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_3203
4
14
1,805
2,130
0
787
198
2
1,950
bus+train
5,153
3,935
431
26
207
514.9
34,901.2
6,221.1
28,165.2
0
1
1
0
0
133
0
1003_3203
5
14
1,511
2,130
0
969
207
2
1,950
bus+train
5,090
3,641
480
26
247
573.1
33,549
4,810.7
28,165.2
0
1
1
0
0
133
0
1003_3203
6
14
4,220
630
0
1,558
110
1
1,950
bus+train
6,813
4,850
405
26
269
483.7
32,121.7
26,841.5
4,796.4
0
1
1
0
0
133
0
1003_3203
7
14
2,703
1,770
0
905
82
2
1,950
bus+train
5,836
4,473
458
26
350
547.5
32,855
9,635.7
22,671.8
0
1
1
0
0
133
0
1003_3203
8
14
1,267
2,130
0
969
207
2
1,950
bus+train
4,949
3,397
583
26
350
696.6
33,171.9
4,310.1
28,165.2
0
1
1
0
0
133
0
1003_3203
9
14
4,004
630
0
1,618
110
1
1,950
bus+train
6,731
4,634
479
26
343
572.2
31,611.5
26,242.9
4,796.4
0
1
1
0
0
133
0
1003_3203
10
14
1,616
2,130
0
787
198
2
1,950
bus+train
5,131
3,746
598
26
374
715.6
34,564.3
5,683.6
28,165.2
0
1
1
0
0
133
0
1003_3203
11
14
1,416
2,301
0
1,629
27
3
1,950
bus+train
5,810
3,717
464
26
411
554
34,771.1
5,528.7
28,688.3
0
1
1
0
0
133
0
1003_3203
12
14
1,408
2,130
0
1,288
219
2
1,950
bus+train
5,427
3,538
601
26
356
718.7
33,805.1
4,921.2
28,165.2
0
1
1
0
0
133
0
1003_3203
13
14
6,012
0
0
324
15
1
1,900
bus_only
7,043
6,012
707
306
386
846.3
35,650.5
34,804.3
0
0
1
0
0
0
133
0
1003_3204
0
7
0
4,121
0
336
43
1
2,150
train_only
4,547
4,121
90
26
21
106.3
43,258.2
0
43,151.9
0
0
1
0
65
65
1
1003_3204
1
7
0
2,426
0
1,132
130
2
1,950
train_only
3,735
2,426
177
26
21
210.5
31,644.5
0
31,434.1
0
0
1
0
0
65
0
1003_3204
2
7
781
2,070
0
960
219
2
1,950
bus+train
4,292
2,851
481
26
236
575
31,877.4
3,345.6
27,956.8
0
1
1
0
0
65
0
1003_3204
3
7
815
2,070
0
1,022
219
2
1,950
bus+train
4,441
2,885
534
26
289
637.7
32,019.8
3,425.4
27,956.8
0
1
1
0
0
65
0
1003_3204
4
7
956
2,070
0
1,020
219
2
1,950
bus+train
4,627
3,026
581
26
336
694.1
32,512.3
3,861.4
27,956.8
0
1
1
0
0
65
0
1003_3204
5
7
731
2,070
0
1,022
219
2
1,950
bus+train
4,548
2,801
725
26
480
867.6
32,031.9
3,207.6
27,956.8
0
1
1
0
0
65
0
1003_3204
6
7
911
2,070
0
1,245
219
3
1,950
bus+train
4,897
2,981
671
26
426
802.9
32,238.2
3,478.5
27,956.8
0
1
1
0
0
65
0
1003_3205
0
24
0
2,481
0
1,583
130
2
1,950
train_only
4,244
2,481
180
26
24
213.6
31,103.8
0
30,890.2
0
0
1
0
0
105
0
1003_3205
1
24
0
4,566
0
704
43
1
2,150
train_only
5,363
4,566
93
26
24
109.5
43,193.2
0
43,083.8
0
0
1
0
105
105
1
1003_3205
2
24
4,556
0
0
545
68
2
2,000
bus_only
5,472
4,556
371
168
135
442.6
38,080.9
37,638.3
0
0
1
0
0
0
105
0
1003_3205
3
24
2,930
420
0
1,573
388
1
1,950
bus+train
5,472
3,350
549
26
135
656.4
30,938.1
25,453.1
4,828.7
0
1
1
0
0
105
0
1003_3205
4
24
4,737
0
0
655
68
3
2,000
bus_only
5,852
4,737
460
168
224
549.1
38,346.3
37,797.2
0
0
1
0
0
0
105
0
1003_3205
5
24
4,346
0
0
512
77
3
2,000
bus_only
5,427
4,346
569
168
324
679.4
37,311.4
36,632
0
0
1
0
0
0
105
0
1003_3205
6
24
4,404
0
0
605
68
2
2,000
bus_only
5,627
4,404
618
168
382
738
38,060.8
37,322.8
0
0
1
0
0
0
105
0
1003_3205
7
24
4,122
0
0
512
77
3
2,000
bus_only
5,261
4,122
627
168
382
748.8
36,875.2
36,126.4
0
0
1
0
0
0
105
0
1003_3205
8
24
718
2,220
0
1,753
219
2
1,950
bus+train
5,260
2,938
569
26
324
679.4
31,902.5
3,058
28,165.2
0
1
1
0
0
105
0
1003_3205
9
24
5,583
300
0
1,409
126
1
1,950
bus+train
7,768
5,883
476
26
324
568.5
32,832.2
29,230.7
3,033.1
0
1
1
0
0
105
0
1003_3205
10
24
4,295
0
0
573
77
4
2,000
bus_only
5,488
4,295
620
168
375
742
36,964.9
36,222.9
0
0
1
0
0
0
105
0
1003_3205
11
24
5,228
0
0
530
25
1
1,900
bus_only
6,464
5,228
706
306
375
845.7
33,067.1
32,221.4
0
0
1
0
0
0
105
0
1003_3205
12
24
5,338
300
0
1,409
126
1
1,950
bus+train
7,581
5,638
534
26
382
637.9
32,396
28,725.1
3,033.1
0
1
1
0
0
105
0
1003_3205
13
24
489
2,220
0
1,680
219
2
1,950
bus+train
5,070
2,709
681
26
436
814.5
31,344.2
2,364.5
28,165.2
0
1
1
0
0
105
0
1003_3205
14
24
5,880
0
0
590
25
1
1,900
bus_only
7,131
5,880
661
306
330
790.3
34,474.6
33,684.3
0
0
1
0
0
0
105
0
1003_3205
15
24
2,778
420
0
1,633
388
1
1,850
bus+train
5,627
3,198
796
26
382
951.8
30,918
25,137.6
4,828.7
0
1
1
0
0
105
0
1003_3205
16
24
4,615
0
0
843
68
3
2,000
bus_only
6,114
4,615
656
168
420
784.1
38,762.1
37,978
0
0
1
0
0
0
105
0
1003_3205
17
24
4,459
0
0
519
77
4
2,000
bus_only
5,643
4,459
665
168
420
794.9
37,581.2
36,786.2
0
0
1
0
0
0
105
0
1003_3205
18
24
2,917
630
0
873
115
2
1,850
bus+train
5,261
3,547
841
344
382
1,005.5
30,830
24,146
5,678.5
0
1
1
0
0
105
0
1003_3205
19
24
774
2,220
0
1,842
219
2
1,950
bus+train
5,522
2,994
686
26
441
821.1
32,027.6
3,041.3
28,165.2
0
1
1
0
0
105
0
1003_3205
20
24
5,520
0
0
530
25
1
1,900
bus_only
6,817
5,520
767
306
436
918.3
33,909.2
32,990.9
0
0
1
0
0
0
105
0
1003_3205
21
24
4,347
0
0
573
77
4
2,000
bus_only
5,631
4,347
711
168
466
850.3
37,225.5
36,375.2
0
0
1
0
0
0
105
0
1003_3205
22
24
5,272
0
0
530
25
1
1,900
bus_only
6,599
5,272
797
306
466
954
33,327.7
32,373.7
0
0
1
0
0
0
105
0
1003_3205
23
24
686
2,220
0
2,173
219
2
1,950
bus+train
5,784
2,906
705
26
460
843.1
31,590.6
2,582.3
28,165.2
0
1
1
0
0
105
0
1003_3206
0
8
0
2,281
0
903
130
2
1,850
train_only
3,379
2,281
195
26
39
232.4
30,232.2
0
29,999.8
0
0
1
0
0
75
0
1003_3206
1
8
351
2,130
0
992
219
2
1,950
bus+train
3,996
2,481
523
26
278
625
30,875.4
2,085.2
28,165.2
0
1
1
0
0
75
0
1003_3206
2
8
0
3,916
0
370
43
1
2,150
train_only
4,394
3,916
108
26
39
128.2
41,637.6
0
41,509.3
0
0
1
0
75
75
1
1003_3206
3
8
509
2,130
0
910
207
2
1,950
bus+train
4,055
2,639
506
26
273
604.2
30,847.2
2,077.9
28,165.2
0
1
1
0
0
75
0
1003_3206
4
8
543
2,130
0
1,067
219
2
1,950
bus+train
4,529
2,673
789
26
544
944.4
31,435.2
2,325.6
28,165.2
0
1
1
0
0
75
0
1003_3206
5
8
590
2,130
0
1,368
219
2
1,950
bus+train
4,830
2,720
742
26
497
888
31,383.8
2,330.6
28,165.2
0
1
1
0
0
75
0
1003_3206
6
8
602
2,130
0
970
207
2
1,950
bus+train
4,513
2,732
811
26
578
969.8
31,492.1
2,357.2
28,165.2
0
1
1
0
0
75
0
1003_3206
7
8
417
2,130
0
1,052
219
2
1,950
bus+train
4,426
2,547
827
26
582
989.2
31,518.9
2,364.5
28,165.2
0
1
1
0
0
75
0
1003_3207
0
6
0
2,130
0
445
11
1
1,850
train_only
2,743
2,130
168
26
131
199.6
28,364.8
0
28,165.2
0
0
1
0
0
85
0
1003_3207
1
6
0
3,735
0
517
43
1
2,050
train_only
5,157
3,735
905
26
836
1,084.1
40,758.7
0
39,674.6
0
0
1
0
85
85
1
1003_3207
2
6
4,161
1,830
0
548
189
2
2,050
bus+train
7,500
5,991
961
26
746
1,151.5
37,988
16,669
20,167.5
0
1
1
0
0
85
0
1003_3207
3
6
2,395
2,640
0
1,047
166
1
2,150
bus+train
7,429
5,035
1,347
26
1,155
1,614.3
44,675.8
13,329.3
29,732.2
0
1
1
0
0
85
0
1003_3207
4
6
2,786
2,010
0
1,025
197
2
1,950
bus+train
7,203
4,796
1,382
26
1,159
1,656
35,725.5
11,316.3
22,753.2
0
1
1
0
0
85
0
1003_3207
5
6
2,697
2,010
0
937
374
1
1,950
bus+train
7,203
4,707
1,559
26
1,159
1,869
35,677.4
11,055.2
22,753.2
0
1
1
0
0
85
0
1003_3208
0
15
0
2,211
0
582
130
2
1,850
train_only
2,979
2,211
186
26
30
221.2
29,219.9
0
28,998.7
0
0
1
0
0
49
0
1003_3208
1
15
184
2,130
0
547
192
2
1,850
bus+train
3,192
2,314
331
26
113
394.1
29,488.9
929.7
28,165.2
0
1
1
0
0
49
0
1003_3208
2
15
0
3,611
0
388
43
1
2,050
train_only
4,098
3,611
99
26
30
117.1
38,958.1
0
38,841.1
0
0
1
0
49
49
1
1003_3208
3
15
696
2,130
0
487
84
2
1,950
bus+train
3,527
2,826
214
26
104
253.8
30,402.7
1,983.7
28,165.2
0
1
1
0
0
49
0
1003_3208
4
15
584
2,130
0
487
84
2
1,850
bus+train
3,702
2,714
501
26
391
598.7
30,309.8
1,546
28,165.2
0
1
1
0
0
49
0
1003_3208
5
15
756
2,130
0
487
84
2
1,950
bus+train
3,891
2,886
518
26
408
619.2
31,039.4
2,255.1
28,165.2
0
1
1
0
0
49
0
1003_3208
6
15
112
2,130
0
675
194
2
1,850
bus+train
3,528
2,242
611
26
391
731
29,373.4
477.3
28,165.2
0
1
1
0
0
49
0
1003_3208
7
15
248
2,130
0
607
192
2
1,850
bus+train
3,622
2,378
637
26
419
760.8
30,130.3
1,204.4
28,165.2
0
1
1
0
0
49
0
1003_3208
8
15
99
2,130
0
607
192
2
1,850
bus+train
3,514
2,229
678
26
460
811
29,378.8
402.6
28,165.2
0
1
1
0
0
49
0
1003_3208
9
15
320
2,130
0
680
194
2
1,850
bus+train
3,801
2,450
671
26
451
803.2
29,735.6
767.2
28,165.2
0
1
1
0
0
49
0
1003_3208
10
15
401
2,130
0
620
194
2
1,850
bus+train
3,819
2,531
668
26
448
799.3
29,907.8
943.4
28,165.2
0
1
1
0
0
49
0
1003_3208
11
15
245
2,130
0
680
194
2
1,850
bus+train
3,830
2,375
775
26
555
927.2
29,656.6
564.3
28,165.2
0
1
1
0
0
49
0
1003_3208
12
15
97
2,130
0
695
194
2
1,850
bus+train
3,710
2,227
788
26
568
943.2
29,423.5
315.2
28,165.2
0
1
1
0
0
49
0
1003_3208
13
15
142
2,130
0
573
225
2
1,850
bus+train
3,664
2,272
819
26
568
980.7
29,378
232.2
28,165.2
0
1
1
0
0
49
0
1003_3208
14
15
2,528
2,010
0
868
374
1
1,950
bus+train
6,479
4,538
1,073
26
673
1,285.1
34,236
10,197.7
22,753.2
0
1
1
0
0
49
0
1003_3209
0
13
0
3,505
0
686
43
1
2,050
train_only
4,298
3,505
107
26
38
126.1
37,885.6
0
37,759.4
0
0
1
0
50
50
1
1003_3209
1
13
382
2,130
0
978
194
2
1,950
bus+train
3,721
2,512
231
26
11
275.4
30,349.2
1,908.6
28,165.2
0
1
1
0
0
50
0
1003_3209
2
13
3,273
2,280
0
756
158
1
1,950
bus+train
6,931
5,553
622
26
438
744.6
35,142.7
12,891.8
21,506.3
0
1
1
0
0
50
0
1003_3209
3
13
0
2,355
0
1,310
130
2
1,950
train_only
3,859
2,355
194
26
38
230.3
30,310.7
0
30,080.4
0
0
1
0
0
50
0
1003_3209
4
13
390
2,130
0
1,180
192
2
1,950
bus+train
4,051
2,520
351
26
133
418.5
30,446.3
1,862.6
28,165.2
0
1
1
0
0
50
0
1003_3209
5
13
449
2,130
0
1,430
194
3
1,950
bus+train
4,516
2,579
507
26
287
605.8
30,940
2,169
28,165.2
0
1
1
0
0
50
0
1003_3209
6
13
642
2,130
0
1,300
194
2
1,950
bus+train
4,803
2,772
731
26
511
874.1
30,903.7
1,864.4
28,165.2
0
1
1
0
0
50
0
1003_3209
7
13
552
2,430
0
1,034
177
2
2,050
bus+train
4,765
2,982
749
26
546
897
37,586.2
3,981.9
32,707.2
0
1
1
0
0
50
0
1003_3209
8
13
530
2,130
0
1,337
194
2
1,950
bus+train
4,740
2,660
743
26
523
889.1
31,306
2,251.7
28,165.2
0
1
1
0
0
50
0
1003_3209
9
13
4,052
630
0
872
110
2
3,400
bus+train
6,217
4,682
663
26
527
792.7
33,342.7
27,753.6
4,796.4
0
1
1
0
0
50
0
1003_3209
10
13
512
2,130
0
922
360
2
1,850
bus+train
4,461
2,642
897
26
511
1,073.9
30,533.8
1,294.8
28,165.2
0
1
1
0
0
50
0
1003_3209
11
13
3,059
1,830
0
624
189
1
1,950
bus+train
6,284
4,889
771
26
556
923.6
34,959.4
13,868.4
20,167.5
0
1
1
0
0
50
0
1003_3209
12
13
3,986
2,010
0
326
203
1
2,050
bus+train
7,078
5,996
756
26
527
904.2
36,997.1
13,339.7
22,753.2
0
1
1
0
0
50
0
1003_3210
0
7
0
3,414
0
564
43
1
2,050
train_only
4,073
3,414
95
26
26
112.8
36,985.6
0
36,872.8
0
0
1
0
108
108
1
1003_3210
1
7
0
2,452
0
1,188
130
2
1,950
train_only
3,822
2,452
182
26
26
217
31,183.9
0
30,966.9
0
0
1
0
0
108
0
1003_3210
2
7
3,504
630
0
1,155
110
2
1,950
bus+train
5,726
4,134
437
26
301
522.6
31,610.3
26,291.3
4,796.4
0
1
1
0
0
108
0
1003_3210
3
7
3,647
630
0
1,215
110
2
1,950
bus+train
5,994
4,277
502
26
366
599.2
32,106.9
26,711.3
4,796.4
0
1
1
0
0
108
0
1003_3210
4
7
3,448
630
0
1,155
110
2
1,950
bus+train
5,810
4,078
577
26
441
690.1
31,611.8
26,125.3
4,796.4
0
1
1
0
0
108
0
1003_3210
5
7
3,781
630
0
1,215
110
2
1,950
bus+train
6,268
4,411
642
26
506
767.6
32,536.9
26,972.8
4,796.4
0
1
1
0
0
108
0
1003_3210
6
7
3,845
630
0
1,215
110
2
1,950
bus+train
6,369
4,475
679
26
543
812
32,812.4
27,204
4,796.4
0
1
1
0
0
108
0
1003_3211
0
8
0
3,256
0
661
43
1
1,950
train_only
4,015
3,256
98
26
29
116.5
34,861.3
0
34,744.9
0
0
1
0
165
165
1
1003_3211
1
8
2,648
630
0
430
110
1
3,300
bus+train
3,999
3,278
291
26
155
346.8
28,633
23,489.8
4,796.4
0
1
1
0
0
165
0
1003_3211
2
8
2,948
630
0
490
110
1
3,300
bus+train
4,657
3,578
589
26
453
704.4
29,405.3
23,904.4
4,796.4
0
1
1
0
0
165
0
1003_3211
3
8
1,906
1,830
0
539
122
1
1,950
bus+train
4,855
3,736
580
26
432
693.5
32,241.7
11,380.7
20,167.5
0
1
1
0
0
165
0
1003_3211
4
8
1,498
2,640
0
789
166
1
2,050
bus+train
5,610
4,138
683
26
491
818.3
39,839.7
9,289.1
29,732.2
0
1
1
0
0
165
0
1003_3211
5
8
2,083
2,010
0
677
203
1
1,850
bus+train
5,503
4,093
733
26
504
877
30,868
7,237.8
22,753.2
0
1
1
0
0
165
0
1003_3211
6
8
2,174
2,640
0
619
86
1
2,050
bus+train
6,071
4,814
638
26
526
764.2
38,184.4
7,688
29,732.2
0
1
1
0
0
165
0
1003_3211
7
8
2,430
1,830
0
848
122
2
1,950
bus+train
5,782
4,260
674
26
526
807.8
33,139.1
12,163.8
20,167.5
0
1
1
0
0
165
0
1003_3212
0
9
0
3,127
0
535
43
1
1,950
train_only
3,800
3,127
138
26
69
164
34,057
0
33,893
0
0
1
0
113
113
1
1003_3212
1
9
2,440
2,640
0
473
86
1
2,050
bus+train
6,009
5,080
456
26
344
545.6
36,933
6,655.1
29,732.2
0
1
1
0
0
113
0