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_2640
12
13
1,012
0
0
469
135
1
1,500
bus_only
2,141
1,012
660
69
456
790.5
7,671.8
6,881.3
0
0
1
0
0
0
478
0.076923
1001_2641
0
7
1,344
0
0
244
0
0
1,500
bus_only
1,903
1,344
315
69
246
376.5
7,928.1
7,551.7
0
0
1
0
0
0
207
0.142857
1001_2641
1
7
1,140
0
0
193
0
1
1,500
bus_only
1,669
1,140
336
77
259
401.6
7,816.3
7,414.8
0
0
1
0
0
0
207
0.142857
1001_2641
2
7
1,175
0
0
428
0
2
1,500
bus_only
1,877
1,175
274
77
197
326.7
7,940.1
7,613.4
0
0
1
0
0
0
207
0.142857
1001_2641
3
7
1,386
0
0
246
0
1
1,500
bus_only
2,154
1,386
522
77
445
624.8
9,856.6
9,231.8
0
0
1
0
0
0
207
0.142857
1001_2641
4
7
1,264
0
0
320
153
1
1,500
bus_only
2,171
1,264
587
69
365
702
8,647.8
7,945.7
0
0
1
0
0
0
207
0.142857
1001_2641
5
7
1,229
0
0
428
0
2
1,500
bus_only
2,304
1,229
647
77
570
774
8,740.5
7,966.5
0
0
1
0
0
0
207
0.142857
1001_2641
6
7
1,180
0
0
320
153
1
1,500
bus_only
2,349
1,180
849
69
627
1,016.2
8,722
7,705.8
0
0
1
0
0
0
207
0.142857
1001_2642
0
12
1,776
0
0
343
0
0
1,500
bus_only
2,232
1,776
113
69
44
132.5
9,965.7
9,833.1
0
0
1
0
0
0
166
0
1001_2642
1
12
424
1,350
0
251
41
1
1,550
bus+train
2,109
1,774
84
30
13
99.6
13,403.6
2,181.8
11,122.2
0
1
1
0
1
166
1
1001_2642
2
12
1,807
0
0
283
0
0
1,500
bus_only
2,333
1,807
243
69
174
289.8
10,318.4
10,028.6
0
0
1
0
0
0
166
0
1001_2642
3
12
1,621
0
0
422
0
1
1,500
bus_only
2,164
1,621
121
77
44
142.3
10,513.2
10,370.9
0
0
1
0
0
0
166
0
1001_2642
4
12
1,825
0
0
204
0
1
1,500
bus_only
2,249
1,825
220
69
151
262.6
13,405.5
13,142.9
0
0
1
0
0
0
166
0
1001_2642
5
12
1,652
0
0
362
0
1
1,500
bus_only
2,265
1,652
251
77
174
299.6
10,866
10,566.4
0
0
1
0
0
0
166
0
1001_2642
6
12
1,452
0
0
397
12
1
1,500
bus_only
2,189
1,452
340
77
251
406.4
10,312.9
9,906.5
0
0
1
0
0
0
166
0
1001_2642
7
12
1,745
0
0
343
0
0
1,500
bus_only
2,533
1,745
445
69
376
531.7
10,023
9,491.3
0
0
1
0
0
0
166
0
1001_2642
8
12
1,514
0
0
542
12
2
1,500
bus_only
2,431
1,514
375
77
286
447.8
10,604.3
10,156.5
0
0
1
0
0
0
166
0
1001_2642
9
12
1,590
0
0
362
0
1
1,500
bus_only
2,424
1,590
472
77
395
565.3
10,594.4
10,029.1
0
0
1
0
0
0
166
0
1001_2642
10
12
1,431
0
0
542
12
2
1,500
bus_only
2,412
1,431
439
77
350
524.6
10,383.3
9,858.7
0
0
1
0
0
0
166
0
1001_2642
11
12
1,280
0
0
457
12
1
1,500
bus_only
2,336
1,280
599
77
510
715.7
10,346.8
9,631
0
0
1
0
0
0
166
0
1001_2643
0
10
1,729
0
0
326
0
0
1,500
bus_only
2,222
1,729
167
69
98
197.8
10,977.5
10,779.7
0
0
1
0
0
0
104
0.1
1001_2643
1
10
886
400
0
384
49
1
1,550
bus+train
1,832
1,286
162
69
44
191.6
10,573.1
6,585.1
3,796.4
0
1
1
0
0
104
0.1
1001_2643
2
10
1,692
0
0
326
0
0
1,500
bus_only
2,247
1,692
229
69
160
272.9
10,787.4
10,514.5
0
0
1
0
0
0
104
0.1
1001_2643
3
10
1,549
0
0
529
0
1
1,500
bus_only
2,208
1,549
130
69
61
153.3
12,388.7
12,235.4
0
0
1
0
0
0
104
0.1
1001_2643
4
10
1,406
0
0
388
111
1
1,500
bus_only
2,084
1,406
290
77
102
345.9
11,890.9
11,545
0
0
1
0
0
0
104
0.1
1001_2643
5
10
1,369
0
0
388
111
1
1,500
bus_only
2,145
1,369
388
77
200
464
11,743.8
11,279.8
0
0
1
0
0
0
104
0.1
1001_2643
6
10
1,593
0
0
469
0
1
1,500
bus_only
2,406
1,593
344
69
275
411.3
12,942.6
12,531.3
0
0
1
0
0
0
104
0.1
1001_2643
7
10
1,471
0
0
469
0
1
1,500
bus_only
2,408
1,471
468
69
399
560.4
12,493.8
11,933.4
0
0
1
0
0
0
104
0.1
1001_2643
8
10
1,802
0
0
326
0
0
1,500
bus_only
2,672
1,802
544
69
475
650.5
11,781
11,130.5
0
0
1
0
0
0
104
0.1
1001_2643
9
10
1,479
0
0
388
111
1
1,500
bus_only
2,550
1,479
683
77
495
817.6
12,713.4
11,895.8
0
0
1
0
0
0
104
0.1
1001_2644
0
9
2,079
0
0
229
0
0
1,500
bus_only
2,407
2,079
99
69
30
116.2
11,586.2
11,470
0
0
1
0
0
0
75
0
1001_2644
1
9
482
1,110
0
205
54
1
1,550
bus+train
1,924
1,592
127
44
29
150
11,731.2
4,049.4
7,531.8
0
1
1
0
75
75
1
1001_2644
2
9
1,610
0
0
389
0
0
1,500
bus_only
2,187
1,610
188
69
119
223.8
11,812.7
11,588.9
0
0
1
0
0
0
75
0
1001_2644
3
9
2,117
0
0
169
0
0
1,500
bus_only
2,584
2,117
298
69
229
356.4
12,055.5
11,699.2
0
0
1
0
0
0
75
0
1001_2644
4
9
1,567
0
0
389
0
0
1,500
bus_only
2,298
1,567
342
69
273
407.4
11,600.4
11,193
0
0
1
0
0
0
75
0
1001_2644
5
9
518
1,110
0
315
54
1
1,550
bus+train
2,270
1,628
327
44
229
390.9
11,942.4
4,019.8
7,531.8
0
1
1
0
0
75
0
1001_2644
6
9
452
1,110
0
205
54
1
1,550
bus+train
2,185
1,562
418
44
320
500.2
11,774.1
3,742.2
7,531.8
0
1
1
0
0
75
0
1001_2644
7
9
2,017
0
0
169
0
0
1,500
bus_only
2,667
2,017
481
69
412
575.5
11,706
11,130.5
0
0
1
0
0
0
75
0
1001_2644
8
9
514
1,110
0
265
54
1
1,550
bus+train
2,475
1,624
586
44
488
700.1
12,714.4
4,482.6
7,531.8
0
1
1
0
0
75
0
1001_2645
0
6
0
1,650
0
98
0
0
1,550
train_only
1,889
1,650
141
44
97
168.4
12,319.2
0
12,150.8
0
0
1
0
104
104
1
1001_2645
1
6
2,443
0
0
126
0
0
1,500
bus_only
2,773
2,443
204
69
135
242.6
12,671.4
12,428.9
0
0
1
0
0
0
104
0
1001_2645
2
6
2,528
0
0
424
0
0
1,500
bus_only
3,249
2,528
297
69
228
354.7
15,202.7
14,848
0
0
1
0
0
0
104
0
1001_2645
3
6
2,542
0
0
186
0
0
1,500
bus_only
3,151
2,542
423
69
354
505.3
13,280.4
12,775.1
0
0
1
0
0
0
104
0
1001_2645
4
6
2,409
0
0
126
0
0
1,500
bus_only
3,126
2,409
591
69
522
707.9
12,779.1
12,071.2
0
0
1
0
0
0
104
0
1001_2645
5
6
2,566
0
0
424
0
0
1,600
bus_only
3,554
2,566
564
69
495
675.7
15,783.6
15,107.9
0
0
1
0
0
0
104
0
1001_2646
0
23
2,489
0
0
391
0
1
1,500
bus_only
3,003
2,489
123
69
54
145.4
13,406.8
13,261.4
0
0
1
0
0
0
134
0
1001_2646
1
23
126
1,650
0
319
63
1
1,550
bus+train
2,263
1,776
168
44
61
199.6
13,182.9
832.6
12,150.8
0
1
1
0
134
134
1
1001_2646
2
23
2,678
0
0
193
0
0
1,500
bus_only
3,492
2,678
621
241
380
744.6
14,848.4
14,103.7
0
0
1
0
0
0
134
0
1001_2646
3
23
147
1,650
0
436
41
1
1,550
bus+train
2,372
1,797
139
44
54
164.6
13,173.6
858.2
12,150.8
0
1
1
0
0
134
0
1001_2646
4
23
2,518
0
0
331
0
1
1,500
bus_only
3,103
2,518
254
69
185
302.8
13,775.3
13,472.5
0
0
1
0
0
0
134
0
1001_2646
5
23
156
1,650
0
319
63
1
1,550
bus+train
2,417
1,806
292
44
185
348.2
13,542.6
1,043.7
12,150.8
0
1
1
0
0
134
0
1001_2646
6
23
2,078
180
0
293
109
1
1,650
bus+train
2,865
2,258
314
77
128
374
17,327
14,843
2,110
0
1
1
0
0
134
0
1001_2646
7
23
2,458
0
0
331
0
1
1,500
bus_only
3,084
2,458
295
69
226
352.1
13,515.6
13,163.5
0
0
1
0
0
0
134
0
1001_2646
8
23
116
1,650
0
407
41
1
1,550
bus+train
2,484
1,766
311
44
226
371.4
13,341.8
819.7
12,150.8
0
1
1
0
0
134
0
1001_2646
9
23
2,244
0
0
647
0
1
1,500
bus_only
3,272
2,244
381
69
312
455.6
13,541.6
13,085.9
0
0
1
0
0
0
134
0
1001_2646
10
23
2,322
0
0
477
0
2
1,500
bus_only
3,145
2,322
346
69
277
413.9
13,996
13,582
0
0
1
0
0
0
134
0
1001_2646
11
23
217
1,650
0
490
41
1
1,550
bus+train
2,763
1,867
406
44
321
485.4
13,744.3
1,108.1
12,150.8
0
1
1
0
0
134
0
1001_2646
12
23
2,358
0
0
222
136
1
1,600
bus_only
3,049
2,358
469
77
256
559.8
17,441.6
16,881.8
0
0
1
0
0
0
134
0
1001_2646
13
23
2,234
0
0
537
0
2
1,500
bus_only
3,152
2,234
381
69
312
455.6
13,541.6
13,085.9
0
0
1
0
0
0
134
0
1001_2646
14
23
2,429
0
0
346
26
2
1,500
bus_only
3,204
2,429
429
69
334
511.5
14,174.9
13,663.4
0
0
1
0
0
0
134
0
1001_2646
15
23
2,292
0
0
243
0
1
1,500
bus_only
3,049
2,292
514
69
445
613.8
13,730.9
13,117
0
0
1
0
0
0
134
0
1001_2646
16
23
2,224
0
0
460
84
2
1,500
bus_only
3,140
2,224
456
69
303
545.5
13,546.9
13,001.4
0
0
1
0
0
0
134
0
1001_2646
17
23
2,223
0
0
243
0
1
1,500
bus_only
3,015
2,223
549
69
480
656.5
13,569.4
12,912.9
0
0
1
0
0
0
134
0
1001_2646
18
23
281
1,650
0
848
41
1
1,550
bus+train
3,214
1,931
435
44
350
520.8
13,788.1
1,116.6
12,150.8
0
1
1
0
0
134
0
1001_2646
19
23
480
1,650
0
332
41
1
1,550
bus+train
2,990
2,130
528
44
443
631.8
13,790.5
1,007.9
12,150.8
0
1
1
0
0
134
0
1001_2646
20
23
257
1,650
0
379
63
1
1,550
bus+train
2,836
1,907
550
44
443
657.6
14,095.3
1,286.9
12,150.8
0
1
1
0
0
134
0
1001_2646
21
23
271
1,650
0
436
41
1
1,550
bus+train
2,931
1,921
574
44
489
686
14,114
1,277.2
12,150.8
0
1
1
0
0
134
0
1001_2646
22
23
2,613
0
0
193
0
0
1,500
bus_only
3,477
2,613
671
241
430
803.8
14,703.3
13,899.5
0
0
1
0
0
0
134
0
1001_2647
0
14
2,505
0
0
225
0
1
1,500
bus_only
2,787
2,505
57
44
13
66.5
14,761.8
14,695.3
0
0
1
0
0
0
126
0.071429
1001_2647
1
14
951
820
0
628
49
1
1,550
bus+train
2,681
1,771
282
77
156
336
14,075.8
6,383.9
7,355.9
0
1
1
0
0
126
0.071429
1001_2647
2
14
2,476
0
0
505
0
0
1,500
bus_only
3,235
2,476
254
241
13
303.7
15,116.2
14,812.5
0
0
1
0
0
0
126
0.071429
1001_2647
3
14
2,370
0
0
240
0
1
1,500
bus_only
2,692
2,370
82
69
13
96.3
14,190.7
14,094.3
0
0
1
0
0
0
126
0.071429
1001_2647
4
14
2,446
0
0
225
0
1
1,500
bus_only
3,065
2,446
394
44
350
471.9
14,845.5
14,373.6
0
0
1
0
0
0
126
0.071429
1001_2647
5
14
2,309
0
0
240
0
1
1,500
bus_only
2,968
2,309
419
69
350
501.7
14,274.3
13,772.6
0
0
1
0
0
0
126
0.071429
1001_2647
6
14
2,307
0
0
252
0
1
1,500
bus_only
3,082
2,307
523
69
454
625.8
14,415
13,789.2
0
0
1
0
0
0
126
0.071429
1001_2647
7
14
2,237
0
0
252
0
1
1,500
bus_only
3,057
2,237
568
69
499
680.4
14,271.6
13,591.1
0
0
1
0
0
0
126
0.071429
1001_2647
8
14
2,417
0
0
505
0
0
1,500
bus_only
3,513
2,417
591
241
350
709.1
15,199.9
14,490.8
0
0
1
0
0
0
126
0.071429
1001_2647
9
14
277
1,650
0
540
63
1
1,550
bus+train
3,028
1,927
561
44
454
671.2
14,306.9
1,485
12,150.8
0
1
1
0
0
126
0.071429
1001_2647
10
14
207
1,650
0
600
63
1
1,550
bus+train
3,030
1,857
573
44
466
685
14,122.7
1,286.9
12,150.8
0
1
1
0
0
126
0.071429
1001_2647
11
14
2,563
0
0
285
0
1
1,600
bus_only
3,485
2,563
637
44
593
762.6
15,940.4
15,177.9
0
0
1
0
0
0
126
0.071429
1001_2647
12
14
2,428
0
0
300
0
1
1,500
bus_only
3,390
2,428
662
69
593
792.4
15,369.3
14,576.9
0
0
1
0
0
0
126
0.071429
1001_2647
13
14
2,534
0
0
565
0
0
1,600
bus_only
3,933
2,534
834
241
593
999.8
16,294.8
15,295
0
0
1
0
0
0
126
0.071429
1001_2648
0
13
396
1,980
0
259
41
1
1,650
bus+train
2,713
2,376
78
30
7
93.2
18,412.5
2,181.8
16,137.5
0
1
1
0
0
79
0.076923
1001_2648
1
13
565
1,650
0
368
41
1
1,550
bus+train
2,855
2,215
272
44
187
325
15,282.9
2,807.1
12,150.8
0
1
1
0
0
79
0.076923
1001_2648
2
13
2,759
0
0
392
0
1
1,500
bus_only
3,340
2,759
189
69
120
225.5
15,102.4
14,876.9
0
0
1
0
0
0
79
0.076923
1001_2648
3
13
2,831
0
0
452
0
1
1,500
bus_only
3,538
2,831
255
69
186
304.7
15,287.8
14,983.1
0
0
1
0
0
0
79
0.076923
1001_2648
4
13
2,720
0
0
516
0
2
1,500
bus_only
3,488
2,720
252
69
183
301
14,881.5
14,580.5
0
0
1
0
0
0
79
0.076923
1001_2648
5
13
2,719
0
0
392
0
1
1,500
bus_only
3,504
2,719
393
69
324
469.7
15,144.2
14,674.6
0
0
1
0
0
0
79
0.076923
1001_2648
6
13
475
1,650
0
428
41
1
1,550
bus+train
3,043
2,125
490
44
405
585.5
15,021.9
2,285.6
12,150.8
0
1
1
0
0
79
0.076923
1001_2648
7
13
2,677
0
0
392
0
1
1,500
bus_only
3,628
2,677
559
69
490
669.2
15,192
14,522.8
0
0
1
0
0
0
79
0.076923
1001_2648
8
13
2,703
0
0
760
26
1
1,600
bus_only
4,000
2,703
537
77
434
641.7
19,616.8
18,975.2
0
0
1
0
0
0
79
0.076923
1001_2648
9
13
437
1,650
0
368
41
1
1,550
bus+train
3,060
2,087
605
44
520
724.7
14,967.1
2,091.7
12,150.8
0
1
1
0
0
79
0.076923
1001_2648
10
13
2,779
0
0
516
0
2
1,500
bus_only
3,832
2,779
537
69
468
643.1
15,477.4
14,834.3
0
0
1
0
0
0
79
0.076923
1001_2648
11
13
2,942
0
0
584
0
2
1,600
bus_only
4,043
2,942
517
77
440
618.5
16,652
16,033.5
0
0
1
0
0
0
79
0.076923
1001_2648
12
13
2,972
0
0
584
0
2
1,600
bus_only
4,082
2,972
526
77
449
630.1
16,810.5
16,180.4
0
0
1
0
0
0
79
0.076923
1001_2712
0
6
2,434
0
0
239
0
0
1,600
bus_only
2,855
2,434
182
77
105
217.1
18,529.9
18,312.8
0
0
1
0
0
0
17
0
1001_2712
1
6
2,480
0
0
146
0
1
1,600
bus_only
2,800
2,480
174
69
105
207.3
18,365
18,157.6
0
0
1
0
0
0
17
0
1001_2712
2
6
0
2,610
0
223
0
0
1,750
train_only
2,957
2,610
124
44
80
148
20,938.3
0
20,790.3
0
0
1
0
17
17
1
1001_2712
3
6
2,508
0
0
206
0
1
1,600
bus_only
3,042
2,508
328
69
259
392.5
18,769.3
18,376.8
0
0
1
0
0
0
17
0
1001_2712
4
6
2,462
0
0
299
0
0
1,600
bus_only
3,097
2,462
336
77
259
402.3
18,934.3
18,532
0
0
1
0
0
0
17
0