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
1001_2553
13
24
3,661
0
0
562
0
2
1,800
bus_only
4,696
3,661
473
77
396
565.7
26,587.5
26,021.8
0
0
1
0
0
0
55
0.041667
1001_2553
14
24
4,673
0
0
336
0
2
1,800
bus_only
5,405
4,673
396
77
319
473.6
27,673.2
27,199.6
0
0
1
0
0
0
55
0.041667
1001_2553
15
24
3,479
0
0
293
169
1
1,800
bus_only
4,390
3,479
618
44
405
739.1
26,665.7
25,926.6
0
0
1
0
0
0
55
0.041667
1001_2553
16
24
2,398
0
0
680
218
2
1,600
bus_only
3,742
2,398
664
77
369
794.2
20,029.7
19,235.5
0
0
1
0
0
0
55
0.041667
1001_2553
17
24
3,816
0
0
238
0
2
1,800
bus_only
4,648
3,816
594
77
517
710.8
26,145.6
25,434.8
0
0
1
0
0
0
55
0.041667
1001_2553
18
24
2,741
0
0
579
33
3
1,700
bus_only
3,947
2,741
627
77
517
750
21,747
20,996.9
0
0
1
0
0
0
55
0.041667
1001_2553
19
24
3,949
0
0
595
53
1
1,800
bus_only
5,158
3,949
614
44
517
734.1
26,155.8
25,421.7
0
0
1
0
0
0
55
0.041667
1001_2553
20
24
2,510
0
0
620
218
2
1,600
bus_only
3,830
2,510
700
77
405
837.9
20,820.6
19,982.6
0
0
1
0
0
0
55
0.041667
1001_2553
21
24
4,160
0
0
535
53
1
1,800
bus_only
5,287
4,160
592
44
495
707.9
27,222.9
26,515
0
0
1
0
0
0
55
0.041667
1001_2553
22
24
4,410
0
0
336
0
2
1,800
bus_only
5,291
4,410
545
77
468
652.1
27,212.5
26,560.5
0
0
1
0
0
0
55
0.041667
1001_2553
23
24
4,278
0
0
535
53
1
1,800
bus_only
5,452
4,278
639
44
542
765
28,084.8
27,319.7
0
0
1
0
0
0
55
0.041667
1001_2554
0
17
3,557
0
0
551
0
1
1,800
bus_only
4,283
3,557
175
44
131
208.3
27,130.3
26,921.9
0
0
1
0
0
0
84
0.058824
1001_2554
1
17
201
2,350
0
423
123
1
1,750
bus+train
3,193
2,551
219
77
19
260.6
22,247.6
1,936.1
20,050.8
0
1
1
0
0
84
0.058824
1001_2554
2
17
3,519
0
0
551
0
1
1,800
bus_only
4,253
3,519
183
44
139
216.9
26,862.4
26,645.5
0
0
1
0
0
0
84
0.058824
1001_2554
3
17
3,542
0
0
415
0
3
1,700
bus_only
4,135
3,542
178
77
101
212
24,924.1
24,712.1
0
0
1
0
0
0
84
0.058824
1001_2554
4
17
3,716
0
0
785
0
1
1,800
bus_only
4,681
3,716
180
44
136
215
28,584.9
28,369.9
0
0
1
0
0
0
84
0.058824
1001_2554
5
17
3,365
0
0
466
83
2
1,800
bus_only
4,101
3,365
270
44
143
322.7
26,754
26,431.2
0
0
1
0
0
0
84
0.058824
1001_2554
6
17
3,361
0
0
555
0
2
1,700
bus_only
4,201
3,361
285
69
216
339
25,271.9
24,932.9
0
0
1
0
0
0
84
0.058824
1001_2554
7
17
3,403
0
0
466
83
2
1,800
bus_only
4,166
3,403
297
44
170
354.9
27,062.5
26,707.7
0
0
1
0
0
0
84
0.058824
1001_2554
8
17
3,467
0
0
415
0
3
1,700
bus_only
4,137
3,467
255
77
178
304.9
24,791.2
24,486.3
0
0
1
0
0
0
84
0.058824
1001_2554
9
17
2,744
0
0
435
0
1
1,700
bus_only
3,680
2,744
501
69
432
598.6
21,890.8
21,292.2
0
0
1
0
0
0
84
0.058824
1001_2554
10
17
2,499
0
0
301
218
3
1,700
bus_only
3,238
2,499
438
77
143
523.8
20,915.9
20,392.1
0
0
1
0
0
0
84
0.058824
1001_2554
11
17
2,708
0
0
250
0
2
1,700
bus_only
3,467
2,708
509
77
432
608.4
21,860.4
21,251.9
0
0
1
0
0
0
84
0.058824
1001_2554
12
17
2,537
0
0
301
218
3
1,700
bus_only
3,303
2,537
465
77
170
556
21,224.5
20,668.6
0
0
1
0
0
0
84
0.058824
1001_2554
13
17
3,315
0
0
555
0
2
1,700
bus_only
4,275
3,315
405
69
336
483.9
24,908.1
24,424.2
0
0
1
0
0
0
84
0.058824
1001_2554
14
17
3,588
0
0
785
0
1
1,800
bus_only
4,840
3,588
467
44
423
558.4
28,624.1
28,065.7
0
0
1
0
0
0
84
0.058824
1001_2554
15
17
3,412
0
0
663
0
3
1,700
bus_only
4,506
3,412
431
69
362
515.8
25,483
24,967.2
0
0
1
0
0
0
84
0.058824
1001_2554
16
17
3,712
0
0
415
0
3
1,800
bus_only
4,647
3,712
520
77
443
622.2
25,667.1
25,044.9
0
0
1
0
0
0
84
0.058824
1001_2555
0
7
2,821
0
0
281
0
1
1,700
bus_only
3,205
2,821
103
44
59
121.5
21,778.5
21,657
0
0
1
0
0
0
61
0.142857
1001_2555
1
7
78
2,030
0
305
171
1
1,650
bus+train
2,661
2,108
248
69
8
294.7
19,092.4
1,070.9
17,726.8
0
1
1
0
0
61
0.142857
1001_2555
2
7
2,796
0
0
281
0
1
1,700
bus_only
3,527
2,796
450
44
406
538.2
21,878
21,339.7
0
0
1
0
0
0
61
0.142857
1001_2555
3
7
2,050
0
0
859
0
3
1,600
bus_only
3,053
2,050
144
77
67
171.8
18,664.3
18,492.6
0
0
1
0
0
0
61
0.142857
1001_2555
4
7
2,868
0
0
221
0
1
1,700
bus_only
3,544
2,868
455
44
411
544.6
22,618.7
22,074.1
0
0
1
0
0
0
61
0.142857
1001_2555
5
7
2,014
0
0
859
0
3
1,600
bus_only
3,417
2,014
544
77
467
651.7
18,782.2
18,130.5
0
0
1
0
0
0
61
0.142857
1001_2555
6
7
2,226
0
0
1,191
89
2
1,600
bus_only
4,556
2,226
1,139
69
981
1,363.4
20,370.9
19,007.5
0
0
1
0
0
0
61
0.142857
1001_2556
0
15
2,325
0
0
343
0
3
1,700
bus_only
2,772
2,325
104
77
27
123.4
20,344
20,220.6
0
0
1
0
0
0
23
0
1001_2556
1
15
2,133
0
0
457
41
3
1,600
bus_only
2,735
2,133
145
77
27
172
19,172.3
19,000.3
0
0
1
0
0
0
23
0
1001_2556
2
15
3,581
0
0
550
0
1
1,800
bus_only
4,224
3,581
93
44
49
109.7
26,437.6
26,327.9
0
0
1
0
0
0
23
0
1001_2556
3
15
2,839
0
0
610
0
2
1,600
bus_only
3,542
2,839
93
44
49
109.7
19,275.4
19,165.7
0
0
1
0
0
0
23
0
1001_2556
4
15
3,005
0
0
549
0
2
1,700
bus_only
3,658
3,005
104
77
27
123.4
20,884.4
20,761
0
0
1
0
0
0
23
0
1001_2556
5
15
871
1,995
0
479
54
1
1,850
bus+train
3,509
2,866
164
30
80
195.8
26,150.3
6,612.6
19,342
0
1
1
0
0
23
0
1001_2556
6
15
0
2,210
0
507
103
1
1,750
train_only
2,963
2,210
246
44
99
293.8
23,577.5
0
23,283.6
0
0
1
0
23
23
1
1001_2556
7
15
2,289
0
0
403
0
3
1,600
bus_only
3,197
2,289
505
77
428
604
20,440.8
19,836.8
0
0
1
0
0
0
23
0
1001_2556
8
15
2,802
0
0
550
0
2
1,600
bus_only
3,834
2,802
482
44
438
577.4
19,361
18,783.6
0
0
1
0
0
0
23
0
1001_2556
9
15
3,544
0
0
490
0
1
1,800
bus_only
4,516
3,544
482
44
438
577.4
26,523.2
25,945.8
0
0
1
0
0
0
23
0
1001_2556
10
15
2,097
0
0
517
41
3
1,600
bus_only
3,160
2,097
546
77
428
652.6
19,269.1
18,616.5
0
0
1
0
0
0
23
0
1001_2556
11
15
2,969
0
0
609
0
2
1,700
bus_only
4,083
2,969
505
77
428
604
20,981.3
20,377.3
0
0
1
0
0
0
23
0
1001_2556
12
15
2,888
0
0
610
0
2
1,600
bus_only
4,017
2,888
519
44
475
620.5
20,237.5
19,617
0
0
1
0
0
0
23
0
1001_2556
13
15
3,641
0
0
550
0
1
1,800
bus_only
4,710
3,641
519
44
475
620.5
27,399.7
26,779.2
0
0
1
0
0
0
23
0
1001_2556
14
15
2,321
0
0
830
89
2
1,600
bus_only
3,791
2,321
640
69
482
765.7
20,600
19,834.4
0
0
1
0
0
0
23
0
1001_2557
0
12
386
1,890
0
292
119
1
1,650
bus+train
2,805
2,276
237
77
41
281.8
19,740.7
2,624.2
16,834.7
0
1
1
0
0
26
0.083333
1001_2557
1
12
2,417
0
0
536
0
3
1,700
bus_only
3,564
2,417
611
69
542
731.2
21,394.6
20,663.4
0
0
1
0
0
0
26
0.083333
1001_2557
2
12
3,623
0
0
675
24
1
1,700
bus_only
4,429
3,623
131
44
63
155.2
24,489.8
24,334.5
0
0
1
0
0
0
26
0.083333
1001_2557
3
12
3,252
0
0
926
0
1
1,700
bus_only
4,412
3,252
234
44
190
279.3
20,441.6
20,162.4
0
0
1
0
0
0
26
0.083333
1001_2557
4
12
2,952
0
0
922
0
2
1,600
bus_only
4,133
2,952
259
69
190
309.1
20,104.5
19,795.4
0
0
1
0
0
0
26
0.083333
1001_2557
5
12
3,307
0
0
926
0
1
1,700
bus_only
4,519
3,307
286
44
242
341.3
20,886.3
20,545
0
0
1
0
0
0
26
0.083333
1001_2557
6
12
3,192
0
0
729
0
2
1,700
bus_only
4,232
3,192
311
69
242
371.2
22,038.4
21,667.3
0
0
1
0
0
0
26
0.083333
1001_2557
7
12
3,002
0
0
543
0
2
1,600
bus_only
4,098
3,002
553
30
523
662.9
20,240.1
19,577.2
0
0
1
0
0
0
26
0.083333
1001_2557
8
12
3,487
0
0
720
0
1
1,800
bus_only
4,774
3,487
567
44
523
679
26,231.6
25,552.5
0
0
1
0
0
0
26
0.083333
1001_2557
9
12
2,420
0
0
444
89
2
1,700
bus_only
3,564
2,420
700
69
542
837.1
21,814.2
20,977.1
0
0
1
0
0
0
26
0.083333
1001_2557
10
12
3,215
0
0
926
0
1
1,600
bus_only
4,756
3,215
615
44
571
736.1
20,552.3
19,816.2
0
0
1
0
0
0
26
0.083333
1001_2557
11
12
2,921
0
0
922
0
2
1,600
bus_only
4,483
2,921
640
69
571
766
20,215.2
19,449.2
0
0
1
0
0
0
26
0.083333
1001_2559
0
16
2,852
0
0
355
0
1
1,700
bus_only
3,308
2,852
101
44
57
119.5
21,707.1
21,587.5
0
0
1
0
0
0
24
0.0625
1001_2559
1
16
208
2,360
0
226
123
1
1,750
bus+train
3,015
2,568
221
77
21
263.1
22,684.7
1,936.1
20,485.5
0
1
1
0
0
24
0.0625
1001_2559
2
16
2,881
0
0
355
0
1
1,700
bus_only
3,584
2,881
348
44
304
416.1
22,225
21,808.9
0
0
1
0
0
0
24
0.0625
1001_2559
3
16
2,848
0
0
391
0
2
1,700
bus_only
3,525
2,848
286
44
242
341.3
23,164.9
22,823.6
0
0
1
0
0
0
24
0.0625
1001_2559
4
16
3,339
0
0
464
17
1
1,800
bus_only
4,116
3,339
313
44
252
371.9
26,230
25,858.2
0
0
1
0
0
0
24
0.0625
1001_2559
5
16
2,900
0
0
866
0
1
1,700
bus_only
4,052
2,900
286
44
242
341.3
22,420.2
22,078.9
0
0
1
0
0
0
24
0.0625
1001_2559
6
16
2,843
0
0
557
0
2
1,700
bus_only
3,696
2,843
296
44
252
352.6
21,934.1
21,581.5
0
0
1
0
0
0
24
0.0625
1001_2559
7
16
1,250
905
0
593
213
3
1,650
bus+train
3,062
2,155
314
44
57
374
20,292.9
10,560.2
9,358.7
0
1
1
0
0
24
0.0625
1001_2559
8
16
2,796
0
0
355
0
1
1,700
bus_only
3,580
2,796
429
44
385
513.9
21,751.3
21,237.5
0
0
1
0
0
0
24
0.0625
1001_2559
9
16
2,948
0
0
484
0
2
1,700
bus_only
3,778
2,948
346
44
302
413.3
21,556.9
21,143.7
0
0
1
0
0
0
24
0.0625
1001_2559
10
16
2,714
0
0
306
219
1
1,700
bus_only
3,525
2,714
505
44
242
603.4
23,665.3
23,061.9
0
0
1
0
0
0
24
0.0625
1001_2559
11
16
2,729
0
0
467
204
1
1,700
bus_only
3,696
2,729
500
44
252
596.5
23,397.4
22,800.9
0
0
1
0
0
0
24
0.0625
1001_2559
12
16
2,721
0
0
362
0
1
1,700
bus_only
3,628
2,721
545
44
501
652.5
23,513.6
22,861
0
0
1
0
0
0
24
0.0625
1001_2559
13
16
2,872
0
0
351
209
1
1,700
bus_only
3,778
2,872
555
44
302
664
21,493.7
20,829.7
0
0
1
0
0
0
24
0.0625
1001_2559
14
16
1,218
905
0
487
213
2
1,650
bus+train
3,160
2,123
550
44
293
656.5
20,259.9
10,244.7
9,358.7
0
1
1
0
0
24
0.0625
1001_2559
15
16
1,256
905
0
427
213
2
1,650
bus+train
3,250
2,161
662
44
405
792
20,726.4
10,575.7
9,358.7
0
1
1
0
0
24
0.0625
1001_2560
0
12
2,935
0
0
479
0
1
1,700
bus_only
3,603
2,935
189
44
145
225.7
22,573.3
22,347.6
0
0
1
0
0
0
18
0.083333
1001_2560
1
12
2,773
0
0
332
0
2
1,700
bus_only
3,327
2,773
222
77
145
265.3
20,940.6
20,675.3
0
0
1
0
0
0
18
0.083333
1001_2560
2
12
2,972
0
0
539
0
1
1,700
bus_only
3,716
2,972
205
44
161
243
22,891
22,648
0
0
1
0
0
0
18
0.083333
1001_2560
3
12
2,807
0
0
392
0
2
1,700
bus_only
3,395
2,807
196
77
119
232.9
21,121.4
20,888.5
0
0
1
0
0
0
18
0.083333
1001_2560
4
12
3,020
0
0
730
0
1
1,700
bus_only
3,964
3,020
214
44
170
255
24,547.8
24,292.9
0
0
1
0
0
0
18
0.083333
1001_2560
5
12
3,443
0
0
678
19
1
1,800
bus_only
4,349
3,443
228
44
165
270.6
25,387
25,116.4
0
0
1
0
0
0
18
0.083333
1001_2560
6
12
133
2,590
0
560
117
1
1,750
bus+train
3,515
2,723
232
69
46
275.6
23,957.5
1,142.8
22,539.2
0
1
1
0
0
18
0.083333
1001_2560
7
12
2,833
0
0
332
0
2
1,700
bus_only
3,564
2,833
399
77
322
477.5
21,545.5
21,067.9
0
0
1
0
0
0
18
0.083333
1001_2560
8
12
3,420
0
0
678
19
1
1,700
bus_only
4,518
3,420
420
44
357
501.8
25,445.5
24,943.8
0
0
1
0
0
0
18
0.083333
1001_2560
9
12
3,373
0
0
622
99
1
1,800
bus_only
4,495
3,373
500
44
357
597.7
25,666.1
25,068.3
0
0
1
0
0
0
18
0.083333
1001_2560
10
12
3,009
0
0
539
0
1
1,700
bus_only
4,154
3,009
606
44
562
725.4
23,712.8
22,987.4
0
0
1
0
0
0
18
0.083333
1001_2560
11
12
2,444
0
0
768
80
4
1,700
bus_only
3,804
2,444
592
77
435
708.6
22,424.4
21,715.8
0
0
1
0
0
0
18
0.083333
1001_2561
0
25
273
2,590
0
328
123
1
1,750
bus+train
3,388
2,863
197
69
5
233.7
24,439.5
1,937.4
22,268.5
0
1
1
0
0
18
0.04
1001_2561
1
25
2,815
0
0
447
41
3
1,700
bus_only
3,549
2,815
287
69
177
342
22,620.8
22,278.9
0
0
1
0
0
0
18
0.04
1001_2561
2
25
3,334
0
0
820
0
1
1,700
bus_only
4,476
3,334
322
44
278
384.5
23,659.8
23,275.3
0
0
1
0
0
0
18
0.04
1001_2561
3
25
3,430
0
0
291
0
3
1,700
bus_only
3,942
3,430
221
44
177
263.5
23,481.3
23,217.8
0
0
1
0
0
0
18
0.04
1001_2561
4
25
3,430
0
0
771
0
2
1,700
bus_only
4,422
3,430
221
44
177
263.5
23,480.1
23,216.6
0
0
1
0
0
0
18
0.04
1001_2561
5
25
3,380
0
0
314
0
3
1,700
bus_only
4,016
3,380
322
44
278
384.5
23,197.1
22,812.6
0
0
1
0
0
0
18
0.04
1001_2561
6
25
3,438
0
0
959
0
1
1,800
bus_only
4,746
3,438
349
44
305
417.5
26,637.8
26,220.2
0
0
1
0
0
0
18
0.04
1001_2561
7
25
3,203
0
0
820
0
1
1,700
bus_only
4,443
3,203
420
44
376
502.8
23,490.2
22,987.4
0
0
1
0
0
0
18
0.04
1001_2561
8
25
3,400
0
0
351
0
3
1,700
bus_only
4,113
3,400
362
44
318
432
23,423.4
22,991.4
0
0
1
0
0
0
18
0.04
1001_2561
9
25
2,897
0
0
386
41
2
1,700
bus_only
3,773
2,897
490
69
380
585.5
23,212.3
22,626.9
0
0
1
0
0
0
18
0.04