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
9947_4107
8
10
1,698
0
0
474
0
1
1,500
bus_only
2,595
1,698
423
1
422
505.8
12,290.8
11,785
0
0
1
0
0
0
20
0
9947_4107
9
10
1,684
0
0
693
0
1
1,500
bus_only
2,778
1,684
401
1
400
478.6
12,175.4
11,696.8
0
0
1
0
0
0
20
0
9947_4110
0
4
1,171
0
0
350
0
1
1,500
bus_only
1,613
1,171
92
1
91
108.4
8,844.1
8,735.7
0
0
1
0
0
0
13
0
9947_4110
1
4
209
715
0
558
66
1
1,550
bus+train
1,565
924
83
1
16
98.1
7,998.1
981.3
6,918.7
0
1
1
0
13
13
1
9947_4110
2
4
1,308
0
0
355
0
1
1,500
bus_only
2,055
1,308
392
1
391
469.5
9,698
9,228.5
0
0
1
0
0
0
13
0
9947_4110
3
4
1,359
0
0
355
0
1
1,500
bus_only
2,148
1,359
434
1
433
519.6
10,147.5
9,627.9
0
0
1
0
0
0
13
0
9947_4113
0
9
907
0
0
296
0
1
1,500
bus_only
1,309
907
106
1
105
124.9
6,936.8
6,811.9
0
0
1
0
0
0
22
0.111111
9947_4113
1
9
939
0
0
236
0
1
1,500
bus_only
1,412
939
237
1
236
282.6
7,414.3
7,131.6
0
0
1
0
0
0
22
0.111111
9947_4113
2
9
869
0
0
545
0
1
1,500
bus_only
1,560
869
146
1
145
174.1
6,502.6
6,328.4
0
0
1
0
0
0
22
0.111111
9947_4113
3
9
728
180
0
396
128
1
1,550
bus+train
1,602
908
298
1
169
355.8
7,654.9
5,254.1
2,044.9
0
1
1
0
0
22
0.111111
9947_4113
4
9
1,284
0
0
402
41
1
1,500
bus_only
2,117
1,284
431
1
389
515.3
6,168.4
5,653.1
0
0
1
0
0
0
22
0.111111
9947_4113
5
9
785
0
0
860
0
1
1,500
bus_only
2,079
785
434
1
433
519.3
6,134.9
5,615.6
0
0
1
0
0
0
22
0.111111
9947_4113
6
9
1,175
0
0
402
41
1
1,500
bus_only
2,068
1,175
491
1
449
587.3
6,034.3
5,447
0
0
1
0
0
0
22
0.111111
9947_4113
7
9
1,673
0
0
402
41
1
1,500
bus_only
2,545
1,673
470
1
428
561.9
7,292.5
6,730.7
0
0
1
0
0
0
22
0.111111
9947_4113
8
9
1,430
0
0
402
41
1
1,500
bus_only
2,334
1,430
502
1
460
599.6
6,686.5
6,086.9
0
0
1
0
0
0
22
0.111111
9947_4114
0
10
724
0
0
730
0
1
1,500
bus_only
1,502
724
48
1
47
56.3
5,520
5,463.8
0
0
1
0
0
0
53
0
9947_4114
1
10
178
370
0
730
66
1
1,550
bus+train
1,371
548
93
1
26
110.3
3,800.2
981.3
2,708.6
0
1
1
0
53
53
1
9947_4114
2
10
702
0
0
790
0
1
1,500
bus_only
1,558
702
66
1
65
77.4
5,553.6
5,476.2
0
0
1
0
0
0
53
0
9947_4114
3
10
737
0
0
730
0
1
1,500
bus_only
1,652
737
185
1
184
220.9
5,800.9
5,580
0
0
1
0
0
0
53
0
9947_4114
4
10
841
0
0
916
9
1
1,500
bus_only
2,013
841
256
1
246
304.7
7,139.5
6,834.8
0
0
1
0
0
0
53
0
9947_4114
5
10
933
0
0
942
0
1
1,500
bus_only
2,155
933
280
1
279
334.9
6,880.2
6,545.2
0
0
1
0
0
0
53
0
9947_4114
6
10
727
0
0
723
0
1
1,500
bus_only
1,805
727
355
1
354
425
7,134.9
6,709.9
0
0
1
0
0
0
53
0
9947_4114
7
10
983
0
0
723
0
1
1,500
bus_only
2,121
983
415
1
414
497
7,907.7
7,410.6
0
0
1
0
0
0
53
0
9947_4114
8
10
789
0
0
714
0
1
1,500
bus_only
2,009
789
506
1
505
606.1
6,966.6
6,360.5
0
0
1
0
0
0
53
0
9947_4114
9
10
850
0
0
1,002
0
1
1,500
bus_only
2,332
850
480
1
479
573.9
6,914.5
6,340.6
0
0
1
0
0
0
53
0
9947_4115
0
5
517
0
0
563
0
0
1,500
bus_only
1,136
517
56
1
55
65.4
4,547
4,481.6
0
0
1
0
0
0
133
0
9947_4115
1
5
193
155
0
490
66
1
1,550
bus+train
906
348
68
1
1
79.8
2,792.7
981.3
1,731.7
0
1
1
0
133
133
1
9947_4115
2
5
549
0
0
503
0
0
1,500
bus_only
1,414
549
362
1
361
432.5
5,217.6
4,785.1
0
0
1
0
0
0
133
0
9947_4115
3
5
482
0
0
563
0
0
1,500
bus_only
1,500
482
455
1
454
544.6
4,679
4,134.3
0
0
1
0
0
0
133
0
9947_4115
4
5
593
0
0
2,986
0
0
1,500
bus_only
4,073
593
494
1
493
591.6
5,451.4
4,859.8
0
0
1
0
0
0
133
0
9947_4116
0
7
220
120
0
397
66
1
1,550
bus+train
851
340
114
1
47
134.5
2,300
981.3
1,184.2
0
1
1
0
34
34
1
9947_4116
1
7
511
0
0
66
0
0
1,500
bus_only
852
511
275
1
274
328.3
4,462.6
4,134.3
0
0
1
0
0
0
34
0
9947_4116
2
7
499
0
0
209
0
1
1,500
bus_only
884
499
176
1
175
209.5
4,370.6
4,161.1
0
0
1
0
0
0
34
0
9947_4116
3
7
538
0
0
209
0
1
1,500
bus_only
1,196
538
449
1
448
537.3
4,916.5
4,379.2
0
0
1
0
0
0
34
0
9947_4116
4
7
594
0
0
259
37
1
1,500
bus_only
1,316
594
463
1
425
553.1
5,236.6
4,683.5
0
0
1
0
0
0
34
0
9947_4116
5
7
302
0
0
364
0
1
1,500
bus_only
1,137
302
471
1
470
562.9
2,547.3
1,984.4
0
0
1
0
0
0
34
0
9947_4116
6
7
220
120
0
327
61
1
1,550
bus+train
1,245
340
578
1
516
691.7
3,072.4
981.3
1,399.5
0
1
1
0
0
34
0
9947_4125
0
8
1,230
0
0
337
0
2
1,500
bus_only
1,607
1,230
40
1
39
45.5
9,276.9
9,231.3
0
0
1
0
0
0
41
0
9947_4125
1
8
196
640
0
816
66
1
1,550
bus+train
1,762
836
110
1
43
130.7
8,778.5
981.3
7,666.5
0
1
1
0
41
41
1
9947_4125
2
8
1,238
0
0
428
0
3
1,500
bus_only
1,925
1,238
259
1
258
309.1
9,710.2
9,401.1
0
0
1
0
0
0
41
0
9947_4125
3
8
1,165
0
0
327
0
2
1,500
bus_only
1,832
1,165
340
1
339
406.6
9,263
8,856.4
0
0
1
0
0
0
41
0
9947_4125
4
8
1,199
0
0
576
31
1
1,500
bus_only
2,146
1,199
371
1
339
443.3
9,605.6
9,162.3
0
0
1
0
0
0
41
0
9947_4125
5
8
1,326
0
0
576
31
1
1,500
bus_only
2,280
1,326
378
1
346
451.5
10,264.1
9,812.5
0
0
1
0
0
0
41
0
9947_4125
6
8
1,292
0
0
348
0
2
1,500
bus_only
1,997
1,292
357
1
356
426.6
9,933.3
9,506.6
0
0
1
0
0
0
41
0
9947_4125
7
8
1,292
0
0
337
0
2
1,500
bus_only
2,160
1,292
531
1
530
635.1
10,365.5
9,730.4
0
0
1
0
0
0
41
0
9947_4126
0
19
220
1,275
0
714
66
1
1,550
bus+train
2,292
1,495
83
1
16
97.6
9,733.1
981.3
8,654.3
0
1
1
0
26
26
1
9947_4126
1
19
220
850
0
744
66
2
1,550
bus+train
1,897
1,070
83
1
16
97.6
9,579
981.3
8,500.2
0
1
1
0
0
26
0
9947_4126
2
19
1,699
0
0
508
0
2
1,500
bus_only
2,311
1,699
104
1
103
123.5
10,190.7
10,067.2
0
0
1
0
0
0
26
0
9947_4126
3
19
1,461
0
0
683
0
2
1,500
bus_only
2,278
1,461
134
1
133
159.9
10,290
10,130.1
0
0
1
0
0
0
26
0
9947_4126
4
19
1,747
0
0
508
0
2
1,500
bus_only
2,497
1,747
242
1
241
289.5
10,553.4
10,263.9
0
0
1
0
0
0
26
0
9947_4126
5
19
1,414
0
0
743
0
2
1,500
bus_only
2,466
1,414
309
1
308
368.8
10,099.1
9,730.4
0
0
1
0
0
0
26
0
9947_4126
6
19
1,773
0
0
600
0
3
1,500
bus_only
2,603
1,773
230
1
229
275.1
10,629.5
10,354.4
0
0
1
0
0
0
26
0
9947_4126
7
19
1,398
0
0
456
0
1
1,500
bus_only
2,278
1,398
424
291
133
508.1
10,379.7
9,871.6
0
0
1
0
0
0
26
0
9947_4126
8
19
213
1,050
0
399
80
1
1,550
bus+train
2,130
1,263
468
262
126
559.7
11,566.4
1,540.7
9,466
0
1
1
0
0
26
0
9947_4126
9
19
249
1,050
0
567
80
1
1,550
bus+train
2,311
1,299
445
262
103
532.6
11,410.6
1,411.9
9,466
0
1
1
0
0
26
0
9947_4126
10
19
1,607
0
0
508
0
2
1,500
bus_only
2,522
1,607
407
1
406
486.6
10,280.9
9,794.3
0
0
1
0
0
0
26
0
9947_4126
11
19
1,619
0
0
528
0
1
1,500
bus_only
2,660
1,619
513
1
512
614.4
10,711.2
10,096.8
0
0
1
0
0
0
26
0
9947_4126
12
19
1,351
0
0
516
0
1
1,500
bus_only
2,466
1,351
599
291
308
716.9
10,188.8
9,471.9
0
0
1
0
0
0
26
0
9947_4126
13
19
1,505
0
0
683
0
2
1,500
bus_only
2,682
1,505
494
1
493
591.5
11,042
10,450.5
0
0
1
0
0
0
26
0
9947_4126
14
19
192
1,050
0
514
131
2
1,550
bus+train
2,294
1,242
538
1
406
642.7
11,540.1
1,431.4
9,466
0
1
1
0
0
26
0
9947_4126
15
19
278
1,160
0
461
122
1
1,550
bus+train
2,512
1,438
613
262
229
734.4
12,268.1
1,098.2
10,435.4
0
1
1
0
0
26
0
9947_4126
16
19
157
1,050
0
339
80
1
1,550
bus+train
2,294
1,207
748
262
406
895.8
11,500.8
1,139
9,466
0
1
1
0
0
26
0
9947_4126
17
19
1,411
0
0
983
0
3
1,500
bus_only
2,964
1,411
570
1
569
683.1
10,191.2
9,508.1
0
0
1
0
0
0
26
0
9947_4126
18
19
1,442
0
0
456
0
1
1,500
bus_only
2,682
1,442
784
291
493
939.7
11,131.6
10,192
0
0
1
0
0
0
26
0
9947_4127
0
8
1,667
0
0
361
0
1
1,500
bus_only
2,167
1,667
139
1
138
165.8
11,042.2
10,876.4
0
0
1
0
0
0
15
0
9947_4127
1
8
209
805
0
758
66
1
1,550
bus+train
1,907
1,014
135
1
68
160.4
10,594.2
981.3
9,452.5
0
1
1
0
15
15
1
9947_4127
2
8
1,721
0
0
578
0
2
1,500
bus_only
2,357
1,721
58
1
57
68.2
10,979.4
10,911.2
0
0
1
0
0
0
15
0
9947_4127
3
8
1,627
0
0
361
0
1
1,500
bus_only
2,284
1,627
296
1
295
354.4
10,926.2
10,571.8
0
0
1
0
0
0
15
0
9947_4127
4
8
1,761
0
0
578
0
2
1,500
bus_only
2,669
1,761
330
1
329
394.7
11,643.4
11,248.6
0
0
1
0
0
0
15
0
9947_4127
5
8
1,698
0
0
567
0
3
1,500
bus_only
2,645
1,698
380
1
379
453.5
13,526.4
13,072.9
0
0
1
0
0
0
15
0
9947_4127
6
8
1,500
0
0
670
0
2
1,500
bus_only
2,692
1,500
522
1
521
625.5
11,076
10,450.5
0
0
1
0
0
0
15
0
9947_4127
7
8
1,439
0
0
393
338
1
1,500
bus_only
2,692
1,439
860
1
521
1,030.1
11,076
10,045.9
0
0
1
0
0
0
15
0
9947_4128
0
9
221
1,500
0
710
66
2
1,550
bus+train
2,536
1,721
105
1
38
123.6
11,587.6
981.3
10,482.7
0
1
1
0
0
13
0
9947_4128
1
9
221
1,095
0
735
66
3
1,550
bus+train
2,156
1,316
105
1
38
123.6
11,433.5
981.3
10,328.6
0
1
1
0
0
13
0
9947_4128
2
9
215
1,500
0
625
157
1
1,550
bus+train
2,536
1,715
196
1
38
232.7
11,692.8
977.5
10,482.7
0
1
1
0
13
13
1
9947_4128
3
9
215
1,095
0
650
157
2
1,550
bus+train
2,156
1,310
196
1
38
232.7
11,538.7
977.5
10,328.6
0
1
1
0
0
13
0
9947_4128
4
9
379
1,040
0
391
166
2
1,550
bus+train
2,211
1,419
401
106
129
480.1
13,263.9
3,162.8
9,621.1
0
1
1
0
0
13
0
9947_4128
5
9
160
1,270
0
261
129
1
1,550
bus+train
2,211
1,430
520
262
129
623.6
13,516.8
1,545.5
11,347.7
0
1
1
0
0
13
0
9947_4128
6
9
571
1,270
0
318
87
1
1,550
bus+train
2,825
1,841
666
262
317
796.9
13,166.4
1,021.7
11,347.7
0
1
1
0
0
13
0
9947_4128
7
9
423
1,040
0
451
166
2
1,550
bus+train
2,660
1,463
746
106
474
892.8
14,206.1
3,692.2
9,621.1
0
1
1
0
0
13
0
9947_4128
8
9
204
1,270
0
321
129
1
1,550
bus+train
2,660
1,474
865
262
474
1,036.3
14,459
2,074.9
11,347.7
0
1
1
0
0
13
0
9947_4129
0
11
631
975
0
701
38
1
1,550
bus+train
2,347
1,606
40
1
1
46.3
12,697.9
1,696.5
10,955.1
0
1
1
0
15
16
0.9375
9947_4129
1
11
223
1,140
0
526
66
2
1,550
bus+train
1,957
1,363
68
1
1
80.2
12,016.6
981.3
10,955.1
0
1
1
0
0
16
0
9947_4129
2
11
1,727
0
0
750
31
2
1,500
bus_only
2,633
1,727
156
1
124
184.8
12,933
12,748.1
0
0
1
0
0
0
16
0
9947_4129
3
11
215
1,140
0
443
157
1
1,550
bus+train
1,957
1,355
159
1
1
189.2
12,121.9
977.5
10,955.1
0
1
1
0
1
16
0.0625
9947_4129
4
11
1,788
0
0
750
31
2
1,500
bus_only
2,798
1,788
260
1
228
310.6
13,363.5
13,052.9
0
0
1
0
0
0
16
0
9947_4129
5
11
1,132
0
360
938
30
2
3,450
bus+gtx
2,784
1,492
354
1
323
422.6
16,930.5
7,277.2
0
9,230.7
1
0
1
0
16
0
9947_4129
6
11
1,927
0
0
809
31
2
1,500
bus_only
3,041
1,927
305
1
273
363.6
12,948.2
12,584.6
0
0
1
0
0
0
16
0
9947_4129
7
11
1,051
0
360
729
30
1
3,450
bus+gtx
2,808
1,411
668
291
347
799.7
17,049.1
7,018.7
0
9,230.7
1
0
1
0
16
0
9947_4129
8
11
2,063
0
0
754
31
2
1,500
bus_only
3,334
2,063
517
1
485
619.1
15,516
14,896.8
0
0
1
0
0
0
16
0
9947_4129
9
11
204
1,250
0
333
129
1
1,550
bus+train
2,451
1,454
664
262
273
795.3
14,217.9
2,074.9
11,347.7
0
1
1
0
0
16
0
9947_4129
10
11
287
1,250
0
393
129
1
1,550
bus+train
3,245
1,537
1,315
262
924
1,576.5
15,305.5
2,381.3
11,347.7
0
1
1
0
0
16
0
9947_4206
0
15
2,104
0
0
318
62
3
1,600
bus_only
2,523
2,104
101
1
38
119.2
17,199.4
17,080.2
0
0
1
0
0
0
39
0
9947_4206
1
15
647
1,070
0
463
151
3
1,650
bus+train
2,345
1,717
165
1
13
195
19,889.9
5,015.4
14,679.4
0
1
1
0
0
39
0
9947_4206
2
15
2,711
0
0
750
0
2
1,600
bus_only
3,500
2,711
39
1
38
45.1
17,434
17,388.9
0
0
1
0
0
0
39
0
9947_4206
3
15
1,261
660
0
1,125
125
1
1,750
bus+train
3,185
1,921
139
1
13
165.6
20,523.4
10,651.7
9,706.1
0
1
1
0
0
39
0
9947_4206
4
15
572
1,205
0
396
38
1
1,550
bus+train
2,442
1,777
269
1
230
320.4
13,653.7
1,696.5
11,636.8
0
1
1
0
39
39
1
9947_4206
5
15
2,523
0
0
843
77
2
1,500
bus_only
3,502
2,523
136
1
58
161.6
14,630.9
14,469.4
0
0
1
0
0
0
39
0
9947_4206
6
15
2,197
0
0
542
0
3
1,600
bus_only
2,929
2,197
190
1
189
226.8
15,244
15,017.2
0
0
1
0
0
0
39
0
9947_4206
7
15
2,061
0
0
258
62
3
1,600
bus_only
2,605
2,061
286
1
223
341.1
17,206.2
16,865.1
0
0
1
0
0
0
39
0