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
1002_1024
14
24
1,796
300
0
318
134
1
1,650
bus+train
2,787
2,096
373
62
177
445.8
15,470
12,188
2,836.2
0
1
1
0
0
22
0
1002_1024
15
24
2,106
0
0
920
0
2
1,500
bus_only
3,457
2,106
431
38
393
515.5
14,841.7
14,326.2
0
0
1
0
0
0
22
0
1002_1024
16
24
1,670
300
0
378
134
1
1,550
bus+train
2,932
1,970
584
62
388
698.3
15,186.7
11,652.3
2,836.2
0
1
1
0
0
22
0
1002_1024
17
24
2,934
0
0
162
0
1
1,700
bus_only
3,665
2,934
569
51
518
681.5
21,379.4
20,697.9
0
0
1
0
0
0
22
0
1002_1024
18
24
2,119
0
0
687
0
2
1,600
bus_only
3,362
2,119
556
38
518
665.6
16,474.9
15,809.3
0
0
1
0
0
0
22
0
1002_1024
19
24
2,310
0
0
860
0
2
1,600
bus_only
3,682
2,310
512
38
474
612.8
15,739.2
15,126.4
0
0
1
0
0
0
22
0
1002_1024
20
24
1,874
300
0
318
134
1
1,650
bus+train
3,162
2,174
670
62
474
802.2
16,090.8
12,452.5
2,836.2
0
1
1
0
0
22
0
1002_1024
21
24
1,750
150
0
384
57
2
1,550
bus+train
2,921
1,900
637
62
518
761.9
14,070
11,653.5
1,654.6
0
1
1
0
0
22
0
1002_1024
22
24
1,648
150
0
484
57
3
1,550
bus+train
2,919
1,798
637
62
518
761.9
14,066.6
11,650.2
1,654.6
0
1
1
0
0
22
0
1002_1024
23
24
1,502
810
0
354
116
1
1,650
bus+train
3,362
2,312
696
62
518
833.1
18,803.4
11,940.8
6,029.5
0
1
1
0
0
22
0
1002_1027
0
14
2,480
150
0
452
57
1
1,650
bus+train
3,254
2,630
172
62
53
203.4
16,985.9
15,127.9
1,654.6
0
1
1
0
0
17
0
1002_1027
1
14
0
1,745
0
867
151
2
1,650
train_only
2,834
1,745
222
62
9
262.9
17,426.8
0
17,163.9
0
0
1
0
17
17
1
1002_1027
2
14
2,402
150
0
392
57
1
1,650
bus+train
3,270
2,552
326
62
207
388.7
16,976.9
14,933.6
1,654.6
0
1
1
0
0
17
0
1002_1027
3
14
2,209
150
0
529
57
2
1,650
bus+train
3,060
2,359
172
62
53
203.4
15,868.4
14,010.4
1,654.6
0
1
1
0
0
17
0
1002_1027
4
14
2,297
150
0
687
57
2
1,650
bus+train
3,320
2,447
186
62
67
220.6
15,878.3
14,003
1,654.6
0
1
1
0
0
17
0
1002_1027
5
14
2,544
150
0
392
57
1
1,650
bus+train
3,550
2,694
464
62
345
554.2
17,591
15,382.2
1,654.6
0
1
1
0
0
17
0
1002_1027
6
14
2,273
150
0
469
57
2
1,650
bus+train
3,356
2,423
464
62
345
554.2
16,473.5
14,264.7
1,654.6
0
1
1
0
0
17
0
1002_1027
7
14
2,378
150
0
392
57
1
1,650
bus+train
3,512
2,528
592
62
473
707.7
17,059.1
14,696.7
1,654.6
0
1
1
0
0
17
0
1002_1027
8
14
3,266
0
0
449
0
1
1,700
bus_only
4,229
3,266
514
51
463
615.6
23,208
22,592.4
0
0
1
0
0
0
17
0
1002_1027
9
14
2,071
150
0
469
57
2
1,650
bus+train
3,272
2,221
582
62
463
696
15,898.6
13,548
1,654.6
0
1
1
0
0
17
0
1002_1027
10
14
2,365
150
0
687
57
2
1,650
bus+train
3,739
2,515
537
62
418
641.4
16,612.2
14,316.2
1,654.6
0
1
1
0
0
17
0
1002_1027
11
14
2,312
150
0
469
57
2
1,650
bus+train
3,532
2,462
601
62
482
718.2
16,816.3
14,443.5
1,654.6
0
1
1
0
0
17
0
1002_1027
12
14
1,846
810
0
426
116
1
1,650
bus+train
3,723
2,656
641
62
463
767.2
20,632
13,835.3
6,029.5
0
1
1
0
0
17
0
1002_1027
13
14
2,087
810
0
426
116
1
1,750
bus+train
3,983
2,897
660
62
482
789.4
21,549.7
14,730.8
6,029.5
0
1
1
0
0
17
0
1002_10512
0
12
495
570
0
368
115
1
1,550
bus+train
1,619
1,065
186
62
9
220.5
9,451.4
3,023.8
6,207.1
0
1
1
0
17
17
1
1002_10512
1
12
457
570
0
368
115
1
1,550
bus+train
1,884
1,027
489
62
312
584.7
9,536.5
2,744.7
6,207.1
0
1
1
0
0
17
0
1002_10512
2
12
569
570
0
428
115
1
1,550
bus+train
1,950
1,139
383
62
206
456.5
9,865.1
3,201.5
6,207.1
0
1
1
0
0
17
0
1002_10512
3
12
587
570
0
528
115
2
1,550
bus+train
1,997
1,157
312
62
135
372.4
9,502.6
2,923.1
6,207.1
0
1
1
0
0
17
0
1002_10512
4
12
1,107
0
0
1,354
0
1
1,500
bus_only
2,891
1,107
430
51
379
513.6
10,266.3
9,752.7
0
0
1
0
0
0
17
0
1002_10512
5
12
381
570
0
610
115
1
1,550
bus+train
2,117
951
556
62
379
663.5
9,801.7
2,931.1
6,207.1
0
1
1
0
0
17
0
1002_10512
6
12
599
570
0
368
115
1
1,550
bus+train
2,157
1,169
620
62
443
741.6
10,367.7
3,418.9
6,207.1
0
1
1
0
0
17
0
1002_10512
7
12
1,065
0
0
1,354
0
1
1,500
bus_only
2,960
1,065
541
51
490
647
10,100.9
9,453.9
0
0
1
0
0
0
17
0
1002_10512
8
12
339
570
0
610
115
1
1,550
bus+train
2,186
909
667
62
490
796.9
9,636.3
2,632.3
6,207.1
0
1
1
0
0
17
0
1002_10512
9
12
650
570
0
368
115
1
1,550
bus+train
2,312
1,220
724
62
547
865.8
10,641.6
3,568.7
6,207.1
0
1
1
0
0
17
0
1002_10512
10
12
1,761
0
0
1,026
72
1
1,500
bus_only
3,388
1,761
601
51
478
718.9
12,921.2
12,202.4
0
0
1
0
0
0
17
0
1002_10512
11
12
1,692
0
0
1,026
72
1
1,500
bus_only
3,407
1,692
689
51
566
825.3
12,834.6
12,009.3
0
0
1
0
0
0
17
0
1002_11137
0
21
547
1,470
0
309
93
1
1,550
bus+train
2,482
2,017
156
62
1
185
12,639.7
1,749.4
10,705.3
0
1
1
0
0
15
0
1002_11137
1
21
1,459
150
0
641
67
3
1,550
bus+train
2,440
1,609
190
62
61
225.9
12,103.5
10,223
1,654.6
0
1
1
0
0
15
0
1002_11137
2
21
1,705
150
0
539
67
2
1,550
bus+train
2,584
1,855
190
62
61
225.2
12,525.5
10,645.8
1,654.6
0
1
1
0
0
15
0
1002_11137
3
21
630
1,050
0
580
117
2
1,550
bus+train
2,500
1,680
240
62
61
285.1
12,192.9
4,593.5
7,314.3
0
1
1
0
0
15
0
1002_11137
4
21
1,500
150
0
641
67
3
1,550
bus+train
2,638
1,650
347
62
218
414.2
12,523.7
10,454.9
1,654.6
0
1
1
0
0
15
0
1002_11137
5
21
2,333
150
0
523
67
2
1,650
bus+train
3,353
2,483
347
62
218
414.2
16,799.6
14,730.8
1,654.6
0
1
1
0
0
15
0
1002_11137
6
21
671
1,050
0
520
117
2
1,550
bus+train
2,638
1,721
397
62
218
474.1
12,613.8
4,825.4
7,314.3
0
1
1
0
0
15
0
1002_11137
7
21
618
1,470
0
309
93
1
1,550
bus+train
2,838
2,088
441
62
286
526.5
13,234.9
2,003.1
10,705.3
0
1
1
0
0
15
0
1002_11137
8
21
1,504
1,050
0
402
117
1
1,650
bus+train
3,353
2,554
397
62
218
474.1
16,889.7
9,101.3
7,314.3
0
1
1
0
0
15
0
1002_11137
9
21
1,641
150
0
539
67
2
1,550
bus+train
2,804
1,791
474
62
345
565.6
12,597.5
10,377.3
1,654.6
0
1
1
0
0
15
0
1002_11137
10
21
464
1,470
0
309
93
1
1,550
bus+train
2,779
1,934
536
62
381
641.4
12,758
1,411.3
10,705.3
0
1
1
0
0
15
0
1002_11137
11
21
1,395
150
0
701
67
3
1,550
bus+train
2,720
1,545
474
62
345
565.6
12,174.8
9,954.6
1,654.6
0
1
1
0
0
15
0
1002_11137
12
21
1,758
150
0
479
67
2
1,550
bus+train
2,907
1,908
520
62
391
621.5
13,321.4
11,045.3
1,654.6
0
1
1
0
0
15
0
1002_11137
13
21
566
1,050
0
580
117
2
1,550
bus+train
2,720
1,616
524
62
345
625.5
12,264.9
4,325.1
7,314.3
0
1
1
0
0
15
0
1002_11137
14
21
507
1,290
0
618
54
1
1,550
bus+train
3,056
1,797
641
62
525
766.1
12,493.7
2,541.2
9,186.4
0
1
1
0
0
15
0
1002_11137
15
21
1,710
150
0
444
67
2
1,550
bus+train
2,949
1,860
645
62
516
771.4
13,316.6
10,890.5
1,654.6
0
1
1
0
15
15
1
1002_11137
16
21
571
1,290
0
618
54
1
1,550
bus+train
3,126
1,861
647
62
531
772.6
12,770.3
2,811.4
9,186.4
0
1
1
0
0
15
0
1002_11137
17
21
1,732
150
0
502
67
3
1,550
bus+train
3,012
1,882
628
62
499
751.5
13,571.4
11,165.3
1,654.6
0
1
1
0
0
15
0
1002_11137
18
21
2,384
150
0
523
67
2
1,650
bus+train
3,673
2,534
616
62
487
736.4
17,453
15,062
1,654.6
0
1
1
0
0
15
0
1002_11137
19
21
1,555
1,050
0
402
117
1
1,650
bus+train
3,673
2,605
666
62
487
796.3
17,543.1
9,432.4
7,314.3
0
1
1
0
0
15
0
1002_11137
20
21
1,936
150
0
919
67
3
1,550
bus+train
3,621
2,086
616
62
487
736.4
14,416.8
12,025.8
1,654.6
0
1
1
0
0
15
0
1002_11342
0
24
2,199
0
0
788
0
3
1,500
bus_only
3,030
2,199
43
38
5
49.6
13,076.8
13,027.2
0
0
1
0
0
0
14
0
1002_11342
1
24
2,000
0
0
617
0
2
1,500
bus_only
3,024
2,000
407
38
369
485.5
13,044.3
12,558.8
0
0
1
0
0
0
14
0
1002_11342
2
24
1,119
1,050
0
749
45
2
1,550
bus+train
3,030
2,169
112
62
5
132.2
12,962.6
5,516.2
7,314.3
0
1
1
0
0
14
0
1002_11342
3
24
786
1,290
0
1,020
54
1
1,550
bus+train
3,217
2,076
121
62
5
142.1
12,947.9
3,619.3
9,186.4
0
1
1
0
14
14
1
1002_11342
4
24
889
1,290
0
581
54
2
1,550
bus+train
3,055
2,179
295
62
179
350.2
13,505.7
3,969.1
9,186.4
0
1
1
0
0
14
0
1002_11342
5
24
2,117
0
0
788
0
3
1,500
bus_only
3,158
2,117
253
38
215
302.5
13,135.7
12,833.2
0
0
1
0
0
0
14
0
1002_11342
6
24
2,245
0
0
788
0
3
1,500
bus_only
3,286
2,245
253
38
215
301.5
13,519.2
13,217.7
0
0
1
0
0
0
14
0
1002_11342
7
24
704
1,290
0
1,020
54
1
1,550
bus+train
3,345
1,994
331
62
215
395
13,006.7
3,425.4
9,186.4
0
1
1
0
0
14
0
1002_11342
8
24
1,037
1,050
0
749
45
2
1,550
bus+train
3,158
2,087
322
62
215
385
13,021.5
5,322.2
7,314.3
0
1
1
0
0
14
0
1002_11342
9
24
832
1,290
0
1,020
54
1
1,550
bus+train
3,473
2,122
331
62
215
394
13,390.2
3,809.8
9,186.4
0
1
1
0
0
14
0
1002_11342
10
24
920
1,050
0
578
45
1
1,550
bus+train
3,024
1,970
476
62
369
568.1
12,930.1
5,047.8
7,314.3
0
1
1
0
0
14
0
1002_11342
11
24
1,256
1,050
0
475
85
2
1,550
bus+train
3,238
2,306
457
62
310
546
14,775.1
6,914.8
7,314.3
0
1
1
0
0
14
0
1002_11342
12
24
2,309
0
0
788
0
3
1,500
bus_only
3,520
2,309
423
38
385
505.8
13,925
13,419.2
0
0
1
0
0
0
14
0
1002_11342
13
24
2,291
0
0
899
31
2
1,500
bus_only
3,671
2,291
481
38
412
575
14,505.4
13,930.4
0
0
1
0
0
0
14
0
1002_11342
14
24
2,055
0
0
788
0
3
1,500
bus_only
3,309
2,055
466
38
428
557.4
13,189.3
12,631.9
0
0
1
0
0
0
14
0
1002_11342
15
24
1,229
1,050
0
749
45
2
1,550
bus+train
3,520
2,279
492
62
385
588.3
13,810.8
5,908.2
7,314.3
0
1
1
0
0
14
0
1002_11342
16
24
642
1,290
0
1,020
54
1
1,550
bus+train
3,496
1,932
544
62
428
649.9
13,060.3
3,224
9,186.4
0
1
1
0
0
14
0
1002_11342
17
24
2,212
0
0
663
87
3
1,500
bus_only
3,385
2,212
510
38
385
609.3
14,570.1
13,960.8
0
0
1
0
0
0
14
0
1002_11342
18
24
859
1,290
0
688
54
2
1,550
bus+train
3,365
2,149
528
62
412
630.9
13,890.3
4,073
9,186.4
0
1
1
0
0
14
0
1002_11342
19
24
2,820
0
0
302
0
2
1,600
bus_only
3,680
2,820
558
184
374
667.8
17,406.8
16,739
0
0
1
0
0
0
14
0
1002_11342
20
24
771
1,290
0
649
54
3
1,550
bus+train
3,200
2,061
490
62
374
585.2
13,274.3
3,502.7
9,186.4
0
1
1
0
0
14
0
1002_11342
21
24
1,215
1,050
0
475
85
2
1,550
bus+train
3,314
2,265
574
62
427
686.7
14,805.5
6,804.5
7,314.3
0
1
1
0
0
14
0
1002_11342
22
24
2,398
0
0
649
0
1
1,500
bus_only
3,671
2,398
624
212
412
747.9
15,083.5
14,335.6
0
0
1
0
0
0
14
0
1002_11342
23
24
2,347
0
0
899
31
2
1,500
bus_only
3,795
2,347
549
38
480
656.9
14,805
14,148.1
0
0
1
0
0
0
14
0
1002_1201
0
12
0
1,770
0
330
0
1
1,650
train_only
2,173
1,770
73
62
11
85.4
15,998.3
0
15,912.9
0
0
1
0
34
34
1
1002_1201
1
12
507
1,290
0
379
54
1
1,550
bus+train
2,503
1,797
327
62
211
389.6
12,611.5
3,035.5
9,186.4
0
1
1
0
0
34
0
1002_1201
2
12
1,951
0
0
646
0
2
1,500
bus_only
2,834
1,951
237
38
199
282.1
12,735.4
12,453.2
0
0
1
0
0
0
34
0
1002_1201
3
12
2,223
0
0
563
31
1
1,500
bus_only
3,054
2,223
268
38
199
318.8
13,542.9
13,224.1
0
0
1
0
0
0
34
0
1002_1201
4
12
1,975
0
0
740
31
2
1,500
bus_only
3,158
1,975
443
38
374
529.6
12,655
12,125.3
0
0
1
0
0
0
34
0
1002_1201
5
12
2,019
0
0
740
31
2
1,500
bus_only
3,218
2,019
459
38
390
549.2
12,860.5
12,311.3
0
0
1
0
0
0
34
0
1002_1201
6
12
473
1,290
0
881
78
1
1,550
bus+train
3,158
1,763
514
62
374
614.5
12,649.5
2,848.6
9,186.4
0
1
1
0
0
34
0
1002_1201
7
12
1,953
0
0
580
0
2
1,500
bus_only
3,062
1,953
529
38
491
633.3
12,854.7
12,221.4
0
0
1
0
0
0
34
0
1002_1201
8
12
517
1,290
0
881
78
1
1,550
bus+train
3,218
1,807
530
62
390
634.1
12,855
3,034.5
9,186.4
0
1
1
0
0
34
0
1002_1201
9
12
886
1,050
0
528
45
1
1,550
bus+train
3,062
1,936
598
62
491
715.9
12,740.5
4,710.4
7,314.3
0
1
1
0
0
34
0
1002_1201
10
12
2,096
0
0
740
31
2
1,500
bus_only
3,410
2,096
574
38
505
686.8
13,184.1
12,497.3
0
0
1
0
0
0
34
0
1002_1201
11
12
594
1,290
0
881
78
1
1,550
bus+train
3,410
1,884
645
62
505
771.6
13,178.6
3,220.5
9,186.4
0
1
1
0
0
34
0
1002_1202
0
10
0
1,890
0
569
0
1
1,650
train_only
2,567
1,890
108
62
46
127.9
16,850.6
0
16,722.8
0
0
1
0
35
35
1
1002_1202
1
10
620
1,290
0
372
78
1
1,550
bus+train
2,678
1,910
396
62
256
472.3
13,450
3,791.3
9,186.4
0
1
1
0
0
35
0
1002_1202
2
10
2,885
0
0
293
0
0
1,600
bus_only
3,662
2,885
484
212
272
580.3
16,372.2
15,791.9
0
0
1
0
0
0
35
0
1002_1202
3
10
649
1,290
0
512
54
1
1,550
bus+train
2,899
1,939
448
62
332
534
13,451.8
3,731.5
9,186.4
0
1
1
0
0
35
0
1002_1202
4
10
753
1,290
0
512
54
1
1,550
bus+train
3,011
2,043
456
62
340
544.5
13,795.5
4,064.6
9,186.4
0
1
1
0
0
35
0
1002_1202
5
10
719
1,290
0
432
78
1
1,550
bus+train
3,045
2,009
604
62
464
720.6
14,365.6
4,458.5
9,186.4
0
1
1
0
0
35
0
1002_1202
6
10
2,997
0
0
293
0
0
1,600
bus_only
3,966
2,997
676
212
464
808.7
17,120.9
16,312.2
0
0
1
0
0
0
35
0