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_4126
8
12
1,663
0
0
745
0
1
1,500
bus_only
2,982
1,663
574
168
406
686.8
11,898
11,211.2
0
0
1
0
0
0
261
0
1003_4126
9
12
1,409
330
0
1,027
40
1
1,550
bus+train
3,325
1,739
559
26
493
669.4
15,496.4
10,787.3
4,039.8
0
1
1
0
0
261
0
1003_4126
10
12
1,255
180
0
744
124
1
1,550
bus+train
2,841
1,435
662
26
512
792.3
12,383.7
8,951.1
2,640.3
0
1
1
0
0
261
0
1003_4126
11
12
1,431
0
0
436
0
1
1,500
bus_only
2,666
1,431
799
306
493
957.4
11,580.6
10,623.1
0
0
1
0
0
0
261
0
1003_4126045
0
8
1,499
300
360
584
131
2
3,450
bus+train+gtx
3,084
2,159
341
26
184
406.9
15,640.4
3,810.8
3,033.1
8,389.7
1
1
1
0
13
0
1003_4126045
1
8
6,442
780
0
536
141
1
1,850
bus+train
7,925
7,222
167
26
0
199.1
25,455.1
17,457.7
7,798.4
0
1
1
0
6
13
0.461538
1003_4126045
2
8
1,332
300
360
584
131
2
3,200
bus+train+gtx
2,960
1,992
384
26
227
459.2
15,375
3,493
3,033.1
8,389.7
1
1
1
0
13
0
1003_4126045
3
8
1,229
300
360
584
131
2
3,200
bus+train+gtx
2,958
1,889
485
26
328
580.2
15,284.4
3,281.4
3,033.1
8,389.7
1
1
1
0
13
0
1003_4126045
4
8
73
630
360
1,181
184
3
3,450
bus+train+gtx
2,860
1,063
616
26
406
735.4
16,064.9
599.7
6,340.1
8,389.7
1
1
1
7
13
0.538462
1003_4126045
5
8
1,682
300
360
584
131
2
3,450
bus+train+gtx
3,572
2,342
646
26
489
773.3
16,412.2
4,216.2
3,033.1
8,389.7
1
1
1
0
13
0
1003_4126045
6
8
1,164
300
360
1,026
131
4
3,450
bus+train+gtx
3,482
1,824
632
26
475
756.6
18,528.7
6,349.3
3,033.1
8,389.7
1
1
1
0
13
0
1003_4126045
7
8
137
630
360
952
421
3
3,450
bus+train+gtx
2,878
1,127
799
26
352
954.5
15,974.8
290.5
6,340.1
8,389.7
1
1
1
0
13
0
1003_4126061
0
13
2,152
120
0
1,189
34
3
1,650
bus+train
3,526
2,272
65
26
5
76.2
15,133.2
13,678.6
1,378.4
0
1
1
0
3
21
0.142857
1003_4126061
1
13
676
930
0
1,713
176
1
1,550
bus+train
3,526
1,606
207
26
5
246.6
11,766.9
3,512.4
8,007.9
0
1
1
0
18
21
0.857143
1003_4126061
2
13
635
930
0
1,713
176
1
1,550
bus+train
3,675
1,565
397
26
195
474.1
11,817.9
3,335.9
8,007.9
0
1
1
0
0
21
0
1003_4126061
3
13
2,111
120
0
1,189
34
3
1,550
bus+train
3,675
2,231
255
26
195
303.7
15,184.2
13,502
1,378.4
0
1
1
0
0
21
0
1003_4126061
4
13
402
1,260
0
2,908
78
1
1,550
bus+train
4,901
1,662
331
26
227
394.7
14,802.6
2,379.4
12,028.5
0
1
1
0
0
21
0
1003_4126061
5
13
1,087
930
0
1,223
120
2
1,550
bus+train
3,745
2,017
505
26
359
605
11,893.1
3,280.2
8,007.9
0
1
1
0
0
21
0
1003_4126061
6
13
1,239
930
0
1,455
141
1
1,550
bus+train
4,150
2,169
526
26
359
629.8
12,001.6
3,363.8
8,007.9
0
1
1
0
0
21
0
1003_4126061
7
13
1,249
930
0
1,283
120
2
1,550
bus+train
3,967
2,179
505
26
359
603.8
12,227.1
3,615.4
8,007.9
0
1
1
0
0
21
0
1003_4126061
8
13
1,401
930
0
1,515
141
1
1,550
bus+train
4,372
2,331
526
26
359
628.7
12,335.7
3,699
8,007.9
0
1
1
0
0
21
0
1003_4126061
9
13
743
930
0
1,773
176
1
1,550
bus+train
4,007
1,673
561
26
359
670.3
12,509.7
3,831.4
8,007.9
0
1
1
0
0
21
0
1003_4126061
10
13
466
1,260
0
2,908
78
1
1,550
bus+train
5,017
1,726
383
26
279
457.5
15,221.6
2,735.7
12,028.5
0
1
1
0
0
21
0
1003_4126061
11
13
2,548
0
0
487
7
1
1,600
bus_only
3,745
2,548
710
344
359
850.6
15,916.2
15,065.6
0
0
1
0
0
0
21
0
1003_4126061
12
13
2,710
0
0
547
7
1
1,600
bus_only
3,967
2,710
710
344
359
849.5
16,250.3
15,400.8
0
0
1
0
0
0
21
0
1003_4126747
0
7
478
3,000
0
1,492
39
1
1,950
bus+train
5,036
3,478
66
26
1
77.6
32,734
2,307.2
30,349.3
0
1
1
0
0
15
0
1003_4126747
1
7
457
3,000
0
1,111
39
2
1,950
bus+train
4,634
3,457
66
26
1
77.6
32,734
2,307.2
30,349.3
0
1
1
0
0
15
0
1003_4126747
2
7
404
3,000
0
932
39
1
1,950
bus+train
4,671
3,404
335
26
270
400.1
32,734
1,984.7
30,349.3
0
1
1
0
0
15
0
1003_4126747
3
7
544
3,000
0
1,492
39
1
1,950
bus+train
5,416
3,544
380
26
315
454.2
33,389.7
2,586.3
30,349.3
0
1
1
0
0
15
0
1003_4126747
4
7
344
3,000
0
1,059
39
1
1,950
bus+train
4,956
3,344
553
26
488
661.4
32,451.4
1,440.7
30,349.3
0
1
1
0
0
15
0
1003_4126747
5
7
2,611
930
0
885
120
1
1,950
bus+train
5,122
3,541
696
26
550
834.1
34,254
25,412
8,007.9
0
1
1
0
0
15
0
1003_4126747
6
7
374
3,000
0
1,918
39
1
1,950
bus+train
5,789
3,374
497
26
432
594.4
32,866.1
1,922.4
30,349.3
0
1
1
0
15
15
1
1003_4126948
0
6
1,354
3,000
0
369
71
1
2,050
bus+train
4,965
4,354
242
26
145
287.7
37,029.9
6,393
30,349.3
0
1
1
0
0
19
0.166667
1003_4126948
1
6
611
3,210
0
802
45
1
2,050
bus+train
5,210
3,821
587
26
516
701.4
37,940.1
4,046.9
33,191.8
0
1
1
0
0
19
0.166667
1003_4126948
2
6
1,198
3,000
0
429
39
2
1,950
bus+train
5,208
4,198
581
26
516
695.1
35,500.5
4,456.1
30,349.3
0
1
1
0
0
19
0.166667
1003_4126948
3
6
1,431
3,000
0
309
71
1
2,050
bus+train
5,368
4,431
628
26
531
752
37,834.6
6,733.3
30,349.3
0
1
1
0
0
19
0.166667
1003_4126948
4
6
972
3,000
0
720
71
2
1,950
bus+train
5,347
3,972
655
26
558
784.3
35,327.4
4,193.8
30,349.3
0
1
1
0
0
19
0.166667
1003_4126948
5
6
3,245
550
0
784
167
2
2,050
bus+train
5,394
3,795
815
26
622
974.6
40,738.9
33,085.1
6,679.1
0
1
1
0
0
19
0.166667
1003_4127
0
8
0
990
0
827
103
1
1,550
train_only
2,014
990
197
26
68
234.1
12,326.9
0
12,092.8
0
0
1
0
231
231
1
1003_4127
1
8
1,372
180
0
624
124
1
1,550
bus+train
2,464
1,552
288
26
138
343.7
12,714.7
9,730.7
2,640.3
0
1
1
0
0
231
0
1003_4127
2
8
0
1,530
0
920
0
1
1,650
train_only
2,559
1,530
109
26
83
128.9
15,214.8
0
15,085.8
0
0
1
0
0
231
0
1003_4127
3
8
1,517
330
0
1,242
40
2
1,650
bus+train
3,484
1,847
395
26
329
472.6
16,032
11,519.6
4,039.8
0
1
1
0
0
231
0
1003_4127
4
8
1,330
180
0
624
124
1
1,550
bus+train
2,579
1,510
445
26
295
532.2
12,598.6
9,426.1
2,640.3
0
1
1
0
0
231
0
1003_4127
5
8
1,199
180
0
649
124
3
1,550
bus+train
2,473
1,379
445
26
295
532.2
12,754.1
9,581.6
2,640.3
0
1
1
0
0
231
0
1003_4127
6
8
1,251
450
0
653
134
1
1,550
bus+train
2,893
1,701
539
26
379
644.1
14,746.4
9,887.6
4,214.6
0
1
1
0
0
231
0
1003_4127
7
8
1,289
180
0
649
124
3
1,550
bus+train
2,597
1,469
479
26
329
572.6
13,346.2
10,133.3
2,640.3
0
1
1
0
0
231
0
1003_4127342
0
8
775
3,210
0
785
45
1
2,050
bus+train
5,259
3,985
489
26
418
584.7
38,903.8
5,127.3
33,191.8
0
1
1
0
0
17
0
1003_4127342
1
8
1,422
3,210
0
788
45
1
2,150
bus+train
5,872
4,632
452
26
381
539.5
42,150.5
8,419.3
33,191.8
0
1
1
0
0
17
0
1003_4127342
2
8
1,018
3,000
0
607
39
1
2,050
bus+train
5,322
4,018
697
26
632
834.3
35,984
4,800.5
30,349.3
0
1
1
0
0
17
0
1003_4127342
3
8
776
1,290
720
1,093
216
3
4,450
bus+train+gtx
4,753
2,786
874
26
632
1,045.9
38,445.8
4,295.1
14,928.3
18,176.4
1
1
1
17
17
1
1003_4127342
4
8
2,331
300
1,020
916
158
3
4,450
bus+train+gtx
5,524
3,651
957
26
773
1,145.4
37,592.1
8,588.3
3,033.1
24,825.3
1
1
1
0
17
0
1003_4127342
5
8
1,115
3,000
0
607
39
1
2,050
bus+train
5,560
4,115
838
26
773
1,004.1
36,312.2
4,958.8
30,349.3
0
1
1
0
0
17
0
1003_4127342
6
8
1,478
3,210
0
788
45
1
2,150
bus+train
6,273
4,688
797
26
726
954.3
42,873.8
8,727.7
33,191.8
0
1
1
0
0
17
0
1003_4127342
7
8
2,189
300
1,020
856
158
3
4,450
bus+train+gtx
5,430
3,509
1,065
26
881
1,275.4
37,473.5
8,339.7
3,033.1
24,825.3
1
1
1
0
17
0
1003_4127344
0
3
2,082
300
1,020
1,299
175
4
4,450
bus+train+gtx
5,346
3,402
645
26
444
770.6
37,909.8
9,280.8
3,033.1
24,825.3
1
1
1
0
15
0.333333
1003_4127344
1
3
4,097
570
0
1,247
316
1
2,150
bus+train
6,700
4,667
786
26
444
940.5
41,139.8
34,401.9
5,797.4
0
1
1
0
0
15
0.333333
1003_4127344
2
3
775
3,270
0
1,111
45
1
2,050
bus+train
5,933
4,045
777
26
706
930.2
39,249.3
5,127.3
33,191.8
0
1
1
0
0
15
0.333333
1003_4128
0
11
0
1,235
0
625
103
2
1,550
train_only
2,027
1,235
167
26
38
197.3
13,166.2
0
12,968.9
0
0
1
0
0
155
0
1003_4128
1
11
91
1,070
0
611
297
2
1,550
bus+train
2,224
1,161
452
26
129
539.6
13,133
500.6
12,092.8
0
1
1
0
0
155
0
1003_4128
2
11
0
1,680
0
595
103
1
1,550
train_only
2,442
1,680
167
26
38
197.3
13,320.3
0
13,123
0
0
1
0
155
155
1
1003_4128
3
11
1,579
330
0
1,337
40
2
1,650
bus+train
3,441
1,909
195
26
129
233.1
16,293.1
12,020.3
4,039.8
0
1
1
0
0
155
0
1003_4128
4
11
52
1,240
0
710
208
2
1,550
bus+train
2,379
1,292
377
26
143
449.3
14,710.8
666
13,595.5
0
1
1
0
0
155
0
1003_4128
5
11
2,097
300
0
1,217
57
2
1,550
bus+train
4,014
2,397
400
26
317
477.3
13,976.8
10,466.4
3,033.1
0
1
1
0
0
155
0
1003_4128
6
11
2,502
0
0
1,027
0
1
1,500
bus_only
4,014
2,502
485
168
317
580
13,501.6
12,921.6
0
0
1
0
0
0
155
0
1003_4128
7
11
2,203
300
0
1,217
57
2
1,550
bus+train
4,181
2,503
461
26
378
551.4
14,666.7
11,082.3
3,033.1
0
1
1
0
0
155
0
1003_4128
8
11
2,608
0
0
1,027
0
1
1,500
bus_only
4,181
2,608
546
168
378
654.1
14,191.5
13,537.4
0
0
1
0
0
0
155
0
1003_4128
9
11
272
1,070
0
611
297
2
1,550
bus+train
2,654
1,342
701
26
378
838.3
13,774.4
843.2
12,092.8
0
1
1
0
0
155
0
1003_4128
10
11
1,781
330
0
1,397
40
2
1,650
bus+train
4,048
2,111
540
26
474
645.8
17,235.3
12,549.7
4,039.8
0
1
1
0
0
155
0
1003_4129
0
8
0
1,275
0
423
103
1
1,550
train_only
1,828
1,275
130
26
1
153.9
13,749.4
0
13,595.5
0
0
1
0
758
758
1
1003_4129
1
8
2,185
300
0
996
57
1
1,650
bus+train
3,792
2,485
311
26
228
371.3
16,893.6
13,489.2
3,033.1
0
1
1
0
0
758
0
1003_4129
2
8
1,783
180
0
756
124
2
1,550
bus+train
3,142
1,963
423
26
273
504.8
14,153
11,007.9
2,640.3
0
1
1
0
0
758
0
1003_4129
3
8
2,376
0
0
372
63
1
1,600
bus_only
3,207
2,376
459
168
228
549
16,282.6
15,733.6
0
0
1
0
0
0
758
0
1003_4129
4
8
2,200
180
0
1,023
30
2
1,550
bus+train
3,944
2,380
541
26
485
648.1
15,145.4
13,497.3
999.9
0
1
1
0
0
758
0
1003_4129
5
8
2,454
0
0
415
0
2
1,500
bus_only
3,522
2,454
653
168
485
782.5
15,338.4
14,555.9
0
0
1
0
0
0
758
0
1003_4129
6
8
2,205
180
0
628
124
2
1,650
bus+train
3,690
2,385
677
26
527
810.2
16,002.2
12,551.7
2,640.3
0
1
1
0
0
758
0
1003_4129
7
8
2,781
0
0
585
90
1
1,600
bus_only
4,151
2,781
785
168
527
939.9
16,396.3
15,456.4
0
0
1
0
0
0
758
0
1003_413
0
5
225
1,800
0
390
73
2
1,650
bus+train
2,518
2,025
103
26
4
120.8
17,225.7
623.9
16,481.1
0
1
1
0
1
181
0.005525
1003_413
1
5
0
2,040
0
306
142
1
1,650
train_only
2,518
2,040
172
26
4
203.9
17,661
0
17,457.1
0
0
1
0
180
181
0.994475
1003_413
2
5
0
1,950
0
218
0
0
1,650
train_only
2,518
1,950
350
346
4
418.4
17,448.4
0
17,030
0
0
1
0
0
181
0
1003_413
3
5
2,676
0
0
418
0
0
1,600
bus_only
3,508
2,676
414
344
70
494.7
17,489.8
16,995.1
0
0
1
0
0
0
181
0
1003_413
4
5
2,608
0
0
418
0
0
1,600
bus_only
3,894
2,608
868
344
524
1,040.4
17,614.5
16,574.1
0
0
1
0
0
0
181
0
1003_4130
0
8
0
1,445
0
699
103
1
1,650
train_only
2,352
1,445
208
26
79
247.4
15,337.9
0
15,090.5
0
0
1
0
150
150
1
1003_4130
1
8
0
1,650
0
502
40
1
1,650
train_only
2,789
1,650
637
346
251
762
16,028
0
15,266
0
0
1
0
0
150
0
1003_4130
2
8
1,979
180
0
478
124
1
1,650
bus+train
3,090
2,159
453
26
303
540.4
16,167.5
12,986.7
2,640.3
0
1
1
0
0
150
0
1003_4130
3
8
2,920
0
0
509
0
1
1,600
bus_only
3,865
2,920
436
168
268
522
17,443.4
16,921.4
0
0
1
0
0
0
150
0
1003_4130
4
8
2,046
180
0
478
124
1
1,650
bus+train
3,193
2,226
489
26
339
584
16,784.5
13,560.2
2,640.3
0
1
1
0
0
150
0
1003_4130
5
8
988
1,020
0
443
159
1
1,650
bus+train
3,029
2,008
578
168
251
691.6
16,715.5
6,840.4
9,183.5
0
1
1
0
0
150
0
1003_4130
6
8
2,364
180
0
641
124
2
1,650
bus+train
3,690
2,544
505
26
355
604
19,168.8
15,924.5
2,640.3
0
1
1
0
0
150
0
1003_4130
7
8
2,590
0
0
490
87
1
1,600
bus_only
3,690
2,590
610
168
355
730.4
17,317.7
16,587.3
0
0
1
0
0
0
150
0
1003_4130052
0
10
3,816
300
0
1,030
82
1
3,700
bus+train
5,261
4,116
115
26
7
136
47,010.4
43,841.3
3,033.1
0
1
1
0
17
17
1
1003_4130052
1
10
3,671
540
0
514
158
2
3,600
bus+train
4,916
4,211
191
26
7
227.1
43,385.9
38,525.3
4,633.6
0
1
1
0
0
17
0
1003_4130052
2
10
3,998
300
0
1,030
82
1
3,700
bus+train
5,872
4,298
544
26
436
651.1
47,913.2
44,229.1
3,033.1
0
1
1
0
0
17
0
1003_4130052
3
10
0
2,400
1,260
1,199
46
2
5,200
train+gtx
5,215
3,660
356
26
284
424.1
54,576.4
0
22,010.9
32,141.4
0
1
1
0
17
0
1003_4130052
4
10
4,028
300
0
776
99
2
2,250
bus+train
5,656
4,328
552
26
427
658.7
50,183.4
46,491.7
3,033.1
0
1
1
0
0
17
0
1003_4130052
5
10
3,881
540
0
514
158
2
3,600
bus+train
5,555
4,421
620
26
436
742.1
44,288.7
38,913
4,633.6
0
1
1
0
0
17
0
1003_4130052
6
10
4,947
0
0
538
47
1
2,200
bus_only
6,127
4,947
642
168
427
767.4
46,877.6
46,110.2
0
0
1
0
0
0
17
0
1003_4130052
7
10
4,008
300
0
1,084
82
2
3,700
bus+train
5,957
4,308
565
26
457
675.5
48,211.7
44,503.1
3,033.1
0
1
1
0
0
17
0
1003_4130052
8
10
3,561
540
0
606
158
3
3,600
bus+train
5,318
4,101
611
26
427
730.6
43,510.9
38,146.8
4,633.6
0
1
1
0
0
17
0
1003_4130052
9
10
3,744
540
0
607
158
3
3,600
bus+train
5,511
4,284
620
26
436
742.1
44,288.7
38,913
4,633.6
0
1
1
0
0
17
0
1003_4131
0
23
0
1,595
0
483
103
2
1,650
train_only
2,252
1,595
174
26
45
206.3
16,520.9
0
16,314.6
0
0
1
0
1
156
0.00641