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_4921
3
15
0
3,361
0
785
297
2
2,150
train_only
4,477
3,361
331
26
8
394.1
40,611
0
40,217
0
0
1
0
196
197
0.994924
1003_4921
4
15
4,007
0
0
601
57
1
2,000
bus_only
5,014
4,007
406
306
43
485.1
37,416.8
36,931.8
0
0
1
0
0
0
197
0
1003_4921
5
15
2,203
1,741
0
502
77
1
2,050
bus+train
4,837
3,944
391
306
8
466.2
38,918.5
18,021.7
20,430.6
0
1
1
0
0
197
0
1003_4921
6
15
4,852
0
0
802
14
2
2,000
bus_only
6,136
4,852
482
207
261
576.6
36,998.8
36,422.2
0
0
1
0
0
0
197
0
1003_4921
7
15
4,675
0
0
837
57
1
2,000
bus_only
6,136
4,675
624
306
261
746.6
37,889
37,142.4
0
0
1
0
0
0
197
0
1003_4921
8
15
5,182
0
0
491
20
2
2,000
bus_only
6,235
5,182
562
306
236
672.4
38,610.6
37,938.2
0
0
1
0
0
0
197
0
1003_4921
9
15
5,090
0
0
598
14
1
2,000
bus_only
6,397
5,090
709
207
488
849.1
38,659.6
37,810.4
0
0
1
0
0
0
197
0
1003_4921
10
15
4,788
0
0
658
14
1
2,000
bus_only
6,216
4,788
770
207
549
922
37,811.4
36,889.4
0
0
1
0
0
0
197
0
1003_4921
11
15
4,198
0
0
601
57
1
2,000
bus_only
5,650
4,198
851
306
488
1,019.1
38,411.7
37,392.6
0
0
1
0
0
0
197
0
1003_4921
12
15
5,021
0
0
691
14
2
2,000
bus_only
6,416
5,021
704
207
483
843.8
36,544.7
35,700.9
0
0
1
0
0
0
197
0
1003_4921
13
15
3,851
0
0
661
57
1
2,000
bus_only
5,418
3,851
906
306
543
1,084
37,555.6
36,471.6
0
0
1
0
0
0
197
0
1003_4921
14
15
4,844
0
0
726
57
1
2,000
bus_only
6,416
4,844
846
306
483
1,013.8
37,434.9
36,421.1
0
0
1
0
0
0
197
0
1003_4922
0
7
0
2,928
0
1,403
11
2
2,050
train_only
4,373
2,928
42
26
5
48.4
35,804.9
0
35,756.6
0
0
1
0
0
57
0
1003_4922
1
7
0
3,088
0
688
146
2
2,050
train_only
3,953
3,088
177
26
5
208.4
35,976.9
0
35,768.5
0
0
1
0
57
57
1
1003_4922
2
7
2,959
630
0
625
175
1
3,400
bus+train
4,527
3,589
313
26
112
372.7
33,920.9
28,751.8
4,796.4
0
1
1
0
0
57
0
1003_4922
3
7
2,380
1,050
0
766
66
2
2,050
bus+train
4,429
3,430
233
26
141
277.2
37,773.3
26,978.9
10,517.2
0
1
1
0
0
57
0
1003_4922
4
7
3,267
0
0
718
57
1
2,000
bus_only
4,460
3,267
475
306
112
567.2
35,809.9
35,242.6
0
0
1
0
0
0
57
0
1003_4922
5
7
2,940
630
0
605
175
2
3,400
bus+train
4,579
3,570
404
26
203
482.9
33,936.4
28,657.1
4,796.4
0
1
1
0
0
57
0
1003_4922
6
7
2,954
630
0
839
175
2
3,400
bus+train
4,843
3,584
420
26
219
501.5
33,994.6
28,696.6
4,796.4
0
1
1
0
0
57
0
1003_4923
0
7
0
2,688
0
1,116
11
2
1,950
train_only
3,849
2,688
45
26
8
52.1
33,564.6
0
33,512.5
0
0
1
0
142
142
1
1003_4923
1
7
2,813
0
0
1,029
42
1
3,100
bus_only
4,397
2,813
555
306
207
663.9
35,691.6
35,027.7
0
0
1
0
0
0
142
0
1003_4923
2
7
3,428
330
0
694
183
1
1,950
bus+train
4,785
3,758
333
26
124
396.4
33,235.8
30,840
1,999.3
0
1
1
0
0
142
0
1003_4923
3
7
2,337
630
0
1,133
175
1
3,400
bus+train
4,464
2,967
364
26
163
434
31,748
26,517.5
4,796.4
0
1
1
0
0
142
0
1003_4923
4
7
3,651
330
0
647
183
1
1,950
bus+train
5,221
3,981
593
26
384
709.3
32,668.6
29,960
1,999.3
0
1
1
0
0
142
0
1003_4923
5
7
3,627
330
0
634
183
1
1,950
bus+train
5,360
3,957
769
26
560
921.3
34,273.9
31,353.3
1,999.3
0
1
1
0
0
142
0
1003_4923
6
7
2,668
0
0
2,028
42
1
1,900
bus_only
5,543
2,668
847
306
499
1,014.3
35,452.4
34,438.1
0
0
1
0
0
0
142
0
1003_4924
0
8
0
2,626
0
595
11
2
1,950
train_only
3,273
2,626
52
26
15
60.6
31,881.7
0
31,821.1
0
0
1
0
150
150
1
1003_4924
1
8
1,514
690
0
632
145
2
3,300
bus+train
3,121
2,204
285
26
114
340.4
29,257.8
23,432.1
5,485.3
0
1
1
0
0
150
0
1003_4924
2
8
3,065
330
0
406
183
1
1,950
bus+train
4,112
3,395
311
26
102
370
31,185.3
28,816
1,999.3
0
1
1
0
0
150
0
1003_4924
3
8
2,326
0
0
577
42
1
1,900
bus_only
3,353
2,326
450
306
102
536.8
33,779.1
33,242.2
0
0
1
0
0
0
150
0
1003_4924
4
8
2,927
630
0
690
175
2
1,950
bus+train
4,860
3,557
613
26
412
733.3
31,484.1
25,954.3
4,796.4
0
1
1
0
0
150
0
1003_4924
5
8
2,765
630
0
690
175
2
1,950
bus+train
4,805
3,395
720
26
519
861.9
31,316.7
25,658.3
4,796.4
0
1
1
0
0
150
0
1003_4924
6
8
5,699
0
0
564
20
1
2,000
bus_only
7,432
5,699
1,169
306
843
1,400.6
36,409
35,008.4
0
0
1
0
0
0
150
0
1003_4924
7
8
5,518
0
0
564
20
1
1,900
bus_only
7,352
5,518
1,270
306
944
1,522.4
36,234.9
34,712.4
0
0
1
0
0
0
150
0
1003_4925
0
17
2,139
560
0
602
231
2
1,850
bus+train
3,577
2,699
276
26
19
327.1
27,611.3
20,605
6,679.1
0
1
1
0
0
92
0
1003_4925
1
17
0
2,517
0
827
146
2
1,850
train_only
3,519
2,517
175
26
3
206.3
28,906.5
0
28,700.2
0
0
1
0
92
92
1
1003_4925
2
17
3,401
0
0
665
57
1
1,800
bus_only
4,448
3,401
382
306
19
455.1
29,303.5
28,848.4
0
0
1
0
0
0
92
0
1003_4925
3
17
2,188
927
0
858
77
1
1,850
bus+train
4,359
3,115
386
306
3
460.5
30,384.9
18,021.7
11,902.7
0
1
1
0
0
92
0
1003_4925
4
17
3,540
0
0
785
77
2
1,900
bus_only
4,809
3,540
484
168
239
578.3
34,274.4
33,696
0
0
1
0
0
0
92
0
1003_4925
5
17
4,144
1,110
0
596
153
1
1,950
bus+train
6,273
5,254
423
26
244
505.8
33,739.4
22,505.6
10,728
0
1
1
0
0
92
0
1003_4925
6
17
5,544
0
0
792
31
1
2,100
bus_only
6,774
5,544
438
168
239
523
44,967.5
44,444.5
0
0
1
0
0
0
92
0
1003_4925
7
17
2,190
420
0
1,546
388
1
1,850
bus+train
4,809
2,610
653
26
239
781.3
28,324.2
22,714.3
4,828.7
0
1
1
0
0
92
0
1003_4925
8
17
4,175
0
0
1,087
20
1
1,900
bus_only
5,832
4,175
570
306
244
682.9
30,768.6
30,085.8
0
0
1
0
0
0
92
0
1003_4925
9
17
3,409
0
0
885
57
2
1,800
bus_only
4,981
3,409
687
306
324
823.1
29,459.3
28,636.3
0
0
1
0
0
0
92
0
1003_4925
10
17
4,273
0
0
614
6
1
1,800
bus_only
5,625
4,273
738
306
426
882.9
30,631.4
29,748.5
0
0
1
0
0
0
92
0
1003_4925
11
17
4,230
0
0
763
20
1
1,800
bus_only
5,726
4,230
733
306
407
877.7
30,599.8
29,722.1
0
0
1
0
0
0
92
0
1003_4925
12
17
3,691
0
0
709
57
1
1,800
bus_only
5,203
3,691
803
306
440
961.5
30,223.2
29,261.7
0
0
1
0
0
0
92
0
1003_4925
13
17
3,306
0
0
740
57
2
1,800
bus_only
4,835
3,306
789
306
426
944.5
29,532.4
28,587.9
0
0
1
0
0
0
92
0
1003_4925
14
17
3,363
0
0
788
57
2
1,800
bus_only
4,949
3,363
798
306
435
955.9
29,547.4
28,591.5
0
0
1
0
0
0
92
0
1003_4925
15
17
4,447
0
0
614
6
1
1,900
bus_only
5,893
4,447
832
306
520
996.4
31,585.8
30,589.4
0
0
1
0
0
0
92
0
1003_4925
16
17
3,491
0
0
885
57
2
1,800
bus_only
5,259
3,491
883
306
520
1,058
30,271.6
29,213.5
0
0
1
0
0
0
92
0
1003_4926
0
8
0
2,077
0
1,261
11
2
1,850
train_only
3,380
2,077
42
26
5
49.1
26,765.7
0
26,716.6
0
0
1
0
145
145
1
1003_4926
1
8
2,388
757
0
447
77
1
1,850
bus+train
3,980
3,145
388
306
5
463.4
28,624.4
18,021.7
10,139.3
0
1
1
0
0
145
0
1003_4926
2
8
4,221
0
0
352
6
1
1,800
bus_only
5,155
4,221
582
306
270
696.1
29,043.1
28,347
0
0
1
0
0
0
145
0
1003_4926
3
8
3,906
0
0
613
4
2
1,800
bus_only
5,014
3,906
495
207
284
592.7
28,815.9
28,223.2
0
0
1
0
0
0
145
0
1003_4926
4
8
4,034
0
0
292
6
1
1,800
bus_only
4,981
4,034
655
306
343
783.4
28,576.7
27,793.4
0
0
1
0
0
0
145
0
1003_4926
5
8
3,723
0
0
755
57
1
1,800
bus_only
5,111
3,723
633
306
270
757.8
28,063.5
27,305.7
0
0
1
0
0
0
145
0
1003_4926
6
8
3,102
0
0
1,325
57
1
1,800
bus_only
5,072
3,102
645
306
282
770.9
27,757.5
26,986.6
0
0
1
0
0
0
145
0
1003_4926
7
8
3,531
0
0
695
57
1
1,800
bus_only
4,932
3,531
706
306
343
845
27,597.1
26,752.1
0
0
1
0
0
0
145
0
1003_4927
0
8
0
1,999
0
944
11
2
1,850
train_only
2,986
1,999
43
26
6
49.9
25,553.1
0
25,503.2
0
0
1
0
134
167
0.802395
1003_4927
1
8
2,456
619
0
322
77
1
1,850
bus+train
3,786
3,075
389
306
6
464.2
27,203.5
18,021.7
8,717.5
0
1
1
0
0
167
0
1003_4927
2
8
3,604
0
0
876
14
1
1,700
bus_only
4,860
3,604
380
207
159
453.3
25,210.5
24,757.2
0
0
1
0
0
0
167
0
1003_4927
3
8
4,184
0
0
566
18
1
1,800
bus_only
5,204
4,184
454
306
130
543.1
26,348.1
25,805
0
0
1
0
0
0
167
0
1003_4927
4
8
3,188
0
0
307
57
1
1,800
bus_only
4,017
3,188
522
306
159
623.3
26,100.7
25,477.5
0
0
1
0
0
0
167
0
1003_4927
5
8
2,558
420
0
370
388
1
1,750
bus+train
3,928
2,978
580
26
166
692.6
24,968.9
19,447.6
4,828.7
0
1
1
0
33
167
0.197605
1003_4927
6
8
3,411
0
0
350
57
2
1,800
bus_only
4,614
3,411
853
306
490
1,021.8
27,138.5
26,116.7
0
0
1
0
0
0
167
0
1003_4927
7
8
4,306
0
0
626
18
1
1,800
bus_only
5,746
4,306
814
306
490
974.8
27,155.5
26,180.8
0
0
1
0
0
0
167
0
1003_4928
0
4
0
1,739
0
630
11
2
1,750
train_only
2,411
1,739
42
26
5
49.2
21,985.9
0
21,936.7
0
0
1
0
156
157
1
1003_4928
1
4
2,345
359
0
719
77
1
1,750
bus+train
3,811
2,704
388
306
5
463.5
23,636.3
18,021.7
5,151.1
0
1
1
0
0
157
0
1003_4928
2
4
3,442
630
0
435
175
1
1,750
bus+train
4,758
4,072
251
26
50
299.2
21,553.4
16,457.8
4,796.4
0
1
1
0
0
157
0
1003_4928
3
4
3,758
0
0
1,876
34
1
1,800
bus_only
6,447
3,758
813
306
473
974.1
27,782.9
26,808.8
0
0
1
0
0
0
157
0
1003_4929
0
11
0
1,380
0
1,028
11
1
1,650
train_only
2,463
1,380
55
26
18
63.9
16,849.6
0
16,785.7
0
0
1
0
0
14
0
1003_4929
1
11
0
1,525
0
421
103
1
1,650
train_only
2,140
1,525
194
26
65
229.9
17,027.5
0
16,797.6
0
0
1
0
14
14
1
1003_4929
2
11
2,235
0
0
687
0
0
1,600
bus_only
3,315
2,235
393
306
87
469.6
18,491.3
18,021.7
0
0
1
0
0
0
14
0
1003_4929
3
11
1,637
420
0
383
115
1
1,650
bus+train
2,668
2,057
228
26
87
270.7
17,711.7
12,612.3
4,828.7
0
1
1
0
0
14
0
1003_4929
4
11
0
2,130
0
739
0
1
1,750
train_only
3,100
2,130
231
26
205
276.3
23,456.2
0
23,180
0
0
1
0
0
14
0
1003_4929
5
11
1,849
420
0
383
115
1
1,650
bus+train
3,121
2,269
469
26
328
560.6
18,747
13,357.6
4,828.7
0
1
1
0
0
14
0
1003_4929
6
11
1,801
420
0
443
115
1
1,650
bus+train
3,189
2,221
525
26
384
626.7
18,435
12,979.6
4,828.7
0
1
1
0
0
14
0
1003_4929
7
11
2,441
0
0
687
0
0
1,600
bus_only
3,762
2,441
634
306
328
759.6
19,526.6
18,767
0
0
1
0
0
0
14
0
1003_4929
8
11
1,948
420
0
443
115
1
1,650
bus+train
3,461
2,368
650
26
509
777.7
19,643.6
14,037.2
4,828.7
0
1
1
0
0
14
0
1003_4929
9
11
2,393
0
0
747
0
0
1,600
bus_only
3,830
2,393
690
306
384
825.6
19,214.6
18,389
0
0
1
0
0
0
14
0
1003_4929
10
11
2,540
0
0
747
0
0
1,600
bus_only
4,102
2,540
815
306
509
976.6
20,423.3
19,446.6
0
0
1
0
0
0
14
0
1003_5000104
0
25
495
1,500
0
643
58
1
1,650
bus+train
2,746
1,995
108
26
24
127.2
16,410.7
2,416.8
13,866.7
0
1
1
0
14
14
1
1003_5000104
1
25
280
1,170
0
327
156
1
1,550
bus+train
2,100
1,450
323
26
141
385.2
12,363.5
1,205.8
10,772.5
0
1
1
0
0
14
0
1003_5000104
2
25
2,720
0
0
641
0
0
1,600
bus_only
3,707
2,720
346
207
139
413.9
16,635
16,221.1
0
0
1
0
0
0
14
0
1003_5000104
3
25
886
1,170
0
748
49
1
1,550
bus+train
2,905
2,056
101
26
26
119.4
12,391.9
1,500
10,772.5
0
1
1
0
0
14
0
1003_5000104
4
25
1,306
720
0
237
184
1
1,550
bus+train
2,479
2,026
216
26
6
256.9
12,399.8
4,745.6
7,397.3
0
1
1
0
0
14
0
1003_5000104
5
25
286
1,170
0
426
153
1
1,550
bus+train
2,238
1,456
356
26
177
424.9
12,334.7
1,137.3
10,772.5
0
1
1
0
0
14
0
1003_5000104
6
25
955
1,170
0
808
49
1
1,550
bus+train
3,211
2,125
278
26
203
331.7
12,777
1,672.9
10,772.5
0
1
1
0
0
14
0
1003_5000104
7
25
434
1,500
0
643
58
1
1,650
bus+train
2,894
1,934
317
26
233
376.9
16,448.1
2,204.5
13,866.7
0
1
1
0
0
14
0
1003_5000104
8
25
1,374
720
0
237
184
1
1,550
bus+train
2,741
2,094
410
26
200
489.5
12,806.2
4,919.4
7,397.3
0
1
1
0
0
14
0
1003_5000104
9
25
937
1,170
0
619
58
1
1,550
bus+train
3,077
2,107
351
26
267
419.8
12,548.3
1,356.1
10,772.5
0
1
1
0
0
14
0
1003_5000104
10
25
1,016
1,170
0
748
49
1
1,550
bus+train
3,268
2,186
334
26
259
398.7
12,987.7
1,816.6
10,772.5
0
1
1
0
0
14
0
1003_5000104
11
25
558
1,500
0
583
58
1
1,650
bus+train
3,006
2,058
365
26
281
436.1
16,964.9
2,662.1
13,866.7
0
1
1
0
0
14
0
1003_5000104
12
25
1,151
720
0
237
184
1
1,550
bus+train
2,585
1,871
477
26
267
570.7
12,473.1
4,505.2
7,397.3
0
1
1
0
0
14
0
1003_5000104
13
25
1,022
1,170
0
679
58
1
1,550
bus+train
3,265
2,192
394
26
310
470.3
12,756.1
1,513.3
10,772.5
0
1
1
0
0
14
0
1003_5000104
14
25
710
1,170
0
748
49
1
1,550
bus+train
3,038
1,880
410
26
335
490.2
12,476.6
1,213.9
10,772.5
0
1
1
0
0
14
0
1003_5000104
15
25
298
1,320
0
230
222
1
1,550
bus+train
2,377
1,618
529
26
281
632.7
13,222.2
641.4
11,948.1
0
1
1
0
0
14
0
1003_5000104
16
25
374
1,500
0
643
58
1
1,650
bus+train
2,997
1,874
480
26
396
573.4
16,494.7
2,054.7
13,866.7
0
1
1
0
0
14
0
1003_5000104
17
25
680
1,170
0
748
49
1
1,550
bus+train
3,072
1,850
474
26
399
566.8
12,449
1,109.8
10,772.5
0
1
1
0
0
14
0