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_4131
1
23
90
1,310
0
582
270
2
1,650
bus+train
2,527
1,400
545
26
249
651
16,671.8
930.4
15,090.5
0
1
1
0
0
156
0
1003_4131
2
23
0
2,125
0
463
103
1
1,650
train_only
2,762
2,125
174
26
45
206.3
16,675
0
16,468.7
0
0
1
0
155
156
0.99359
1003_4131
3
23
2,561
330
0
842
40
2
1,750
bus+train
3,930
2,891
197
26
131
234.5
21,229.7
16,955.4
4,039.8
0
1
1
0
0
156
0
1003_4131
4
23
2,435
330
0
571
40
2
1,750
bus+train
3,536
2,765
200
26
134
238.1
20,732.4
16,454.4
4,039.8
0
1
1
0
0
156
0
1003_4131
5
23
2,353
180
0
426
61
3
1,650
bus+train
3,177
2,533
218
26
131
259.6
18,537.2
15,637.3
2,640.3
0
1
1
0
0
156
0
1003_4131
6
23
2,377
180
0
426
61
3
1,650
bus+train
3,204
2,557
221
26
134
263.3
18,684.3
15,780.7
2,640.3
0
1
1
0
0
156
0
1003_4131
7
23
2,221
180
0
552
61
3
1,650
bus+train
3,174
2,401
221
26
134
263.3
17,789.4
14,885.8
2,640.3
0
1
1
0
0
156
0
1003_4131
8
23
2,997
0
0
663
0
1
1,600
bus_only
3,962
2,997
302
168
134
360.4
18,549.8
18,189.4
0
0
1
0
0
0
156
0
1003_4131
9
23
2,402
330
0
571
40
2
1,750
bus+train
3,618
2,732
315
26
249
376.9
20,533.5
16,116.8
4,039.8
0
1
1
0
0
156
0
1003_4131
10
23
2,188
180
0
552
61
3
1,650
bus+train
3,256
2,368
336
26
249
402
17,590.6
14,548.2
2,640.3
0
1
1
0
0
156
0
1003_4131
11
23
2,966
0
0
663
0
1
1,600
bus_only
4,046
2,966
417
168
249
499.2
18,351
17,851.8
0
0
1
0
0
0
156
0
1003_4131
12
23
147
1,555
0
658
220
2
1,650
bus+train
2,815
1,702
455
26
209
542.6
19,799.4
1,423.5
17,833.3
0
1
1
0
0
156
0
1003_4131
13
23
608
1,155
0
465
249
2
1,650
bus+train
2,752
1,763
524
26
249
625.8
16,994.7
2,773.4
13,595.5
0
1
1
0
0
156
0
1003_4131
14
23
197
1,555
0
658
220
2
1,650
bus+train
2,933
1,752
523
26
277
624
20,311
1,853.7
17,833.3
0
1
1
0
0
156
0
1003_4131
15
23
2,750
330
0
351
40
2
1,750
bus+train
3,917
3,080
486
26
420
581.2
23,282.4
18,661.4
4,039.8
0
1
1
0
0
156
0
1003_4131
16
23
2,293
180
0
457
61
3
1,650
bus+train
3,437
2,473
507
26
420
606.3
18,024.9
14,778.3
2,640.3
0
1
1
0
0
156
0
1003_4131
17
23
266
1,310
0
494
301
2
1,650
bus+train
2,717
1,576
647
26
320
773.2
17,036.4
1,172.7
15,090.5
0
1
1
0
0
156
0
1003_4131
18
23
2,659
330
0
291
40
2
1,750
bus+train
3,910
2,989
630
26
564
753.9
23,182.8
18,389.1
4,039.8
0
1
1
0
0
156
0
1003_4131
19
23
3,117
0
0
625
63
1
1,600
bus_only
4,393
3,117
651
168
420
778.5
20,681.6
19,903.2
0
0
1
0
0
0
156
0
1003_4131
20
23
2,202
180
0
397
61
3
1,650
bus+train
3,430
2,382
651
26
564
779
17,925.3
14,505.9
2,640.3
0
1
1
0
0
156
0
1003_4131
21
23
234
1,310
0
494
301
2
1,650
bus+train
2,790
1,544
752
26
425
898.8
17,042.9
1,053.6
15,090.5
0
1
1
0
0
156
0
1003_4131
22
23
3,026
0
0
565
63
1
1,600
bus_only
4,386
3,026
795
168
564
951.2
20,582
19,630.8
0
0
1
0
0
0
156
0
1003_4132
0
16
0
1,795
0
426
103
2
1,650
train_only
2,390
1,795
169
26
40
200.2
17,355.7
0
17,155.4
0
0
1
0
0
141
0
1003_4132
1
16
174
1,395
0
389
270
2
1,650
bus+train
2,488
1,569
530
26
234
632.2
17,512.4
1,789.7
15,090.5
0
1
1
0
0
141
0
1003_4132
2
16
0
2,240
0
396
103
1
1,650
train_only
2,805
2,240
169
26
40
200.2
17,509.8
0
17,309.5
0
0
1
0
141
141
1
1003_4132
3
16
2,521
330
0
520
40
2
1,750
bus+train
3,610
2,851
239
26
173
284.7
21,660.8
17,336.3
4,039.8
0
1
1
0
0
141
0
1003_4132
4
16
2,483
330
0
520
40
2
1,750
bus+train
3,633
2,813
300
26
234
358.1
21,374.1
16,976.2
4,039.8
0
1
1
0
0
141
0
1003_4132
5
16
31
1,640
0
511
220
2
1,650
bus+train
2,579
1,671
397
26
151
472.7
18,948.4
642.3
17,833.3
0
1
1
0
0
141
0
1003_4132
6
16
2,461
180
0
639
124
2
1,650
bus+train
3,603
2,641
323
26
173
384.7
19,523.2
16,498.2
2,640.3
0
1
1
0
0
141
0
1003_4132
7
16
3,139
0
0
916
0
1
1,600
bus_only
4,396
3,139
341
168
173
407
19,478.3
19,071.3
0
0
1
0
0
0
141
0
1003_4132
8
16
2,423
180
0
639
124
2
1,650
bus+train
3,626
2,603
384
26
234
458.2
19,236.5
16,138
2,640.3
0
1
1
0
0
141
0
1003_4132
9
16
215
1,395
0
389
270
2
1,650
bus+train
2,497
1,610
498
26
202
594
17,772.4
2,087.9
15,090.5
0
1
1
0
0
141
0
1003_4132
10
16
88
1,640
0
511
220
2
1,650
bus+train
2,701
1,728
462
26
216
551.7
19,348.4
963.4
17,833.3
0
1
1
0
0
141
0
1003_4132
11
16
3,101
0
0
916
0
1
1,600
bus_only
4,419
3,101
402
168
234
480.4
19,191.6
18,711.1
0
0
1
0
0
0
141
0
1003_4132
12
16
242
1,395
0
654
270
2
1,650
bus+train
2,877
1,637
586
26
290
699.2
17,893.1
2,103.5
15,090.5
0
1
1
0
0
141
0
1003_4132
13
16
334
1,395
0
492
301
2
1,650
bus+train
2,829
1,729
608
26
281
725.7
17,905
2,088.8
15,090.5
0
1
1
0
0
141
0
1003_4132
14
16
319
1,395
0
483
301
2
1,650
bus+train
3,031
1,714
834
26
507
997.7
17,952.3
1,864.1
15,090.5
0
1
1
0
0
141
0
1003_4132
15
16
145
1,640
0
594
220
3
1,650
bus+train
3,122
1,785
743
26
497
888.3
19,935.8
1,214.2
17,833.3
0
1
1
0
0
141
0
1003_4133
0
6
0
1,570
0
465
103
1
1,650
train_only
2,173
1,570
138
26
9
163.4
17,996.7
0
17,833.3
0
0
1
0
265
265
1
1003_4133
1
6
2,113
330
0
466
40
2
1,750
bus+train
3,116
2,443
207
26
141
247.4
22,279.2
17,992
4,039.8
0
1
1
0
0
265
0
1003_4133
2
6
2,275
180
0
580
124
1
1,650
bus+train
3,418
2,455
383
26
233
456.6
19,646.3
16,549.3
2,640.3
0
1
1
0
0
265
0
1003_4133
3
6
2,157
330
0
466
40
2
1,750
bus+train
3,371
2,487
418
26
352
500.2
22,969.6
18,429.6
4,039.8
0
1
1
0
0
265
0
1003_4133
4
6
2,210
180
0
580
124
1
1,650
bus+train
3,414
2,390
444
26
294
530.7
19,244.1
16,073.1
2,640.3
0
1
1
0
0
265
0
1003_4133
5
6
3,010
0
0
588
0
1
1,600
bus_only
4,806
3,010
1,208
168
1,040
1,446.8
21,173.7
19,727
0
0
1
0
0
0
265
0
1003_4134
0
15
2,236
330
0
673
40
2
1,750
bus+train
3,421
2,566
182
26
116
217
23,253.6
18,996.8
4,039.8
0
1
1
0
0
128
0
1003_4134
1
15
121
1,570
0
939
202
2
1,650
bus+train
2,974
1,691
344
26
116
409.1
19,247.3
1,004.9
17,833.3
0
1
1
0
0
128
0
1003_4134
2
15
0
2,470
0
613
103
1
1,650
train_only
3,306
2,470
223
26
94
265.4
19,373.7
0
19,108.4
0
0
1
0
128
128
1
1003_4134
3
15
2,099
1,440
0
775
54
1
1,750
bus+train
4,530
3,539
216
26
136
257
23,273.3
12,451.5
10,564.8
0
1
1
0
0
128
0
1003_4134
4
15
2,323
180
0
569
124
2
1,650
bus+train
3,361
2,503
289
26
139
343.4
19,517.9
16,534.2
2,640.3
0
1
1
0
0
128
0
1003_4134
5
15
2,354
180
0
509
124
2
1,650
bus+train
3,329
2,534
286
26
136
341.2
19,762.8
16,781.3
2,640.3
0
1
1
0
0
128
0
1003_4134
6
15
2,212
330
0
673
40
2
1,750
bus+train
3,498
2,542
283
26
217
337.5
23,078.4
18,701.1
4,039.8
0
1
1
0
0
128
0
1003_4134
7
15
2,068
1,440
0
775
54
1
1,750
bus+train
4,516
3,508
233
26
153
276.9
23,046.1
12,204.3
10,564.8
0
1
1
0
0
128
0
1003_4134
8
15
97
1,570
0
999
202
2
1,650
bus+train
3,111
1,667
445
26
217
530.1
19,072.5
709.1
17,833.3
0
1
1
0
0
128
0
1003_4134
9
15
2,837
0
0
538
169
1
1,700
bus_only
3,929
2,837
554
168
217
661.6
21,146.7
20,485.1
0
0
1
0
0
0
128
0
1003_4134
10
15
2,415
180
0
509
124
2
1,650
bus+train
3,630
2,595
526
26
376
629
20,264.9
16,995.6
2,640.3
0
1
1
0
0
128
0
1003_4134
11
15
2,129
1,440
0
775
54
1
1,750
bus+train
4,800
3,569
456
26
376
544.8
23,775.4
12,665.8
10,564.8
0
1
1
0
0
128
0
1003_4134
12
15
2,477
300
0
652
75
3
1,750
bus+train
4,115
2,777
686
26
585
820.4
22,620.9
18,767.4
3,033.1
0
1
1
0
0
128
0
1003_4134
13
15
2,205
600
0
562
137
2
1,750
bus+train
4,115
2,805
748
26
585
894.9
22,699
16,877.2
4,926.9
0
1
1
0
0
128
0
1003_4134
14
15
2,180
1,440
0
775
54
1
1,750
bus+train
5,060
3,620
665
26
585
795.2
24,333.3
12,973.3
10,564.8
0
1
1
0
0
128
0
1003_4135
0
24
2,300
330
0
874
40
2
1,750
bus+train
3,596
2,630
92
26
26
108.5
23,630.3
19,482
4,039.8
0
1
1
0
0
71
0
1003_4135
1
24
194
1,570
0
746
202
2
1,650
bus+train
2,764
1,764
254
26
26
301.1
19,624.5
1,490
17,833.3
0
1
1
0
0
71
0
1003_4135
2
24
2,858
0
0
375
169
1
1,700
bus_only
3,596
2,858
363
168
26
432.6
21,698.6
21,266
0
0
1
0
0
0
71
0
1003_4135
3
24
2,371
300
0
406
57
3
1,750
bus+train
3,186
2,671
109
26
26
128.1
21,771.6
18,610.5
3,033.1
0
1
1
0
0
71
0
1003_4135
4
24
0
2,710
0
358
103
1
1,650
train_only
3,387
2,710
319
26
190
379.7
20,187.8
0
19,808.1
0
0
1
0
71
71
1
1003_4135
5
24
2,333
330
0
874
40
2
1,750
bus+train
3,865
2,663
328
26
262
392
24,167.8
19,736
4,039.8
0
1
1
0
0
71
0
1003_4135
6
24
0
1,945
0
898
103
2
1,750
train_only
3,181
1,945
338
26
209
403.3
21,873.3
0
21,470
0
0
1
0
0
71
0
1003_4135
7
24
2,404
300
0
406
57
3
1,750
bus+train
3,455
2,704
345
26
262
411.5
22,309.1
18,864.6
3,033.1
0
1
1
0
0
71
0
1003_4135
8
24
2,500
300
0
744
57
2
1,750
bus+train
3,908
2,800
364
26
281
434.5
21,940
18,472.4
3,033.1
0
1
1
0
0
71
0
1003_4135
9
24
151
1,815
0
672
177
2
1,750
bus+train
3,103
1,966
465
26
262
554.4
22,529
1,724
20,250.6
0
1
1
0
0
71
0
1003_4135
10
24
227
1,570
0
746
202
2
1,650
bus+train
3,033
1,797
490
26
262
584.6
20,162
1,744.1
17,833.3
0
1
1
0
0
71
0
1003_4135
11
24
212
1,570
0
754
287
3
1,650
bus+train
3,003
1,782
467
26
154
557.2
20,498.4
2,107.9
17,833.3
0
1
1
0
0
71
0
1003_4135
12
24
2,558
300
0
744
57
2
1,750
bus+train
4,071
2,858
469
26
386
560.5
22,617.8
19,024.3
3,033.1
0
1
1
0
0
71
0
1003_4135
13
24
2,891
0
0
375
169
1
1,700
bus_only
3,865
2,891
599
168
262
716.1
22,236.1
21,520
0
0
1
0
0
0
71
0
1003_4135
14
24
189
1,570
0
681
287
2
1,650
bus+train
3,034
1,759
594
26
281
709.3
20,337
1,794.3
17,833.3
0
1
1
0
0
71
0
1003_4135
15
24
421
1,320
0
680
301
2
1,650
bus+train
3,029
1,741
608
26
281
726
19,184.1
3,367.6
15,090.5
0
1
1
0
0
71
0
1003_4135
16
24
3,154
0
0
1,071
53
1
1,700
bus_only
4,727
3,154
502
168
281
600.2
21,858.5
21,258.3
0
0
1
0
0
0
71
0
1003_4135
17
24
105
1,815
0
672
177
2
1,750
bus+train
3,200
1,920
608
26
405
726.7
22,248.6
1,271.4
20,250.6
0
1
1
0
0
71
0
1003_4135
18
24
0
1,790
0
1,127
149
2
1,650
train_only
3,493
1,790
576
26
401
688.6
20,358
0
19,669.3
0
0
1
0
0
71
0
1003_4135
19
24
2,227
330
0
874
40
2
1,750
bus+train
4,058
2,557
627
26
561
751.3
23,787.9
18,996.8
4,039.8
0
1
1
0
0
71
0
1003_4135
20
24
247
1,570
0
681
287
2
1,750
bus+train
3,197
1,817
699
26
386
835.3
21,014.8
2,346.2
17,833.3
0
1
1
0
0
71
0
1003_4135
21
24
479
1,320
0
680
301
2
1,650
bus+train
3,192
1,799
713
26
386
852
19,861.9
3,919.4
15,090.5
0
1
1
0
0
71
0
1003_4135
22
24
3,211
0
0
1,071
53
1
1,700
bus_only
4,889
3,211
607
168
386
726.2
22,536.3
21,810.2
0
0
1
0
0
0
71
0
1003_4135
23
24
2,298
300
0
406
57
3
1,750
bus+train
3,648
2,598
644
26
561
770.8
21,929.3
18,125.4
3,033.1
0
1
1
0
0
71
0
1003_4136
0
3
0
1,790
0
467
103
1
1,750
train_only
2,500
1,790
243
26
114
289
20,539.6
0
20,250.6
0
0
1
0
200
200
1
1003_4136
1
3
2,575
300
0
1,009
57
2
1,750
bus+train
4,434
2,875
550
26
467
658.2
23,676.8
19,985.5
3,033.1
0
1
1
0
0
200
0
1003_4136
2
3
2,972
0
0
729
158
1
1,700
bus_only
4,878
2,972
1,177
168
851
1,409.8
23,123.8
21,714
0
0
1
0
0
0
200
0
1003_4137
0
5
254
2,140
0
769
119
2
1,750
bus+train
3,355
2,394
192
26
47
227.9
20,871.2
1,039.9
19,603.5
0
1
1
0
0
81
0
1003_4137
1
5
0
2,080
0
711
103
2
1,750
train_only
3,082
2,080
291
26
162
346.8
21,424.6
0
21,077.8
0
0
1
0
1
81
0.012346
1003_4137
2
5
0
2,995
0
676
103
1
1,750
train_only
3,946
2,995
275
26
146
327
22,181.7
0
21,854.6
0
0
1
0
80
81
0.987654
1003_4137
3
5
289
2,270
0
588
126
2
1,750
bus+train
3,346
2,559
199
26
47
235.8
22,177.7
950.4
20,991.5
0
1
1
0
0
81
0
1003_4137
4
5
229
2,140
0
957
119
2
1,750
bus+train
3,814
2,369
488
26
343
583.1
21,783.2
1,596.6
19,603.5
0
1
1
0
0
81
0
1003_4138
0
4
0
2,285
0
420
103
1
1,750
train_only
2,838
2,285
133
26
4
157.7
22,515.3
0
22,357.6
0
0
1
0
162
162
1
1003_4138
1
4
3,447
300
0
1,826
67
2
1,750
bus+train
6,557
3,747
984
26
891
1,178.1
25,643.3
21,432.1
3,033.1
0
1
1
0
0
162
0
1003_4138
2
4
2,529
990
0
789
252
2
1,750
bus+train
5,477
3,519
1,169
26
891
1,400.5
25,629.9
14,983
9,246.4
0
1
1
0
0
162
0
1003_4138
3
4
2,037
1,680
0
443
400
1
1,850
bus+train
5,477
3,717
1,317
26
891
1,577.6
27,133.1
11,021.1
14,534.4
0
1
1
0
0
162
0
1003_414
0
5
2,085
0
0
127
0
0
1,600
bus_only
2,589
2,085
377
344
33
450.5
16,019.1
15,568.6
0
0
1
0
0
0
253
0
1003_414
1
5
0
1,800
0
126
0
0
1,650
train_only
2,312
1,800
386
346
40
462.3
16,073.3
0
15,611
0
0
1
0
249
253
0.992032
1003_414
2
5
2,182
0
0
187
0
0
1,600
bus_only
3,184
2,182
815
344
471
975.6
17,025
16,049.4
0
0
1
0
0
0
253
0
1003_414
3
5
1,392
300
0
508
75
1
1,550
bus+train
2,711
1,692
511
26
410
610.5
15,010.2
11,366.7
3,033.1
0
1
1
0
2
253
0.007968
1003_414
4
5
1,862
0
0
542
0
0
1,500
bus_only
3,206
1,862
802
344
458
960
15,686.9
14,726.9
0
0
1
0
0
0
253
0