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_2524
12
24
1,531
0
0
277
0
2
1,500
bus_only
2,277
1,531
469
30
439
562.3
10,825.8
10,263.6
0
0
1
0
0
0
24
0
1001_2524
13
24
266
900
0
335
213
1
1,550
bus+train
2,049
1,166
548
44
291
656
11,025.5
1,539.1
8,830.5
0
1
1
0
0
24
0
1001_2524
14
24
250
750
0
602
115
1
1,550
bus+train
2,145
1,000
543
44
384
649.7
10,360.7
1,849.2
7,861.7
0
1
1
0
0
24
0
1001_2524
15
24
265
750
0
664
115
1
1,550
bus+train
2,277
1,015
598
44
439
716.2
10,562.3
1,984.4
7,861.7
0
1
1
0
0
24
0
1001_2524
16
24
133
900
0
395
213
1
1,550
bus+train
2,069
1,033
641
44
384
767.6
10,575.5
977.4
8,830.5
0
1
1
0
0
24
0
1001_2524
17
24
323
750
0
542
115
1
1,550
bus+train
2,228
1,073
613
44
454
733.3
10,903
2,308
7,861.7
0
1
1
0
0
24
0
1001_2524
18
24
1,474
0
0
679
0
1
1,500
bus_only
2,738
1,474
585
69
516
700
10,290.2
9,590.1
0
0
1
0
0
0
24
0
1001_2524
19
24
572
660
0
321
170
1
1,550
bus+train
2,221
1,232
668
44
454
799.1
11,913.5
4,041.6
7,072.8
0
1
1
0
0
24
0
1001_2524
20
24
1,692
0
0
574
0
2
1,500
bus_only
2,824
1,692
558
30
528
667.3
11,622.2
10,954.8
0
0
1
0
0
0
24
0
1001_2524
21
24
1,614
0
0
548
104
1
1,500
bus_only
2,824
1,614
662
30
528
791.3
11,094
10,302.7
0
0
1
0
0
0
24
0
1001_2524
22
24
2,355
0
0
332
0
3
1,500
bus_only
3,199
2,355
512
30
482
613.3
12,782.4
12,169
0
0
1
0
0
0
24
0
1001_2524
23
24
1,434
0
0
679
0
1
1,500
bus_only
2,815
1,434
702
69
633
840.5
10,070.2
9,229.7
0
0
1
0
0
0
24
0
1001_2525
0
9
774
210
0
467
56
1
1,550
bus+train
1,544
984
93
30
7
110.1
8,698
6,612.6
1,975.3
0
1
1
0
0
93
0
1001_2525
1
9
1,373
0
0
191
0
1
1,500
bus_only
1,703
1,373
139
30
109
165.8
10,316.6
10,150.8
0
0
1
0
0
0
93
0
1001_2525
2
9
1,111
0
0
557
0
1
1,500
bus_only
1,964
1,111
296
69
227
354
9,856.1
9,502.1
0
0
1
0
0
0
93
0
1001_2525
3
9
1,434
0
0
251
0
1
1,500
bus_only
1,987
1,434
302
30
272
360.9
10,851.5
10,490.5
0
0
1
0
0
0
93
0
1001_2525
4
9
1,239
0
0
259
0
1
1,500
bus_only
1,864
1,239
366
30
336
437.7
10,460.3
10,022.6
0
0
1
0
0
0
93
0
1001_2525
5
9
1,181
0
0
259
0
1
1,500
bus_only
1,846
1,181
406
30
376
485.9
10,162.9
9,677
0
0
1
0
0
0
93
0
1001_2525
6
9
1,297
0
0
509
0
2
1,500
bus_only
2,171
1,297
365
30
335
437
10,708.1
10,271.1
0
0
1
0
0
0
93
0
1001_2525
7
9
1,336
0
0
509
0
2
1,500
bus_only
2,242
1,336
397
30
367
475.8
10,997.2
10,521.4
0
0
1
0
0
0
93
0
1001_2525
8
9
174
900
0
544
213
1
1,550
bus+train
2,242
1,074
624
44
367
747.6
10,518.7
940.6
8,830.5
0
1
1
0
93
93
1
1001_2526
0
2
0
750
0
315
0
0
1,550
train_only
1,380
750
315
44
271
376.3
8,238.1
0
7,861.7
0
0
1
0
46
46
1
1001_2526
1
2
1,005
0
0
245
0
1
1,500
bus_only
1,858
1,005
608
30
578
728.2
9,058.3
8,330.1
0
0
1
0
0
0
46
0
1001_2527
0
3
820
0
0
243
0
0
1,500
bus_only
1,175
820
112
30
82
133.8
6,746.4
6,612.6
0
0
1
0
0
0
51
0.333333
1001_2527
1
3
852
0
0
284
0
0
1,500
bus_only
1,387
852
251
30
221
300
7,180.6
6,880.6
0
0
1
0
0
0
51
0.333333
1001_2527
2
3
777
0
0
243
0
0
1,500
bus_only
1,516
777
496
30
466
593.7
6,859.1
6,265.3
0
0
1
0
0
0
51
0.333333
1001_2528
0
5
560
0
0
145
0
0
1,500
bus_only
1,151
560
446
328
118
532.2
6,186.7
5,654.4
0
0
1
0
0
0
33
0.2
1001_2528
1
5
594
0
0
168
0
1
1,500
bus_only
1,318
594
556
328
228
665.1
6,488.1
5,823
0
0
1
0
0
0
33
0.2
1001_2528
2
5
591
0
0
85
0
0
1,500
bus_only
1,444
591
768
328
440
919.5
7,073.6
6,154.1
0
0
1
0
0
0
33
0.2
1001_2528
3
5
502
0
0
85
0
0
1,500
bus_only
1,490
502
903
328
575
1,082.2
6,344.8
5,262.6
0
0
1
0
0
0
33
0.2
1001_2528
4
5
570
0
0
241
0
1
1,500
bus_only
1,737
570
926
328
598
1,109.1
6,133.4
5,024.4
0
0
1
0
0
0
33
0.2
1001_2533
0
2
70
0
0
111
0
0
1,500
bus_only
425
70
244
69
175
290.2
1,361.1
1,070.9
0
0
1
0
0
0
32
0.5
1001_2533
1
2
594
0
0
132
0
0
1,500
bus_only
1,002
594
276
69
207
329.1
4,730.7
4,401.6
0
0
1
0
0
0
32
0.5
1001_2534
0
6
215
0
0
152
0
0
1,500
bus_only
581
215
214
77
137
255.7
2,191.8
1,936.1
0
0
1
0
0
0
75
0.166667
1001_2534
1
6
166
0
0
152
0
0
1,500
bus_only
819
166
501
77
424
599.4
2,107.3
1,507.9
0
0
1
0
0
0
75
0.166667
1001_2534
2
6
491
0
0
751
0
0
1,500
bus_only
1,475
491
233
69
164
277.7
3,814.8
3,537.1
0
0
1
0
0
0
75
0.166667
1001_2534
3
6
425
0
0
751
0
0
1,500
bus_only
1,509
425
333
69
264
398.2
3,555.9
3,157.6
0
0
1
0
0
0
75
0.166667
1001_2534
4
6
256
0
0
405
0
0
1,500
bus_only
1,226
256
565
77
488
676.5
2,566.7
1,890.2
0
0
1
0
0
0
75
0.166667
1001_2534
5
6
547
0
0
128
0
0
1,500
bus_only
1,840
547
1,165
346
819
1,396.3
2,751.8
1,355.5
0
0
1
0
0
0
75
0.166667
1001_2535
0
8
364
0
0
149
0
0
1,500
bus_only
842
364
329
77
252
393.4
3,007.5
2,614.1
0
0
1
0
0
0
38
0
1001_2535
1
8
0
390
0
226
0
0
1,550
train_only
986
390
370
44
326
443
3,148.1
0
2,705.2
0
0
1
0
38
38
1
1001_2535
2
8
411
0
0
149
0
0
1,500
bus_only
1,128
411
568
77
491
680.3
3,776.3
3,096
0
0
1
0
0
0
38
0
1001_2535
3
8
297
0
0
149
0
0
1,500
bus_only
1,057
297
611
77
534
731.1
2,967.6
2,236.5
0
0
1
0
0
0
38
0
1001_2535
4
8
461
0
0
486
0
0
1,500
bus_only
1,563
461
616
44
572
736.3
2,941.7
2,205.4
0
0
1
0
0
0
38
0
1001_2535
5
8
403
0
0
177
0
0
1,500
bus_only
1,293
403
713
69
644
853
3,168.7
2,315.7
0
0
1
0
0
0
38
0
1001_2535
6
8
351
0
0
249
0
1
1,500
bus_only
1,249
351
649
77
572
775.9
3,303.8
2,527.9
0
0
1
0
0
0
38
0
1001_2535
7
8
465
0
0
177
0
0
1,500
bus_only
1,391
465
749
69
680
897.2
3,606
2,708.9
0
0
1
0
0
0
38
0
1001_2537
0
13
545
0
0
190
0
0
1,500
bus_only
958
545
223
44
179
265.9
3,222.6
2,956.7
0
0
1
0
0
0
30
0.076923
1001_2537
1
13
474
0
0
97
0
0
1,500
bus_only
849
474
278
77
201
331.9
3,787.8
3,455.9
0
0
1
0
0
0
30
0.076923
1001_2537
2
13
501
0
0
239
0
0
1,500
bus_only
990
501
250
77
173
298.6
3,906.1
3,607.5
0
0
1
0
0
0
30
0.076923
1001_2537
3
13
530
0
0
148
0
0
1,500
bus_only
983
530
305
108
197
364.7
3,607.4
3,242.7
0
0
1
0
0
0
30
0.076923
1001_2537
4
13
577
0
0
183
0
0
1,500
bus_only
1,131
577
371
44
327
443.2
3,482.6
3,039.4
0
0
1
0
0
0
30
0.076923
1001_2537
5
13
478
0
0
148
0
0
1,500
bus_only
1,026
478
400
108
292
478.7
3,360.4
2,881.7
0
0
1
0
0
0
30
0.076923
1001_2537
6
13
509
0
0
148
0
0
1,500
bus_only
1,077
509
420
108
312
503.6
3,573.3
3,069.7
0
0
1
0
0
0
30
0.076923
1001_2537
7
13
622
0
0
190
0
0
1,500
bus_only
1,242
622
430
44
386
513.7
3,992
3,478.4
0
0
1
0
0
0
30
0.076923
1001_2537
8
13
607
0
0
148
0
0
1,500
bus_only
1,202
607
447
108
339
535.4
4,222.6
3,687.2
0
0
1
0
0
0
30
0.076923
1001_2537
9
13
565
0
0
208
0
0
1,500
bus_only
1,259
565
486
108
378
581.2
4,176.2
3,595
0
0
1
0
0
0
30
0.076923
1001_2537
10
13
547
0
0
225
0
1
1,500
bus_only
1,208
547
436
69
367
521.2
4,285
3,763.8
0
0
1
0
0
0
30
0.076923
1001_2537
11
13
521
0
0
157
0
0
1,500
bus_only
1,236
521
558
77
481
666.9
4,420.2
3,753.3
0
0
1
0
0
0
30
0.076923
1001_2537
12
13
974
0
0
828
0
1
1,500
bus_only
2,167
974
365
44
321
436.6
6,737.7
6,301.2
0
0
1
0
0
0
30
0.076923
1001_2538
0
10
402
620
0
457
41
1
1,550
bus+train
1,563
1,022
84
30
13
99.9
7,476.4
2,181.8
5,194.7
0
1
1
0
0
24
0
1001_2538
1
10
142
590
0
482
117
1
1,550
bus+train
1,403
732
189
69
3
224.5
6,160.8
1,142.8
4,793.6
0
1
1
0
0
24
0
1001_2538
2
10
1,007
0
0
443
0
1
1,500
bus_only
1,556
1,007
106
69
37
124.7
6,530.4
6,405.7
0
0
1
0
0
0
24
0
1001_2538
3
10
916
0
0
383
0
1
1,500
bus_only
1,540
916
241
69
172
288
6,553.1
6,265.1
0
0
1
0
0
0
24
0
1001_2538
4
10
222
750
0
294
103
1
1,550
bus+train
1,561
972
295
44
148
353.4
6,923.7
1,694.5
4,875.8
0
1
1
0
24
24
1
1001_2538
5
10
708
0
0
403
208
2
1,500
bus_only
1,511
708
400
44
148
478.5
5,192.6
4,714.1
0
0
1
0
0
0
24
0
1001_2538
6
10
175
750
0
354
103
1
1,550
bus+train
1,765
925
486
44
339
581.9
6,718
1,260.3
4,875.8
0
1
1
0
0
24
0
1001_2538
7
10
1,081
0
0
383
0
1
1,500
bus_only
1,967
1,081
503
69
434
601.8
7,365.6
6,763.8
0
0
1
0
0
0
24
0
1001_2538
8
10
703
0
0
211
208
1
1,500
bus_only
1,511
703
597
241
148
715.7
5,547
4,831.3
0
0
1
0
0
0
24
0
1001_2538
9
10
1,138
0
0
383
0
1
1,500
bus_only
2,109
1,138
588
69
519
704
7,613.5
6,909.5
0
0
1
0
0
0
24
0
1001_2540
0
5
475
430
0
399
119
1
1,550
bus+train
1,474
905
170
44
7
201.9
6,178.1
2,658.1
3,318.1
0
1
1
0
0
114
0.2
1001_2540
1
5
992
0
0
431
0
0
1,500
bus_only
1,802
992
379
44
335
452.3
6,642
6,189.6
0
0
1
0
0
0
114
0.2
1001_2540
2
5
1,052
0
0
371
0
0
1,500
bus_only
1,938
1,052
515
44
471
616.7
7,002.1
6,385.4
0
0
1
0
0
0
114
0.2
1001_2540
3
5
1,105
0
0
599
65
1
1,500
bus_only
1,905
1,105
201
44
92
238.8
6,867.1
6,628.3
0
0
1
0
0
0
114
0.2
1001_2540
4
5
1,055
0
0
539
65
1
1,500
bus_only
1,810
1,055
216
44
107
257.4
6,708.6
6,451.2
0
0
1
0
0
0
114
0.2
1001_2542
0
7
1,273
0
0
755
0
1
1,500
bus_only
2,147
1,273
119
44
75
140.7
7,445.2
7,304.4
0
0
1
0
0
0
74
0.142857
1001_2542
1
7
434
480
0
222
145
1
1,550
bus+train
1,396
914
260
108
7
310.2
7,710.9
3,242.7
4,158
0
1
1
0
0
74
0.142857
1001_2542
2
7
1,418
0
0
337
141
1
1,500
bus_only
1,999
1,418
244
69
34
290.3
9,492.5
9,202.3
0
0
1
0
0
0
74
0.142857
1001_2542
3
7
1,312
0
0
695
0
1
1,500
bus_only
2,262
1,312
255
44
211
304.2
7,871.1
7,566.9
0
0
1
0
0
0
74
0.142857
1001_2542
4
7
1,443
0
0
337
141
1
1,500
bus_only
2,186
1,443
406
69
196
485.2
9,889.8
9,404.7
0
0
1
0
0
0
74
0.142857
1001_2542
5
7
1,393
0
0
337
141
1
1,500
bus_only
2,166
1,393
436
69
226
521
9,549.3
9,028.4
0
0
1
0
0
0
74
0.142857
1001_2542
6
7
1,209
0
0
695
0
1
1,500
bus_only
2,342
1,209
438
44
394
523.9
7,545.8
7,021.9
0
0
1
0
0
0
74
0.142857
1001_2543
0
10
1,869
0
0
120
0
1
1,500
bus_only
2,096
1,869
107
69
38
126.6
11,002.2
10,875.6
0
0
1
0
0
0
181
0.1
1001_2543
1
10
1,167
0
0
213
0
1
1,500
bus_only
1,712
1,167
332
69
263
396.6
8,962.8
8,566.2
0
0
1
0
0
0
181
0.1
1001_2543
2
10
3,095
0
0
679
0
0
1,500
bus_only
4,036
3,095
262
73
189
312.9
8,794.7
8,481.8
0
0
1
0
0
0
181
0.1
1001_2543
3
10
1,682
0
0
473
41
1
1,500
bus_only
2,542
1,682
387
69
277
461.7
9,487.3
9,025.6
0
0
1
0
0
0
181
0.1
1001_2543
4
10
1,832
0
0
120
0
1
1,500
bus_only
2,366
1,832
414
69
345
494.9
11,053.9
10,559
0
0
1
0
0
0
181
0.1
1001_2543
5
10
1,731
0
0
120
0
1
1,500
bus_only
2,402
1,731
551
69
482
659.1
10,971.7
10,312.6
0
0
1
0
0
0
181
0.1
1001_2543
6
10
1,637
0
0
473
41
1
1,500
bus_only
2,668
1,637
558
69
448
667.5
9,539.2
8,871.7
0
0
1
0
0
0
181
0.1
1001_2543
7
10
1,233
0
0
330
60
2
1,500
bus_only
2,189
1,233
626
69
497
749.3
9,688.1
8,938.7
0
0
1
0
0
0
181
0.1
1001_2543
8
10
1,290
0
0
248
141
1
1,500
bus_only
2,241
1,290
703
69
493
840.9
9,482.3
8,641.4
0
0
1
0
0
0
181
0.1
1001_2543
9
10
1,743
0
0
424
0
1
1,500
bus_only
2,797
1,743
630
69
561
753.7
11,074.4
10,320.7
0
0
1
0
0
0
181
0.1
1001_2544
0
7
1,062
0
0
220
0
1
1,500
bus_only
1,532
1,062
250
77
173
298
9,824.9
9,526.9
0
0
1
0
0
0
170
0.142857
1001_2544
1
7
1,017
0
0
160
0
1
1,500
bus_only
1,611
1,017
434
77
357
519.5
9,542.3
9,022.9
0
0
1
0
0
0
170
0.142857
1001_2544
2
7
2,872
0
0
683
0
0
1,500
bus_only
3,810
2,872
255
73
182
304.4
9,979.3
9,674.9
0
0
1
0
0
0
170
0.142857
1001_2544
3
7
1,667
0
0
360
0
1
1,500
bus_only
2,282
1,667
255
77
178
304.1
12,051.1
11,747
0
0
1
0
0
0
170
0.142857
1001_2544
4
7
1,724
0
0
360
0
1
1,500
bus_only
2,478
1,724
394
77
317
471.9
12,349.2
11,877.3
0
0
1
0
0
0
170
0.142857
1001_2544
5
7
2,734
0
0
683
0
0
1,500
bus_only
3,823
2,734
406
73
333
484.9
9,645
9,160.1
0
0
1
0
0
0
170
0.142857
1001_2544
6
7
1,787
0
0
360
0
1
1,500
bus_only
2,843
1,787
696
77
619
834.2
12,983.2
12,149
0
0
1
0
0
0
170
0.142857
1001_2545
0
15
1,390
0
0
612
0
1
1,500
bus_only
2,190
1,390
188
69
119
223.4
11,215.2
10,991.8
0
0
1
0
0
0
245
0.066667