9737256899114707 |
| temporal | global | 0.95 | hour | 02 | 185881 | 181854 | 30.130019023540058 | 61 | 0.9764798343421914 | 0.9799301122120231 |
| temporal | global | 0.95 | hour | 03 | 125358 | 122422 | 30.280454264760763 | 61 | 0.9741791415277294 | 0.9785347205737265 |
| temporal | global | 0.95 | hour | 04 | 94486 | 91325 | 30.641481910879577 | 61 | 0.9643238544975709 | 0.9684710289019842 |
| temporal | global | 0.95 | hour | 05 | 106707 | 103527 | 29.430851657720243 | 61 | 0.9678973778188206 | 0.9723454205075218 |