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
1003_4111386
17
23
520
1,740
0
630
68
1
1,650
bus+train
3,509
2,260
619
26
525
740.2
18,905.4
1,486
16,679.3
0
1
1
0
0
58
0
1003_4111386
18
23
545
1,440
0
852
74
1
1,650
bus+train
3,460
1,985
623
26
523
745.3
17,276.6
2,047.8
14,483.4
0
1
1
0
0
58
0
1003_4111386
19
23
240
300
720
765
230
2
3,700
bus+train+gtx
2,818
1,260
793
26
537
948.3
24,208.1
2,050.3
3,033.1
18,176.4
1
1
1
0
58
0
1003_4111386
20
23
410
1,740
0
865
170
1
1,650
bus+train
3,614
2,150
599
26
403
717.3
19,321.5
1,925
16,679.3
0
1
1
0
0
58
0
1003_4111386
21
23
397
300
720
866
230
2
3,700
bus+train+gtx
3,076
1,417
793
26
537
948.7
25,046.7
2,888.6
3,033.1
18,176.4
1
1
1
0
58
0
1003_4111386
22
23
868
1,560
0
651
99
1
1,650
bus+train
3,741
2,428
662
26
537
792.3
19,350.2
3,274.3
15,283.6
0
1
1
0
0
58
0
1003_4111412
0
3
752
1,560
0
591
99
1
1,650
bus+train
3,150
2,312
247
26
122
294.3
18,370.4
2,792.5
15,283.6
0
1
1
0
9
21
1
1003_4111412
1
3
141
1,740
0
458
170
1
3,100
bus+train
2,698
1,881
359
26
163
428.9
17,568.8
460.6
16,679.3
0
1
1
0
0
21
0
1003_4111412
2
3
61
1,740
0
550
170
1
1,650
bus+train
3,147
1,801
796
26
600
953.2
17,918.7
286.3
16,679.3
0
1
1
0
0
21
0
1003_4111658
0
10
3,221
300
0
705
59
2
2,150
bus+train
4,312
3,521
86
26
1
100.3
40,610.2
37,476.8
3,033.1
0
1
1
0
0
19
0
1003_4111658
1
10
2,404
500
0
710
200
3
2,050
bus+train
3,841
2,904
227
26
1
269.3
38,342.2
34,088.6
3,984.2
0
1
1
0
0
19
0
1003_4111658
2
10
3,665
300
0
614
80
1
2,150
bus+train
4,686
3,965
107
26
1
126
40,718.1
37,559.1
3,033.1
0
1
1
0
19
19
1
1003_4111658
3
10
3,286
0
0
813
44
1
2,000
bus_only
4,312
3,286
213
168
1
253.5
39,369.1
39,115.5
0
0
1
0
0
0
19
0
1003_4111658
4
10
0
3,120
0
932
105
2
2,250
train_only
4,293
3,120
241
26
110
285.6
47,442.7
0
47,157.1
0
0
1
0
0
19
0
1003_4111658
5
10
2,371
500
0
800
200
4
2,050
bus+train
4,008
2,871
337
26
111
401.2
38,475.4
34,090
3,984.2
0
1
1
0
0
19
0
1003_4111658
6
10
3,808
300
0
614
80
1
2,150
bus+train
5,167
4,108
445
26
339
531.7
41,424.9
37,860.2
3,033.1
0
1
1
0
0
19
0
1003_4111658
7
10
3,429
0
0
813
44
1
2,000
bus_only
4,793
3,429
551
168
339
659.2
40,075.9
39,416.6
0
0
1
0
0
0
19
0
1003_4111658
8
10
2,547
500
0
710
200
3
2,050
bus+train
4,322
3,047
565
26
339
675
39,049
34,389.7
3,984.2
0
1
1
0
0
19
0
1003_4111658
9
10
2,429
500
0
860
200
4
2,050
bus+train
4,327
2,929
538
26
312
642.3
38,926.2
34,299.6
3,984.2
0
1
1
0
0
19
0
1003_4111684
0
7
5,102
0
0
351
44
1
2,200
bus_only
5,665
5,102
212
168
0
253.1
47,553.9
47,300.7
0
0
1
0
0
0
14
0
1003_4111684
1
7
1,809
2,097
0
1,076
228
4
2,250
bus+train
5,438
3,906
456
26
202
543.3
48,444.9
24,361.4
23,540.2
0
1
1
0
0
14
0
1003_4111684
2
7
4,939
0
0
411
44
1
2,200
bus_only
5,905
4,939
555
168
343
663.5
47,609.7
46,946.2
0
0
1
0
0
0
14
0
1003_4111684
3
7
4,975
0
0
428
44
2
2,200
bus_only
5,886
4,975
483
168
271
577.7
47,885.6
47,307.9
0
0
1
0
0
0
14
0
1003_4111684
4
7
5,173
0
0
351
44
1
2,200
bus_only
6,075
5,173
551
168
339
659.8
48,261.8
47,602
0
0
1
0
0
0
14
0
1003_4111684
5
7
3,558
930
0
784
96
2
2,250
bus+train
5,809
4,488
537
168
273
641.3
48,951
39,115.5
9,194.2
0
1
1
0
14
14
1
1003_4111684
6
7
6,332
0
0
361
47
1
2,300
bus_only
7,179
6,332
486
168
271
580.4
50,822.2
50,241.8
0
0
1
0
0
0
14
0
1003_4111868
0
7
2,811
210
0
724
70
2
2,050
bus+train
3,841
3,021
96
26
0
112.9
37,742.5
36,467.5
1,162.1
0
1
1
0
0
19
0
1003_4111868
1
7
2,031
360
0
600
168
2
2,050
bus+train
3,502
2,391
511
26
317
610.9
36,601.9
33,482.7
2,508.2
0
1
1
0
0
19
0
1003_4111868
2
7
3,101
0
0
528
44
1
2,000
bus_only
3,841
3,101
212
168
0
253.1
37,940.6
37,687.5
0
0
1
0
0
0
19
0
1003_4111868
3
7
2,293
360
0
709
168
2
2,050
bus+train
3,556
2,653
194
26
0
231
36,178
33,438.8
2,508.2
0
1
1
0
3
19
1
1003_4111868
4
7
4,364
0
0
497
3
1
2,000
bus_only
5,203
4,364
342
168
171
408.1
38,347.8
37,939.7
0
0
1
0
0
0
19
0
1003_4111868
5
7
2,704
210
0
827
70
2
2,050
bus+train
4,239
2,914
498
26
402
594.3
38,267.8
36,511.4
1,162.1
0
1
1
0
0
19
0
1003_4111868
6
7
2,994
0
0
631
44
1
2,000
bus_only
4,239
2,994
614
168
402
734.5
38,465.9
37,731.4
0
0
1
0
0
0
19
0
1003_4112
0
11
0
950
0
636
103
1
1,550
train_only
1,721
950
135
26
6
159.2
7,929
0
7,769.9
0
0
1
0
472
472
1
1003_4112
1
11
423
450
0
405
213
2
1,550
bus+train
1,564
873
286
26
47
341.5
8,920.3
2,882
5,696.8
0
1
1
0
0
472
0
1003_4112
2
11
1,444
0
0
579
0
0
1,500
bus_only
2,717
1,444
694
306
388
830.4
10,274.7
9,444.3
0
0
1
0
0
0
472
0
1003_4112
3
11
1,610
300
0
530
67
1
1,550
bus+train
2,580
1,910
140
26
47
166
12,169.1
8,970
3,033.1
0
1
1
0
0
472
0
1003_4112
4
11
1,585
300
0
590
67
1
1,550
bus+train
2,791
1,885
316
26
223
376
12,133.6
8,724.5
3,033.1
0
1
1
0
0
472
0
1003_4112
5
11
522
420
0
1,252
115
1
1,550
bus+train
2,558
942
364
26
223
433.6
8,643
3,380.7
4,828.7
0
1
1
0
0
472
0
1003_4112
6
11
398
450
0
465
213
2
1,550
bus+train
1,775
848
462
26
223
551.5
8,884.8
2,636.6
5,696.8
0
1
1
0
0
472
0
1003_4112
7
11
1,455
0
0
171
31
1
1,500
bus_only
2,196
1,455
570
306
233
682.1
10,978
10,295.9
0
0
1
0
0
0
472
0
1003_4112
8
11
1,310
180
0
741
66
2
1,550
bus+train
2,822
1,490
591
26
499
706.2
9,236.6
7,530.5
999.9
0
1
1
0
0
472
0
1003_4112
9
11
602
450
0
411
213
1
1,550
bus+train
2,201
1,052
738
26
499
882.8
9,665.2
3,085.6
5,696.8
0
1
1
0
0
472
0
1003_4112
10
11
400
630
0
623
182
1
1,550
bus+train
2,413
1,030
760
26
552
910.2
9,307
3,600.3
4,796.4
0
1
1
0
0
472
0
1003_4112013
0
14
1,320
1,620
0
540
125
1
1,750
bus+train
3,632
2,940
152
26
1
179.9
22,687.5
4,934.7
17,572.9
0
1
1
0
18
18
1
1003_4112013
1
14
937
1,620
0
575
125
1
1,750
bus+train
3,423
2,557
291
26
140
346.4
22,094
4,174.8
17,572.9
0
1
1
0
0
18
0
1003_4112013
2
14
831
1,770
0
1,415
41
1
1,750
bus+train
4,214
2,601
198
26
131
234.1
20,990
4,094.8
16,661.1
0
1
1
0
0
18
0
1003_4112013
3
14
179
2,130
0
939
138
2
1,750
bus+train
3,543
2,309
295
26
131
350.1
21,393.3
682.9
20,360.2
0
1
1
0
0
18
0
1003_4112013
4
14
990
1,620
0
515
125
1
1,750
bus+train
3,609
2,610
484
26
333
578.7
22,541.5
4,389.9
17,572.9
0
1
1
0
0
18
0
1003_4112013
5
14
89
2,130
0
879
138
2
1,750
bus+train
3,657
2,219
559
26
395
667.7
21,367.3
339.4
20,360.2
0
1
1
0
0
18
0
1003_4112013
6
14
1,030
1,620
0
515
125
1
1,750
bus+train
3,808
2,650
643
26
492
769.8
22,878.5
4,535.8
17,572.9
0
1
1
0
0
18
0
1003_4112013
7
14
209
2,130
0
813
183
3
1,750
bus+train
3,687
2,339
535
26
326
639.1
21,416
416.6
20,360.2
0
1
1
0
0
18
0
1003_4112013
8
14
137
2,130
0
725
282
2
1,750
bus+train
3,626
2,267
634
26
326
758.2
21,349.6
231.2
20,360.2
0
1
1
0
0
18
0
1003_4112013
9
14
1,444
1,620
0
600
125
1
1,750
bus+train
4,310
3,064
646
26
495
772.3
23,734.1
5,388.9
17,572.9
0
1
1
0
0
18
0
1003_4112013
10
14
108
2,130
0
769
158
2
1,750
bus+train
3,682
2,238
675
26
491
807.2
21,352.8
185.4
20,360.2
0
1
1
0
0
18
0
1003_4112013
11
14
2,099
1,620
0
934
125
2
1,750
bus+train
5,291
3,719
638
26
487
762.6
24,781.2
6,445.7
17,572.9
0
1
1
0
0
18
0
1003_4112013
12
14
3,708
1,440
0
533
99
1
1,750
bus+train
6,290
5,148
609
26
484
727.7
24,787.6
9,035.1
15,024.9
0
1
1
0
0
18
0
1003_4112013
13
14
1,869
1,620
0
1,120
125
2
1,750
bus+train
5,246
3,489
637
26
486
761.8
25,159.3
6,824.6
17,572.9
0
1
1
0
0
18
0
1003_4112015
0
7
844
1,620
0
567
125
1
1,750
bus+train
3,183
2,464
152
26
1
180.2
21,517.5
3,764.4
17,572.9
0
1
1
0
32
32
1
1003_4112015
1
7
0
2,130
0
757
32
1
1,750
train_only
3,382
2,130
495
26
437
591.9
20,952.1
0
20,360.2
0
0
1
0
0
32
0
1003_4112015
2
7
1,018
1,620
0
739
125
1
1,750
bus+train
3,644
2,638
267
26
116
318.1
22,294.1
4,403.1
17,572.9
0
1
1
0
0
32
0
1003_4112015
3
7
937
1,620
0
627
125
1
1,750
bus+train
3,779
2,557
595
26
444
711.1
22,458.8
4,174.8
17,572.9
0
1
1
0
0
32
0
1003_4112015
4
7
830
1,620
0
804
115
1
1,750
bus+train
3,876
2,450
622
26
481
745.1
22,142.6
3,824.6
17,572.9
0
1
1
0
0
32
0
1003_4112015
5
7
734
1,620
0
627
125
1
1,750
bus+train
3,669
2,354
688
26
537
823.5
21,662.9
3,266.5
17,572.9
0
1
1
0
0
32
0
1003_4112015
6
7
761
1,620
0
455
250
1
1,750
bus+train
3,593
2,381
757
26
481
906.7
22,074.3
3,594.8
17,572.9
0
1
1
0
0
32
0
1003_4112695
0
23
2,495
1,650
0
1,115
22
1
1,850
bus+train
5,309
4,145
49
26
1
57
25,065.3
4,973.6
20,034.7
0
1
1
0
15
15
1
1003_4112695
1
23
408
2,310
0
743
360
3
1,750
bus+train
3,860
2,718
399
26
13
476.9
24,018.8
1,632.9
21,909
0
1
1
0
0
15
0
1003_4112695
2
23
2,150
1,650
0
758
183
1
1,750
bus+train
4,768
3,800
210
26
1
250.1
25,065.1
4,780.2
20,034.7
0
1
1
0
0
15
0
1003_4112695
3
23
982
2,200
0
859
137
2
1,750
bus+train
4,205
3,182
164
26
1
194.4
23,384.9
2,249.2
20,941.3
0
1
1
0
0
15
0
1003_4112695
4
23
945
2,410
0
643
154
2
1,850
bus+train
4,189
3,355
191
26
11
226.6
25,599.4
2,501.5
22,871.2
0
1
1
0
0
15
0
1003_4112695
5
23
2,416
1,650
0
1,175
22
1
1,750
bus+train
5,439
4,066
198
26
150
235.3
25,107.6
4,837.6
20,034.7
0
1
1
0
0
15
0
1003_4112695
6
23
895
2,200
0
919
137
2
1,750
bus+train
4,327
3,095
313
26
150
372.8
23,427.1
2,113.1
20,941.3
0
1
1
0
0
15
0
1003_4112695
7
23
905
2,410
0
643
154
2
1,850
bus+train
4,291
3,315
333
26
153
396.7
25,635.1
2,367.2
22,871.2
0
1
1
0
0
15
0
1003_4112695
8
23
930
2,410
0
925
154
2
1,850
bus+train
4,550
3,340
285
26
105
339.8
25,608
2,397.1
22,871.2
0
1
1
0
0
15
0
1003_4112695
9
23
1,288
2,310
0
610
182
2
1,850
bus+train
4,521
3,598
313
26
105
373.1
25,424
3,141.8
21,909
0
1
1
0
0
15
0
1003_4112695
10
23
2,071
1,650
0
818
183
1
1,750
bus+train
4,898
3,721
359
26
150
428.4
25,107.3
4,644.2
20,034.7
0
1
1
0
0
15
0
1003_4112695
11
23
2,335
1,650
0
1,175
22
1
1,750
bus+train
5,539
3,985
379
26
331
452.1
25,138.7
4,651.8
20,034.7
0
1
1
0
0
15
0
1003_4112695
12
23
2,632
1,650
0
1,175
22
1
1,850
bus+train
5,831
4,282
374
26
326
446.2
25,763.5
5,282.6
20,034.7
0
1
1
0
0
15
0
1003_4112695
13
23
816
2,200
0
919
137
2
1,750
bus+train
4,429
3,016
494
26
331
589.6
23,458.2
1,927.4
20,941.3
0
1
1
0
0
15
0
1003_4112695
14
23
814
2,410
0
583
154
2
1,850
bus+train
4,315
3,224
508
26
328
607.7
25,664.8
2,185.9
22,871.2
0
1
1
0
0
15
0
1003_4112695
15
23
865
2,310
0
799
177
3
1,750
bus+train
4,430
3,175
456
26
253
544.5
24,982.6
2,529.1
21,909
0
1
1
0
0
15
0
1003_4112695
16
23
1,990
1,650
0
818
183
1
1,750
bus+train
4,998
3,640
540
26
331
645.3
25,138.4
4,458.4
20,034.7
0
1
1
0
0
15
0
1003_4112695
17
23
1,117
2,200
0
919
137
2
1,750
bus+train
4,725
3,317
489
26
326
583.6
24,083.1
2,558.2
20,941.3
0
1
1
0
0
15
0
1003_4112695
18
23
1,080
2,410
0
643
154
2
1,850
bus+train
4,636
3,490
503
26
323
601.2
26,288.7
2,816.4
22,871.2
0
1
1
0
0
15
0
1003_4112695
19
23
373
2,310
0
803
360
3
1,750
bus+train
4,025
2,683
539
26
153
643.6
24,051.2
1,498.6
21,909
0
1
1
0
0
15
0
1003_4112695
20
23
2,287
1,650
0
818
183
1
1,850
bus+train
5,290
3,937
535
26
326
639.3
25,763.3
5,089.3
20,034.7
0
1
1
0
0
15
0
1003_4112695
21
23
1,140
2,310
0
610
182
2
1,750
bus+train
4,631
3,450
571
26
363
683.2
25,503.6
2,911.4
21,909
0
1
1
0
0
15
0
1003_4112695
22
23
779
2,310
0
739
177
3
1,750
bus+train
4,396
3,089
568
26
365
680.1
25,018.2
2,429
21,909
0
1
1
0
0
15
0
1003_4113
0
12
0
540
0
800
103
1
1,550
train_only
1,508
540
168
26
39
199.2
6,878.3
0
6,679.1
0
0
1
0
1,135
1,135
1
1003_4113
1
12
381
420
0
483
115
1
1,550
bus+train
1,551
801
267
26
126
318.3
7,693.5
2,546.6
4,828.7
0
1
1
0
0
1,135
0
1003_4113
2
12
1,050
0
0
596
0
0
1,500
bus_only
2,057
1,050
411
306
105
490.8
8,651.9
8,161.1
0
0
1
0
0
0
1,135
0
1003_4113
3
12
0
1,050
0
637
31
1
1,550
train_only
1,911
1,050
224
26
167
266
10,783.2
0
10,517.2
0
0
1
0
0
1,135
0
1003_4113
4
12
436
420
0
635
115
2
1,550
bus+train
1,783
856
292
26
151
347.6
8,421.6
3,245.3
4,828.7
0
1
1
0
0
1,135
0
1003_4113
5
12
415
420
0
483
115
1
1,550
bus+train
1,695
835
377
26
236
449.7
8,144.6
2,866.3
4,828.7
0
1
1
0
0
1,135
0
1003_4113
6
12
1,215
0
0
541
0
1
1,500
bus_only
2,114
1,215
358
207
151
428.4
9,866.6
9,438.3
0
0
1
0
0
0
1,135
0
1003_4113
7
12
341
570
0
482
213
1
1,550
bus+train
1,783
911
390
26
151
465.5
8,636.4
2,373.4
5,797.4
0
1
1
0
0
1,135
0
1003_4113
8
12
0
900
0
308
240
1
1,550
train_only
1,641
900
433
26
167
516.4
8,387.9
0
7,871.5
0
0
1
0
0
1,135
0
1003_4113
9
12
1,084
0
0
536
0
0
1,500
bus_only
2,162
1,084
542
306
236
648.6
9,129.4
8,480.8
0
0
1
0
0
0
1,135
0
1003_4113
10
12
1,016
180
0
413
66
2
1,550
bus+train
2,040
1,196
431
26
339
514.8
9,028.7
7,514
999.9
0
1
1
0
0
1,135
0
1003_4113
11
12
328
420
0
569
115
2
1,550
bus+train
1,880
748
563
26
422
673
8,034.1
2,532.4
4,828.7
0
1
1
0
0
1,135
0