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_212
2
24
1,379
600
0
551
137
1
1,650
bus+train
2,868
1,979
338
26
175
403.6
16,437
11,106.5
4,926.9
0
1
1
0
6
1,003
0.005982
1003_212
3
24
1,624
300
0
668
75
2
1,650
bus+train
2,868
1,924
276
26
175
329.1
16,358.8
12,996.7
3,033.1
0
1
1
0
0
1,003
0
1003_212
4
24
1,457
360
0
734
113
1
1,550
bus+train
2,901
1,817
350
26
211
417.9
13,531.1
10,604.9
2,508.2
0
1
1
0
0
1,003
0
1003_212
5
24
1,630
360
0
794
113
1
1,550
bus+train
3,117
1,990
333
26
194
396.1
13,859.6
10,955.2
2,508.2
0
1
1
0
0
1,003
0
1003_212
6
24
1,655
300
0
668
75
2
1,650
bus+train
2,918
1,955
295
26
194
351.4
16,622.5
13,238
3,033.1
0
1
1
0
0
1,003
0
1003_212
7
24
1,410
600
0
551
137
1
1,650
bus+train
2,918
2,010
357
26
194
426
16,700.7
11,347.8
4,926.9
0
1
1
0
0
1,003
0
1003_212
8
24
1,706
300
0
476
57
3
1,650
bus+train
2,776
2,006
294
26
211
350.6
15,674.5
12,290.8
3,033.1
0
1
1
0
0
1,003
0
1003_212
9
24
1,879
300
0
476
57
3
1,650
bus+train
2,937
2,179
282
26
199
335.8
16,010.1
12,641.2
3,033.1
0
1
1
0
0
1,003
0
1003_212
10
24
592
990
0
358
241
1
1,550
bus+train
2,406
1,582
466
26
199
556.7
13,959.3
4,156.2
9,246.4
0
1
1
0
0
1,003
0
1003_212
11
24
1,755
300
0
668
75
2
1,650
bus+train
3,068
2,055
345
26
244
411.2
17,307.1
13,862.9
3,033.1
0
1
1
0
0
1,003
0
1003_212
12
24
1,510
600
0
551
137
1
1,650
bus+train
3,068
2,110
407
26
244
485.8
17,385.3
11,972.7
4,926.9
0
1
1
0
0
1,003
0
1003_212
13
24
1,730
300
0
566
57
3
1,650
bus+train
2,923
2,030
327
26
244
389.7
15,482.2
12,059.4
3,033.1
0
1
1
0
0
1,003
0
1003_212
14
24
1,577
1,200
0
571
45
2
1,650
bus+train
3,722
2,777
374
26
303
447.7
18,489
9,348.6
8,692.7
0
1
1
0
0
1,003
0
1003_212
15
24
1,550
300
0
728
75
2
1,650
bus+train
3,168
1,850
590
26
489
705.2
16,399.8
12,661.6
3,033.1
0
1
1
0
0
1,003
0
1003_212
16
24
1,305
600
0
611
137
1
1,650
bus+train
3,168
1,905
652
26
489
779.7
16,478
10,771.4
4,926.9
0
1
1
0
0
1,003
0
1003_212
17
24
1,692
300
0
668
75
2
1,650
bus+train
3,260
1,992
600
26
499
717.5
17,279.4
13,528.9
3,033.1
0
1
1
0
0
1,003
0
1003_212
18
24
1,447
600
0
551
137
1
1,650
bus+train
3,260
2,047
662
26
499
792
17,357.6
11,638.7
4,926.9
0
1
1
0
0
1,003
0
1003_212
19
24
1,724
300
0
668
75
2
1,650
bus+train
3,333
2,024
641
26
540
767.2
17,366
13,565.8
3,033.1
0
1
1
0
0
1,003
0
1003_212
20
24
1,479
600
0
551
137
1
1,650
bus+train
3,333
2,079
703
26
540
841.7
17,444.2
11,675.6
4,926.9
0
1
1
0
0
1,003
0
1003_212
21
24
1,699
300
0
626
57
3
1,550
bus+train
3,238
1,999
613
26
530
732.9
15,528.3
11,762.3
3,033.1
0
1
1
0
0
1,003
0
1003_212
22
24
652
990
0
515
241
2
1,550
bus+train
2,926
1,642
769
26
502
920.4
14,383.9
4,217.1
9,246.4
0
1
1
0
0
1,003
0
1003_212
23
24
2,643
180
0
1,090
30
2
1,650
bus+train
4,539
2,823
626
26
570
749.7
18,619.8
16,870.2
999.9
0
1
1
0
0
1,003
0
1003_213
0
9
0
1,590
0
852
81
1
1,550
train_only
2,633
1,590
191
26
84
226.3
14,866
0
14,639.7
0
0
1
0
494
495
0.99798
1003_213
1
9
975
990
0
563
241
1
1,650
bus+train
2,932
1,965
404
26
137
482.1
16,264.9
6,536.3
9,246.4
0
1
1
0
0
495
0
1003_213
2
9
1,055
1,200
0
522
112
1
1,650
bus+train
3,314
2,255
537
26
399
642.7
17,544.7
8,209.3
8,692.7
0
1
1
0
1
495
0.00202
1003_213
3
9
2,166
300
0
1,045
57
2
1,650
bus+train
3,731
2,466
220
26
137
261.3
15,847.6
12,553.3
3,033.1
0
1
1
0
0
495
0
1003_213
4
9
1,537
600
0
595
137
2
1,650
bus+train
3,294
2,137
562
26
399
672.5
17,580.3
11,980.9
4,926.9
0
1
1
0
0
495
0
1003_213
5
9
1,636
600
0
618
137
2
1,650
bus+train
3,476
2,236
622
26
459
743.4
17,809.4
12,139.2
4,926.9
0
1
1
0
0
495
0
1003_213
6
9
1,151
1,200
0
582
112
1
1,650
bus+train
3,643
2,351
710
26
572
848.7
18,412.7
8,871.3
8,692.7
0
1
1
0
0
495
0
1003_213
7
9
1,633
600
0
655
137
2
1,650
bus+train
3,623
2,233
735
26
572
878.5
18,448.2
12,642.9
4,926.9
0
1
1
0
0
495
0
1003_213
8
9
1,080
990
0
623
241
1
1,650
bus+train
3,532
2,070
839
26
572
1,003.3
17,384.1
7,134.4
9,246.4
0
1
1
0
0
495
0
1003_214
0
3
0
1,740
0
446
81
1
1,650
train_only
2,298
1,740
112
26
5
131.4
15,575.2
0
15,443.8
0
0
1
0
466
469
1
1003_214
1
3
1,026
990
0
680
241
1
1,650
bus+train
3,519
2,016
823
26
556
985.1
16,374.1
6,142.6
9,246.4
0
1
1
0
0
469
0
1003_214
2
3
2,294
300
0
1,009
57
2
1,650
bus+train
4,242
2,594
639
26
556
764.2
15,956.8
12,159.6
3,033.1
0
1
1
0
0
469
0
1003_215
0
6
422
1,680
0
608
96
2
1,650
bus+train
2,840
2,102
130
26
8
153.9
17,573
2,176.4
15,242.7
0
1
1
0
0
350
0
1003_215
1
6
0
2,040
0
530
236
1
1,650
train_only
2,840
2,040
270
26
8
322.1
18,176.2
0
17,854.1
0
0
1
0
350
350
1
1003_215
2
6
0
3,180
0
375
31
1
1,850
train_only
3,620
3,180
65
26
8
76.3
29,998.6
0
29,922.3
0
0
1
0
0
350
0
1003_215
3
6
2,120
180
0
642
124
2
1,650
bus+train
3,400
2,300
458
26
308
546.1
19,226.5
16,040.1
2,640.3
0
1
1
0
0
350
0
1003_215
4
6
2,628
0
0
463
87
1
1,600
bus_only
3,654
2,628
563
168
308
672.5
20,411.2
19,738.8
0
0
1
0
0
0
350
0
1003_215
5
6
2,125
180
0
1,209
124
2
1,650
bus+train
4,121
2,305
607
26
457
725.7
19,223.5
15,857.4
2,640.3
0
1
1
0
0
350
0
1003_216
0
15
0
2,010
0
764
81
1
1,650
train_only
2,901
2,010
127
26
20
149.7
18,272
0
18,122.3
0
0
1
0
0
1,109
0
1003_216
1
15
0
1,545
0
783
347
2
1,650
train_only
2,721
1,545
393
26
20
468.6
17,913.3
0
17,444.6
0
0
1
0
1,109
1,109
1
1003_216
2
15
2,259
180
0
680
124
1
1,650
bus+train
3,496
2,439
377
26
227
449.2
18,304.1
15,214.6
2,640.3
0
1
1
0
0
1,109
0
1003_216
3
15
2,270
180
0
823
124
2
1,650
bus+train
3,596
2,450
323
26
173
385.8
18,419.3
15,393.2
2,640.3
0
1
1
0
0
1,109
0
1003_216
4
15
60
1,585
0
748
287
2
1,650
bus+train
2,799
1,645
406
26
93
483.8
19,118.6
801.5
17,833.3
0
1
1
0
0
1,109
0
1003_216
5
15
639
1,180
0
823
272
2
1,650
bus+train
3,167
1,819
525
26
227
626
17,622.9
3,401.4
13,595.5
0
1
1
0
0
1,109
0
1003_216
6
15
193
1,335
0
830
301
2
1,650
bus+train
2,912
1,528
554
26
227
660.3
17,405.1
1,654.4
15,090.5
0
1
1
0
0
1,109
0
1003_216
7
15
3,147
0
0
407
87
1
1,700
bus_only
4,107
3,147
553
168
298
660.5
20,666.8
20,006.3
0
0
1
0
0
0
1,109
0
1003_216
8
15
2,434
300
0
883
75
3
1,750
bus+train
4,016
2,734
399
26
298
475.6
20,669.6
17,160.9
3,033.1
0
1
1
0
0
1,109
0
1003_216
9
15
2,186
600
0
769
137
2
1,750
bus+train
4,016
2,786
461
26
298
550.2
20,747.8
15,270.7
4,926.9
0
1
1
0
0
1,109
0
1003_216
10
15
100
1,585
0
748
287
2
1,650
bus+train
3,004
1,685
571
26
258
681.7
19,502.7
987.7
17,833.3
0
1
1
0
0
1,109
0
1003_216
11
15
99
1,585
0
808
287
2
1,650
bus+train
3,077
1,684
585
26
272
699
19,698
1,165.7
17,833.3
0
1
1
0
0
1,109
0
1003_216
12
15
2,311
180
0
883
124
2
1,650
bus+train
3,952
2,491
578
26
428
691.5
18,983.1
15,651.3
2,640.3
0
1
1
0
0
1,109
0
1003_216
13
15
3,337
0
0
884
53
1
1,600
bus_only
4,870
3,337
649
168
428
776.7
20,758.6
19,981.8
0
0
1
0
0
0
1,109
0
1003_216
14
15
2,978
0
0
976
87
1
1,600
bus_only
4,637
2,978
683
168
428
817.9
20,167.9
19,350
0
0
1
0
0
0
1,109
0
1003_217
0
10
0
2,190
0
420
81
1
1,650
train_only
2,728
2,190
118
26
11
139.1
19,510.3
0
19,371.3
0
0
1
0
126
126
1
1003_217
1
10
0
1,860
0
636
105
2
1,650
train_only
2,638
1,860
142
26
11
166.5
16,735.4
0
16,568.9
0
0
1
0
0
126
0
1003_217
2
10
1,761
180
0
615
124
1
1,650
bus+train
2,891
1,941
335
26
185
399.4
17,024.6
13,984.8
2,640.3
0
1
1
0
0
126
0
1003_217
3
10
1,668
300
0
584
57
2
1,650
bus+train
2,820
1,968
268
26
185
319
19,048.7
15,696.7
3,033.1
0
1
1
0
0
126
0
1003_217
4
10
0
1,800
0
441
40
1
1,650
train_only
2,638
1,800
397
346
11
473.8
16,845
0
16,371.1
0
0
1
0
0
126
0
1003_217
5
10
2,114
180
0
491
124
2
1,650
bus+train
3,285
2,294
500
26
350
597.6
20,144.5
16,906.6
2,640.3
0
1
1
0
0
126
0
1003_217
6
10
36
1,520
0
689
301
2
1,650
bus+train
2,757
1,556
512
26
185
610.5
16,125.6
424.7
15,090.5
0
1
1
0
0
126
0
1003_217
7
10
1,827
180
0
615
124
1
1,650
bus+train
3,260
2,007
638
26
488
762.8
17,983.7
14,580.5
2,640.3
0
1
1
0
0
126
0
1003_217
8
10
2,647
0
0
599
63
1
1,600
bus_only
3,827
2,647
581
168
350
694.9
20,325.7
19,630.8
0
0
1
0
0
0
126
0
1003_217
9
10
102
1,520
0
689
301
2
1,650
bus+train
3,126
1,622
815
26
488
973.9
17,084.6
1,020.3
15,090.5
0
1
1
0
0
126
0
1003_218
0
2
1,912
180
0
398
124
1
1,650
bus+train
2,711
2,092
221
26
71
261.9
15,889
12,986.7
2,640.3
0
1
1
0
0
45
0
1003_218
1
2
0
1,325
0
529
103
1
1,650
train_only
2,294
1,325
440
26
311
525.8
15,616.3
0
15,090.5
0
0
1
0
45
45
1
1003_219
0
18
0
2,700
0
577
31
1
1,850
train_only
3,342
2,700
65
26
8
76.5
25,796.5
0
25,720
0
0
1
0
188
188
1
1003_219
1
18
130
1,155
0
775
195
2
1,550
bus+train
2,420
1,285
360
26
139
429.5
14,759.2
734.3
13,595.5
0
1
1
0
0
188
0
1003_219
2
18
1,716
300
0
538
57
1
1,650
bus+train
2,807
2,016
253
26
170
301.7
17,467.5
14,132.7
3,033.1
0
1
1
0
0
188
0
1003_219
3
18
1,785
180
0
1,452
30
1
1,550
bus+train
3,612
1,965
195
26
139
232.7
13,614.5
12,381.8
999.9
0
1
1
0
0
188
0
1003_219
4
18
1,893
330
0
308
40
2
1,650
bus+train
2,767
2,223
236
26
170
282.2
19,457.3
15,135.4
4,039.8
0
1
1
0
0
188
0
1003_219
5
18
1,673
300
0
720
57
2
1,650
bus+train
2,915
1,973
222
26
139
264.4
17,216.2
13,918.7
3,033.1
0
1
1
0
0
188
0
1003_219
6
18
1,576
180
0
451
124
1
1,550
bus+train
2,579
1,756
372
26
222
443.9
14,908.8
11,824.6
2,640.3
0
1
1
0
0
188
0
1003_219
7
18
1,954
300
0
578
57
2
1,650
bus+train
3,151
2,254
319
26
236
378.9
18,745.1
15,333.2
3,033.1
0
1
1
0
0
188
0
1003_219
8
18
1,691
180
0
391
124
1
1,550
bus+train
2,715
1,871
453
26
303
541.2
15,522.7
12,341.1
2,640.3
0
1
1
0
0
188
0
1003_219
9
18
1,737
180
0
831
124
2
1,650
bus+train
3,089
1,917
341
26
191
405.9
15,598
12,551.7
2,640.3
0
1
1
0
0
188
0
1003_219
10
18
1,623
300
0
538
57
1
1,650
bus+train
2,973
1,923
512
26
429
612
17,134.3
13,489.2
3,033.1
0
1
1
0
0
188
0
1003_219
11
18
176
1,155
0
909
195
2
1,550
bus+train
2,683
1,331
443
26
222
528.3
15,072
948.3
13,595.5
0
1
1
0
0
188
0
1003_219
12
18
172
1,155
0
964
195
2
1,550
bus+train
2,733
1,327
442
26
221
527.2
15,070.5
947.8
13,595.5
0
1
1
0
0
188
0
1003_219
13
18
112
1,155
0
969
195
2
1,550
bus+train
2,695
1,267
459
26
238
546.8
14,676.7
534.4
13,595.5
0
1
1
0
0
188
0
1003_219
14
18
1,800
330
0
308
40
2
1,650
bus+train
2,933
2,130
495
26
429
592.5
19,124.1
14,491.9
4,039.8
0
1
1
0
0
188
0
1003_219
15
18
120
1,155
0
762
320
2
1,550
bus+train
2,582
1,275
545
26
199
650.2
14,464.1
218.4
13,595.5
0
1
1
0
0
188
0
1003_219
16
18
1,940
330
0
741
40
2
1,650
bus+train
3,488
2,270
477
26
411
570.3
18,088.8
13,478.7
4,039.8
0
1
1
0
0
188
0
1003_219
17
18
70
1,155
0
835
195
2
1,550
bus+train
2,772
1,225
712
26
491
850.9
14,751.2
304.8
13,595.5
0
1
1
0
0
188
0
1003_220
0
15
0
1,650
0
841
0
1
1,650
train_only
2,537
1,650
46
26
20
53.3
15,962.4
0
15,909.1
0
0
1
0
0
47
0
1003_220
1
15
0
1,080
0
900
151
2
1,550
train_only
2,177
1,080
197
26
20
233
13,149
0
12,916
0
0
1
0
47
47
1
1003_220
2
15
1,474
180
0
653
124
1
1,550
bus+train
2,583
1,654
276
26
126
328.5
13,839
10,870.1
2,640.3
0
1
1
0
0
47
0
1003_220
3
15
1,688
180
0
1,102
30
1
1,550
bus+train
3,179
1,868
209
26
153
248.7
12,545.6
11,297
999.9
0
1
1
0
0
47
0
1003_220
4
15
1,424
180
0
859
124
1
1,550
bus+train
2,804
1,604
341
26
191
407.1
13,296.7
10,249.3
2,640.3
0
1
1
0
0
47
0
1003_220
5
15
0
1,380
0
691
40
1
1,550
train_only
2,463
1,380
392
346
6
468.3
13,422.9
0
12,954.6
0
0
1
0
0
47
0
1003_220
6
15
48
990
0
927
202
2
1,550
bus+train
2,384
1,038
419
26
191
499.8
13,111.3
518.6
12,092.8
0
1
1
0
0
47
0
1003_220
7
15
1,404
450
0
808
134
1
1,650
bus+train
3,108
1,854
446
26
286
534.2
16,043.1
11,294.3
4,214.6
0
1
1
0
0
47
0
1003_220
8
15
86
990
0
987
202
2
1,550
bus+train
2,577
1,076
514
26
286
614.1
13,655.5
948.5
12,092.8
0
1
1
0
0
47
0
1003_220
9
15
1,592
180
0
1,042
30
1
1,550
bus+train
3,383
1,772
569
26
513
681.3
12,386.8
10,705.6
999.9
0
1
1
0
0
47
0
1003_220
10
15
1,378
180
0
593
124
1
1,550
bus+train
2,814
1,558
663
26
513
793.4
13,712.5
10,278.7
2,640.3
0
1
1
0
0
47
0
1003_220
11
15
2,974
0
0
511
29
1
1,600
bus_only
4,155
2,974
670
168
473
801.6
16,215.3
15,413.7
0
0
1
0
0
0
47
0
1003_220
12
15
1,933
210
0
1,484
26
2
1,550
bus+train
4,228
2,143
601
26
549
718.6
14,809.2
12,928.5
1,162.1
0
1
1
0
0
47
0
1003_220
13
15
2,212
0
0
1,299
0
1
1,500
bus_only
4,228
2,212
717
168
549
858.8
15,007.3
14,148.5
0
0
1
0
0
0
47
0
1003_220
14
15
2,355
0
0
291
0
1
1,600
bus_only
3,501
2,355
855
306
549
1,024.6
16,308.3
15,283.7
0
0
1
0
0
0
47
0