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_4100223
0
25
2,144
420
0
782
143
3
1,650
bus+train
3,516
2,564
170
26
1
200.5
18,230.5
13,201.3
4,828.7
0
1
1
0
14
37
0.378378
1003_4100223
1
25
1,959
780
0
412
338
2
1,650
bus+train
3,516
2,739
365
26
1
435.6
19,870.1
13,069.2
6,365.3
0
1
1
0
0
37
0
1003_4100223
2
25
3,790
0
0
359
2
1
1,700
bus_only
4,458
3,790
309
306
1
368.7
20,685.6
20,316.9
0
0
1
0
0
0
37
0
1003_4100223
3
25
3,567
300
0
1,140
67
2
1,850
bus+train
5,123
3,867
116
26
23
137.3
25,201.3
22,030.9
3,033.1
0
1
1
0
0
37
0
1003_4100223
4
25
1,938
930
0
871
214
2
1,750
bus+train
3,998
2,868
259
26
19
308.1
21,140.2
12,824.2
8,007.9
0
1
1
0
0
37
0
1003_4100223
5
25
2,138
780
0
701
334
1
1,750
bus+train
3,998
2,918
379
26
19
451.7
21,041.6
14,224.5
6,365.3
0
1
1
0
0
37
0
1003_4100223
6
25
1,818
1,620
0
1,180
81
1
1,750
bus+train
4,837
3,438
219
26
112
259.9
23,869.8
8,393.1
15,216.9
0
1
1
0
0
37
0
1003_4100223
7
25
2,243
1,620
0
966
81
1
1,850
bus+train
5,076
3,863
247
26
140
294.2
25,358
9,847
15,216.9
0
1
1
0
0
37
0
1003_4100223
8
25
2,601
420
0
662
118
2
1,650
bus+train
4,085
3,021
402
26
258
478.3
20,375.7
15,068.7
4,828.7
0
1
1
0
23
37
0.621622
1003_4100223
9
25
2,121
420
0
842
143
4
1,650
bus+train
3,692
2,541
309
26
140
367.4
18,348.1
13,152.1
4,828.7
0
1
1
0
0
37
0
1003_4100223
10
25
2,196
630
0
574
300
2
1,650
bus+train
3,838
2,826
438
26
112
523.3
20,280.6
14,960.8
4,796.4
0
1
1
0
0
37
0
1003_4100223
11
25
2,032
420
0
842
143
3
1,650
bus+train
3,721
2,452
427
26
258
507.7
18,271.2
12,934.9
4,828.7
0
1
1
0
0
37
0
1003_4100223
12
25
2,273
1,620
0
966
81
1
1,850
bus+train
5,216
3,893
357
26
250
425.7
25,590.2
9,947.6
15,216.9
0
1
1
0
0
37
0
1003_4100223
13
25
2,159
420
0
842
143
4
1,650
bus+train
3,840
2,579
419
26
250
498.9
18,580.3
13,252.7
4,828.7
0
1
1
0
0
37
0
1003_4100223
14
25
3,670
0
0
359
2
1
1,700
bus_only
4,638
3,670
609
306
301
728.4
20,778.8
20,050.4
0
0
1
0
0
0
37
0
1003_4100223
15
25
1,847
780
0
412
338
2
1,650
bus+train
3,704
2,627
665
26
301
795.4
19,963.4
12,802.8
6,365.3
0
1
1
0
0
37
0
1003_4100223
16
25
2,054
780
0
641
334
1
1,750
bus+train
4,136
2,834
661
26
301
790.3
21,093.7
13,938.1
6,365.3
0
1
1
0
0
37
0
1003_4100223
17
25
2,307
1,620
0
966
81
1
1,850
bus+train
5,386
3,927
493
26
386
589
25,878.1
10,072.2
15,216.9
0
1
1
0
0
37
0
1003_4100223
18
25
2,200
420
0
842
143
4
1,650
bus+train
4,017
2,620
555
26
386
662.2
18,868.2
13,377.4
4,828.7
0
1
1
0
0
37
0
1003_4100223
19
25
1,716
1,620
0
1,180
81
1
1,750
bus+train
5,094
3,336
578
26
471
691
23,786.5
7,878.6
15,216.9
0
1
1
0
0
37
0
1003_4100223
20
25
2,279
420
0
782
143
3
1,650
bus+train
4,120
2,699
639
26
470
763.6
19,211.6
13,619.4
4,828.7
0
1
1
0
0
37
0
1003_4100223
21
25
1,968
1,620
0
1,180
81
1
1,750
bus+train
5,343
3,588
575
26
468
686.9
25,001.7
9,097.9
15,216.9
0
1
1
0
0
37
0
1003_4100223
22
25
2,052
630
0
574
300
2
1,650
bus+train
4,053
2,682
797
26
471
954.5
20,197.3
14,446.4
4,796.4
0
1
1
0
0
37
0
1003_4100223
23
25
2,038
930
0
811
214
2
1,750
bus+train
4,491
2,968
712
26
472
852.1
22,083.4
13,223.3
8,007.9
0
1
1
0
0
37
0
1003_4100223
24
25
1,903
1,620
0
1,180
81
1
1,750
bus+train
5,344
3,523
641
26
534
766.9
24,782.8
8,799
15,216.9
0
1
1
0
0
37
0
1003_4100277
0
4
168
1,620
0
356
109
1
1,650
bus+train
2,400
1,788
256
26
121
304.6
18,614.7
737.2
17,572.9
0
1
1
0
15
17
0.882353
1003_4100277
1
4
239
1,620
0
296
109
1
1,650
bus+train
2,506
1,859
351
26
216
419.1
19,028.7
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17,572.9
0
1
1
0
0
17
0
1003_4100277
2
4
292
1,620
0
294
117
1
1,650
bus+train
2,731
1,912
525
26
382
627.3
18,753.5
553.3
17,572.9
0
1
1
0
2
17
0.117647
1003_4100277
3
4
96
1,620
0
296
109
1
1,650
bus+train
2,654
1,716
642
26
507
768.3
18,767
425.8
17,572.9
0
1
1
0
0
17
0
1003_4100311
0
12
542
1,770
0
285
41
1
1,650
bus+train
2,665
2,312
68
26
1
79
17,930.9
1,190.8
16,661.1
0
1
1
0
14
14
1
1003_4100311
1
12
436
1,770
0
285
41
1
1,650
bus+train
2,852
2,206
361
26
294
431
18,021.3
929.2
16,661.1
0
1
1
0
0
14
0
1003_4100311
2
12
658
1,770
0
285
41
1
1,650
bus+train
3,050
2,428
337
26
270
402
18,493.3
1,430.2
16,661.1
0
1
1
0
0
14
0
1003_4100311
3
12
788
1,770
0
396
41
1
1,650
bus+train
3,299
2,558
345
26
278
409.9
18,904
1,833
16,661.1
0
1
1
0
0
14
0
1003_4100311
4
12
740
1,770
0
396
41
1
1,650
bus+train
3,290
2,510
384
26
317
458.1
18,868.8
1,749.6
16,661.1
0
1
1
0
0
14
0
1003_4100311
5
12
627
1,620
0
419
115
1
1,650
bus+train
3,111
2,247
445
26
304
532.1
20,178.1
2,073.1
17,572.9
0
1
1
0
0
14
0
1003_4100311
6
12
553
1,620
0
359
115
1
1,650
bus+train
3,051
2,173
519
26
378
620.8
19,953.8
1,760.2
17,572.9
0
1
1
0
0
14
0
1003_4100311
7
12
415
1,770
0
712
41
1
1,650
bus+train
3,405
2,185
508
26
441
606.5
18,178.7
911.1
16,661.1
0
1
1
0
0
14
0
1003_4100311
8
12
322
1,770
0
285
41
1
1,650
bus+train
2,960
2,092
583
26
516
696.5
18,090.2
732.6
16,661.1
0
1
1
0
0
14
0
1003_4100311
9
12
671
1,770
0
336
41
1
1,650
bus+train
3,318
2,441
541
26
474
646.8
18,866.4
1,558.4
16,661.1
0
1
1
0
0
14
0
1003_4100311
10
12
0
1,950
0
792
32
1
1,650
train_only
3,279
1,950
537
26
479
642.4
18,918.5
0
18,276.1
0
0
1
0
0
14
0
1003_4100311
11
12
656
1,440
0
740
99
1
1,650
bus+train
3,394
2,096
558
26
433
668.2
17,412.6
1,719.6
15,024.9
0
1
1
0
0
14
0
1003_4100315
0
10
171
1,770
0
826
41
1
1,650
bus+train
2,835
1,941
68
26
1
79
17,322.4
582.3
16,661.1
0
1
1
0
9
14
0.642857
1003_4100315
1
10
231
1,770
0
826
41
1
1,650
bus+train
3,063
2,001
236
26
169
280.7
17,674.4
732.6
16,661.1
0
1
1
0
0
14
0
1003_4100315
2
10
335
1,770
0
826
41
1
1,650
bus+train
3,323
2,105
392
26
325
467.7
18,039.8
911.1
16,661.1
0
1
1
0
0
14
0
1003_4100315
3
10
282
1,620
0
927
115
1
1,650
bus+train
3,247
1,902
418
26
277
500.1
19,303.8
1,230.9
17,572.9
0
1
1
0
0
14
0
1003_4100315
4
10
299
1,770
0
907
41
1
1,650
bus+train
3,433
2,069
457
26
390
546.2
18,136.5
929.2
16,661.1
0
1
1
0
5
14
0.357143
1003_4100315
5
10
190
1,770
0
931
41
1
1,650
bus+train
3,394
1,960
503
26
436
601.4
17,725.1
462.6
16,661.1
0
1
1
0
0
14
0
1003_4100315
6
10
220
1,620
0
927
115
1
1,650
bus+train
3,313
1,840
546
26
405
653.6
19,220.4
993.9
17,572.9
0
1
1
0
0
14
0
1003_4100315
7
10
350
1,620
0
987
115
1
1,650
bus+train
3,504
1,970
547
26
406
653.4
19,758.2
1,532
17,572.9
0
1
1
0
0
14
0
1003_4100315
8
10
349
1,440
0
987
99
1
1,650
bus+train
3,348
1,789
572
26
447
684.6
16,945.9
1,236.5
15,024.9
0
1
1
0
0
14
0
1003_4100315
9
10
245
1,770
0
931
41
1
1,650
bus+train
3,560
2,015
614
26
547
733.8
17,994.7
599.8
16,661.1
0
1
1
0
0
14
0
1003_4100326
0
10
466
1,620
0
313
117
1
1,650
bus+train
2,543
2,086
144
26
1
170
18,788.5
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17,572.9
0
1
1
0
37
47
0.787234
1003_4100326
1
10
0
2,040
0
422
0
0
1,650
train_only
2,901
2,040
439
26
413
524.8
19,922.8
0
19,398
0
0
1
0
0
47
0
1003_4100326
2
10
590
1,620
0
315
117
1
1,650
bus+train
2,927
2,210
402
26
259
480.3
19,328.7
1,275.5
17,572.9
0
1
1
0
0
47
0
1003_4100326
3
10
524
1,830
0
329
33
1
1,750
bus+train
3,182
2,354
499
26
440
595.5
22,180.5
1,417.6
20,167.5
0
1
1
0
0
47
0
1003_4100326
4
10
620
1,830
0
269
33
1
1,750
bus+train
3,236
2,450
517
26
458
617.8
22,448.4
1,663.1
20,167.5
0
1
1
0
0
47
0
1003_4100326
5
10
329
1,620
0
375
117
1
1,650
bus+train
2,941
1,949
617
26
474
737.8
18,864.1
553.3
17,572.9
0
1
1
0
0
47
0
1003_4100326
6
10
674
1,620
0
345
117
1
1,650
bus+train
3,324
2,294
685
26
542
819.4
19,923.6
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17,572.9
0
1
1
0
10
47
0.212766
1003_4100326
7
10
439
1,620
0
353
219
1
1,650
bus+train
3,131
2,059
719
26
474
860.7
19,304.1
870.5
17,572.9
0
1
1
0
0
47
0
1003_4100326
8
10
357
1,620
0
462
216
1
1,650
bus+train
3,154
1,977
715
26
473
855.1
19,293.9
865.9
17,572.9
0
1
1
0
0
47
0
1003_4100326
9
10
235
1,620
0
390
237
2
1,650
bus+train
2,982
1,855
737
26
474
881.4
19,379.6
925.3
17,572.9
0
1
1
0
0
47
0
1003_4100402
0
5
157
1,650
0
634
130
1
1,650
bus+train
2,598
1,807
157
26
1
185.5
17,242.3
736
16,320.8
0
1
1
0
12
16
0.75
1003_4100402
1
5
1,326
330
0
446
84
1
1,550
bus+train
2,716
1,656
614
26
504
735.3
14,909
10,133.9
4,039.8
0
1
1
0
0
16
0
1003_4100402
2
5
271
1,800
0
528
126
1
1,650
bus+train
2,897
2,071
298
26
146
354.7
19,518
992.5
18,170.8
0
1
1
0
4
16
0.25
1003_4100402
3
5
104
1,650
0
634
130
1
1,650
bus+train
2,802
1,754
414
26
258
494.1
17,322.1
507.2
16,320.8
0
1
1
0
0
16
0
1003_4100402
4
5
402
1,800
0
528
126
1
1,650
bus+train
3,412
2,202
682
26
530
816.1
20,443.2
1,456.3
18,170.8
0
1
1
0
0
16
0
1003_4100662
0
11
1,305
120
0
535
63
2
1,550
bus+train
2,064
1,425
104
26
15
120.8
14,139.1
12,639.9
1,378.4
0
1
1
0
0
23
0
1003_4100662
1
11
194
1,290
0
324
120
2
1,550
bus+train
1,955
1,484
147
26
1
174
13,458.2
661.3
12,622.9
0
1
1
0
0
23
0
1003_4100662
2
11
194
1,380
0
684
120
1
1,550
bus+train
2,405
1,574
147
26
1
174
13,458.2
661.3
12,622.9
0
1
1
0
23
23
1
1003_4100662
3
11
1,287
0
0
456
0
1
1,500
bus_only
2,064
1,287
321
306
15
382.5
12,150.2
11,767.8
0
0
1
0
0
0
23
0
1003_4100662
4
11
1,713
120
0
589
63
2
1,650
bus+train
2,726
1,833
304
26
215
361.7
15,911.8
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1,378.4
0
1
1
0
0
23
0
1003_4100662
5
11
1,259
120
0
589
63
2
1,550
bus+train
2,398
1,379
430
26
341
513.3
14,243
12,351.2
1,378.4
0
1
1
0
0
23
0
1003_4100662
6
11
1,695
0
0
510
0
1
1,500
bus_only
2,726
1,695
521
306
215
623.3
13,922.9
13,299.6
0
0
1
0
0
0
23
0
1003_4100662
7
11
136
1,380
0
723
121
1
1,550
bus+train
2,727
1,516
488
26
341
583.9
13,578.8
371.9
12,622.9
0
1
1
0
0
23
0
1003_4100662
8
11
1,470
120
0
475
63
2
1,550
bus+train
2,580
1,590
515
26
426
614.9
15,021.1
13,027.8
1,378.4
0
1
1
0
0
23
0
1003_4100662
9
11
1,241
0
0
510
0
1
1,500
bus_only
2,398
1,241
647
306
341
775
12,254.1
11,479.1
0
0
1
0
0
0
23
0
1003_4100662
10
11
1,452
0
0
396
0
1
1,500
bus_only
2,580
1,452
732
306
426
876.5
13,032.2
12,155.7
0
0
1
0
0
0
23
0
1003_4100664
0
24
1,539
120
0
643
63
2
1,550
bus+train
2,418
1,659
116
26
27
135.7
14,542
13,027.8
1,378.4
0
1
1
0
0
45
0
1003_4100664
1
24
1,447
0
0
367
0
1
1,500
bus_only
2,366
1,447
552
517
35
660.2
12,417
11,756.9
0
0
1
0
0
0
45
0
1003_4100664
2
24
3,429
0
0
117
0
0
1,600
bus_only
4,026
3,429
480
306
174
573.5
16,389.3
15,815.8
0
0
1
0
0
0
45
0
1003_4100664
3
24
357
1,320
0
788
120
1
1,550
bus+train
2,612
1,677
147
26
1
174
13,861.7
1,064.8
12,622.9
0
1
1
0
25
45
0.555556
1003_4100664
4
24
2,109
180
0
718
95
1
1,550
bus+train
3,361
2,289
354
26
233
422.7
13,424.1
10,361.1
2,640.3
0
1
1
0
0
45
0
1003_4100664
5
24
836
1,320
0
747
120
1
1,550
bus+train
3,259
2,156
356
26
210
425.3
15,249.5
2,201.3
12,622.9
0
1
1
0
20
45
0.444444
1003_4100664
6
24
1,755
120
0
821
63
2
1,650
bus+train
3,109
1,875
413
26
324
492.7
16,042.8
14,171.7
1,378.4
0
1
1
0
0
45
0
1003_4100664
7
24
487
1,320
0
788
120
1
1,550
bus+train
3,059
1,807
464
26
318
554.3
14,524.1
1,346.8
12,622.9
0
1
1
0
0
45
0
1003_4100664
8
24
720
1,320
0
865
105
1
1,550
bus+train
3,335
2,040
430
26
299
514.6
14,036.4
898.8
12,622.9
0
1
1
0
0
45
0
1003_4100664
9
24
1,374
120
0
583
63
2
1,550
bus+train
2,632
1,494
555
26
466
663.1
14,681.4
12,639.9
1,378.4
0
1
1
0
0
45
0
1003_4100664
10
24
1,671
120
0
643
63
2
1,550
bus+train
2,986
1,791
552
26
463
659.9
15,507.3
13,469
1,378.4
0
1
1
0
0
45
0
1003_4100664
11
24
1,793
0
0
686
0
1
1,500
bus_only
3,109
1,793
630
306
324
754.3
14,053.9
13,299.6
0
0
1
0
0
0
45
0
1003_4100664
12
24
179
1,320
0
788
120
1
1,550
bus+train
2,887
1,499
600
26
454
718
14,002.3
661.3
12,622.9
0
1
1
0
0
45
0
1003_4100664
13
24
2,050
120
0
821
63
2
1,650
bus+train
3,515
2,170
524
26
435
625.7
16,930.5
14,926.3
1,378.4
0
1
1
0
0
45
0
1003_4100664
14
24
3,376
300
0
230
51
1
1,750
bus+train
4,402
3,676
496
26
419
593
21,080.2
17,454.1
3,033.1
0
1
1
0
0
45
0
1003_4100664
15
24
1,899
120
0
821
63
2
1,650
bus+train
3,389
2,019
549
26
460
655.1
16,652.9
14,619.3
1,378.4
0
1
1
0
0
45
0
1003_4100664
16
24
2,203
180
0
718
95
1
1,550
bus+train
3,685
2,383
584
26
463
699.4
13,951.6
10,611.9
2,640.3
0
1
1
0
0
45
0
1003_4100664
17
24
586
1,320
0
747
120
1
1,550
bus+train
3,236
1,906
583
26
437
697.6
14,947.5
1,627
12,622.9
0
1
1
0
0
45
0
1003_4100664
18
24
1,688
870
0
487
168
1
1,550
bus+train
3,658
2,558
613
26
419
734.4
15,576.9
6,376.4
8,466.2
0
1
1
0
0
45
0
1003_4100664
19
24
2,088
0
0
686
0
1
1,500
bus_only
3,515
2,088
741
306
435
887.3
14,941.5
14,054.2
0
0
1
0
0
0
45
0
1003_4100664
20
24
1,937
0
0
626
0
1
1,500
bus_only
3,335
1,937
772
306
466
925.4
14,672.6
13,747.2
0
0
1
0
0
0
45
0
1003_4100664
21
24
3,523
0
0
117
0
0
1,600
bus_only
4,409
3,523
769
306
463
921.5
16,988.2
16,066.7
0
0
1
0
0
0
45
0
1003_4100664
22
24
1,282
0
0
367
0
1
1,500
bus_only
2,632
1,282
983
517
466
1,177.6
12,546.5
11,368.9
0
0
1
0
0
0
45
0