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_4403
0
8
568
120
0
430
63
1
1,550
bus+train
1,381
688
263
26
174
312
7,979.4
6,288.9
1,378.4
0
1
1
0
0
324
0
1003_4403
1
8
116
330
0
462
84
1
1,550
bus+train
1,239
446
331
26
221
395.1
5,541
1,106.1
4,039.8
0
1
1
0
324
324
1
1003_4403
2
8
584
0
0
188
0
0
1,500
bus_only
1,252
584
480
306
174
573.7
5,990.4
5,416.7
0
0
1
0
0
0
324
0
1003_4403
3
8
142
330
0
584
141
2
1,550
bus+train
1,348
472
292
26
125
347
5,863.6
1,476.8
4,039.8
0
1
1
0
0
324
0
1003_4403
4
8
610
0
0
250
57
1
1,500
bus_only
1,348
610
488
306
125
582.8
6,370.2
5,787.4
0
0
1
0
0
0
324
0
1003_4403
5
8
522
0
0
188
0
0
1,500
bus_only
1,420
522
710
306
404
849.3
5,629
4,779.6
0
0
1
0
0
0
324
0
1003_4403
6
8
506
120
0
430
63
1
1,550
bus+train
1,707
626
651
26
562
777.9
7,808.1
5,651.8
1,378.4
0
1
1
0
0
324
0
1003_4403
7
8
54
330
0
522
84
1
1,550
bus+train
1,578
384
672
26
562
803.7
5,312.5
469
4,039.8
0
1
1
0
0
324
0
1003_4404
0
11
0
480
0
505
103
1
1,550
train_only
1,124
480
139
26
10
165.3
5,637.7
0
5,472.4
0
0
1
0
337
337
1
1003_4404
1
11
180
330
0
367
84
1
1,550
bus+train
1,158
510
281
26
171
335.2
6,102.6
1,727.6
4,039.8
0
1
1
0
0
337
0
1003_4404
2
11
685
0
0
553
0
0
1,500
bus_only
1,686
685
448
306
142
536.1
6,574.3
6,038.2
0
0
1
0
0
0
337
0
1003_4404
3
11
693
180
0
360
95
1
1,550
bus+train
1,475
873
242
26
121
289.3
5,759.5
2,829.9
2,640.3
0
1
1
0
0
337
0
1003_4404
4
11
724
180
0
360
95
1
1,550
bus+train
1,542
904
278
26
157
332.2
6,037.3
3,064.8
2,640.3
0
1
1
0
0
337
0
1003_4404
5
11
199
330
0
791
84
2
1,550
bus+train
1,631
529
311
26
201
370.9
6,032
1,621.3
4,039.8
0
1
1
0
0
337
0
1003_4404
6
11
126
330
0
427
84
1
1,550
bus+train
1,457
456
574
26
464
685.5
5,831.4
1,106.1
4,039.8
0
1
1
0
0
337
0
1003_4404
7
11
599
0
0
294
0
0
1,500
bus_only
1,552
599
659
517
142
789
6,428.3
5,639.4
0
0
1
0
0
0
337
0
1003_4404
8
11
805
180
0
420
95
1
1,550
bus+train
1,985
985
580
26
459
694.2
6,701
3,366.5
2,640.3
0
1
1
0
0
337
0
1003_4404
9
11
631
0
0
553
0
0
1,500
bus_only
1,954
631
770
306
464
921.2
6,338
5,416.7
0
0
1
0
0
0
337
0
1003_4404
10
11
545
0
0
294
0
0
1,500
bus_only
1,820
545
981
517
464
1,174.1
6,192
5,017.9
0
0
1
0
0
0
337
0
1003_4405
0
9
0
600
0
376
103
1
1,550
train_only
1,120
600
144
26
15
170.8
6,233.4
0
6,062.5
0
0
1
0
194
194
1
1003_4405
1
9
493
180
0
250
95
1
1,550
bus+train
1,306
673
383
26
262
457.6
6,458.3
3,360.4
2,640.3
0
1
1
0
0
194
0
1003_4405
2
9
693
0
0
394
0
0
1,500
bus_only
1,597
693
510
306
204
609.5
7,053.6
6,444
0
0
1
0
0
0
194
0
1003_4405
3
9
685
120
0
441
63
1
1,550
bus+train
1,597
805
351
26
262
417.9
9,112.5
7,316.1
1,378.4
0
1
1
0
0
194
0
1003_4405
4
9
624
120
0
441
63
1
1,550
bus+train
1,741
744
556
26
467
664.8
8,953.5
6,910.3
1,378.4
0
1
1
0
0
194
0
1003_4405
5
9
430
180
0
310
95
1
1,550
bus+train
1,508
610
588
26
467
704.3
6,299.2
2,954.5
2,640.3
0
1
1
0
0
194
0
1003_4405
6
9
578
0
0
240
0
0
1,500
bus_only
1,539
578
721
517
204
862.4
6,907.6
6,045.2
0
0
1
0
0
0
194
0
1003_4405
7
9
640
0
0
394
0
0
1,500
bus_only
1,807
640
773
306
467
926.4
6,964.6
6,038.2
0
0
1
0
0
0
194
0
1003_4405
8
9
517
0
0
240
0
0
1,500
bus_only
1,741
517
984
517
467
1,179.3
6,818.7
5,639.4
0
0
1
0
0
0
194
0
1003_4406
0
8
0
660
0
331
103
1
1,550
train_only
1,152
660
161
26
32
191.3
6,813.6
0
6,622.4
0
0
1
0
362
362
1
1003_4406
1
8
364
330
0
346
84
2
1,550
bus+train
1,581
694
541
26
431
647.2
7,252.3
2,565.4
4,039.8
0
1
1
0
0
362
0
1003_4406
2
8
801
0
0
261
0
0
1,500
bus_only
1,699
801
637
306
331
762.7
6,360.2
5,597.5
0
0
1
0
0
0
362
0
1003_4406
3
8
549
180
0
803
95
2
1,550
bus+train
1,894
729
362
26
241
433
6,044
2,970.7
2,640.3
0
1
1
0
0
362
0
1003_4406
4
8
474
180
0
533
95
1
1,550
bus+train
1,739
654
552
26
431
660.9
6,013.5
2,712.4
2,640.3
0
1
1
0
0
362
0
1003_4406
5
8
0
780
0
391
103
1
1,550
train_only
1,811
780
640
26
511
765.8
7,836.5
0
7,070.7
0
0
1
0
0
362
0
1003_4406
6
8
540
180
0
533
95
1
1,550
bus+train
1,917
720
664
26
543
794.9
6,676.9
3,241.6
2,640.3
0
1
1
0
0
362
0
1003_4406
7
8
867
0
0
261
0
0
1,500
bus_only
1,925
867
797
306
491
953.7
7,080.5
6,126.8
0
0
1
0
0
0
362
0
1003_4407
0
7
0
780
0
401
103
1
1,550
train_only
1,315
780
134
26
5
159.3
7,230
0
7,070.7
0
0
1
0
338
338
1
1003_4407
1
7
614
180
0
556
95
1
1,550
bus+train
1,498
794
148
26
27
176.4
6,058.4
3,241.6
2,640.3
0
1
1
0
0
338
0
1003_4407
2
7
1,045
0
0
120
0
0
1,500
bus_only
1,498
1,045
333
306
27
398.5
6,525.3
6,126.8
0
0
1
0
0
0
338
0
1003_4407
3
7
0
660
0
461
103
1
1,550
train_only
1,724
660
603
26
474
721.1
7,343.5
0
6,622.4
0
0
1
0
0
338
0
1003_4407
4
7
743
180
0
436
95
2
1,550
bus+train
1,980
923
621
26
500
743.5
7,048.9
3,665
2,640.3
0
1
1
0
0
338
0
1003_4407
5
7
1,128
0
0
120
0
0
1,500
bus_only
2,054
1,128
806
306
500
965.6
7,515.8
6,550.2
0
0
1
0
0
0
338
0
1003_4407
6
7
668
180
0
381
225
1
1,550
bus+train
1,980
848
751
26
500
898.7
6,927.4
3,388.4
2,640.3
0
1
1
0
0
338
0
1003_4408
0
11
0
840
0
651
103
1
1,550
train_only
1,658
840
167
26
38
198.4
7,910.5
0
7,712.1
0
0
1
0
297
297
1
1003_4408
1
11
683
180
0
335
95
1
1,550
bus+train
1,501
863
303
26
182
362.1
6,667.5
3,665
2,640.3
0
1
1
0
0
297
0
1003_4408
2
11
1,097
0
0
114
0
0
1,500
bus_only
1,672
1,097
461
306
155
550.9
7,101.1
6,550.2
0
0
1
0
0
0
297
0
1003_4408
3
11
717
180
0
395
95
1
1,550
bus+train
1,564
897
272
26
151
324.6
6,886.1
3,921.2
2,640.3
0
1
1
0
0
297
0
1003_4408
4
11
756
180
0
408
95
1
1,550
bus+train
1,737
936
393
26
272
469.5
7,184.2
4,074.3
2,640.3
0
1
1
0
0
297
0
1003_4408
5
11
1,086
0
0
438
0
0
1,500
bus_only
1,981
1,086
457
306
151
546.7
7,353
6,806.3
0
0
1
0
0
0
297
0
1003_4408
6
11
1,170
0
0
114
0
0
1,500
bus_only
1,829
1,170
545
306
239
651.8
7,611.3
6,959.5
0
0
1
0
0
0
297
0
1003_4408
7
11
1,157
0
0
438
0
0
1,500
bus_only
2,108
1,157
513
306
207
613.6
8,749.8
8,136.1
0
0
1
0
0
0
297
0
1003_4408
8
11
782
180
0
408
95
1
1,550
bus+train
1,917
962
547
26
426
654.9
7,503.2
4,207.9
2,640.3
0
1
1
0
0
297
0
1003_4408
9
11
1,105
0
0
438
0
0
1,500
bus_only
2,203
1,105
660
306
354
791
8,452.3
7,661.3
0
0
1
0
0
0
297
0
1003_4408
10
11
1,196
0
0
114
0
0
1,500
bus_only
2,042
1,196
732
306
426
877
7,970.1
7,093.1
0
0
1
0
0
0
297
0
1003_4409
0
8
0
960
0
404
103
1
1,550
train_only
1,498
960
134
26
5
159.1
8,658.6
0
8,499.4
0
0
1
0
205
205
1
1003_4409
1
8
904
180
0
363
95
1
1,550
bus+train
1,624
1,084
177
26
56
211.1
7,537.6
4,686.2
2,640.3
0
1
1
0
0
205
0
1003_4409
2
8
1,311
0
0
424
0
0
1,500
bus_only
2,089
1,311
354
306
48
422.8
7,994.1
7,571.3
0
0
1
0
0
0
205
0
1003_4409
3
8
1,158
180
0
513
95
2
1,550
bus+train
2,349
1,338
498
26
377
595.8
9,459.3
6,223.2
2,640.3
0
1
1
0
0
205
0
1003_4409
4
8
944
180
0
363
95
1
1,550
bus+train
2,067
1,124
580
26
459
694.4
8,433.3
5,098.6
2,640.3
0
1
1
0
0
205
0
1003_4409
5
8
851
180
0
363
95
1
1,550
bus+train
2,041
1,031
647
26
526
774.8
7,623
4,207.9
2,640.3
0
1
1
0
0
205
0
1003_4409
6
8
1,351
0
0
364
0
0
1,500
bus_only
2,480
1,351
765
306
459
916.5
8,900.2
7,983.8
0
0
1
0
0
0
205
0
1003_4409
7
8
1,258
0
0
364
0
0
1,500
bus_only
2,454
1,258
832
306
526
996.9
8,090
7,093.1
0
0
1
0
0
0
205
0
1003_4410
0
19
0
1,080
0
377
103
1
1,550
train_only
1,591
1,080
134
26
5
159.3
9,348.8
0
9,189.4
0
0
1
0
593
593
1
1003_4410
1
19
943
180
0
317
95
1
1,550
bus+train
1,690
1,123
250
26
129
297.9
8,514.7
5,576.4
2,640.3
0
1
1
0
0
593
0
1003_4410
2
19
1,325
0
0
417
0
0
1,500
bus_only
2,145
1,325
403
306
97
482.1
8,943.6
8,461.6
0
0
1
0
0
0
593
0
1003_4410
3
19
1,007
180
0
377
95
1
1,550
bus+train
1,932
1,187
368
26
247
439.5
8,957.7
5,877.9
2,640.3
0
1
1
0
0
593
0
1003_4410
4
19
1,045
180
0
703
95
1
1,550
bus+train
2,347
1,225
419
26
298
501.2
9,087.8
5,946.2
2,640.3
0
1
1
0
0
593
0
1003_4410
5
19
979
180
0
443
95
2
1,550
bus+train
2,021
1,159
419
26
298
501.2
9,094.8
5,953.3
2,640.3
0
1
1
0
0
593
0
1003_4410
6
19
994
420
0
311
138
1
1,550
bus+train
2,187
1,414
462
26
298
552
11,881.1
6,500.4
4,828.7
0
1
1
0
0
593
0
1003_4410
7
19
1,389
0
0
417
0
0
1,500
bus_only
2,359
1,389
553
306
247
661.6
9,424.6
8,763
0
0
1
0
0
0
593
0
1003_4410
8
19
1,070
180
0
567
95
2
1,550
bus+train
2,308
1,250
491
26
370
588
8,511.1
5,282.7
2,640.3
0
1
1
0
0
593
0
1003_4410
9
19
1,154
180
0
567
95
2
1,550
bus+train
2,384
1,334
483
26
362
578.2
8,648.5
5,430
2,640.3
0
1
1
0
0
593
0
1003_4410
10
19
890
180
0
377
95
1
1,550
bus+train
2,092
1,070
645
26
524
772.2
8,511.1
5,098.6
2,640.3
0
1
1
0
0
593
0
1003_4410
11
19
1,209
180
0
567
95
2
1,550
bus+train
2,486
1,389
530
26
409
634.7
8,778.3
5,503.4
2,640.3
0
1
1
0
0
593
0
1003_4410
12
19
1,080
180
0
377
95
1
1,550
bus+train
2,283
1,260
646
26
525
773.1
9,521.1
6,107.7
2,640.3
0
1
1
0
0
593
0
1003_4410
13
19
2,758
0
0
427
0
0
1,500
bus_only
3,789
2,758
604
306
298
723.3
15,174.8
14,451.5
0
0
1
0
0
0
593
0
1003_4410
14
19
1,281
180
0
443
95
2
1,550
bus+train
2,543
1,461
639
26
518
765.8
10,109
6,702.9
2,640.3
0
1
1
0
0
593
0
1003_4410
15
19
1,333
180
0
443
95
2
1,550
bus+train
2,602
1,513
646
26
525
773.1
10,232.7
6,819.3
2,640.3
0
1
1
0
0
593
0
1003_4410
16
19
1,221
180
0
443
95
2
1,550
bus+train
2,509
1,401
665
26
544
796.5
10,016
6,579.2
2,640.3
0
1
1
0
0
593
0
1003_4410
17
19
1,272
0
0
417
0
0
1,500
bus_only
2,519
1,272
830
306
524
994.3
8,978
7,983.8
0
0
1
0
0
0
593
0
1003_4410
18
19
1,462
0
0
417
0
0
1,500
bus_only
2,710
1,462
831
306
525
995.2
9,988
8,992.8
0
0
1
0
0
0
593
0
1003_4411
0
6
1,168
0
0
566
0
0
1,500
bus_only
2,237
1,168
503
306
197
601.4
8,736.7
8,135.3
0
0
1
0
0
0
91
0.166667
1003_4411
1
6
1,095
0
0
240
0
1
1,500
bus_only
1,839
1,095
504
306
198
603.7
8,739
8,135.3
0
0
1
0
0
0
91
0.166667
1003_4411
2
6
1,181
0
0
300
0
1
1,500
bus_only
2,215
1,181
734
306
428
878.1
9,284
8,405.9
0
0
1
0
0
0
91
0.166667
1003_4411
3
6
2,685
0
0
251
0
0
1,500
bus_only
3,591
2,685
655
306
349
784.5
15,728.7
14,944.2
0
0
1
0
0
0
91
0.166667
1003_4411
4
6
1,243
0
0
506
0
0
1,500
bus_only
2,603
1,243
854
306
548
1,023
9,552.7
8,529.7
0
0
1
0
0
0
91
0.166667
1003_4411
5
6
2,957
0
0
311
0
0
1,600
bus_only
4,737
2,957
1,469
306
1,163
1,761.1
18,196.4
16,435.3
0
0
1
0
0
0
91
0.166667
1003_4601
0
3
0
3,390
0
956
63
1
1,850
train_only
4,452
3,390
106
26
17
124.3
28,382.5
0
28,258.2
0
0
1
0
69
69
1
1003_4601
1
3
489
3,120
0
750
72
1
1,850
bus+train
4,795
3,609
436
26
338
520.1
28,504.7
1,892.5
26,092.1
0
1
1
0
0
69
0
1003_4601
2
3
225
3,270
0
779
99
1
1,850
bus+train
4,910
3,495
636
26
511
760.9
29,020.4
556.6
27,702.9
0
1
1
0
0
69
0
1003_4603
0
2
0
3,300
0
432
63
1
1,850
train_only
3,837
3,300
105
26
16
123.3
28,347
0
28,223.7
0
0
1
0
29
29
1
1003_4603
1
2
161
3,270
0
370
102
1
1,850
bus+train
4,381
3,431
580
26
452
693.4
28,953.5
557.2
27,702.9
0
1
1
0
0
29
0
1003_4605
0
10
0
3,540
0
388
63
1
1,850
train_only
4,034
3,540
106
26
17
124.5
30,069.1
0
29,944.5
0
0
1
0
17
17
1
1003_4605
1
10
117
3,450
0
429
108
1
1,850
bus+train
4,613
3,567
617
26
483
737.1
30,473.8
466
29,270.8
0
1
1
0
0
17
0
1003_4605
2
10
1,010
3,270
0
314
99
1
1,850
bus+train
4,905
4,280
311
26
186
371.8
30,171.9
2,097.2
27,702.9
0
1
1
0
0
17
0
1003_4605
3
10
1,184
3,270
0
314
99
1
1,950
bus+train
5,173
4,454
405
26
280
484.6
30,697
2,509.6
27,702.9
0
1
1
0
0
17
0
1003_4605
4
10
148
3,450
0
685
108
2
1,850
bus+train
4,796
3,598
513
26
379
613.1
30,514.9
631.1
29,270.8
0
1
1
0
0
17
0
1003_4605
5
10
870
3,270
0
374
99
1
1,850
bus+train
5,099
4,140
585
26
460
699.1
30,230.1
1,828.1
27,702.9
0
1
1
0
0
17
0
1003_4605
6
10
0
3,600
0
448
63
1
1,950
train_only
4,674
3,600
626
26
537
747.9
31,183.5
0
30,435.6
0
0
1
0
0
17
0
1003_4605
7
10
243
3,450
0
463
235
1
1,950
bus+train
4,796
3,693
640
26
379
765.5
31,074.6
1,038.3
29,270.8
0
1
1
0
0
17
0