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 | 0.95 | borough_bin | 28 | 67805 | 64578 | 59.19129074330313 | 61 | 0.9416601589471785 | 0.9627333514125256 |
| temporal | mondrian | 0.95 | borough_bin | 29 | 79889 | 69811 | 59.19129074333764 | 61 | 0.8501601476023863 | 0.8945246427956143 |
| temporal | mondrian | 0.95 | borough_bin | 30 | 2283 | 1689 | 22.585511888423397 | 60 | 0.6798525237318133 | 0.7769166923118828 |
| temporal | mondrian | 0.95 | borough_bin | 31 | 1709 | 1376 | 24.552126113318423 | 54 | 0.7732257938776571 | 0.8286013579788399 |
| temporal | mondrian | 0.95 | borough_bin | 32 | 1297 | 1077 | 26.462849730476094 | 45 | 0.7883517406885856 | 0.8562049661186426 |
| temporal | mondrian | 0.95 | borough_bin | 33 | 806 | 625 | 27.65565530812359 | 50 | 0.7259505096764662 | 0.8151315789473683 |
| temporal | mondrian | 0.95 | borough_bin | 34 | 1222 | 970 | 28.5214677437272 | 52 | 0.759379890497196 | 0.818946995678707 |
| temporal | mondrian | 0.95 | borough_bin | 35 | 1116 | 880 | 29.69490952284967 | 52 | 0.7516516635602966 | 0.8164429645425958 |
| temporal | mondrian | 0.95 | borough_bin | 36 | 1294 | 1019 | 33.390788489596815 | 56 | 0.76152073401946 | 0.8055019192987759 |
| temporal | mondrian | 0.95 | borough_bin | 37 | 392 | 288 | 52.22156412737774 | 60 | 0.6873118877478587 | 0.7746187297454504 |
| temporal | mondrian | 0.95 | borough_bin | 38 | 394 | 143 | 24.980641926364896 | 60 | 0.3231532589547857 | 0.4020120183161237 |
| temporal | mondrian_borough | 0.95 | all | all | 12936277 | 12191997 | 30.957400794118005 | 61 | 0.9397484641390073 | 0.9451838265624964 |
| temporal | mondrian_borough | 0.95 | bin | 0 | 2538711 | 2380054 | 22.504173672893963 | 61 | 0.9312373794995088 | 0.9440987783729267 |
| temporal | mondrian_borough | 0.95 | bin | 1 | 1319429 | 1246747 | 25.583490869748815 | 61 | 0.9412395882166783 | 0.9485223923254755 |
| temporal | mondrian_borough | 0.95 | bin | 2 | 1193339 | 1122138 | 27.16072684909444 | 61 | 0.935124822822879 | 0.9460619302830092 |
| temporal | mondrian_borough | 0.95 | bin | 3 | 1390045 | 1313222 | 28.21172839781981 | 61 | 0.9405837234767914 | 0.9487364416982956 |
| temporal | mondrian_borough | 0.95 | bin | 4 | 1105546 | 1047096 | 29.03839407761012 | 61 | 0.9447532330950337 | 0.9494791638486405 |
| temporal | mondrian_borough | 0.95 | bin | 5 | 1177540 | 1114112 | 29.958977437037483 | 61 | 0.9420494634644206 | 0.949770351642595 |
| temporal | mondrian_borough | 0.95 | bin | 6 | 821295 | 775682 | 31.05510690507168 | 61 | 0.9409300264711209 | 0.9481610472769415 |
| temporal | mondrian_borough | 0.95 | bin | 7 | 1245994 | 1179655 | 32.53284088278194 | 61 | 0.9429474995198409 | 0.9503676320592537 |
| temporal | mondrian_borough | 0.95 | bin | 8 | 927343 | 894622 | 41.78062964819827 | 61 | 0.9597215479894005 | 0.9695862165496314 |
| temporal | mondrian_borough | 0.95 | bin | 9 | 1217035 | 1118669 | 54.058851652199365 | 61 | 0.9119078614524019 | 0.9262142552919843 |
| temporal | mondrian_borough | 0.95 | borough | Manhattan | 11980859 | 11292724 | 28.894137784046315 | 61 | 0.9396446250058442 | 0.9454822495431706 |
| temporal | mondrian_borough | 0.95 | borough | Brooklyn | 116774 | 111651 | 47.068887851813244 | 61 | 0.9539823304505219 | 0.9581940388525653 |
| temporal | mondrian_borough | 0.95 | borough | Queens | 828131 | 777670 | 58.13015249119355 | 61 | 0.9305074681110912 | 0.9468656473714897 |