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 | 0.8 | borough_bin | 31 | 1709 | 1236 | 18.629111579233676 | 54 | 0.6860285250304916 | 0.7542737852321526 |
| temporal | global | 0.8 | borough_bin | 32 | 1297 | 923 | 18.629111579233662 | 45 | 0.659135278761887 | 0.7478944143959881 |
| temporal | global | 0.8 | borough_bin | 33 | 806 | 524 | 18.629111579233626 | 50 | 0.596874268075497 | 0.6945899594209256 |
| temporal | global | 0.8 | borough_bin | 34 | 1222 | 799 | 18.62911157923366 | 52 | 0.6231212664699575 | 0.6816225514317299 |
| temporal | global | 0.8 | borough_bin | 35 | 1116 | 703 | 18.629111579233655 | 52 | 0.5893795946410169 | 0.6569136949550114 |
| temporal | global | 0.8 | borough_bin | 36 | 1294 | 766 | 18.629111579233662 | 56 | 0.560486494356737 | 0.615388141809291 |
| temporal | global | 0.8 | borough_bin | 37 | 392 | 137 | 18.62911157923353 | 60 | 0.29667421416113315 | 0.39808620635958764 |
| temporal | global | 0.8 | borough_bin | 38 | 394 | 96 | 18.550174852054166 | 60 | 0.20104404995827838 | 0.2867307290214664 |
| temporal | mondrian | 0.8 | all | all | 12936277 | 10144972 | 19.363147699880827 | 61 | 0.7797486943854398 | 0.7888405956073876 |
| temporal | mondrian | 0.8 | bin | 0 | 2538711 | 1976367 | 13.61958961332086 | 61 | 0.7675011985532997 | 0.7907948431529644 |
| temporal | mondrian | 0.8 | bin | 1 | 1319429 | 1040929 | 15.793798818054084 | 61 | 0.7811924613395428 | 0.7966500695925788 |
| temporal | mondrian | 0.8 | bin | 2 | 1193339 | 927498 | 16.8429869188899 | 61 | 0.7692265572638123 | 0.7859445480557028 |
| temporal | mondrian | 0.8 | bin | 3 | 1390045 | 1094849 | 17.708727754731534 | 61 | 0.7812026859477392 | 0.794008915823697 |
| temporal | mondrian | 0.8 | bin | 4 | 1105546 | 874032 | 18.29571870569435 | 61 | 0.7849547130741064 | 0.796401245059066 |
| temporal | mondrian | 0.8 | bin | 5 | 1177540 | 929882 | 18.897431105380758 | 61 | 0.7815500642226182 | 0.7965210568965522 |
| temporal | mondrian | 0.8 | bin | 6 | 821295 | 645401 | 19.642589980257803 | 61 | 0.7793741709641073 | 0.7913356929225298 |
| temporal | mondrian | 0.8 | bin | 7 | 1245994 | 985292 | 20.54923192690841 | 61 | 0.7826024490181577 | 0.7972778795845439 |
| temporal | mondrian | 0.8 | bin | 8 | 927343 | 733599 | 24.064297379183486 | 61 | 0.7832631717898606 | 0.7977411741488678 |
| temporal | mondrian | 0.8 | bin | 9 | 1217035 | 937123 | 36.009682933321145 | 61 | 0.7548199200704625 | 0.7855695808990472 |
| temporal | mondrian | 0.8 | borough | Manhattan | 11980859 | 9437190 | 18.217579224462227 | 61 | 0.7827453584049385 | 0.7926417214930938 |
| temporal | mondrian | 0.8 | borough | Brooklyn | 116774 | 88634 | 29.213609221720226 | 61 | 0.7474761839296309 | 0.769528318833035 |
| temporal | mondrian | 0.8 | borough | Queens | 828131 | 612892 | 34.575141990353764 | 61 | 0.7207750866024091 | 0.7595314052497705 |
| temporal | mondrian | 0.8 | borough | Bronx | 10119 | 6186 | 17.258810501939113 | 60 | 0.5959459937949352 | 0.6272753982928663 |
| temporal | mondrian | 0.8 | borough | Staten Island | 394 | 70 | 15.267556203570384 | 60 | 0.136481459775504 | 0.22030430984274893 |
| temporal | mondrian | 0.8 | hour | 00 | 395335 | 309221 | 18.78860995367031 | 61 | 0.7722162350544141 | 0.7908673558617512 |