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
1002_2643
5
14
975
1,050
0
220
102
1
1,550
bus+train
2,609
2,025
364
62
200
435.2
12,360.6
4,611.1
7,314.3
0
1
1
0
0
24
0
1002_2643
6
14
662
1,290
0
246
54
1
1,550
bus+train
2,589
1,952
391
62
275
466.5
14,733.4
5,080.5
9,186.4
0
1
1
0
0
24
0
1002_2643
7
14
2,309
0
0
649
111
2
1,500
bus_only
3,319
2,309
361
38
212
431.5
13,251
12,819.6
0
0
1
0
0
0
24
0
1002_2643
8
14
536
1,290
0
246
54
1
1,550
bus+train
2,587
1,826
515
62
399
615.7
14,284.7
4,482.6
9,186.4
0
1
1
0
0
24
0
1002_2643
9
14
2,474
0
0
629
31
1
1,500
bus_only
3,667
2,474
564
38
495
674.6
13,441
12,766.4
0
0
1
0
0
0
24
0
1002_2643
10
14
1,084
1,050
0
220
102
1
1,550
bus+train
3,013
2,134
659
62
495
788.9
13,330.3
5,227.1
7,314.3
0
1
1
0
0
24
0
1002_2643
11
14
2,375
0
0
649
111
2
1,500
bus_only
3,587
2,375
563
38
414
674.1
13,684.2
13,010.1
0
0
1
0
0
0
24
0
1002_2643
12
14
881
1,830
0
405
102
1
1,650
bus+train
3,717
2,711
601
62
437
718.6
16,535.4
2,011.4
13,805.4
0
1
1
0
0
24
0
1002_2643
13
14
2,166
0
0
649
111
2
1,500
bus_only
3,501
2,166
686
38
537
821.2
13,225.2
12,404
0
0
1
0
0
0
24
0
1002_2644
0
18
1,975
0
0
529
0
2
1,500
bus_only
2,572
1,975
68
38
30
79.1
12,695.3
12,616.2
0
0
1
0
0
0
31
0
1002_2644
1
18
0
1,910
0
404
15
1
1,550
train_only
2,397
1,910
83
62
6
96.8
14,870.5
0
14,773.7
0
0
1
0
31
31
1
1002_2644
2
18
481
1,290
0
520
54
1
1,550
bus+train
2,436
1,771
145
62
29
170.7
13,406.6
4,049.4
9,186.4
0
1
1
0
0
31
0
1002_2644
3
18
1,896
0
0
511
31
1
1,500
bus_only
2,628
1,896
221
38
152
262.1
13,486.9
13,224.8
0
0
1
0
0
0
31
0
1002_2644
4
18
1,986
0
0
534
0
3
1,500
bus_only
2,673
1,986
153
38
115
181.9
12,907.1
12,725.2
0
0
1
0
0
0
31
0
1002_2644
5
18
150
1,830
0
666
41
1
1,550
bus+train
2,864
1,980
218
62
115
258.7
14,941.9
877.9
13,805.4
0
1
1
0
0
31
0
1002_2644
6
18
1,854
0
0
511
31
1
1,500
bus_only
2,707
1,854
342
38
273
407
13,235.8
12,828.9
0
0
1
0
0
0
31
0
1002_2644
7
18
2,011
0
0
469
0
2
1,500
bus_only
2,747
2,011
267
38
229
319.3
13,164.6
12,845.3
0
0
1
0
0
0
31
0
1002_2644
8
18
511
1,290
0
483
54
1
1,550
bus+train
2,629
1,801
345
62
229
411.7
13,617.8
4,019.8
9,186.4
0
1
1
0
0
31
0
1002_2644
9
18
453
1,290
0
483
54
1
1,550
bus+train
2,662
1,743
436
62
320
521
13,449.5
3,742.2
9,186.4
0
1
1
0
0
31
0
1002_2644
10
18
119
1,830
0
462
41
1
1,550
bus+train
2,825
1,949
414
62
311
493.8
14,937.5
638.4
13,805.4
0
1
1
0
0
31
0
1002_2644
11
18
1,915
0
0
469
0
2
1,500
bus_only
2,834
1,915
450
38
412
538.4
12,815
12,276.6
0
0
1
0
0
0
31
0
1002_2644
12
18
2,186
0
0
840
31
1
1,500
bus_only
3,507
2,186
481
38
412
575.1
13,341.4
12,766.4
0
0
1
0
0
0
31
0
1002_2644
13
18
2,088
0
0
635
0
1
1,500
bus_only
3,319
2,088
596
184
412
713.5
14,480.1
13,766.7
0
0
1
0
0
0
31
0
1002_2644
14
18
511
1,290
0
580
54
1
1,550
bus+train
2,985
1,801
604
62
488
720.9
14,389.8
4,482.6
9,186.4
0
1
1
0
0
31
0
1002_2644
15
18
2,362
0
0
703
0
2
1,500
bus_only
3,641
2,362
576
38
538
689.9
15,444.4
14,754.5
0
0
1
0
0
0
31
0
1002_2644
16
18
1,797
0
0
254
0
1
1,500
bus_only
2,834
1,797
783
371
412
938.1
12,928
11,989.9
0
0
1
0
0
0
31
0
1002_2644
17
18
2,284
0
0
635
0
1
1,500
bus_only
3,641
2,284
722
184
538
864.9
15,501.9
14,636.9
0
0
1
0
0
0
31
0
1002_2646
0
18
163
1,830
0
771
41
1
1,550
bus+train
2,921
1,993
157
62
54
185.4
14,849
858.2
13,805.4
0
1
1
0
0
27
0
1002_2646
1
18
0
1,850
0
797
97
1
1,550
train_only
2,826
1,850
179
62
20
212.8
14,717.8
0
14,505
0
0
1
0
27
27
1
1002_2646
2
18
143
1,830
0
744
63
1
1,550
bus+train
2,896
1,973
179
62
54
211.5
14,849.5
832.6
13,805.4
0
1
1
0
0
27
0
1002_2646
3
18
176
1,830
0
684
63
1
1,550
bus+train
3,000
2,006
310
62
185
369
15,218
1,043.7
13,805.4
0
1
1
0
0
27
0
1002_2646
4
18
2,760
280
0
760
48
2
1,750
bus+train
4,014
3,040
214
38
128
254.5
22,099.8
18,763.2
3,082.2
0
1
1
0
0
27
0
1002_2646
5
18
114
1,830
0
997
41
1
1,550
bus+train
3,270
1,944
329
62
226
392.2
15,017.2
819.7
13,805.4
0
1
1
0
0
27
0
1002_2646
6
18
2,507
0
0
540
0
1
1,600
bus_only
3,508
2,507
461
184
277
551.9
15,615.6
15,063.7
0
0
1
0
0
0
27
0
1002_2646
7
18
235
1,830
0
711
41
1
1,550
bus+train
3,200
2,065
424
62
321
506.2
15,419.7
1,108.1
13,805.4
0
1
1
0
0
27
0
1002_2646
8
18
2,416
0
0
600
0
1
1,500
bus_only
3,512
2,416
496
184
312
593.6
15,161.2
14,567.6
0
0
1
0
0
0
27
0
1002_2646
9
18
297
1,830
0
1,062
41
1
1,550
bus+train
3,642
2,127
453
62
350
541.6
15,463.5
1,116.6
13,805.4
0
1
1
0
0
27
0
1002_2646
10
18
2,866
0
0
778
26
2
1,600
bus_only
4,088
2,866
444
38
380
530
19,546.9
19,016.8
0
0
1
0
0
0
27
0
1002_2646
11
18
270
1,830
0
744
63
1
1,650
bus+train
3,412
2,100
568
62
443
678.4
15,770.7
1,286.9
13,805.4
0
1
1
0
0
27
0
1002_2646
12
18
253
1,830
0
937
41
1
1,650
bus+train
3,613
2,083
593
62
490
708.1
15,942.3
1,428.8
13,805.4
0
1
1
0
0
27
0
1002_2646
13
18
435
1,830
0
1,163
41
1
1,550
bus+train
3,974
2,265
546
62
443
652.6
15,465.9
1,007.9
13,805.4
0
1
1
0
0
27
0
1002_2646
14
18
2,933
0
0
778
26
2
1,600
bus_only
4,264
2,933
553
38
489
659.9
20,015.1
19,355.1
0
0
1
0
0
0
27
0
1002_2646
15
18
2,871
0
0
541
0
1
1,600
bus_only
4,069
2,871
657
184
473
785.7
16,236.5
15,450.9
0
0
1
0
0
0
27
0
1002_2646
16
18
2,507
0
0
504
9
2
1,500
bus_only
3,677
2,507
666
184
473
795.5
15,434.5
14,638.9
0
0
1
0
0
0
27
0
1002_2646
17
18
282
1,830
0
1,321
41
1
1,650
bus+train
4,025
2,112
592
62
489
706.8
15,789.4
1,277.2
13,805.4
0
1
1
0
0
27
0
1002_2647
0
10
2,494
0
0
530
31
2
1,600
bus_only
3,106
2,494
82
38
13
95.9
15,718.6
15,622.7
0
0
1
0
0
0
29
0
1002_2647
1
10
0
1,960
0
390
97
1
1,650
train_only
2,665
1,960
315
62
156
376
15,810
0
15,434
0
0
1
0
29
29
1
1002_2647
2
10
323
1,830
0
696
41
1
1,650
bus+train
2,965
2,153
116
62
13
136.4
15,692.3
1,750.5
13,805.4
0
1
1
0
0
29
0
1002_2647
3
10
2,422
0
0
530
31
2
1,600
bus_only
3,371
2,422
419
38
350
501.3
15,802.3
15,301
0
0
1
0
0
0
29
0
1002_2647
4
10
251
1,830
0
696
41
1
1,650
bus+train
3,230
2,081
453
62
350
541.8
15,776
1,428.8
13,805.4
0
1
1
0
0
29
0
1002_2647
5
10
489
1,830
0
638
41
1
1,650
bus+train
3,485
2,319
528
62
425
631.3
16,722.3
2,285.6
13,805.4
0
1
1
0
0
29
0
1002_2647
6
10
328
1,830
0
441
63
1
1,650
bus+train
3,178
2,158
579
62
454
691.9
15,982.3
1,485
13,805.4
0
1
1
0
0
29
0
1002_2647
7
10
262
1,830
0
501
63
1
1,650
bus+train
3,184
2,092
591
62
466
705.8
15,798.1
1,286.9
13,805.4
0
1
1
0
0
29
0
1002_2647
8
10
452
1,830
0
638
41
1
1,650
bus+train
3,529
2,282
609
62
506
728.4
16,625.5
2,091.7
13,805.4
0
1
1
0
0
29
0
1002_2647
9
10
396
1,830
0
696
41
1
1,650
bus+train
3,535
2,226
613
62
510
732.9
16,732.3
2,194
13,805.4
0
1
1
0
0
29
0
1002_2648
0
24
0
2,070
0
634
97
1
1,650
train_only
2,870
2,070
166
62
7
197.5
16,299.1
0
16,101.7
0
0
1
0
14
14
1
1002_2648
1
24
533
1,830
0
592
41
1
1,650
bus+train
3,245
2,363
290
62
187
345.8
16,958.3
2,807.1
13,805.4
0
1
1
0
0
14
0
1002_2648
2
24
2,680
0
0
675
31
2
1,600
bus_only
3,544
2,680
189
38
120
225
16,576.8
16,351.8
0
0
1
0
0
0
14
0
1002_2648
3
24
1,320
1,290
0
674
78
1
1,650
bus+train
3,544
2,610
260
62
120
309.9
16,733.3
7,237
9,186.4
0
1
1
0
0
14
0
1002_2648
4
24
2,599
0
0
806
26
2
1,700
bus_only
3,655
2,599
250
38
186
297.9
20,600.5
20,302.6
0
0
1
0
0
0
14
0
1002_2648
5
24
2,886
0
0
528
0
3
1,600
bus_only
3,619
2,886
205
38
167
244.2
17,570.7
17,326.5
0
0
1
0
0
0
14
0
1002_2648
6
24
2,768
0
0
473
31
3
1,600
bus_only
3,493
2,768
252
38
183
300.5
16,582.1
16,281.6
0
0
1
0
0
0
14
0
1002_2648
7
24
2,663
0
0
473
31
3
1,600
bus_only
3,400
2,663
264
38
195
314.2
16,295.6
15,981.4
0
0
1
0
0
0
14
0
1002_2648
8
24
1,361
1,290
0
685
54
2
1,650
bus+train
3,619
2,651
283
62
167
336.6
16,947.2
7,424.3
9,186.4
0
1
1
0
0
14
0
1002_2648
9
24
1,772
1,050
0
588
45
2
1,650
bus+train
3,700
2,822
290
62
183
346.4
17,526.4
9,865.7
7,314.3
0
1
1
0
0
14
0
1002_2648
10
24
1,444
1,290
0
436
78
2
1,650
bus+train
3,493
2,734
323
62
183
385.4
16,744.8
7,173.1
9,186.4
0
1
1
0
0
14
0
1002_2648
11
24
2,637
0
0
675
31
2
1,600
bus_only
3,705
2,637
393
38
324
469.2
16,618.6
16,149.4
0
0
1
0
0
0
14
0
1002_2648
12
24
2,620
0
0
473
31
3
1,600
bus_only
3,486
2,620
393
38
324
469.2
16,310.8
15,841.6
0
0
1
0
0
0
14
0
1002_2648
13
24
1,277
1,290
0
674
78
1
1,650
bus+train
3,705
2,567
464
62
324
554.1
16,775.1
7,034.6
9,186.4
0
1
1
0
0
14
0
1002_2648
14
24
1,296
1,290
0
436
78
2
1,650
bus+train
3,486
2,586
464
62
324
554.1
16,473.6
6,733.1
9,186.4
0
1
1
0
0
14
0
1002_2648
15
24
443
1,830
0
592
41
1
1,650
bus+train
3,379
2,273
514
62
411
614.8
16,705.8
2,285.6
13,805.4
0
1
1
0
0
14
0
1002_2648
16
24
2,670
0
0
746
26
2
1,700
bus_only
3,914
2,670
498
38
434
594.7
21,209.4
20,614.7
0
0
1
0
0
0
14
0
1002_2648
17
24
2,730
0
0
528
0
3
1,600
bus_only
3,720
2,730
462
38
424
552.8
17,202
16,649.2
0
0
1
0
0
0
14
0
1002_2648
18
24
583
1,830
0
749
41
2
1,650
bus+train
3,625
2,413
463
62
360
553.7
17,325.7
2,966.7
13,805.4
0
1
1
0
0
14
0
1002_2648
19
24
2,598
0
0
675
31
2
1,600
bus_only
3,832
2,598
559
38
490
668.7
16,666.4
15,997.7
0
0
1
0
0
0
14
0
1002_2648
20
24
3,009
0
0
524
0
3
1,600
bus_only
4,011
3,009
478
38
440
571.6
18,224.8
17,653.2
0
0
1
0
0
0
14
0
1002_2648
21
24
406
1,830
0
592
41
1
1,650
bus+train
3,451
2,236
623
62
520
745.4
16,642.5
2,091.7
13,805.4
0
1
1
0
0
14
0
1002_2648
22
24
2,579
0
0
473
31
3
1,600
bus_only
3,611
2,579
559
38
490
668.7
16,358.6
15,689.9
0
0
1
0
0
0
14
0
1002_2648
23
24
2,825
0
0
588
0
3
1,600
bus_only
3,930
2,825
517
38
479
618.3
17,665.1
17,046.7
0
0
1
0
0
0
14
0
1002_2712
0
9
3,041
0
0
510
0
1
1,600
bus_only
3,694
3,041
143
38
105
170.2
20,122.5
19,952.3
0
0
1
0
0
0
22
0
1002_2712
1
9
1,025
1,500
0
498
71
2
1,750
bus+train
3,237
2,525
214
38
105
255.2
20,597
6,893.7
13,448
0
1
1
0
0
22
0
1002_2712
2
9
0
2,790
0
600
0
0
1,750
train_only
3,520
2,790
130
62
68
153.7
22,598.6
0
22,444.9
0
0
1
0
22
22
1
1002_2712
3
9
3,067
0
0
570
0
1
1,700
bus_only
3,934
3,067
297
38
259
355.4
20,526.9
20,171.5
0
0
1
0
0
0
22
0
1002_2712
4
9
1,051
1,500
0
576
71
2
1,750
bus+train
3,495
2,551
368
38
259
440.4
21,001.3
7,112.9
13,448
0
1
1
0
0
22
0
1002_2712
5
9
614
1,740
0
453
55
1
1,650
bus+train
3,479
2,354
672
512
105
805.5
20,662.7
4,678
15,179.2
0
1
1
0
0
22
0
1002_2712
6
9
640
1,740
0
513
55
1
1,750
bus+train
3,719
2,380
826
512
259
990.7
21,067
4,897.1
15,179.2
0
1
1
0
0
22
0
1002_2712
7
9
2,946
0
0
332
0
0
1,600
bus_only
4,553
2,946
1,275
371
904
1,527.1
21,192.7
19,665.6
0
0
1
0
0
0
22
0
1002_2712
8
9
2,972
0
0
332
0
0
1,600
bus_only
4,683
2,972
1,379
371
1,008
1,652.7
21,537.5
19,884.8
0
0
1
0
0
0
22
0
1002_2714
0
25
2,936
0
0
1,025
13
2
1,700
bus_only
4,041
2,936
80
38
29
94
21,331.5
21,237.4
0
0
1
0
0
0
18
0
1002_2714
1
25
2,120
300
0
476
109
2
1,650
bus+train
3,244
2,420
348
184
55
414.4
20,093.6
16,364.9
3,314.3
0
1
1
0
0
18
0
1002_2714
2
25
0
3,080
0
732
45
1
1,850
train_only
3,974
3,080
162
62
55
192.1
25,576.2
0
25,384.1
0
0
1
0
18
18
1
1002_2714
3
25
3,092
0
0
961
0
2
1,700
bus_only
4,220
3,092
167
38
129
198.2
21,132.1
20,933.9
0
0
1
0
0
0
18
0
1002_2714
4
25
2,871
0
0
312
0
2
1,700
bus_only
3,483
2,871
300
184
116
357.8
20,900.2
20,542.4
0
0
1
0
0
0
18
0
1002_2714
5
25
2,252
300
0
1,210
109
2
1,650
bus+train
3,964
2,552
202
38
55
239.4
20,036.2
16,482.5
3,314.3
0
1
1
0
0
18
0
1002_2714
6
25
2,673
0
0
406
0
2
1,600
bus_only
3,406
2,673
327
184
143
390.9
19,905.8
19,514.9
0
0
1
0
0
0
18
0
1002_2714
7
25
298
2,670
0
875
107
1
1,750
bus+train
4,041
2,968
198
62
29
235.5
23,749.4
2,182.9
21,331
0
1
1
0
0
18
0
1002_2714
8
25
3,231
0
0
690
0
3
1,600
bus_only
4,095
3,231
174
38
136
207.2
19,873.2
19,666
0
0
1
0
0
0
18
0
1002_2714
9
25
2,656
0
0
517
0
3
1,600
bus_only
3,486
2,656
313
184
129
373.2
20,106.7
19,733.5
0
0
1
0
0
0
18
0
1002_2714
10
25
3,102
0
0
690
0
3
1,600
bus_only
4,052
3,102
260
38
222
310.1
19,713.3
19,403.2
0
0
1
0
0
0
18
0
1002_2714
11
25
3,283
0
0
690
0
3
1,600
bus_only
4,230
3,283
257
38
219
306.4
20,066.7
19,760.3
0
0
1
0
0
0
18
0