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_2537
0
22
450
300
0
574
57
1
1,550
bus+train
1,586
750
262
26
179
311.9
6,301.6
2,956.7
3,033.1
0
1
1
0
0
19
0
1003_2537
1
22
0
750
0
182
0
0
1,550
train_only
1,517
750
585
346
239
701.2
7,025.3
0
6,324.1
0
0
1
0
0
19
0
1003_2537
2
22
913
0
0
108
0
0
1,500
bus_only
1,544
913
523
344
179
626
6,895.2
6,269.3
0
0
1
0
0
0
19
0
1003_2537
3
22
481
300
0
521
75
1
1,550
bus+train
1,575
781
273
26
172
325.6
6,814.5
3,455.9
3,033.1
0
1
1
0
0
19
0
1003_2537
4
22
408
300
0
534
97
1
1,550
bus+train
1,544
708
302
26
179
360.2
6,305.9
2,912.6
3,033.1
0
1
1
0
0
19
0
1003_2537
5
22
529
300
0
475
67
1
1,550
bus+train
1,598
829
294
26
201
350.2
6,879.4
3,496.2
3,033.1
0
1
1
0
0
19
0
1003_2537
6
22
486
300
0
408
57
1
1,550
bus+train
1,525
786
331
26
248
395
6,467.5
3,039.4
3,033.1
0
1
1
0
0
19
0
1003_2537
7
22
453
300
0
534
97
1
1,550
bus+train
1,623
753
336
26
213
400.1
6,736.2
3,303
3,033.1
0
1
1
0
0
19
0
1003_2537
8
22
1,023
0
0
237
0
0
1,500
bus_only
1,777
1,023
517
344
173
619
7,586.7
6,967.8
0
0
1
0
0
0
19
0
1003_2537
9
22
958
0
0
108
0
0
1,500
bus_only
1,623
958
557
344
213
665.9
7,325.5
6,659.6
0
0
1
0
0
0
19
0
1003_2537
10
22
79
840
0
443
43
1
1,550
bus+train
1,798
919
436
26
367
520.4
7,997.3
877.4
6,599.5
0
1
1
0
19
19
1
1003_2537
11
22
996
0
0
237
0
0
1,500
bus_only
1,778
996
545
344
201
652.3
7,468.5
6,816.2
0
0
1
0
0
0
19
0
1003_2537
12
22
527
300
0
574
57
1
1,550
bus+train
1,870
827
469
26
386
559.6
7,071.1
3,478.4
3,033.1
0
1
1
0
0
19
0
1003_2537
13
22
486
300
0
474
97
1
1,550
bus+train
1,750
786
490
26
367
585.7
7,047.2
3,428.4
3,033.1
0
1
1
0
0
19
0
1003_2537
14
22
939
0
0
448
0
0
1,500
bus_only
1,928
939
541
344
197
647.4
7,246.7
6,599.3
0
0
1
0
0
0
19
0
1003_2537
15
22
41
840
0
443
43
1
1,550
bus+train
1,831
881
507
26
438
605.4
7,856
651.1
6,599.5
0
1
1
0
0
19
0
1003_2537
16
22
889
0
0
448
0
0
1,500
bus_only
1,973
889
636
344
292
761.3
6,999.7
6,238.4
0
0
1
0
0
0
19
0
1003_2537
17
22
917
0
0
448
0
0
1,500
bus_only
2,021
917
656
344
312
786.2
7,212.6
6,426.4
0
0
1
0
0
0
19
0
1003_2537
18
22
991
0
0
48
0
0
1,500
bus_only
1,750
991
711
344
367
851.4
7,636.5
6,785.1
0
0
1
0
0
0
19
0
1003_2537
19
22
580
300
0
475
67
1
1,550
bus+train
1,952
880
597
26
504
714.5
7,541.1
3,793.5
3,033.1
0
1
1
0
0
19
0
1003_2537
20
22
532
300
0
461
75
1
1,550
bus+train
1,898
832
605
26
504
723.9
7,510.3
3,753.3
3,033.1
0
1
1
0
0
19
0
1003_2537
21
22
1,141
0
0
237
0
0
1,500
bus_only
2,049
1,141
671
344
327
803.3
8,414
7,610.7
0
0
1
0
0
0
19
0
1003_2538
0
5
0
1,240
0
607
97
1
1,550
train_only
1,983
1,240
136
26
13
161.1
9,441.4
0
9,280.3
0
0
1
0
25
27
0.925926
1003_2538
1
5
270
750
0
383
40
1
1,550
bus+train
1,665
1,020
262
207
15
312.8
8,252.2
1,551.6
6,387.8
0
1
1
0
0
27
0
1003_2538
2
5
0
1,060
0
353
231
1
1,550
train_only
1,673
1,060
260
26
3
310.3
8,549.9
0
8,239.6
0
0
1
0
2
27
0.074074
1003_2538
3
5
200
1,080
0
349
103
1
1,550
bus+train
1,906
1,280
277
26
148
331.2
9,934.6
1,694.5
7,908.9
0
1
1
0
0
27
0
1003_2538
4
5
157
1,080
0
409
103
1
1,550
bus+train
2,114
1,237
468
26
339
559.7
9,728.9
1,260.3
7,908.9
0
1
1
0
0
27
0
1003_2539
0
10
0
1,160
0
616
74
1
1,550
train_only
1,913
1,160
137
26
37
162.4
11,139.3
0
10,976.9
0
0
1
0
79
80
1
1003_2539
1
10
1,277
300
0
497
57
2
1,550
bus+train
2,202
1,577
128
26
45
150.9
8,711.9
5,527.9
3,033.1
0
1
1
0
0
80
0
1003_2539
2
10
841
990
0
447
37
1
1,550
bus+train
2,513
1,831
235
26
172
279.8
11,481
1,954.8
9,246.4
0
1
1
0
0
80
0
1003_2539
3
10
1,223
300
0
557
57
2
1,550
bus+train
2,332
1,523
252
26
169
299.6
8,681.4
5,348.8
3,033.1
0
1
1
0
0
80
0
1003_2539
4
10
1,337
300
0
557
57
2
1,550
bus+train
2,536
1,637
342
26
259
406.8
9,209.1
5,769.2
3,033.1
0
1
1
0
0
80
0
1003_2539
5
10
803
990
0
507
37
1
1,550
bus+train
2,691
1,793
391
26
328
466.2
11,513.3
1,800.8
9,246.4
0
1
1
0
0
80
0
1003_2539
6
10
701
990
0
447
37
1
1,550
bus+train
2,589
1,691
451
26
388
539
11,296.2
1,510.8
9,246.4
0
1
1
0
0
80
0
1003_2539
7
10
654
990
0
447
37
1
1,550
bus+train
2,554
1,644
463
26
400
553.2
11,207.1
1,407.5
9,246.4
0
1
1
0
0
80
0
1003_2539
8
10
1,103
300
0
557
57
2
1,550
bus+train
2,527
1,403
567
26
484
677.6
8,722.3
5,011.7
3,033.1
0
1
1
0
0
80
0
1003_2539
9
10
170
750
0
751
248
3
1,550
bus+train
2,391
920
720
26
446
859.9
8,229.8
525.6
6,844.3
0
1
1
0
0
80
0
1003_2540
0
24
0
1,060
0
969
74
1
1,550
train_only
2,136
1,060
107
26
7
127
10,239.5
0
10,112.5
0
0
1
0
0
100
0
1003_2540
1
24
0
1,280
0
322
231
1
1,550
train_only
1,866
1,280
264
26
7
315.2
10,264.8
0
9,949.6
0
0
1
0
100
100
1
1003_2540
2
24
432
990
0
883
37
1
1,550
bus+train
2,460
1,422
155
26
92
182.9
10,422.2
992.9
9,246.4
0
1
1
0
0
100
0
1003_2540
3
24
380
990
0
823
37
1
1,550
bus+train
2,363
1,370
170
26
107
201.4
10,263.7
815.8
9,246.4
0
1
1
0
0
100
0
1003_2540
4
24
551
990
0
823
37
1
1,550
bus+train
2,725
1,541
361
26
298
430.7
10,852
1,174.9
9,246.4
0
1
1
0
0
100
0
1003_2540
5
24
298
990
0
883
37
1
1,550
bus+train
2,625
1,288
454
26
391
541.4
10,342
554.2
9,246.4
0
1
1
0
0
100
0
1003_2540
6
24
1,177
300
0
588
57
1
1,550
bus+train
2,584
1,477
519
26
436
620.7
9,843.4
6,189.6
3,033.1
0
1
1
0
0
100
0
1003_2540
7
24
1,237
300
0
588
57
1
1,550
bus+train
2,679
1,537
554
26
471
662.7
10,081.1
6,385.4
3,033.1
0
1
1
0
0
100
0
1003_2540
8
24
276
990
0
706
102
1
1,550
bus+train
2,536
1,266
564
26
436
674.6
10,437.4
516.4
9,246.4
0
1
1
0
0
100
0
1003_2540
9
24
427
990
0
706
102
1
1,550
bus+train
2,674
1,417
551
26
423
659.4
10,863.2
957.5
9,246.4
0
1
1
0
0
100
0
1003_2540
10
24
46
990
0
976
102
1
1,550
bus+train
2,575
1,036
563
26
435
673.7
10,470.4
550.3
9,246.4
0
1
1
0
0
100
0
1003_2540
11
24
762
1,440
0
357
40
1
1,550
bus+train
3,066
2,202
507
26
441
605.9
15,452.3
4,281.6
10,564.8
0
1
1
0
0
100
0
1003_2540
12
24
397
990
0
706
102
1
1,550
bus+train
2,661
1,387
568
26
440
680
10,784.4
858
9,246.4
0
1
1
0
0
100
0
1003_2540
13
24
891
990
0
823
37
1
1,550
bus+train
3,212
1,881
508
26
445
606.9
11,867.5
2,014.3
9,246.4
0
1
1
0
0
100
0
1003_2540
14
24
325
990
0
714
102
1
1,550
bus+train
2,623
1,315
594
26
466
710.8
10,613.2
656.1
9,246.4
0
1
1
0
0
100
0
1003_2540
15
24
858
990
0
823
37
1
1,550
bus+train
3,195
1,848
524
26
461
626.7
11,793
1,919.9
9,246.4
0
1
1
0
0
100
0
1003_2540
16
24
743
990
0
706
102
1
1,550
bus+train
2,998
1,733
559
26
431
668.4
11,607.2
1,692.4
9,246.4
0
1
1
0
0
100
0
1003_2540
17
24
106
990
0
916
102
1
1,550
bus+train
2,611
1,096
599
26
471
717.2
10,709.6
746.1
9,246.4
0
1
1
0
0
100
0
1003_2540
18
24
256
840
0
795
132
1
1,550
bus+train
2,521
1,096
630
26
472
754
9,401.6
773.1
7,874.5
0
1
1
0
0
100
0
1003_2540
19
24
629
990
0
883
37
1
1,550
bus+train
3,077
1,619
575
26
512
686.1
11,284.6
1,352.1
9,246.4
0
1
1
0
0
100
0
1003_2540
20
24
780
990
0
706
102
1
1,550
bus+train
3,059
1,770
583
26
455
697.4
11,779.9
1,836.1
9,246.4
0
1
1
0
0
100
0
1003_2540
21
24
873
690
0
745
148
1
1,550
bus+train
2,993
1,563
685
26
511
818.9
8,829.8
1,883.3
6,127.7
0
1
1
0
0
100
0
1003_2540
22
24
22
990
0
760
290
1
1,550
bus+train
2,523
1,012
751
26
435
899.5
10,468.9
323
9,246.4
0
1
1
0
0
100
0
1003_2540
23
24
131
840
0
829
293
1
1,550
bus+train
2,590
971
790
26
471
945.8
9,816.2
995.9
7,874.5
0
1
1
0
0
100
0
1003_2542
0
4
0
1,050
0
736
74
1
1,550
train_only
1,893
1,050
107
26
7
126.9
10,049.4
0
9,922.5
0
0
1
0
98
98
1
1003_2542
1
4
158
990
0
625
37
1
1,550
bus+train
2,070
1,148
297
26
234
352.7
10,133.4
534.3
9,246.4
0
1
1
0
0
98
0
1003_2542
2
4
110
990
0
625
37
1
1,550
bus+train
2,238
1,100
513
26
450
612.9
10,225.2
365.9
9,246.4
0
1
1
0
0
98
0
1003_2542
3
4
78
990
0
565
37
1
1,550
bus+train
2,235
1,068
602
26
539
720.3
10,168.5
201.8
9,246.4
0
1
1
0
0
98
0
1003_2543
0
14
0
1,170
0
474
74
1
1,550
train_only
1,774
1,170
130
26
30
154.5
10,938.6
0
10,784.1
0
0
1
0
331
332
0.996988
1003_2543
1
14
1,132
300
0
590
67
2
1,550
bus+train
2,378
1,432
356
26
263
424.7
12,024
8,566.2
3,033.1
0
1
1
0
0
332
0
1003_2543
2
14
809
600
0
603
137
1
1,550
bus+train
2,425
1,409
413
26
250
493.2
12,251.2
6,831.2
4,926.9
0
1
1
0
1
332
0.003012
1003_2543
3
14
929
1,200
0
484
45
1
1,550
bus+train
3,029
2,129
416
26
345
497.3
14,032.7
4,842.7
8,692.7
0
1
1
0
0
332
0
1003_2543
4
14
1,634
300
0
595
67
2
1,550
bus+train
2,967
1,934
438
26
345
523
13,406.1
9,850.1
3,033.1
0
1
1
0
0
332
0
1003_2543
5
14
774
1,200
0
510
112
1
1,550
bus+train
2,967
1,974
483
26
345
577.2
13,486.4
4,216.5
8,692.7
0
1
1
0
0
332
0
1003_2543
6
14
640
1,230
0
330
201
1
1,550
bus+train
2,772
1,870
572
26
345
683.8
15,159.6
2,945.8
11,529.9
0
1
1
0
0
332
0
1003_2543
7
14
836
1,200
0
484
45
1
1,550
bus+train
3,073
2,036
553
26
482
661.5
13,950.5
4,596.3
8,692.7
0
1
1
0
0
332
0
1003_2543
8
14
1,541
300
0
595
67
2
1,550
bus+train
3,011
1,841
575
26
482
687.2
13,323.9
9,603.7
3,033.1
0
1
1
0
0
332
0
1003_2543
9
14
681
1,200
0
510
112
1
1,550
bus+train
3,011
1,881
620
26
482
741.4
13,404.2
3,970
8,692.7
0
1
1
0
0
332
0
1003_2543
10
14
1,347
300
0
648
57
2
1,550
bus+train
2,915
1,647
620
26
537
741.2
11,732.9
7,958.7
3,033.1
0
1
1
0
0
332
0
1003_2543
11
14
547
1,230
0
330
201
1
1,550
bus+train
2,816
1,777
709
26
482
848
15,077.3
2,699.4
11,529.9
0
1
1
0
0
332
0
1003_2543
12
14
235
990
0
569
244
1
1,550
bus+train
2,601
1,225
807
26
537
965.7
11,391
1,178.9
9,246.4
0
1
1
0
0
332
0
1003_2543
13
14
482
1,230
0
1,020
205
1
1,550
bus+train
3,411
1,712
679
26
448
813
13,982.5
1,639.6
11,529.9
0
1
1
0
0
332
0
1003_2544
0
6
0
1,300
0
679
74
1
1,550
train_only
2,141
1,300
162
26
62
192.4
12,183.1
0
11,990.6
0
0
1
0
323
324
1
1003_2544
1
6
917
600
0
335
137
1
1,550
bus+train
2,226
1,517
374
26
211
446.8
13,366.7
7,993.1
4,926.9
0
1
1
0
0
324
0
1003_2544
2
6
1,247
1,200
0
391
45
1
1,650
bus+train
3,087
2,447
249
26
178
296.7
16,078.8
7,089.4
8,692.7
0
1
1
0
0
324
0
1003_2544
3
6
1,171
1,200
0
451
45
1
1,650
bus+train
3,203
2,371
381
26
310
455.6
16,042.1
6,893.8
8,692.7
0
1
1
0
0
324
0
1003_2544
4
6
872
600
0
395
137
1
1,550
bus+train
2,362
1,472
495
26
332
590.5
13,006.5
7,489.1
4,926.9
0
1
1
0
0
324
0
1003_2544
5
6
1,300
1,200
0
391
45
1
1,650
bus+train
3,279
2,500
388
26
317
464.5
16,376.9
7,219.7
8,692.7
0
1
1
0
0
324
0
1003_2545
0
17
0
1,220
0
626
85
1
1,550
train_only
2,014
1,220
168
28
55
199.3
11,799.9
0
11,600.5
0
0
1
0
0
428
0.058824
1003_2545
1
17
1,106
600
0
255
137
1
1,550
bus+train
2,254
1,706
293
26
130
348.9
14,532.5
9,256.7
4,926.9
0
1
1
0
0
428
0.058824
1003_2545
2
17
1,108
600
0
444
137
1
1,550
bus+train
2,597
1,708
445
26
282
531.8
14,924.7
9,466.1
4,926.9
0
1
1
0
0
428
0.058824
1003_2545
3
17
2,273
300
0
536
67
2
1,550
bus+train
3,452
2,573
343
26
250
408.8
14,602
11,160.2
3,033.1
0
1
1
0
0
428
0.058824
1003_2545
4
17
1,095
600
0
378
137
2
1,550
bus+train
2,518
1,695
445
26
282
531.8
14,924.7
9,466.1
4,926.9
0
1
1
0
0
428
0.058824
1003_2545
5
17
1,039
600
0
315
137
1
1,550
bus+train
2,540
1,639
586
26
423
700
14,441.7
8,814.7
4,926.9
0
1
1
0
0
428
0.058824
1003_2545
6
17
2,224
300
0
536
67
2
1,550
bus+train
3,488
2,524
428
26
335
511.2
14,584.3
11,040.1
3,033.1
0
1
1
0
0
428
0.058824
1003_2545
7
17
3,019
0
0
466
0
1
1,600
bus_only
3,988
3,019
503
168
335
601.9
16,226.5
15,624.6
0
0
1
0
0
0
428
0.058824
1003_2545
8
17
1,368
780
0
543
260
1
1,550
bus+train
3,314
2,148
623
28
335
745.4
14,364.2
6,163.4
7,455.4
0
1
1
0
0
428
0.058824
1003_2545
9
17
1,402
1,560
0
1,044
119
1
1,750
bus+train
4,519
2,962
513
28
366
614.8
20,816.7
6,810.8
13,391.1
0
1
1
0
0
428
0.058824
1003_2545
10
17
3,184
0
0
466
0
1
1,600
bus_only
4,223
3,184
573
168
405
686.1
16,838.6
16,152.5
0
0
1
0
0
0
428
0.058824
1003_2545
11
17
2,164
300
0
596
67
2
1,550
bus+train
3,662
2,464
602
26
509
719
14,612.3
10,860.2
3,033.1
0
1
1
0
0
428
0.058824
1003_2545
12
17
1,533
780
0
543
260
1
1,550
bus+train
3,549
2,313
693
28
405
829.6
14,976.4
6,691.3
7,455.4
0
1
1
0
0
428
0.058824
1003_2545
13
17
490
1,560
0
686
257
1
1,650
bus+train
3,459
2,050
723
28
438
866
18,174.4
3,917.3
13,391.1
0
1
1
0
0
428
0.058824
1003_2545
14
17
2,959
0
0
526
0
1
1,600
bus_only
4,162
2,959
677
168
509
809.8
16,254.5
15,444.7
0
0
1
0
0
0
428
0.058824