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_2545
1
15
1,380
0
0
237
0
2
1,500
bus_only
1,818
1,380
201
77
124
239.6
11,030.1
10,790.5
0
0
1
0
0
0
245
0.066667
1001_2545
2
15
3,862
0
0
189
0
0
1,500
bus_only
4,347
3,862
296
73
223
353.2
11,491.6
11,138.4
0
0
1
0
0
0
245
0.066667
1001_2545
3
15
3,181
0
0
393
0
1
1,600
bus_only
3,865
3,181
291
30
261
348.9
17,405.4
17,056.5
0
0
1
0
0
0
245
0.066667
1001_2545
4
15
1,312
0
0
254
0
1
1,500
bus_only
1,867
1,312
301
77
224
359
11,358.8
10,999.8
0
0
1
0
0
0
245
0.066667
1001_2545
5
15
2,145
0
0
280
0
1
1,500
bus_only
2,752
2,145
327
77
250
390.5
11,510.4
11,120
0
0
1
0
0
0
245
0.066667
1001_2545
6
15
1,248
0
0
254
0
1
1,500
bus_only
1,984
1,248
482
77
405
577.1
10,925.6
10,348.5
0
0
1
0
0
0
245
0.066667
1001_2545
7
15
2,355
0
0
552
0
1
1,600
bus_only
3,250
2,355
343
69
274
410.2
16,113.1
15,703
0
0
1
0
0
0
245
0.066667
1001_2545
8
15
2,102
0
0
280
0
1
1,500
bus_only
2,794
2,102
412
77
335
492.9
11,492.7
10,999.8
0
0
1
0
0
0
245
0.066667
1001_2545
9
15
3,683
0
0
189
0
0
1,500
bus_only
4,346
3,683
474
73
401
568.3
11,066.5
10,498.2
0
0
1
0
0
0
245
0.066667
1001_2545
10
15
2,510
0
0
360
102
1
1,600
bus_only
3,393
2,510
523
44
377
625.5
15,886.4
15,260.9
0
0
1
0
0
0
245
0.066667
1001_2545
11
15
2,615
0
0
847
0
1
1,500
bus_only
3,897
2,615
435
69
366
520.4
15,179.2
14,658.7
0
0
1
0
0
0
245
0.066667
1001_2545
12
15
3,239
0
0
393
0
1
1,600
bus_only
4,067
3,239
435
30
405
521.2
17,750.7
17,229.5
0
0
1
0
0
0
245
0.066667
1001_2545
13
15
2,046
0
0
340
0
1
1,500
bus_only
2,972
2,046
586
77
509
700.8
11,520.7
10,820
0
0
1
0
0
0
245
0.066667
1001_2545
14
15
1,444
0
0
612
0
1
1,500
bus_only
2,835
1,444
779
69
710
932.4
12,340.5
11,408.1
0
0
1
0
0
0
245
0.066667
1001_2546
0
8
1,459
0
0
274
0
1
1,500
bus_only
1,894
1,459
161
69
92
191.5
12,175
11,983.6
0
0
1
0
0
0
127
0.125
1001_2546
1
8
1,510
0
0
214
0
1
1,500
bus_only
2,268
1,510
544
69
475
651.5
13,142.3
12,490.8
0
0
1
0
0
0
127
0.125
1001_2546
2
8
3,920
0
0
579
0
0
1,500
bus_only
4,646
3,920
147
73
74
175.9
12,115.5
11,939.6
0
0
1
0
0
0
127
0.125
1001_2546
3
8
1,535
0
0
408
0
2
1,500
bus_only
2,362
1,535
419
69
350
500.5
12,875.3
12,374.9
0
0
1
0
0
0
127
0.125
1001_2546
4
8
1,599
0
0
354
46
1
1,500
bus_only
2,418
1,599
465
69
350
554.6
13,270.2
12,715.5
0
0
1
0
0
0
127
0.125
1001_2546
5
8
1,422
0
0
274
0
1
1,500
bus_only
2,303
1,422
607
69
538
726.6
12,284.4
11,557.9
0
0
1
0
0
0
127
0.125
1001_2546
6
8
4,108
0
0
639
0
0
1,500
bus_only
5,221
4,108
474
73
401
568.2
12,975.5
12,407.3
0
0
1
0
0
0
127
0.125
1001_2546
7
8
3,782
0
0
639
0
0
1,500
bus_only
5,057
3,782
636
73
563
762.2
12,230.2
11,467.9
0
0
1
0
0
0
127
0.125
1001_2547
0
5
1,522
0
0
295
0
1
1,500
bus_only
1,922
1,522
105
77
28
123.7
13,845
13,721.3
0
0
1
0
0
0
94
0.2
1001_2547
1
5
2,220
0
0
647
0
2
1,500
bus_only
3,129
2,220
262
44
218
312.8
13,044.6
12,731.8
0
0
1
0
0
0
94
0.2
1001_2547
2
5
3,844
0
0
518
0
0
1,500
bus_only
4,460
3,844
98
73
25
117.2
13,622.5
13,505.3
0
0
1
0
0
0
94
0.2
1001_2547
3
5
2,297
0
0
647
0
2
1,500
bus_only
3,307
2,297
363
44
319
433.5
13,428.3
12,994.8
0
0
1
0
0
0
94
0.2
1001_2547
4
5
2,348
0
0
707
0
2
1,500
bus_only
3,525
2,348
470
44
426
562
13,687.2
13,125.3
0
0
1
0
0
0
94
0.2
1001_2548
0
12
1,849
0
0
499
0
1
1,600
bus_only
2,610
1,849
262
77
185
312.4
16,116.5
15,804.1
0
0
1
0
0
0
158
0.083333
1001_2548
1
12
450
1,270
0
391
160
1
1,650
bus+train
2,370
1,720
259
44
55
308.6
15,339.4
2,956.7
12,074.1
0
1
1
0
0
158
0.083333
1001_2548
2
12
2,807
0
0
784
0
1
1,700
bus_only
3,810
2,807
219
44
175
261
21,230.2
20,969.2
0
0
1
0
0
0
158
0.083333
1001_2548
3
12
3,599
0
0
228
42
1
1,700
bus_only
4,061
3,599
234
44
148
279.3
23,995.5
23,716.2
0
0
1
0
0
0
158
0.083333
1001_2548
4
12
2,957
0
0
434
42
2
1,700
bus_only
3,652
2,957
261
44
175
311.3
22,883.4
22,572.1
0
0
1
0
0
0
158
0.083333
1001_2548
5
12
2,635
0
0
363
57
3
1,700
bus_only
3,274
2,635
276
44
175
329
22,111.4
21,782.4
0
0
1
0
0
0
158
0.083333
1001_2548
6
12
2,658
0
0
633
0
1
1,700
bus_only
3,659
2,658
368
44
324
439.3
20,986.9
20,547.6
0
0
1
0
0
0
158
0.083333
1001_2548
7
12
2,728
0
0
633
0
1
1,700
bus_only
3,825
2,728
464
44
420
554.5
21,530.4
20,975.8
0
0
1
0
0
0
158
0.083333
1001_2548
8
12
2,558
0
0
423
57
3
1,700
bus_only
3,429
2,558
448
44
347
536
21,853.7
21,317.7
0
0
1
0
0
0
158
0.083333
1001_2548
9
12
2,844
0
0
784
0
1
1,700
bus_only
4,124
2,844
496
44
452
593.5
21,809.2
21,215.6
0
0
1
0
0
0
158
0.083333
1001_2548
10
12
2,995
0
0
434
42
2
1,700
bus_only
3,967
2,995
538
44
452
643.9
23,462.4
22,818.5
0
0
1
0
0
0
158
0.083333
1001_2548
11
12
2,690
0
0
363
57
3
1,700
bus_only
3,606
2,690
553
44
452
661.6
22,690.4
22,028.8
0
0
1
0
0
0
158
0.083333
1001_2549
0
9
1,882
0
0
497
0
1
1,600
bus_only
2,528
1,882
149
69
80
175.7
16,390.7
16,215
0
0
1
0
0
0
135
0
1001_2549
1
9
1,748
0
0
524
0
2
1,600
bus_only
2,422
1,748
150
69
81
178.4
16,393.3
16,215
0
0
1
0
0
0
135
0
1001_2549
2
9
850
990
0
266
251
1
1,650
bus+train
2,481
1,840
375
44
80
446.6
16,714.5
9,659.1
6,608.8
0
1
1
0
128
135
1
1001_2549
3
9
1,792
0
0
584
0
2
1,600
bus_only
2,811
1,792
435
69
366
520.1
17,117.6
16,597.5
0
0
1
0
0
0
135
0
1001_2549
4
9
1,980
0
0
437
0
1
1,600
bus_only
2,870
1,980
453
69
384
542.4
17,170
16,627.6
0
0
1
0
0
0
135
0
1001_2549
5
9
1,842
0
0
911
89
1
1,600
bus_only
3,277
1,842
524
69
366
626
17,376.2
16,750.2
0
0
1
0
0
0
135
0
1001_2549
6
9
894
990
0
266
251
1
1,650
bus+train
2,811
1,884
661
44
366
790.9
17,441.4
10,041.7
6,608.8
0
1
1
0
0
135
0
1001_2549
7
9
2,593
0
0
673
0
1
1,700
bus_only
3,833
2,593
567
44
523
679.3
21,655.2
20,975.8
0
0
1
0
0
0
135
0
1001_2549
8
9
2,893
0
0
371
0
2
1,700
bus_only
3,817
2,893
553
30
523
663.2
21,484.3
20,821.1
0
0
1
0
0
0
135
0
1001_2550
0
12
3,072
0
0
208
0
1
1,700
bus_only
3,369
3,072
89
69
20
104.3
20,137.3
20,033
0
0
1
0
0
0
51
0.083333
1001_2550
1
12
385
1,630
0
491
119
1
1,650
bus+train
2,705
2,015
199
77
3
236.2
17,150.1
2,624.2
14,289.7
0
1
1
0
0
51
0.083333
1001_2550
2
12
2,097
0
0
578
89
1
1,600
bus_only
2,853
2,097
178
69
20
210.2
18,084.8
17,874.6
0
0
1
0
0
0
51
0.083333
1001_2550
3
12
3,003
0
0
148
0
1
1,600
bus_only
3,498
3,003
347
69
278
414.4
20,219.2
19,804.8
0
0
1
0
0
0
51
0.083333
1001_2550
4
12
2,134
0
0
518
89
1
1,600
bus_only
3,113
2,134
461
69
303
551.1
18,712.2
18,161.1
0
0
1
0
0
0
51
0.083333
1001_2550
5
12
2,028
0
0
578
89
1
1,600
bus_only
3,145
2,028
539
69
381
643.3
18,188.6
17,545.3
0
0
1
0
0
0
51
0.083333
1001_2550
6
12
2,040
0
0
410
0
1
1,600
bus_only
3,051
2,040
601
77
524
719.1
18,061.1
17,342
0
0
1
0
0
0
51
0.083333
1001_2550
7
12
1,991
0
0
410
0
1
1,600
bus_only
3,019
1,991
618
77
541
739.9
17,522.7
16,782.7
0
0
1
0
0
0
51
0.083333
1001_2550
8
12
1,948
0
0
518
89
1
1,600
bus_only
3,075
1,948
609
69
451
728
17,639.2
16,911.2
0
0
1
0
0
0
51
0.083333
1001_2550
9
12
1,995
0
0
518
89
1
1,600
bus_only
3,122
1,995
609
69
451
728.2
17,994.8
17,266.6
0
0
1
0
0
0
51
0.083333
1001_2550
10
12
2,163
0
0
518
89
1
1,600
bus_only
3,326
2,163
645
69
487
771
19,105.3
18,334.3
0
0
1
0
0
0
51
0.083333
1001_2550
11
12
1,908
0
0
520
41
2
1,600
bus_only
3,072
1,908
644
77
526
770.2
17,729.2
16,959
0
0
1
0
0
0
51
0.083333
1001_2551
0
5
3,071
0
0
360
0
1
1,600
bus_only
3,521
3,071
90
69
21
106.4
19,243.3
19,136.9
0
0
1
0
0
0
60
0.2
1001_2551
1
5
601
1,780
0
195
134
1
1,650
bus+train
2,794
2,381
218
69
15
259.3
18,522.1
3,081.9
15,180.9
0
1
1
0
0
60
0.2
1001_2551
2
5
3,020
0
0
420
0
1
1,600
bus_only
3,793
3,020
353
69
284
421.1
19,307.3
18,886.1
0
0
1
0
0
0
60
0.2
1001_2551
3
5
3,123
0
0
360
0
1
1,600
bus_only
3,834
3,123
351
69
282
419.9
19,816.5
19,396.6
0
0
1
0
0
0
60
0.2
1001_2551
4
5
4,124
0
0
580
0
1
1,800
bus_only
5,827
4,124
1,123
44
1,079
1,346.1
30,790.3
29,444.2
0
0
1
0
0
0
60
0.2
1001_2552
0
22
3,062
0
0
664
0
1
1,700
bus_only
3,849
3,062
123
44
79
145.4
24,271
24,125.5
0
0
1
0
0
0
48
0.045455
1001_2552
1
22
2,051
0
0
601
116
4
1,600
bus_only
2,973
2,051
321
77
128
382.4
18,590.5
18,208.1
0
0
1
0
0
0
48
0.045455
1001_2552
2
22
475
1,830
0
559
119
1
1,650
bus+train
3,033
2,305
169
44
6
200.5
18,703
2,658.1
15,844.4
0
1
1
0
0
48
0.045455
1001_2552
3
22
1,473
1,110
0
459
54
2
1,650
bus+train
3,241
2,583
199
44
101
236
18,343.5
10,575.8
7,531.8
0
1
1
0
0
48
0.045455
1001_2552
4
22
1,537
1,110
0
459
54
2
1,650
bus+train
3,367
2,647
261
44
163
311.3
18,657
10,813.9
7,531.8
0
1
1
0
0
48
0.045455
1001_2552
5
22
2,783
0
0
1,279
0
1
1,600
bus_only
4,299
2,783
237
69
168
282
18,930.8
18,648.8
0
0
1
0
0
0
48
0.045455
1001_2552
6
22
2,107
0
0
661
116
4
1,600
bus_only
3,018
2,107
250
77
57
297.3
18,681
18,383.7
0
0
1
0
0
0
48
0.045455
1001_2552
7
22
2,201
0
0
478
205
3
1,600
bus_only
3,018
2,201
339
77
57
403.2
19,100.6
18,697.5
0
0
1
0
0
0
48
0.045455
1001_2552
8
22
3,148
0
0
664
0
1
1,700
bus_only
4,127
3,148
315
44
271
375.9
24,805.1
24,429.2
0
0
1
0
0
0
48
0.045455
1001_2552
9
22
2,145
0
0
478
205
3
1,600
bus_only
3,062
2,145
439
77
157
523.5
19,045.3
18,521.8
0
0
1
0
0
0
48
0.045455
1001_2552
10
22
2,979
0
0
664
0
1
1,700
bus_only
4,077
2,979
434
44
390
519.2
24,368.2
23,849
0
0
1
0
0
0
48
0.045455
1001_2552
11
22
2,672
0
0
669
0
3
1,600
bus_only
3,782
2,672
441
44
397
527.9
19,519.1
18,991.1
0
0
1
0
0
0
48
0.045455
1001_2552
12
22
1,604
1,110
0
399
54
2
1,650
bus+train
3,645
2,714
532
44
434
637
19,219.9
11,051.2
7,531.8
0
1
1
0
0
48
0.045455
1001_2552
13
22
2,697
0
0
609
0
3
1,600
bus_only
3,796
2,697
490
44
446
587.1
19,779.7
19,192.7
0
0
1
0
0
0
48
0.045455
1001_2552
14
22
2,850
0
0
1,219
0
1
1,600
bus_only
4,572
2,850
503
69
434
602.3
19,488.5
18,886.1
0
0
1
0
0
0
48
0.045455
1001_2552
15
22
3,363
0
0
372
42
2
1,800
bus_only
4,267
3,363
532
44
446
637.4
27,296.2
26,658.9
0
0
1
0
0
0
48
0.045455
1001_2552
16
22
3,204
0
0
664
0
1
1,700
bus_only
4,450
3,204
582
44
538
696.2
25,373.4
24,677.1
0
0
1
0
0
0
48
0.045455
1001_2552
17
22
3,577
0
0
1,078
0
1
1,800
bus_only
5,211
3,577
556
44
512
665.2
30,603.2
29,938
0
0
1
0
0
0
48
0.045455
1001_2552
18
22
2,146
0
0
552
218
3
1,600
bus_only
3,390
2,146
692
77
397
828.6
19,147
18,318.4
0
0
1
0
0
0
48
0.045455
1001_2552
19
22
2,171
0
0
492
218
3
1,600
bus_only
3,404
2,171
741
77
446
887.7
19,407.7
18,520
0
0
1
0
0
0
48
0.045455
1001_2552
20
22
1,980
0
0
661
116
4
1,600
bus_only
3,331
1,980
690
77
497
824.9
18,690.7
17,865.8
0
0
1
0
0
0
48
0.045455
1001_2552
21
22
2,074
0
0
478
205
3
1,600
bus_only
3,331
2,074
779
77
497
930.8
19,110.3
18,179.5
0
0
1
0
0
0
48
0.045455
1001_2553
0
24
3,419
0
0
551
0
2
1,800
bus_only
4,088
3,419
118
44
74
139.9
25,591.6
25,451.7
0
0
1
0
0
0
55
0.041667
1001_2553
1
24
545
1,960
0
768
119
1
1,650
bus+train
3,447
2,505
174
44
11
207
19,692.1
2,658.1
16,827.1
0
1
1
0
0
55
0.041667
1001_2553
2
24
3,448
0
0
293
169
1
1,800
bus_only
4,048
3,448
307
44
94
365.6
26,014.3
25,648.7
0
0
1
0
0
0
55
0.041667
1001_2553
3
24
4,528
0
0
336
0
2
1,800
bus_only
5,038
4,528
174
77
97
207.3
27,117.3
26,910
0
0
1
0
0
0
55
0.041667
1001_2553
4
24
4,124
0
0
595
53
1
1,800
bus_only
4,983
4,124
264
44
167
314.1
26,541.9
26,227.8
0
0
1
0
0
0
55
0.041667
1001_2553
5
24
4,098
0
0
535
53
1
1,800
bus_only
4,916
4,098
283
44
186
337.6
26,248.4
25,910.8
0
0
1
0
0
0
55
0.041667
1001_2553
6
24
2,479
0
0
620
218
2
1,600
bus_only
3,488
2,479
389
77
94
464.4
20,169.1
19,704.7
0
0
1
0
0
0
55
0.041667
1001_2553
7
24
3,858
0
0
238
0
2
1,800
bus_only
4,449
3,858
353
77
276
422.3
26,245.6
25,823.3
0
0
1
0
0
0
55
0.041667
1001_2553
8
24
2,783
0
0
579
33
3
1,700
bus_only
3,748
2,783
386
77
276
461.5
21,847
21,385.5
0
0
1
0
0
0
55
0.041667
1001_2553
9
24
4,691
0
0
447
0
1
1,900
bus_only
5,458
4,691
320
44
276
382.7
31,793.7
31,411
0
0
1
0
0
0
55
0.041667
1001_2553
10
24
3,338
0
0
551
0
2
1,700
bus_only
4,302
3,338
413
44
369
493.6
25,476
24,982.5
0
0
1
0
0
0
55
0.041667
1001_2553
11
24
3,450
0
0
491
0
2
1,800
bus_only
4,390
3,450
449
44
405
537.3
26,266.9
25,729.6
0
0
1
0
0
0
55
0.041667
1001_2553
12
24
3,367
0
0
353
169
1
1,800
bus_only
4,319
3,367
599
44
386
715.1
25,894.6
25,179.5
0
0
1
0
0
0
55
0.041667