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_2550
15
21
1,738
450
0
377
137
2
1,650
bus+train
3,215
2,188
650
62
451
777.4
19,543.7
15,217.9
3,548.4
0
1
1
0
0
13
0
1002_2550
16
21
1,035
1,170
0
340
251
1
1,650
bus+train
3,239
2,205
694
62
381
829.1
19,768.2
10,675.7
8,263.4
0
1
1
0
0
13
0
1002_2550
17
21
1,888
450
0
281
137
1
1,650
bus+train
3,342
2,338
723
62
524
864.5
19,864.7
15,451.8
3,548.4
0
1
1
0
0
13
0
1002_2550
18
21
1,902
450
0
377
137
2
1,650
bus+train
3,415
2,352
686
62
487
820.3
20,654.2
16,285.5
3,548.4
0
1
1
0
0
13
0
1002_2550
19
21
947
1,170
0
280
251
1
1,650
bus+train
3,161
2,117
764
62
451
913.7
19,218.8
10,041.7
8,263.4
0
1
1
0
0
13
0
1002_2550
20
21
1,001
1,170
0
280
251
1
1,650
bus+train
3,215
2,171
764
62
451
913.9
19,574.4
10,397.1
8,263.4
0
1
1
0
0
13
0
1002_2551
0
10
3,251
0
0
409
0
3
1,700
bus_only
3,719
3,251
59
38
21
69.3
20,805.5
20,736.2
0
0
1
0
0
0
18
0
1002_2551
1
10
648
1,760
0
403
119
2
1,650
bus+train
2,983
2,408
172
38
15
203.8
19,648.4
4,263.7
15,180.9
0
1
1
0
0
18
0
1002_2551
2
10
3,401
0
0
1,107
0
1
1,700
bus_only
4,741
3,401
233
212
21
278.9
21,456.9
21,178
0
0
1
0
0
0
18
0
1002_2551
3
10
0
2,430
0
815
231
1
1,750
train_only
3,553
2,430
308
62
15
367.3
20,801.3
0
20,434
0
0
1
0
18
18
1
1002_2551
4
10
3,200
0
0
469
0
3
1,700
bus_only
3,991
3,200
322
38
284
384
20,869.4
20,485.4
0
0
1
0
0
0
18
0
1002_2551
5
10
3,303
0
0
409
0
3
1,700
bus_only
4,032
3,303
320
38
282
382.8
21,378.6
20,995.8
0
0
1
0
0
0
18
0
1002_2551
6
10
3,252
0
0
1,413
31
2
1,700
bus_only
5,018
3,252
353
38
284
420.7
20,942.7
20,522
0
0
1
0
0
0
18
0
1002_2551
7
10
3,347
0
0
1,353
31
2
1,700
bus_only
5,051
3,347
351
38
282
419.4
21,451.9
21,032.5
0
0
1
0
0
0
18
0
1002_2551
8
10
3,355
0
0
1,167
0
1
1,700
bus_only
5,018
3,355
496
212
284
593.6
21,520.9
20,927.3
0
0
1
0
0
0
18
0
1002_2551
9
10
3,450
0
0
1,107
0
1
1,700
bus_only
5,051
3,450
494
212
282
592.4
22,030
21,437.7
0
0
1
0
0
0
18
0
1002_2552
0
25
553
2,300
0
875
67
2
1,750
bus+train
3,839
2,853
111
38
6
131.6
23,038.3
3,201.1
19,705.6
0
1
1
0
0
13
0
1002_2552
1
25
1,427
950
0
516
158
3
1,750
bus+train
3,119
2,377
226
62
6
268.2
20,429.6
10,991.8
9,169.6
0
1
1
0
0
13
0
1002_2552
2
25
3,224
0
0
642
0
1
1,700
bus_only
4,157
3,224
291
212
79
347.7
20,799.6
20,451.9
0
0
1
0
0
0
13
0
1002_2552
3
25
2,875
150
0
924
67
2
1,750
bus+train
4,179
3,025
230
62
101
272.4
20,337.8
18,410.8
1,654.6
0
1
1
0
0
13
0
1002_2552
4
25
1,058
1,250
0
499
244
2
1,650
bus+train
3,119
2,308
312
62
6
371.4
20,345.3
8,910.4
11,063.5
0
1
1
0
0
13
0
1002_2552
5
25
2,939
150
0
924
67
2
1,750
bus+train
4,305
3,089
292
62
163
347.8
20,651.3
18,648.8
1,654.6
0
1
1
0
0
13
0
1002_2552
6
25
0
2,530
0
1,010
231
1
1,750
train_only
3,839
2,530
299
62
6
356.8
21,454.3
0
21,097.5
0
0
1
0
13
13
1
1002_2552
7
25
3,288
0
0
642
0
1
1,700
bus_only
4,305
3,288
375
212
163
449.2
21,139.1
20,689.9
0
0
1
0
0
0
13
0
1002_2552
8
25
2,597
150
0
653
100
4
1,750
bus+train
3,690
2,747
290
62
128
344.8
21,557.1
19,557.7
1,654.6
0
1
1
0
0
13
0
1002_2552
9
25
2,228
450
0
636
186
3
1,750
bus+train
3,690
2,678
376
62
128
448
21,472.8
17,476.4
3,548.4
0
1
1
0
0
13
0
1002_2552
10
25
3,048
150
0
498
67
4
1,750
bus+train
3,983
3,198
287
62
158
342.1
20,395.2
18,398.5
1,654.6
0
1
1
0
0
13
0
1002_2552
11
25
2,679
450
0
481
153
3
1,650
bus+train
3,983
3,129
373
62
158
445.3
20,310.9
16,317.1
3,548.4
0
1
1
0
0
13
0
1002_2552
12
25
2,672
150
0
713
100
4
1,750
bus+train
3,968
2,822
433
62
271
516
21,932
19,761.4
1,654.6
0
1
1
0
0
13
0
1002_2552
13
25
4,015
0
0
1,138
49
2
1,800
bus_only
5,511
4,015
358
38
271
427
26,492.1
26,065.1
0
0
1
0
0
0
13
0
1002_2552
14
25
2,303
450
0
696
186
3
1,750
bus+train
3,968
2,753
519
62
271
619.2
21,847.7
17,680
3,548.4
0
1
1
0
0
13
0
1002_2552
15
25
3,310
0
0
1,038
0
2
1,700
bus_only
4,831
3,310
483
212
271
578.2
21,333.7
20,755.5
0
0
1
0
0
0
13
0
1002_2552
16
25
4,607
0
0
422
0
2
1,900
bus_only
5,477
4,607
448
51
397
536.6
34,011.8
33,475.2
0
0
1
0
0
0
13
0
1002_2552
17
25
2,418
150
0
680
216
4
1,750
bus+train
3,797
2,568
549
62
271
654.5
20,834.2
18,525.1
1,654.6
0
1
1
0
0
13
0
1002_2552
18
25
3,006
150
0
864
67
2
1,750
bus+train
4,583
3,156
563
62
434
673.5
21,214.2
18,886.1
1,654.6
0
1
1
0
0
13
0
1002_2552
19
25
3,355
0
0
582
0
1
1,700
bus_only
4,583
3,355
646
212
434
774.8
21,702.1
20,927.3
0
0
1
0
0
0
13
0
1002_2552
20
25
4,632
0
0
362
0
2
1,900
bus_only
5,491
4,632
497
51
446
595.7
34,272.5
33,676.8
0
0
1
0
0
0
13
0
1002_2552
21
25
3,295
150
0
620
57
3
1,850
bus+train
4,598
3,445
533
62
414
637
26,719
24,427.4
1,654.6
0
1
1
0
0
13
0
1002_2552
22
25
3,831
0
0
1,078
49
2
1,800
bus_only
5,410
3,831
501
38
414
599.2
26,084.1
25,484.9
0
0
1
0
0
0
13
0
1002_2552
23
25
3,320
150
0
620
57
3
1,850
bus+train
4,655
3,470
565
62
446
676
26,959.6
24,629
1,654.6
0
1
1
0
0
13
0
1002_2552
24
25
2,610
0
0
861
218
3
1,700
bus_only
4,124
2,610
653
38
397
781.6
21,105
20,323.3
0
0
1
0
0
0
13
0
1002_2553
0
25
718
1,910
0
309
153
2
1,750
bus+train
3,139
2,628
202
38
11
241.3
21,461.5
5,095.4
16,124.8
0
1
1
0
0
18
0.04
1002_2553
1
25
543
2,040
0
415
119
1
1,750
bus+train
3,499
2,583
501
371
11
599.4
21,403.5
3,977.1
16,827.1
0
1
1
0
0
18
0.04
1002_2553
2
25
478
2,280
0
753
123
1
1,750
bus+train
3,829
2,758
318
184
11
379.8
22,789.3
3,458
18,951.4
0
1
1
0
0
18
0.04
1002_2553
3
25
4,957
0
0
418
0
2
1,800
bus_only
5,586
4,957
211
38
173
252
28,992
28,740.1
0
0
1
0
0
0
18
0.04
1002_2553
4
25
4,932
0
0
418
0
2
1,800
bus_only
5,574
4,932
224
38
186
267.4
28,690.4
28,423
0
0
1
0
0
0
18
0.04
1002_2553
5
25
3,951
0
0
503
0
3
1,700
bus_only
4,777
3,951
323
150
173
386.7
24,637.2
24,250.5
0
0
1
0
0
0
18
0.04
1002_2553
6
25
3,926
0
0
503
0
3
1,700
bus_only
4,765
3,926
336
150
186
402.1
24,335.6
23,933.4
0
0
1
0
0
0
18
0.04
1002_2553
7
25
3,418
0
0
971
0
4
1,700
bus_only
4,703
3,418
314
38
276
375.4
22,158
21,782.6
0
0
1
0
0
0
18
0.04
1002_2553
8
25
4,336
0
0
746
0
3
1,800
bus_only
5,396
4,336
314
38
276
375.4
27,005.1
26,629.6
0
0
1
0
0
0
18
0.04
1002_2553
9
25
4,527
0
0
871
49
2
1,800
bus_only
5,761
4,527
363
38
276
433.8
28,588.2
28,154.4
0
0
1
0
0
0
18
0.04
1002_2553
10
25
4,058
0
0
543
0
3
1,700
bus_only
5,027
4,058
426
150
276
510.2
25,250.6
24,740.4
0
0
1
0
0
0
18
0.04
1002_2553
11
25
4,218
0
0
739
0
3
1,900
bus_only
5,400
4,218
443
38
405
530.1
30,681.9
30,151.9
0
0
1
0
0
0
18
0.04
1002_2553
12
25
4,119
0
0
739
0
3
1,800
bus_only
5,332
4,119
474
38
436
567.3
29,972.1
29,404.7
0
0
1
0
0
0
18
0.04
1002_2553
13
25
3,698
0
0
499
0
5
1,800
bus_only
4,640
3,698
443
38
405
530.1
26,005.8
25,475.7
0
0
1
0
0
0
18
0.04
1002_2553
14
25
4,828
0
0
863
0
2
1,900
bus_only
6,147
4,828
456
51
405
546
35,320
34,774
0
0
1
0
0
0
18
0.04
1002_2553
15
25
3,599
0
0
499
0
5
1,700
bus_only
4,572
3,599
474
38
436
567.3
25,295.9
24,728.6
0
0
1
0
0
0
18
0.04
1002_2553
16
25
3,855
480
0
939
40
2
1,950
bus+train
5,781
4,335
507
62
405
606.7
32,622.7
26,597.8
5,418.2
0
1
1
0
0
18
0.04
1002_2553
17
25
4,729
0
0
863
0
2
1,900
bus_only
6,079
4,729
487
51
436
583.2
34,610.1
34,026.9
0
0
1
0
0
0
18
0.04
1002_2553
18
25
3,810
0
0
696
120
3
1,800
bus_only
5,069
3,810
563
38
405
673.8
26,689.2
26,015.4
0
0
1
0
0
0
18
0.04
1002_2553
19
25
4,772
0
0
478
0
2
1,800
bus_only
5,805
4,772
555
38
517
663.9
28,597.9
27,933.9
0
0
1
0
0
0
18
0.04
1002_2553
20
25
4,993
0
0
418
0
2
1,800
bus_only
5,944
4,993
533
38
495
637.7
29,664.9
29,027.2
0
0
1
0
0
0
18
0.04
1002_2553
21
25
3,756
480
0
939
40
2
1,950
bus+train
5,713
4,236
538
62
436
644
31,912.8
25,850.6
5,418.2
0
1
1
0
0
18
0.04
1002_2553
22
25
3,711
0
0
696
120
3
1,800
bus_only
5,001
3,711
594
38
436
711
25,979.3
25,268.3
0
0
1
0
0
0
18
0.04
1002_2553
23
25
3,379
0
0
971
0
4
1,700
bus_only
4,905
3,379
555
38
517
663.9
22,058
21,394.1
0
0
1
0
0
0
18
0.04
1002_2553
24
25
4,297
0
0
746
0
3
1,800
bus_only
5,598
4,297
555
38
517
663.9
26,905
26,241.1
0
0
1
0
0
0
18
0.04
1002_2554
0
18
652
2,090
0
780
119
2
1,750
bus+train
3,698
2,742
176
38
19
208.7
22,398.9
4,263.7
17,926.5
0
1
1
0
0
16
0.055556
1002_2554
1
18
460
2,350
0
562
123
1
1,750
bus+train
3,698
2,810
326
184
19
388.8
23,897.6
3,458
20,050.8
0
1
1
0
0
16
0.055556
1002_2554
2
18
2,527
450
0
439
137
1
1,750
bus+train
4,061
2,977
645
62
446
771.4
23,877
19,557.1
3,548.4
0
1
1
0
0
16
0.055556
1002_2554
3
18
4,119
0
0
788
49
2
1,800
bus_only
5,137
4,119
230
38
143
274.3
29,176.1
28,901.8
0
0
1
0
0
0
16
0.055556
1002_2554
4
18
3,528
480
0
781
40
2
1,950
bus+train
5,034
4,008
245
62
143
292.6
32,913.5
27,202.7
5,418.2
0
1
1
0
0
16
0.055556
1002_2554
5
18
4,159
0
0
788
49
2
1,800
bus_only
5,204
4,159
257
38
170
306.5
29,484.7
29,178.2
0
0
1
0
0
0
16
0.055556
1002_2554
6
18
3,540
150
0
670
57
3
1,850
bus+train
4,622
3,690
262
62
143
312.2
28,298
26,331.2
1,654.6
0
1
1
0
0
16
0.055556
1002_2554
7
18
3,664
330
0
441
124
2
1,850
bus+train
4,764
3,994
329
62
143
392.6
29,380.8
24,969.4
4,018.8
0
1
1
0
0
16
0.055556
1002_2554
8
18
3,568
480
0
781
40
2
1,950
bus+train
5,101
4,048
272
62
170
324.8
33,222.1
27,479.1
5,418.2
0
1
1
0
0
16
0.055556
1002_2554
9
18
3,580
150
0
670
57
3
1,850
bus+train
4,689
3,730
289
62
170
344.3
28,606.5
26,607.6
1,654.6
0
1
1
0
0
16
0.055556
1002_2554
10
18
3,895
150
0
720
57
3
1,850
bus+train
5,020
4,045
255
62
136
304
28,517.8
26,559.1
1,654.6
0
1
1
0
0
16
0.055556
1002_2554
11
18
3,718
330
0
650
124
2
1,950
bus+train
5,020
4,048
322
62
136
384.5
31,228.5
26,825.3
4,018.8
0
1
1
0
0
16
0.055556
1002_2554
12
18
3,704
330
0
441
124
2
1,850
bus+train
4,831
4,034
356
62
170
424.8
29,689.4
25,245.8
4,018.8
0
1
1
0
0
16
0.055556
1002_2554
13
18
3,066
0
0
702
31
2
1,700
bus_only
4,269
3,066
501
38
432
598.2
23,526.2
22,928.1
0
0
1
0
0
0
16
0.055556
1002_2554
14
18
741
1,960
0
777
213
3
1,750
bus+train
3,980
2,701
502
62
227
599.9
24,600.4
4,783.5
19,217
0
1
1
0
0
16
0.055556
1002_2554
15
18
2,927
0
0
403
0
4
1,700
bus_only
3,960
2,927
630
184
446
754.2
23,723.4
22,969.2
0
0
1
0
0
0
16
0.055556
1002_2554
16
18
3,785
150
0
720
57
3
1,850
bus+train
5,197
3,935
542
62
423
647.4
28,556.9
26,254.9
1,654.6
0
1
1
0
0
16
0.055556
1002_2554
17
18
3,608
330
0
650
124
2
1,950
bus+train
5,197
3,938
609
62
423
727.9
31,267.7
26,521
4,018.8
0
1
1
0
0
16
0.055556
1002_2555
0
8
371
1,910
0
472
123
1
1,750
bus+train
3,068
2,281
315
184
8
375.3
20,499
3,458
16,665.7
0
1
1
0
0
21
0.125
1002_2555
1
8
2,238
0
0
571
30
3
1,600
bus_only
3,090
2,238
281
184
67
335.8
19,867.8
19,532
0
0
1
0
0
0
21
0.125
1002_2555
2
8
3,081
0
0
722
53
1
1,700
bus_only
4,678
3,081
875
416
406
1,048.4
22,605.6
21,557.3
0
0
1
0
0
0
21
0.125
1002_2555
3
8
2,778
150
0
1,188
57
2
1,750
bus+train
4,297
2,928
181
62
62
214.8
23,526.4
21,657
1,654.6
0
1
1
0
0
21
0.125
1002_2555
4
8
2,755
150
0
1,248
57
2
1,750
bus+train
4,678
2,905
525
62
406
627.2
23,621.5
21,339.7
1,654.6
0
1
1
0
0
21
0.125
1002_2555
5
8
2,823
150
0
1,188
57
2
1,750
bus+train
4,691
2,973
530
62
411
633.6
24,362.3
22,074.1
1,654.6
0
1
1
0
0
21
0.125
1002_2555
6
8
2,198
0
0
571
30
3
1,600
bus_only
3,450
2,198
681
184
467
815.7
19,985.7
19,170
0
0
1
0
0
0
21
0.125
1002_2555
7
8
3,149
0
0
662
53
1
1,700
bus_only
4,691
3,149
880
416
411
1,054.7
23,346.4
22,291.7
0
0
1
0
0
0
21
0.125
1002_2622
0
20
1,690
0
0
439
0
1
1,500
bus_only
2,335
1,690
206
38
168
244.6
10,400.3
10,155.7
0
0
1
0
0
0
15
0.05
1002_2622
1
20
257
750
0
450
161
2
1,550
bus+train
1,665
1,007
208
38
9
248.2
8,052
1,284.2
6,519.6
0
1
1
0
0
15
0.05
1002_2622
2
20
1,765
0
0
439
0
1
1,500
bus_only
2,419
1,765
215
38
177
255.5
10,794.1
10,538.6
0
0
1
0
0
0
15
0.05
1002_2622
3
20
727
400
0
642
49
1
1,550
bus+train
2,025
1,127
256
198
9
306.5
8,243.9
4,561.3
3,376.1
0
1
1
0
0
15
0.05
1002_2622
4
20
1,466
0
0
593
0
2
1,500
bus_only
2,304
1,466
245
38
207
292.2
8,712.6
8,420.4
0
0
1
0
0
0
15
0.05
1002_2622
5
20
1,541
0
0
593
0
2
1,500
bus_only
2,398
1,541
264
38
226
315.6
9,118.9
8,803.3
0
0
1
0
0
0
15
0.05
1002_2622
6
20
1,827
0
0
379
0
1
1,500
bus_only
2,570
1,827
364
38
326
435.3
11,195.8
10,760.6
0
0
1
0
0
0
15
0.05
1002_2622
7
20
144
750
0
305
41
1
1,550
bus+train
1,665
894
466
416
9
558.9
7,960.2
881.7
6,519.6
0
1
1
0
0
15
0.05