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_4703
11
18
175
1,800
0
508
53
1
1,650
bus+train
3,023
1,975
540
346
141
645.7
18,023.1
1,766.4
15,611
0
1
1
0
0
96
0
1003_4703
12
18
2,756
0
0
328
0
0
1,600
bus_only
3,691
2,756
607
344
263
726.7
17,871.3
17,144.5
0
0
1
0
0
0
96
0
1003_4703
13
18
2,225
300
0
300
75
1
1,650
bus+train
3,422
2,525
597
26
496
713.4
17,321.3
13,574.9
3,033.1
0
1
1
0
0
96
0
1003_4703
14
18
1,823
300
0
388
75
2
1,650
bus+train
3,114
2,123
603
26
502
720.8
16,782.5
13,028.6
3,033.1
0
1
1
0
0
96
0
1003_4703
15
18
2,042
300
0
414
75
2
1,650
bus+train
3,348
2,342
592
26
491
707.9
18,036.4
14,295.4
3,033.1
0
1
1
0
0
96
0
1003_4703
16
18
2,718
0
0
268
0
0
1,600
bus_only
3,826
2,718
840
344
496
1,006
17,941.1
16,935.2
0
0
1
0
0
0
96
0
1003_4703
17
18
2,316
0
0
310
0
1
1,600
bus_only
3,472
2,316
846
344
502
1,013.5
17,402.3
16,388.8
0
0
1
0
0
0
96
0
1003_4704
0
16
1,806
300
0
475
57
1
1,650
bus+train
2,678
2,106
97
26
14
113.4
15,666.4
12,520
3,033.1
0
1
1
0
114
114
1
1003_4704
1
16
1,846
300
0
415
57
1
1,650
bus+train
3,035
2,146
474
26
391
566.1
16,451.9
12,852.8
3,033.1
0
1
1
0
0
114
0
1003_4704
2
16
2,420
0
0
108
0
0
1,600
bus_only
3,238
2,420
710
344
366
850
16,831.2
15,981.2
0
0
1
0
0
0
114
0
1003_4704
3
16
2,044
300
0
759
75
3
1,650
bus+train
3,518
2,344
415
26
314
495.8
16,736.3
13,207.4
3,033.1
0
1
1
0
0
114
0
1003_4704
4
16
1,976
300
0
581
75
1
1,650
bus+train
3,426
2,276
569
26
468
679.3
16,605.9
12,893.5
3,033.1
0
1
1
0
0
114
0
1003_4704
5
16
1,890
300
0
521
75
1
1,650
bus+train
3,301
2,190
590
26
489
705.9
16,360
12,621
3,033.1
0
1
1
0
0
114
0
1003_4704
6
16
2,506
0
0
108
0
0
1,600
bus_only
3,426
2,506
812
344
468
971.9
17,225.7
16,253.7
0
0
1
0
0
0
114
0
1003_4704
7
16
1,842
300
0
670
75
2
1,650
bus+train
3,452
2,142
640
26
539
765.4
17,065.8
13,267.4
3,033.1
0
1
1
0
0
114
0
1003_4704
8
16
1,810
300
0
670
75
2
1,650
bus+train
3,453
2,110
673
26
572
805.5
16,901
13,062.5
3,033.1
0
1
1
0
0
114
0
1003_4704
9
16
1,971
300
0
759
75
3
1,650
bus+train
3,647
2,271
617
26
516
738.3
16,757.5
12,986.2
3,033.1
0
1
1
0
0
114
0
1003_4704
10
16
1,851
300
0
731
75
3
1,650
bus+train
3,544
2,151
662
26
561
792.4
16,719
12,893.6
3,033.1
0
1
1
0
0
114
0
1003_4704
11
16
2,253
0
0
316
0
1
1,600
bus_only
3,452
2,253
883
344
539
1,058
17,121.2
16,063.2
0
0
1
0
0
0
114
0
1003_4704
12
16
2,221
0
0
316
0
1
1,600
bus_only
3,453
2,221
916
344
572
1,098.1
16,956.5
15,858.3
0
0
1
0
0
0
114
0
1003_4704
13
16
2,262
0
0
377
0
2
1,600
bus_only
3,544
2,262
905
344
561
1,085.1
16,774.5
15,689.4
0
0
1
0
0
0
114
0
1003_4704
14
16
137
1,800
0
498
60
1
1,650
bus+train
3,380
1,937
945
346
539
1,131.6
17,923.9
1,181.3
15,611
0
1
1
0
0
114
0
1003_4704
15
16
105
1,800
0
498
60
1
1,650
bus+train
3,381
1,905
978
346
572
1,171.8
17,759.1
976.4
15,611
0
1
1
0
0
114
0
1003_4705
0
24
1,739
300
0
718
75
1
1,550
bus+train
2,920
2,039
163
26
62
192.5
15,067.9
11,842.4
3,033.1
0
1
1
0
0
74
0
1003_4705
1
24
218
1,800
0
360
25
1
1,650
bus+train
2,813
2,018
435
346
64
520.3
17,115.8
984.6
15,611
0
1
1
0
0
74
0
1003_4705
2
24
2,229
0
0
285
0
0
1,600
bus_only
2,920
2,229
406
344
62
485.1
15,687.8
15,202.6
0
0
1
0
0
0
74
0
1003_4705
3
24
0
2,179
0
510
108
1
1,650
train_only
2,832
2,179
143
26
9
169.7
16,145.8
0
15,976.1
0
0
1
0
74
74
1
1003_4705
4
24
1,703
300
0
658
75
1
1,550
bus+train
2,917
2,003
256
26
155
304.6
14,994.5
11,656.8
3,033.1
0
1
1
0
0
74
0
1003_4705
5
24
1,783
300
0
658
75
1
1,550
bus+train
3,035
2,083
294
26
193
350.8
15,347.3
11,963.4
3,033.1
0
1
1
0
0
74
0
1003_4705
6
24
2,193
0
0
225
0
0
1,600
bus_only
2,917
2,193
499
344
155
597.2
15,614.3
15,017.1
0
0
1
0
0
0
74
0
1003_4705
7
24
2,273
0
0
225
0
0
1,600
bus_only
3,035
2,273
537
344
193
643.5
15,967.1
15,323.7
0
0
1
0
0
0
74
0
1003_4705
8
24
450
1,530
0
400
39
1
1,650
bus+train
2,881
1,980
501
346
116
598.2
16,156
2,746
12,811.9
0
1
1
0
0
74
0
1003_4705
9
24
195
1,800
0
355
59
1
1,650
bus+train
2,851
1,995
501
346
96
599.6
17,230.4
1,019.8
15,611
0
1
1
0
0
74
0
1003_4705
10
24
182
1,800
0
360
25
1
1,650
bus+train
2,868
1,982
526
346
155
629.3
17,039.3
799
15,611
0
1
1
0
0
74
0
1003_4705
11
24
1,582
300
0
718
75
1
1,550
bus+train
3,156
1,882
556
26
455
664
15,063.7
11,366.7
3,033.1
0
1
1
0
0
74
0
1003_4705
12
24
262
1,800
0
360
25
1
1,650
bus+train
2,986
2,062
564
346
193
675.5
17,392.1
1,105.6
15,611
0
1
1
0
0
74
0
1003_4705
13
24
2,322
0
0
225
0
0
1,600
bus_only
3,243
2,322
696
344
352
833.6
16,298.2
15,464.7
0
0
1
0
0
0
74
0
1003_4705
14
24
196
1,800
0
434
25
2
1,650
bus+train
2,984
1,996
554
346
183
662.6
17,053.9
780.4
15,611
0
1
1
0
0
74
0
1003_4705
15
24
2,072
0
0
285
0
0
1,500
bus_only
3,156
2,072
799
344
455
956.7
15,683.6
14,726.9
0
0
1
0
0
0
74
0
1003_4705
16
24
505
1,530
0
400
39
1
1,650
bus+train
3,158
2,035
723
346
338
865.2
16,820.1
3,143
12,811.9
0
1
1
0
0
74
0
1003_4705
17
24
2,636
0
0
439
0
0
1,600
bus_only
3,873
2,636
798
344
454
956.3
17,049.3
16,093
0
0
1
0
0
0
74
0
1003_4705
18
24
2,366
0
0
305
0
1
1,500
bus_only
3,469
2,366
798
344
454
956.3
15,799.9
14,843.7
0
0
1
0
0
0
74
0
1003_4705
19
24
2,388
0
0
285
0
0
1,600
bus_only
3,566
2,388
893
344
549
1,070
16,828.4
15,758.4
0
0
1
0
0
0
74
0
1003_4705
20
24
298
1,800
0
420
25
1
1,650
bus+train
3,301
2,098
783
346
412
937.6
17,862.3
1,313.8
15,611
0
1
1
0
0
74
0
1003_4705
21
24
61
1,800
0
420
25
1
1,650
bus+train
3,107
1,861
826
346
455
988.7
17,108.5
508.8
15,611
0
1
1
0
0
74
0
1003_4705
22
24
325
1,800
0
360
25
1
1,650
bus+train
3,317
2,125
832
346
461
997.1
18,050.4
1,442.3
15,611
0
1
1
0
0
74
0
1003_4705
23
24
412
1,530
0
400
39
1
1,650
bus+train
3,214
1,942
872
346
487
1,044.1
16,239.7
2,383.7
12,811.9
0
1
1
0
0
74
0
1003_4706
0
2
1,006
840
0
575
43
1
1,550
bus+train
2,643
1,846
222
26
153
263.3
14,004.8
7,142
6,599.5
0
1
1
0
51
51
1
1003_4706
1
2
984
840
0
515
43
1
1,550
bus+train
2,857
1,824
518
26
449
618.6
14,123.4
6,905.3
6,599.5
0
1
1
0
0
51
0
1003_4707
0
15
1,591
300
0
365
57
1
1,550
bus+train
2,365
1,891
109
26
26
128.5
13,386.2
10,224.6
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
1
15
1,331
300
0
406
75
2
1,550
bus+train
2,375
1,631
338
26
237
403.4
13,674.9
10,238.5
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
2
15
2,110
0
0
488
0
0
1,500
bus_only
3,127
2,110
529
344
185
633.1
14,859.9
14,226.8
0
0
1
0
0
0
48
0.066667
1003_4707
3
15
1,646
300
0
422
75
1
1,550
bus+train
2,706
1,946
338
26
237
403.4
14,303
10,866.5
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
4
15
1,655
300
0
365
57
1
1,550
bus+train
2,698
1,955
378
26
295
451.8
13,957.9
10,473.1
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
5
15
1,534
300
0
365
57
1
1,550
bus+train
2,646
1,834
447
26
364
533.6
13,450.4
9,883.7
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
6
15
1,279
300
0
406
75
2
1,550
bus+train
2,415
1,579
430
26
329
513.8
13,458.9
9,912.1
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
7
15
1,739
300
0
422
75
1
1,550
bus+train
3,013
2,039
552
26
451
660.1
14,789.6
11,096.5
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
8
15
1,424
300
0
406
75
2
1,550
bus+train
2,682
1,724
552
26
451
660.1
14,161.6
10,468.4
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
9
15
1,678
300
0
425
57
1
1,550
bus+train
3,019
1,978
616
26
533
737.1
14,479.9
10,709.7
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
10
15
1,304
300
0
601
75
3
1,550
bus+train
2,720
1,604
515
26
414
616
13,710.8
10,061.7
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
11
15
1,301
300
0
494
185
2
1,550
bus+train
2,720
1,601
625
26
414
748
13,720.2
9,939.2
3,033.1
0
1
1
0
0
48
0.066667
1003_4707
12
15
2,059
0
0
428
0
0
1,500
bus_only
3,195
2,059
708
344
364
847.7
14,788.9
13,941.2
0
0
1
0
0
0
48
0.066667
1003_4707
13
15
2,203
0
0
428
0
0
1,500
bus_only
3,426
2,203
795
344
451
952.7
15,409.4
14,456.7
0
0
1
0
0
0
48
0.066667
1003_4707
14
15
271
1,680
0
377
13
1
1,550
bus+train
3,170
1,951
842
346
483
1,008.6
15,800
447.5
14,343.9
0
1
1
0
0
48
0.066667
1003_4708
0
12
1,066
840
0
614
43
2
1,550
bus+train
2,668
1,906
148
26
79
175
13,922.5
7,148
6,599.5
0
1
1
0
1
219
1
1003_4708
1
12
2,032
0
0
153
0
1
1,500
bus_only
2,626
2,032
441
344
97
527.9
14,616.2
14,088.3
0
0
1
0
0
0
219
0
1003_4708
2
12
2,251
0
0
407
0
0
1,500
bus_only
3,081
2,251
423
344
79
506
15,279.2
14,773.2
0
0
1
0
0
0
219
0
1003_4708
3
12
3,269
0
0
346
0
1
1,600
bus_only
3,862
3,269
247
168
79
294.7
19,833.4
19,538.7
0
0
1
0
0
0
219
0
1003_4708
4
12
1,018
840
0
614
43
2
1,550
bus+train
2,796
1,858
324
26
255
386.3
13,817.3
6,831.5
6,599.5
0
1
1
0
0
219
0
1003_4708
5
12
3,221
0
0
346
0
1
1,600
bus_only
3,990
3,221
423
168
255
506
19,728.2
19,222.2
0
0
1
0
0
0
219
0
1003_4708
6
12
2,203
0
0
407
0
0
1,500
bus_only
3,209
2,203
599
344
255
717.3
15,174.1
14,456.7
0
0
1
0
0
0
219
0
1003_4708
7
12
1,984
0
0
213
0
1
1,500
bus_only
2,796
1,984
599
344
255
717.3
14,489.1
13,771.8
0
0
1
0
0
0
219
0
1003_4708
8
12
1,064
840
0
646
92
2
1,550
bus+train
3,098
1,904
548
26
430
653.5
13,734.1
6,481.1
6,599.5
0
1
1
0
0
219
0
1003_4708
9
12
3,384
0
0
286
0
1
1,600
bus_only
4,231
3,384
561
168
393
671.7
20,554.2
19,882.5
0
0
1
0
0
0
219
0
1003_4708
10
12
2,366
0
0
347
0
0
1,600
bus_only
3,450
2,366
737
344
393
883.1
16,000.1
15,117
0
0
1
0
0
0
219
0
1003_4708
11
12
2,147
0
0
153
0
1
1,500
bus_only
3,037
2,147
737
344
393
883.1
15,315.1
14,432.1
0
0
1
0
0
0
219
0
1003_4709
0
17
1,670
120
0
615
94
1
1,550
bus+train
2,536
1,790
131
26
11
154
12,059
10,526.6
1,378.4
0
1
1
0
0
149
0
1003_4709
1
17
0
1,683
0
418
108
1
1,550
train_only
2,244
1,683
143
26
9
169
13,037.1
0
12,868.1
0
0
1
0
149
149
1
1003_4709
2
17
1,646
120
0
555
94
1
1,550
bus+train
2,612
1,766
291
26
171
346.9
12,103.4
10,378.1
1,378.4
0
1
1
0
0
149
0
1003_4709
3
17
1,658
300
0
510
75
2
1,550
bus+train
2,723
1,958
255
26
154
304
15,131.5
11,794.4
3,033.1
0
1
1
0
0
149
0
1003_4709
4
17
1,697
120
0
615
94
1
1,550
bus+train
2,762
1,817
330
26
210
394.1
12,500.4
10,727.9
1,378.4
0
1
1
0
0
149
0
1003_4709
5
17
1,687
300
0
570
75
2
1,650
bus+train
3,017
1,987
460
26
359
548.9
15,607.6
12,025.7
3,033.1
0
1
1
0
0
149
0
1003_4709
6
17
1,752
120
0
741
94
2
1,550
bus+train
3,078
1,872
465
26
345
554.4
13,924.3
11,991.5
1,378.4
0
1
1
0
0
149
0
1003_4709
7
17
1,063
1,080
0
511
99
1
1,550
bus+train
3,176
2,143
522
26
397
623.7
13,522.1
4,989.6
7,908.9
0
1
1
0
0
149
0
1003_4709
8
17
1,834
120
0
1,145
94
2
1,550
bus+train
3,539
1,954
440
26
320
525.5
12,274.9
10,371
1,378.4
0
1
1
0
0
149
0
1003_4709
9
17
1,436
600
0
404
207
1
1,550
bus+train
3,035
2,036
595
26
362
712
14,487.2
8,848.3
4,926.9
0
1
1
0
0
149
0
1003_4709
10
17
1,592
120
0
615
94
1
1,550
bus+train
2,973
1,712
646
26
526
773
12,198.3
10,046.8
1,378.4
0
1
1
0
0
149
0
1003_4709
11
17
1,531
300
0
570
75
2
1,550
bus+train
3,020
1,831
619
26
518
739.5
15,128
11,355.4
3,033.1
0
1
1
0
0
149
0
1003_4709
12
17
1,527
1,440
0
613
40
1
1,650
bus+train
4,146
2,967
566
26
500
677.5
17,654.5
6,412.1
10,564.8
0
1
1
0
0
149
0
1003_4709
13
17
1,974
120
0
880
94
2
1,550
bus+train
3,594
2,094
620
26
500
742.3
12,790.1
10,669.4
1,378.4
0
1
1
0
0
149
0
1003_4709
14
17
1,685
300
0
941
67
3
1,550
bus+train
3,519
1,985
593
26
500
709.6
13,667
9,924.4
3,033.1
0
1
1
0
0
149
0
1003_4709
15
17
1,343
600
0
897
153
2
1,550
bus+train
3,519
1,943
679
26
500
812.8
13,582.7
7,843
4,926.9
0
1
1
0
0
149
0
1003_4709
16
17
2,267
0
0
731
37
1
1,500
bus_only
3,879
2,267
881
344
500
1,055.6
15,048.6
13,993
0
0
1
0
0
0
149
0
1003_4710
0
17
1,622
120
0
468
94
1
1,550
bus+train
2,359
1,742
149
26
29
175.4
10,952.7
9,398.9
1,378.4
0
1
1
0
130
130
1
1003_4710
1
17
1,446
120
0
468
94
1
1,550
bus+train
2,365
1,566
331
26
211
394.8
10,903.3
9,130.1
1,378.4
0
1
1
0
0
130
0
1003_4710
2
17
2,438
330
0
464
40
1
1,750
bus+train
3,448
2,768
216
26
150
257.6
22,065.5
17,768.1
4,039.8
0
1
1
0
0
130
0
1003_4710
3
17
1,291
300
0
612
75
2
1,550
bus+train
2,499
1,591
296
26
195
352.2
12,159.1
8,773.8
3,033.1
0
1
1
0
0
130
0
1003_4710
4
17
1,015
600
0
510
153
1
1,550
bus+train
2,499
1,615
374
26
195
446
12,114.5
6,741.7
4,926.9
0
1
1
0
0
130
0
1003_4710
5
17
1,765
120
0
663
94
2
1,550
bus+train
2,867
1,885
319
26
199
380.5
11,320.5
9,561.5
1,378.4
0
1
1
0
0
130
0
1003_4710
6
17
1,690
120
0
737
94
2
1,550
bus+train
2,866
1,810
319
26
199
380.4
11,152.9
9,394.1
1,378.4
0
1
1
0
0
130
0