od_pair
large_string
alt_idx
int64
choice_set_size
int64
ivt_bus
float64
ivt_train
float64
ivt_gtx
float64
waiting_time
float64
transfer_walk_time
float64
num_transfers
int64
fare
int64
transport_category
large_string
total_duration
float64
in_vehicle_time
float64
walk_time
float64
access_time
float64
egress_time
float64
walk_distance
float64
total_distance
float64
bus_distance
float64
subway_distance
float64
gtx_distance
float64
has_bus
int64
has_train
int64
has_gtx
int64
n_matched
int64
n_total
int64
choice_prob
float64
9887_4204
21
25
1,285
930
0
610
267
1
1,650
bus+train
3,313
2,215
488
17
204
583.1
16,509.4
7,918.3
8,007.9
0
1
1
0
0
22
0
9887_4204
22
25
2,087
0
0
483
116
2
1,600
bus_only
3,096
2,087
526
17
393
628.5
16,304.5
15,675.9
0
0
1
0
0
0
22
0
9887_4204
23
25
2,110
0
0
509
48
2
1,500
bus_only
3,175
2,110
556
17
491
665.7
15,531.2
14,865.4
0
0
1
0
0
0
22
0
9887_4204
24
25
1,856
0
0
1,387
0
1
1,500
bus_only
3,751
1,856
508
17
491
608.2
14,691.6
14,083.4
0
0
1
0
0
0
22
0
9887_4207
0
4
2,335
0
0
380
0
1
1,600
bus_only
2,857
2,335
142
17
125
169.3
17,441.4
17,272.1
0
0
1
0
0
0
13
0.25
9887_4207
1
4
2,541
0
0
380
0
1
1,600
bus_only
3,261
2,541
340
17
323
407
18,424.4
18,017.4
0
0
1
0
0
0
13
0.25
9887_4207
2
4
2,493
0
0
440
0
1
1,600
bus_only
3,395
2,493
462
17
445
551.8
18,191.2
17,639.4
0
0
1
0
0
0
13
0.25
9887_4207
3
4
2,634
0
0
440
0
1
1,600
bus_only
3,542
2,634
468
17
451
559.9
19,256.9
18,697
0
0
1
0
0
0
13
0.25
9887_421
0
13
1,138
840
0
403
82
3
1,650
bus+train
2,490
1,978
109
17
10
128.8
15,359.6
8,249.9
6,980.9
0
1
1
0
0
19
0
9887_421
1
13
1,107
840
0
302
214
2
1,550
bus+train
2,490
1,947
241
17
10
287.2
15,186.4
7,918.3
6,980.9
0
1
1
0
1
19
0.111111
9887_421
2
13
2,091
0
0
514
0
0
1,600
bus_only
2,943
2,091
338
17
321
402.9
15,434.7
15,031.8
0
0
1
0
0
3
19
0.333333
9887_421
3
13
853
1,170
0
469
61
1
1,650
bus+train
2,722
2,023
230
17
152
273.7
15,534
5,212
10,048.3
0
1
1
0
5
19
0.555556
9887_421
4
13
2,059
0
0
243
0
2
1,600
bus_only
2,681
2,059
379
17
362
453.6
15,476.5
15,022.9
0
0
1
0
0
0
19
0
9887_421
5
13
2,251
0
0
514
0
0
1,600
bus_only
3,203
2,251
438
17
421
523.9
16,243.8
15,719.9
0
0
1
0
0
0
19
0
9887_421
6
13
2,085
0
0
313
0
2
1,600
bus_only
2,848
2,085
450
17
433
538.2
15,569.9
15,031.7
0
0
1
0
0
0
19
0
9887_421
7
13
2,168
0
0
750
9
1
1,600
bus_only
3,389
2,168
471
17
445
562.6
15,643.5
15,080.9
0
0
1
0
0
0
19
0
9887_421
8
13
2,219
0
0
243
0
2
1,600
bus_only
2,939
2,219
477
17
460
569.7
16,280.6
15,711
0
0
1
0
0
0
19
0
9887_421
9
13
2,182
0
0
656
0
1
1,600
bus_only
3,327
2,182
489
17
472
583.9
16,086.6
15,502.7
0
0
1
0
0
0
19
0
9887_421
10
13
2,198
0
0
640
9
1
1,600
bus_only
3,379
2,198
541
17
515
646.9
15,654.8
15,007.9
0
0
1
0
0
0
19
0
9887_421
11
13
2,096
0
0
353
0
3
1,600
bus_only
2,949
2,096
500
17
483
598.8
15,872.3
15,273.4
0
0
1
0
0
0
19
0
9887_421
12
13
2,164
0
0
430
0
3
1,600
bus_only
3,144
2,164
550
17
533
658.4
16,497.1
15,838.7
0
0
1
0
0
0
19
0
9887_4213
0
3
3,263
0
0
598
19
1
2,200
bus_only
4,164
3,263
303
17
267
360.5
47,452.5
47,092
0
0
1
0
0
0
18
0
9887_4213
1
3
1,328
2,610
0
577
183
1
2,450
bus+train
4,756
3,938
241
17
41
286.9
58,787.6
11,278.6
47,222.2
0
1
1
0
6
18
1
9887_4213
2
3
5,203
0
0
967
8
1
2,400
bus_only
6,466
5,203
296
102
186
353.6
59,898.4
59,544.8
0
0
1
0
0
0
18
0
9887_423
0
11
1,943
0
0
524
0
1
1,500
bus_only
2,529
1,943
62
17
45
72.7
13,415.5
13,342.8
0
0
1
0
0
0
23
0
9887_423
1
11
1,997
0
0
340
26
2
1,500
bus_only
2,437
1,997
100
17
57
118.6
14,853
14,734.4
0
0
1
0
0
0
23
0
9887_423
2
11
2,038
0
0
323
26
2
1,500
bus_only
2,498
2,038
137
17
94
162.3
14,783.4
14,621.1
0
0
1
0
0
0
23
0
9887_423
3
11
1,311
510
0
492
142
1
1,550
bus+train
2,479
1,821
166
17
7
197.5
13,585.1
9,016.8
4,370.8
0
1
1
0
6
23
1
9887_423
4
11
1,916
0
0
464
0
1
1,500
bus_only
2,577
1,916
197
17
180
235
13,369.9
13,134.9
0
0
1
0
0
0
23
0
9887_423
5
11
1,970
0
0
340
26
2
1,500
bus_only
2,533
1,970
223
17
180
266.1
14,792.6
14,526.5
0
0
1
0
0
0
23
0
9887_423
6
11
2,111
0
0
539
0
2
1,500
bus_only
2,918
2,111
268
17
251
320.6
14,775
14,454.4
0
0
1
0
0
0
23
0
9887_423
7
11
2,347
0
0
463
62
1
1,600
bus_only
3,140
2,347
330
17
251
393.9
16,709.3
16,315.5
0
0
1
0
0
0
23
0
9887_423
8
11
2,066
0
0
323
26
2
1,500
bus_only
2,713
2,066
324
17
281
387.1
15,194.1
14,807
0
0
1
0
0
0
23
0
9887_423
9
11
2,105
0
0
505
0
1
1,500
bus_only
3,150
2,105
540
17
523
646.5
14,687.5
14,041
0
0
1
0
0
0
23
0
9887_423
10
11
2,318
0
0
487
132
1
1,500
bus_only
3,474
2,318
669
17
520
800.8
14,585.1
13,784.3
0
0
1
0
0
0
23
0
9887_424
0
10
1,507
300
0
615
122
1
1,550
bus+train
2,576
1,807
154
17
15
182.2
12,603.7
9,925.7
2,495.8
0
1
1
0
18
43
0.72
9887_424
1
10
1,192
510
0
613
118
2
1,550
bus+train
2,610
1,702
295
17
160
351.3
12,478.9
6,454.2
5,673.4
0
1
1
0
7
43
0.28
9887_424
2
10
1,865
0
0
509
0
0
1,500
bus_only
2,770
1,865
396
17
379
472.3
12,915.2
12,442.9
0
0
1
0
0
0
43
0
9887_424
3
10
1,994
0
0
672
0
1
1,500
bus_only
2,825
1,994
159
17
142
189
12,662.1
12,473.1
0
0
1
0
0
0
43
0
9887_424
4
10
2,049
0
0
513
26
2
1,500
bus_only
2,747
2,049
185
17
142
220.1
12,740.9
12,520.8
0
0
1
0
0
0
43
0
9887_424
5
10
1,873
0
0
411
0
1
1,500
bus_only
2,759
1,873
475
17
458
567.6
13,001.5
12,433.9
0
0
1
0
0
0
43
0
9887_424
6
10
1,804
0
0
661
0
1
1,500
bus_only
2,983
1,804
518
17
501
620.3
12,943.6
12,323.4
0
0
1
0
0
0
43
0
9887_424
7
10
1,845
0
0
661
0
1
1,500
bus_only
3,022
1,845
516
17
499
617.4
13,274.8
12,657.4
0
0
1
0
0
0
43
0
9887_424
8
10
1,968
0
0
638
0
1
1,500
bus_only
3,131
1,968
525
17
508
627.7
13,731
13,103.2
0
0
1
0
0
0
43
0
9887_424
9
10
2,012
0
0
506
0
2
1,500
bus_only
3,043
2,012
525
17
508
627.7
13,602.1
12,974.3
0
0
1
0
0
0
43
0
9887_425
0
7
1,890
0
0
75
0
0
1,500
bus_only
2,244
1,890
279
17
262
333.9
12,404.8
12,070.8
0
0
1
0
0
0
23
0
9887_425
1
7
1,447
330
0
246
142
1
1,550
bus+train
2,232
1,777
209
17
50
249
12,175.2
9,016.8
2,909.4
0
1
1
0
1
23
1
9887_425
2
7
1,907
0
0
223
0
1
1,500
bus_only
2,554
1,907
424
17
407
507.4
12,830.8
12,323.4
0
0
1
0
0
0
23
0
9887_425
3
7
1,894
0
0
299
9
1
1,500
bus_only
2,619
1,894
426
17
400
509
12,131.3
11,622.3
0
0
1
0
0
0
23
0
9887_425
4
7
1,948
0
0
223
0
1
1,500
bus_only
2,613
1,948
442
17
425
529.1
13,186.5
12,657.4
0
0
1
0
0
0
23
0
9887_425
5
7
1,884
0
0
355
0
1
1,500
bus_only
2,722
1,884
483
17
466
577.1
12,672.4
12,095.2
0
0
1
0
0
0
23
0
9887_425
6
7
1,039
510
0
436
118
2
1,550
bus+train
2,520
1,549
535
17
400
639.8
11,656.8
5,343.7
5,673.4
0
1
1
0
0
23
0
9887_429
0
4
1,090
0
0
188
0
0
1,500
bus_only
1,518
1,090
240
17
223
285.9
8,204.2
7,918.3
0
0
1
0
0
9
26
0.75
9887_429
1
4
1,020
0
0
188
0
0
1,500
bus_only
2,005
1,020
797
17
780
953.9
8,419.8
7,465.9
0
0
1
0
0
0
26
0
9887_429
2
4
722
0
180
513
56
2
3,200
bus+gtx
1,827
902
412
17
339
492.5
10,121.1
5,970.4
0
3,658.3
1
0
1
0
26
0
9887_429
3
4
842
180
0
373
61
1
1,550
bus+train
1,817
1,022
422
17
344
505.4
8,357.7
5,212
2,640.3
0
1
1
0
3
26
0.25
9887_4305
0
10
1,951
0
0
808
0
1
1,500
bus_only
2,920
1,951
161
17
144
190.9
12,847.6
12,656.7
0
0
1
0
0
0
16
0
9887_4305
1
10
445
1,180
0
492
128
1
1,550
bus+train
2,362
1,625
245
17
100
291.8
13,679.8
2,801.1
10,587
0
1
1
0
0
16
0
9887_4305
2
10
1,748
0
0
675
0
1
1,500
bus_only
2,631
1,748
208
17
191
248.4
12,626.6
12,378.1
0
0
1
0
0
0
16
0
9887_4305
3
10
1,779
0
0
872
0
2
1,500
bus_only
2,814
1,779
163
17
146
194.2
12,881.3
12,687.1
0
0
1
0
0
0
16
0
9887_4305
4
10
554
1,290
0
566
85
1
1,550
bus+train
2,610
1,844
200
17
98
237.5
14,975
3,456.9
11,280.5
0
1
1
0
1
16
0.0625
9887_4305
5
10
1,845
0
0
675
0
1
1,500
bus_only
2,881
1,845
361
17
344
430.6
13,288.5
12,857.8
0
0
1
0
0
0
16
0
9887_4305
6
10
363
1,050
0
702
217
2
1,550
bus+train
2,490
1,413
375
17
141
447.3
12,312.9
2,286.4
9,579.1
0
1
1
0
15
16
0.9375
9887_4305
7
10
2,594
0
0
567
49
1
1,600
bus_only
3,692
2,594
531
17
465
634.2
17,687.3
17,053.2
0
0
1
0
0
0
16
0
9887_4305
8
10
2,590
0
0
646
26
2
1,600
bus_only
3,896
2,590
660
17
617
790.1
19,217.3
18,427.2
0
0
1
0
0
0
16
0
9887_4305
9
10
2,918
0
0
501
0
1
1,500
bus_only
4,157
2,918
738
102
636
883.9
14,059.2
13,175.3
0
0
1
0
0
0
16
0
9887_4309
0
11
2,158
0
0
218
0
2
1,600
bus_only
2,557
2,158
181
17
164
214.9
17,659.7
17,444.9
0
0
1
0
0
0
28
0
9887_4309
1
11
105
1,279
0
543
191
2
1,550
bus+train
2,215
1,384
288
17
80
342.8
14,149.5
1,092.5
12,714.2
0
1
1
0
28
28
1
9887_4309
2
11
2,770
0
0
332
49
1
1,700
bus_only
3,332
2,770
230
17
164
272.8
22,725.7
22,452.9
0
0
1
0
0
0
28
0
9887_4309
3
11
711
900
0
549
138
2
1,550
bus+train
2,479
1,611
319
17
164
378.7
14,283.9
5,549.4
8,355.8
0
1
1
0
0
28
0
9887_4309
4
11
2,106
0
0
218
0
2
1,600
bus_only
2,658
2,106
334
17
317
398.8
17,337.5
16,938.7
0
0
1
0
0
0
28
0
9887_4309
5
11
694
810
0
610
156
2
1,550
bus+train
2,451
1,504
337
17
164
401.4
14,022
5,901.9
7,718.7
0
1
1
0
0
28
0
9887_4309
6
11
2,718
0
0
332
49
1
1,700
bus_only
3,433
2,718
383
17
317
456.8
22,403.5
21,946.7
0
0
1
0
0
0
28
0
9887_4309
7
11
2,629
0
0
201
253
1
1,600
bus_only
3,292
2,629
462
17
192
551.2
20,272.5
19,721.3
0
0
1
0
0
0
28
0
9887_4309
8
11
659
900
0
549
138
2
1,550
bus+train
2,583
1,559
475
17
320
566
13,965.1
5,043.3
8,355.8
0
1
1
0
0
28
0
9887_4309
9
11
642
810
0
610
156
2
1,550
bus+train
2,555
1,452
493
17
320
588.7
13,703.2
5,395.7
7,718.7
0
1
1
0
0
28
0
9887_4309
10
11
2,577
0
0
261
253
1
1,600
bus_only
3,425
2,577
587
17
317
701.3
19,916.4
19,215.1
0
0
1
0
0
0
28
0
9887_4311
0
6
757
1,670
0
841
66
2
1,850
bus+train
3,373
2,427
105
17
22
124.5
27,377.6
4,982.7
22,270.5
0
1
1
0
0
72
0
9887_4311
1
6
99
1,847
0
597
191
2
1,750
bus+train
2,773
1,946
230
17
22
273.4
24,644.9
1,092.5
23,279
0
1
1
0
72
72
1
9887_4311
2
6
3,253
0
0
530
0
1
2,000
bus_only
4,113
3,253
330
17
313
394
35,583.3
35,189.3
0
0
1
0
0
0
72
0
9887_4311
3
6
4,800
0
0
1,361
31
1
1,900
bus_only
6,402
4,800
241
17
193
286.7
35,075.1
34,788.4
0
0
1
0
0
0
72
0
9887_4311
4
6
4,615
0
0
1,361
31
1
1,900
bus_only
6,219
4,615
243
17
195
289.6
34,832.3
34,542.8
0
0
1
0
0
0
72
0
9887_4311
5
6
4,891
0
0
1,361
31
1
1,900
bus_only
6,640
4,891
388
17
340
463
35,407.6
34,944.6
0
0
1
0
0
0
72
0
9887_432
0
8
978
0
0
431
39
1
1,500
bus_only
1,548
978
139
17
83
163.9
7,434.2
7,270.3
0
0
1
0
0
0
41
0
9887_432
1
8
344
630
0
333
128
1
1,550
bus+train
1,656
974
349
17
204
416.1
8,996.1
2,801.1
5,779
0
1
1
0
15
41
1
9887_432
2
8
1,770
0
0
281
23
1
1,500
bus_only
2,356
1,770
305
17
265
364.1
10,567.2
10,203.1
0
0
1
0
0
0
41
0
9887_432
3
8
1,111
0
0
701
39
2
1,500
bus_only
2,148
1,111
336
17
280
401.8
7,414.6
7,012.8
0
0
1
0
0
0
41
0
9887_432
4
8
1,892
0
0
341
25
1
1,500
bus_only
2,591
1,892
358
17
316
427.6
14,291
13,863.4
0
0
1
0
0
0
41
0
9887_432
5
8
1,743
0
0
341
23
1
1,500
bus_only
2,479
1,743
395
17
355
472.1
10,277
9,804.8
0
0
1
0
0
0
41
0
9887_432
6
8
1,013
0
0
431
39
1
1,500
bus_only
1,949
1,013
505
17
449
603.9
8,198.1
7,594.1
0
0
1
0
0
0
41
0
9887_432
7
8
1,884
0
0
341
23
1
1,500
bus_only
2,711
1,884
486
17
446
581
10,984.5
10,403.5
0
0
1
0
0
0
41
0
9887_433
0
10
864
0
0
324
39
1
1,500
bus_only
1,397
864
209
17
153
248
6,566.7
6,318.7
0
0
1
0
0
0
38
0
9887_433
1
10
114
450
0
427
83
1
1,550
bus+train
1,223
564
232
17
132
275.7
6,093.9
1,092.5
4,725.7
0
1
1
0
38
38
1
9887_433
2
10
1,068
0
0
574
0
0
1,500
bus_only
1,955
1,068
313
102
211
373.8
6,743.5
6,369.7
0
0
1
0
0
0
38
0
9887_433
3
10
1,274
0
0
359
34
1
1,500
bus_only
1,941
1,274
308
17
257
368.4
8,574.7
8,206.3
0
0
1
0
0
0
38
0
9887_433
4
10
758
0
0
324
39
1
1,500
bus_only
1,580
758
498
17
442
596.1
6,400.2
5,804.1
0
0
1
0
0
0
38
0
9887_433
5
10
1,457
0
0
419
34
1
1,500
bus_only
2,337
1,457
461
17
410
551.6
8,917.2
8,365.6
0
0
1
0
0
0
38
0
9887_433
6
10
1,251
0
0
574
0
0
1,500
bus_only
2,337
1,251
512
102
410
613.2
7,142.3
6,529
0
0
1
0
0
0
38
0
9887_433
7
10
1,009
0
0
574
0
0
1,500
bus_only
2,127
1,009
544
102
442
651.9
6,651.3
5,999.5
0
0
1
0
0
0
38
0
9887_433
8
10
801
0
0
415
39
1
1,500
bus_only
1,811
801
595
17
539
711.9
7,359.2
6,647.3
0
0
1
0
0
0
38
0