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 | global | 0.9 | borough_bin | 19 | 10009 | 4899 | 25.163725630560545 | 61 | 0.4770080799866947 | 0.5009500500108559 |
| temporal | global | 0.9 | borough_bin | 20 | 67584 | 59437 | 24.579556685619792 | 61 | 0.8709965300177003 | 0.8877719716609113 |
| temporal | global | 0.9 | borough_bin | 21 | 137085 | 98902 | 25.16372563051333 | 61 | 0.6977766850762621 | 0.7401341634053773 |
| temporal | global | 0.9 | borough_bin | 22 | 77022 | 54498 | 25.163725630598037 | 61 | 0.6852830355992914 | 0.7308439202755681 |
| temporal | global | 0.9 | borough_bin | 23 | 69203 | 45419 | 25.163725630596343 | 61 | 0.6253847009009055 | 0.690422121588027 |
| temporal | global | 0.9 | borough_bin | 24 | 65234 | 38663 | 25.163725630595327 | 61 | 0.5554933343713497 | 0.6337144422988996 |
| temporal | global | 0.9 | borough_bin | 25 | 71692 | 37516 | 25.16372563059692 | 61 | 0.4886881273562946 | 0.5604724699880006 |
| temporal | global | 0.9 | borough_bin | 26 | 91305 | 48646 | 25.163725630580075 | 61 | 0.5061559693479722 | 0.5624066071333286 |
| temporal | global | 0.9 | borough_bin | 27 | 101312 | 53580 | 25.163725630560332 | 61 | 0.4892159214465682 | 0.5637031017910797 |
| temporal | global | 0.9 | borough_bin | 28 | 67805 | 39622 | 25.163725630595998 | 61 | 0.5535237388886376 | 0.6165443925683097 |
| temporal | global | 0.9 | borough_bin | 29 | 79889 | 34848 | 25.163725630598577 | 61 | 0.40184379107090984 | 0.47177476149125785 |
| temporal | global | 0.9 | borough_bin | 30 | 2283 | 1702 | 22.27805929700032 | 60 | 0.6940839320120085 | 0.7794425036640256 |
| temporal | global | 0.9 | borough_bin | 31 | 1709 | 1400 | 24.09254227211066 | 54 | 0.7875312494549513 | 0.8453836304016834 |
| temporal | global | 0.9 | borough_bin | 32 | 1297 | 1049 | 24.519427085358817 | 45 | 0.7679639202874305 | 0.8358578374291357 |
| temporal | global | 0.9 | borough_bin | 33 | 806 | 611 | 24.84202508826748 | 50 | 0.7024289746858496 | 0.8051544701101764 |
| temporal | global | 0.9 | borough_bin | 34 | 1222 | 943 | 25.107604124933424 | 52 | 0.7429501084598699 | 0.7959204081632653 |
| temporal | global | 0.9 | borough_bin | 35 | 1116 | 824 | 25.163725630562364 | 52 | 0.6937495182425488 | 0.7683124145463034 |
| temporal | global | 0.9 | borough_bin | 36 | 1294 | 909 | 25.16372563056233 | 56 | 0.6627137062774402 | 0.7323198354853844 |
| temporal | global | 0.9 | borough_bin | 37 | 392 | 181 | 25.163725630562823 | 60 | 0.4115922497194674 | 0.5080869447085994 |
| temporal | global | 0.9 | borough_bin | 38 | 394 | 128 | 22.641772547911543 | 60 | 0.2853532048231001 | 0.366445863056896 |
| temporal | mondrian | 0.9 | all | all | 12936277 | 11497670 | 25.402380736430548 | 61 | 0.8851386917664408 | 0.8925316122975315 |
| temporal | mondrian | 0.9 | bin | 0 | 2538711 | 2239341 | 18.193696479973532 | 61 | 0.873401728421144 | 0.8916554058966933 |
| temporal | mondrian | 0.9 | bin | 1 | 1319429 | 1177409 | 20.881157242613217 | 61 | 0.8866730170442473 | 0.8978283010796044 |
| temporal | mondrian | 0.9 | bin | 2 | 1193339 | 1054699 | 22.143701605443336 | 61 | 0.8771865416284944 | 0.8909836138489936 |
| temporal | mondrian | 0.9 | bin | 3 | 1390045 | 1239359 | 23.203906025691882 | 61 | 0.8861730452386246 | 0.8969607148217572 |