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_248
22
23
1,110
420
0
770
115
2
1,550
bus+train
2,991
1,530
691
26
550
826.3
11,532.7
5,877.8
4,828.7
0
1
1
0
0
647
0
1003_249
0
15
0
1,200
0
845
31
1
1,550
train_only
2,111
1,200
66
26
9
77.6
11,393.8
0
11,316.1
0
0
1
0
779
779
1
1003_249
1
15
1,181
420
0
437
115
2
1,550
bus+train
2,334
1,601
296
26
155
353
11,147.5
5,965.9
4,828.7
0
1
1
0
0
779
0
1003_249
2
15
2,090
0
0
662
0
0
1,500
bus_only
3,087
2,090
335
207
128
401
12,559.8
12,158.9
0
0
1
0
0
0
779
0
1003_249
3
15
1,206
420
0
437
115
2
1,550
bus+train
2,462
1,626
399
26
258
476.5
11,453.4
6,148.3
4,828.7
0
1
1
0
0
779
0
1003_249
4
15
1,130
420
0
429
115
2
1,550
bus+train
2,384
1,550
405
26
264
483.5
11,122.2
5,810
4,828.7
0
1
1
0
0
779
0
1003_249
5
15
2,115
0
0
602
0
0
1,500
bus_only
3,182
2,115
465
207
258
557.2
12,898.5
12,341.3
0
0
1
0
0
0
779
0
1003_249
6
15
2,036
0
0
602
0
0
1,500
bus_only
3,133
2,036
495
207
288
593.7
12,596.6
12,003
0
0
1
0
0
0
779
0
1003_249
7
15
1,324
570
0
542
111
2
1,550
bus+train
2,883
1,894
447
26
310
533.7
13,408.4
7,077.3
5,797.4
0
1
1
0
0
779
0
1003_249
8
15
1,326
1,200
0
445
51
1
1,650
bus+train
3,433
2,526
462
26
385
551.2
18,405.9
7,000.1
10,854.6
0
1
1
0
0
779
0
1003_249
9
15
897
1,500
0
564
44
1
1,650
bus+train
3,416
2,397
455
26
385
543.1
19,640.8
5,231
13,866.7
0
1
1
0
0
779
0
1003_249
10
15
715
1,110
0
840
156
1
1,550
bus+train
3,165
1,825
500
26
318
597.8
15,447.2
4,121.5
10,728
0
1
1
0
0
779
0
1003_249
11
15
1,199
570
0
602
111
2
1,550
bus+train
2,893
1,769
522
26
385
623.3
12,871.2
6,450.5
5,797.4
0
1
1
0
0
779
0
1003_249
12
15
1,517
420
0
444
115
2
1,550
bus+train
2,921
1,937
540
26
399
646
11,573.7
6,099
4,828.7
0
1
1
0
0
779
0
1003_249
13
15
770
1,110
0
840
156
1
1,650
bus+train
3,277
1,880
557
26
375
666.1
16,034
4,639.9
10,728
0
1
1
0
0
779
0
1003_249
14
15
699
870
0
534
319
1
1,550
bus+train
2,844
1,569
741
26
396
887.6
13,142.5
3,788.8
8,466.2
0
1
1
0
0
779
0
1003_250
0
7
757
600
0
344
137
1
1,550
bus+train
1,920
1,357
219
26
56
261.1
10,213.1
5,025.2
4,926.9
0
1
1
0
0
35
0
1003_250
1
7
0
1,290
0
554
134
1
1,550
train_only
2,033
1,290
189
26
29
224.4
10,064.5
0
9,840.1
0
0
1
0
35
35
1
1003_250
2
7
1,020
300
0
568
75
2
1,550
bus+train
2,190
1,320
302
26
201
359.6
10,175.9
6,783.3
3,033.1
0
1
1
0
0
35
0
1003_250
3
7
170
1,200
0
476
117
1
1,550
bus+train
2,190
1,370
344
26
201
410
10,457.8
1,355.1
8,692.7
0
1
1
0
0
35
0
1003_250
4
7
785
600
0
404
137
1
1,550
bus+train
2,169
1,385
380
26
217
452.5
10,651.5
5,272.1
4,926.9
0
1
1
0
0
35
0
1003_250
5
7
1,059
300
0
463
67
1
1,550
bus+train
2,386
1,359
564
26
471
673.6
10,576.2
6,869.6
3,033.1
0
1
1
0
0
35
0
1003_250
6
7
150
1,200
0
451
45
1
1,550
bus+train
2,343
1,350
542
26
471
647.9
10,493.9
1,153.2
8,692.7
0
1
1
0
0
35
0
1003_2511
0
12
2,061
420
0
1,047
115
2
1,650
bus+train
3,747
2,481
219
26
78
259.7
19,417.4
14,329
4,828.7
0
1
1
0
0
179
0
1003_2511
1
12
0
2,150
0
714
278
1
1,650
train_only
3,179
2,150
315
26
11
375.6
20,224.9
0
19,849.4
0
0
1
0
178
179
0.994413
1003_2511
2
12
1,749
870
0
822
202
1
1,750
bus+train
3,747
2,619
306
26
78
364.7
21,362
12,531.1
8,466.2
0
1
1
0
0
179
0
1003_2511
3
12
2,137
420
0
1,047
115
2
1,650
bus+train
3,952
2,557
348
26
207
414
19,848.8
14,606.1
4,828.7
0
1
1
0
0
179
0
1003_2511
4
12
1,825
870
0
822
202
1
1,750
bus+train
3,952
2,695
435
26
207
519.1
21,793.5
12,808.2
8,466.2
0
1
1
0
0
179
0
1003_2511
5
12
2,015
420
0
1,047
115
2
1,650
bus+train
3,972
2,435
490
26
349
585.3
19,516
14,102
4,828.7
0
1
1
0
0
179
0
1003_2511
6
12
1,703
870
0
822
202
1
1,750
bus+train
3,972
2,573
577
26
349
690.3
21,460.7
12,304.1
8,466.2
0
1
1
0
0
179
0
1003_2511
7
12
1,949
1,170
0
689
156
1
1,750
bus+train
4,481
3,119
673
26
491
803.2
24,752.7
13,177
10,772.5
0
1
1
0
0
179
0
1003_2511
8
12
2,356
420
0
549
115
3
1,650
bus+train
3,986
2,776
661
26
520
791.3
20,310.3
14,690.4
4,828.7
0
1
1
0
0
179
0
1003_2511
9
12
674
1,020
0
1,046
223
2
1,650
bus+train
3,509
1,694
769
26
520
919.6
16,680.2
3,783.3
11,977.3
0
1
1
0
1
179
0.005587
1003_2511
10
12
2,883
0
0
824
0
1
1,700
bus_only
4,550
2,883
843
306
537
1,009.5
22,537.1
21,527.7
0
0
1
0
0
0
179
0
1003_2511
11
12
3,075
0
0
492
0
1
1,700
bus_only
4,431
3,075
864
344
520
1,035.8
21,678.9
20,643.2
0
0
1
0
0
0
179
0
1003_2512
0
18
0
1,480
0
842
69
2
1,650
train_only
2,487
1,480
165
26
70
195.3
18,207.4
0
18,012.1
0
0
1
0
1
155
0.006452
1003_2512
1
18
201
1,380
0
774
88
2
1,650
bus+train
2,802
1,581
447
26
333
534.5
18,269
948.9
16,785.7
0
1
1
0
0
155
0
1003_2512
2
18
2,910
0
0
224
0
0
1,700
bus_only
3,575
2,910
441
306
135
526.3
22,360.7
21,834.4
0
0
1
0
0
0
155
0
1003_2512
3
18
2,301
420
0
578
115
1
1,750
bus+train
3,575
2,721
276
26
135
327.4
21,581.1
16,425
4,828.7
0
1
1
0
154
155
0.993548
1003_2512
4
18
436
1,730
0
378
56
1
1,650
bus+train
2,877
2,166
333
207
70
398
20,082.4
4,526.3
15,158.1
0
1
1
0
0
155
0
1003_2512
5
18
2,238
420
0
518
115
1
1,750
bus+train
3,586
2,658
410
26
269
489.5
21,377.4
16,059.2
4,828.7
0
1
1
0
0
155
0
1003_2512
6
18
2,847
0
0
164
0
0
1,700
bus_only
3,586
2,847
575
306
269
688.5
22,157
21,468.6
0
0
1
0
0
0
155
0
1003_2512
7
18
152
1,500
0
849
125
3
1,650
bus+train
2,921
1,652
420
26
269
501
17,788.2
1,199.4
16,087.8
0
1
1
0
0
155
0
1003_2512
8
18
814
1,050
0
763
223
2
1,650
bus+train
3,145
1,864
518
26
269
617.9
16,803.6
4,208.4
11,977.3
0
1
1
0
0
155
0
1003_2512
9
18
2,496
0
0
440
0
1
1,600
bus_only
3,574
2,496
638
306
332
763.6
19,734.2
18,970.6
0
0
1
0
0
0
155
0
1003_2512
10
18
2,201
420
0
578
115
1
1,750
bus+train
3,797
2,621
598
26
457
714.9
21,405.1
15,861.5
4,828.7
0
1
1
0
0
155
0
1003_2512
11
18
581
1,380
0
799
88
2
1,750
bus+train
3,331
1,961
571
26
457
682.3
20,762.4
3,294.4
16,785.7
0
1
1
0
0
155
0
1003_2512
12
18
2,810
0
0
224
0
0
1,700
bus_only
3,797
2,810
763
306
457
913.8
22,184.7
21,270.9
0
0
1
0
0
0
155
0
1003_2512
13
18
678
1,740
0
461
67
1
1,750
bus+train
3,536
2,418
657
26
564
786.2
23,001.7
5,536.2
16,679.3
0
1
1
0
0
155
0
1003_2512
14
18
274
1,380
0
774
88
2
1,650
bus+train
3,086
1,654
658
26
544
786.6
19,024.8
1,452.6
16,785.7
0
1
1
0
0
155
0
1003_2512
15
18
1,666
870
0
447
202
1
1,750
bus+train
3,677
2,536
694
26
466
830
21,365
12,068.8
8,466.2
0
1
1
0
0
155
0
1003_2512
16
18
115
1,500
0
909
125
3
1,650
bus+train
3,141
1,615
617
26
466
736.4
17,825.9
1,001.8
16,087.8
0
1
1
0
0
155
0
1003_2512
17
18
2,984
0
0
164
0
0
1,700
bus_only
3,998
2,984
850
306
544
1,018
23,219.7
22,201.6
0
0
1
0
0
0
155
0
1003_2513
0
9
0
1,470
0
707
11
1
1,650
train_only
2,332
1,470
155
26
118
183.5
16,969.2
0
16,785.7
0
0
1
0
0
72
0
1003_2513
1
9
0
2,130
0
778
0
1
1,750
train_only
3,197
2,130
289
26
263
345.6
23,525.5
0
23,180
0
0
1
0
0
72
0
1003_2513
2
9
2,251
0
0
507
0
0
1,600
bus_only
3,241
2,251
483
306
177
578.1
18,599.9
18,021.7
0
0
1
0
0
0
72
0
1003_2513
3
9
1,758
420
0
646
115
2
1,650
bus+train
3,269
2,178
445
26
304
530.4
18,683.6
13,324.5
4,828.7
0
1
1
0
0
72
0
1003_2513
4
9
2,463
0
0
447
0
0
1,600
bus_only
3,518
2,463
608
306
302
728.5
19,495.5
18,767
0
0
1
0
0
0
72
0
1003_2513
5
9
1,816
420
0
851
115
1
1,650
bus+train
3,721
2,236
634
26
493
757.9
18,566.2
12,979.6
4,828.7
0
1
1
0
0
72
0
1003_2513
6
9
2,565
0
0
507
0
0
1,600
bus_only
3,800
2,565
728
306
422
871.8
20,318.5
19,446.6
0
0
1
0
0
0
72
0
1003_2513
7
9
2,415
0
0
507
0
0
1,600
bus_only
3,721
2,415
799
306
493
956.8
19,345.8
18,389
0
0
1
0
0
0
72
0
1003_2513
8
9
0
1,495
0
810
103
1
1,650
train_only
3,313
1,495
1,008
26
879
1,205.4
18,003
0
16,797.6
0
0
1
0
72
72
1
1003_2514
0
9
78
1,770
0
760
96
2
1,650
bus+train
2,752
1,848
144
26
22
171
18,107.3
914.5
17,021.8
0
1
1
0
0
211
0
1003_2514
1
9
436
1,440
0
591
56
1
1,650
bus+train
2,752
1,876
285
207
22
340.9
17,849.3
4,526.3
12,982
0
1
1
0
0
211
0
1003_2514
2
9
2,194
0
0
546
0
0
1,600
bus_only
3,146
2,194
406
306
100
485.3
17,799.4
17,314.1
0
0
1
0
0
0
211
0
1003_2514
3
9
1,585
420
0
900
115
1
1,650
bus+train
3,146
2,005
241
26
100
286.4
17,019.8
11,904.7
4,828.7
0
1
1
0
0
211
0
1003_2514
4
9
0
1,500
0
961
103
2
1,650
train_only
2,941
1,500
480
26
351
573.4
16,661.2
0
16,087.8
0
0
1
0
211
211
1
1003_2514
5
9
1,528
420
0
900
115
1
1,650
bus+train
3,423
1,948
575
26
434
686.2
16,866.9
11,352.1
4,828.7
0
1
1
0
0
211
0
1003_2514
6
9
2,620
0
0
486
0
0
1,700
bus_only
3,771
2,620
665
306
359
796.2
20,810.4
20,014.2
0
0
1
0
0
0
211
0
1003_2514
7
9
2,691
0
0
486
0
0
1,700
bus_only
3,835
2,691
658
306
352
787.6
21,056.7
20,269.1
0
0
1
0
0
0
211
0
1003_2514
8
9
2,137
0
0
546
0
0
1,600
bus_only
3,423
2,137
740
306
434
885.1
17,646.6
16,761.5
0
0
1
0
0
0
211
0
1003_2515
0
13
0
1,630
0
662
69
2
1,650
train_only
2,461
1,630
169
26
74
201.1
19,131.1
0
18,930
0
0
1
0
0
364
0
1003_2515
1
13
134
1,200
0
604
36
2
1,550
bus+train
2,260
1,334
322
26
260
384.4
15,336.4
447.1
14,504.9
0
1
1
0
0
364
0
1003_2515
2
13
2,054
0
0
274
0
0
1,600
bus_only
2,819
2,054
491
306
185
587.5
16,841.2
16,253.7
0
0
1
0
0
0
364
0
1003_2515
3
13
0
1,670
0
543
118
2
1,650
train_only
2,431
1,670
218
26
74
258.5
16,417.8
0
16,159.3
0
0
1
0
0
364
0
1003_2515
4
13
1,453
420
0
620
115
1
1,650
bus+train
2,819
1,873
326
26
185
388.6
16,061.5
10,844.3
4,828.7
0
1
1
0
0
364
0
1003_2515
5
13
437
1,340
0
467
56
1
1,650
bus+train
2,581
1,777
337
207
74
403.7
16,717.3
4,526.3
11,787.3
0
1
1
0
0
364
0
1003_2515
6
13
1,335
420
0
406
115
2
1,650
bus+train
2,487
1,755
326
26
185
388.6
15,838.3
10,621
4,828.7
0
1
1
0
0
364
0
1003_2515
7
13
0
1,640
0
413
278
1
1,650
train_only
2,431
1,640
378
26
74
451.4
16,122.6
0
15,671.1
0
0
1
0
364
364
1
1003_2515
8
13
1,410
420
0
680
115
1
1,650
bus+train
2,899
1,830
389
26
248
463.8
15,722.9
10,430.4
4,828.7
0
1
1
0
0
364
0
1003_2515
9
13
1,292
420
0
466
115
2
1,650
bus+train
2,594
1,712
416
26
275
495.5
15,531.4
10,207.2
4,828.7
0
1
1
0
0
364
0
1003_2515
10
13
2,011
0
0
334
0
0
1,600
bus_only
2,899
2,011
554
306
248
662.7
16,502.5
15,839.8
0
0
1
0
0
0
364
0
1003_2515
11
13
183
1,200
0
784
36
2
1,650
bus+train
2,603
1,383
436
26
374
520.7
15,910.5
884.9
14,504.9
0
1
1
0
0
364
0
1003_2515
12
13
176
1,200
0
912
36
2
1,650
bus+train
2,750
1,376
462
26
400
552
15,773.3
716.4
14,504.9
0
1
1
0
0
364
0
1003_2516
0
9
1,200
420
0
563
115
2
1,550
bus+train
2,446
1,620
263
26
122
312.1
14,306.3
9,165.5
4,828.7
0
1
1
0
0
860
0
1003_2516
1
9
1,218
420
0
603
128
3
1,550
bus+train
2,513
1,638
272
26
118
323.9
14,564.8
9,412.2
4,828.7
0
1
1
0
0
860
0
1003_2516
2
9
1,933
0
0
582
0
0
1,500
bus_only
2,943
1,933
428
306
122
511
15,309.2
14,798.2
0
0
1
0
0
0
860
0
1003_2516
3
9
395
1,200
0
711
56
1
1,650
bus+train
2,576
1,595
270
207
7
322.5
15,543.5
4,526.3
10,694.7
0
1
1
0
0
860
0
1003_2516
4
9
1,334
420
0
926
115
1
1,550
bus+train
2,979
1,754
299
26
158
356
14,573.5
9,388.8
4,828.7
0
1
1
0
854
860
1
1003_2516
5
9
1,302
420
0
779
115
2
1,550
bus+train
2,879
1,722
378
26
237
450.7
14,627.2
9,347.8
4,828.7
0
1
1
0
0
860
0
1003_2516
6
9
1,246
420
0
563
115
2
1,550
bus+train
2,674
1,666
445
26
304
530.8
14,990.9
9,631.4
4,828.7
0
1
1
0
0
860
0
1003_2516
7
9
1,380
420
0
926
115
1
1,550
bus+train
3,171
1,800
445
26
304
530.8
15,214.2
9,854.7
4,828.7
0
1
1
0
0
860
0
1003_2516
8
9
1,979
0
0
582
0
0
1,600
bus_only
3,217
1,979
656
306
350
785.2
16,049.3
15,264.1
0
0
1
0
0
0
860
0
1003_2517
0
20
0
1,490
0
575
118
2
1,550
train_only
2,218
1,490
153
26
9
179.5
14,207.2
0
14,027.7
0
0
1
0
0
679
0
1003_2517
1
20
0
1,380
0
525
278
1
1,550
train_only
2,218
1,380
313
26
9
372.4
13,850.2
0
13,477.8
0
0
1
0
678
679
0.998527
1003_2517
2
20
0
1,760
0
613
200
1
1,650
train_only
2,608
1,760
235
26
9
279.7
15,398.8
0
15,119.2
0
0
1
0
0
679
0
1003_2517
3
20
1,885
570
0
730
179
1
1,650
bus+train
3,444
2,455
259
26
54
308.7
16,807.3
10,701.2
5,797.4
0
1
1
0
1
679
0.001473
1003_2517
4
20
1,598
570
0
778
213
1
1,550
bus+train
3,239
2,168
293
26
54
349.8
14,760.7
8,613.5
5,797.4
0
1
1
0
0
679
0
1003_2517
5
20
1,479
420
0
1,048
115
2
1,650
bus+train
3,210
1,899
263
26
122
313.3
15,483.5
10,341.5
4,828.7
0
1
1
0
0
679
0
1003_2517
6
20
1,658
420
0
924
115
2
1,550
bus+train
3,320
2,078
318
26
177
379.5
14,490.9
9,282.7
4,828.7
0
1
1
0
0
679
0