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_229
7
16
1,799
0
0
590
37
1
1,500
bus_only
2,936
1,799
547
51
459
655.3
14,232.3
13,577
0
0
1
0
0
0
47
0
1002_229
8
16
1,235
0
0
474
0
1
1,500
bus_only
2,343
1,235
634
51
583
758.8
10,145
9,386.2
0
0
1
0
0
0
47
0
1002_229
9
16
1,267
0
0
585
107
1
1,500
bus_only
2,469
1,267
617
51
459
738.9
10,817.1
10,078.2
0
0
1
0
0
0
47
0
1002_229
10
16
1,182
0
0
713
0
2
1,500
bus_only
2,493
1,182
598
51
547
715.8
10,091.3
9,375.5
0
0
1
0
0
0
47
0
1002_229
11
16
1,735
0
0
590
37
1
1,500
bus_only
2,960
1,735
635
51
547
760.1
14,007.5
13,247.4
0
0
1
0
0
0
47
0
1002_229
12
16
919
330
0
435
95
1
1,550
bus+train
2,386
1,249
702
62
545
840.9
8,459.7
3,600.1
4,018.8
0
1
1
0
0
47
0
1002_229
13
16
1,203
0
0
585
107
1
1,500
bus_only
2,493
1,203
705
51
547
843.7
10,592.3
9,748.6
0
0
1
0
0
0
47
0
1002_229
14
16
1,849
0
0
432
0
0
1,500
bus_only
3,178
1,849
897
416
481
1,074.5
10,490.9
9,416.4
0
0
1
0
0
0
47
0
1002_229
15
16
1,658
0
0
372
0
0
1,500
bus_only
2,991
1,658
961
416
545
1,152.7
9,637.3
8,484.6
0
0
1
0
0
0
47
0
1002_230
0
19
0
1,410
0
456
31
1
1,550
train_only
1,981
1,410
115
62
22
136.2
14,285.6
0
14,149.3
0
0
1
0
170
170
1
1002_230
1
19
0
990
0
504
103
1
1,550
train_only
1,722
990
228
62
63
271.6
9,362.1
0
9,090.5
0
0
1
0
0
170
0
1002_230
2
19
1,444
0
0
357
0
0
1,500
bus_only
2,340
1,444
539
416
123
646.3
9,452
8,805.7
0
0
1
0
0
0
170
0
1002_230
3
19
1,366
0
0
782
0
1
1,500
bus_only
2,336
1,366
188
51
137
223
12,173.7
11,950.7
0
0
1
0
0
0
170
0
1002_230
4
19
734
330
0
546
95
1
1,550
bus+train
1,890
1,064
280
62
123
334.5
8,274.5
3,921.2
4,018.8
0
1
1
0
0
170
0
1002_230
5
19
1,205
0
0
990
0
1
1,500
bus_only
2,424
1,205
229
51
178
273.4
9,420.2
9,146.8
0
0
1
0
0
0
170
0
1002_230
6
19
776
330
0
551
95
1
1,550
bus+train
1,992
1,106
335
62
178
400.1
8,493.2
4,074.3
4,018.8
0
1
1
0
0
170
0
1002_230
7
19
1,132
0
0
990
0
1
1,500
bus_only
2,426
1,132
304
51
253
363.1
9,100.6
8,737.5
0
0
1
0
0
0
170
0
1002_230
8
19
703
330
0
551
95
1
1,550
bus+train
1,994
1,033
410
62
253
489.9
8,173.7
3,665
4,018.8
0
1
1
0
0
170
0
1002_230
9
19
1,417
0
0
782
0
1
1,500
bus_only
2,611
1,417
412
51
361
492
12,897.5
12,405.4
0
0
1
0
0
0
170
0
1002_230
10
19
799
330
0
551
95
1
1,550
bus+train
2,168
1,129
488
62
331
583.5
8,810.2
4,207.9
4,018.8
0
1
1
0
0
170
0
1002_230
11
19
1,528
0
0
319
0
0
1,500
bus_only
2,441
1,528
594
416
178
711.9
9,670.8
8,958.9
0
0
1
0
0
0
170
0
1002_230
12
19
1,145
330
0
517
95
1
1,550
bus+train
2,520
1,475
528
62
371
631.5
9,551.5
4,901.3
4,018.8
0
1
1
0
0
170
0
1002_230
13
19
1,455
0
0
319
0
0
1,500
bus_only
2,415
1,455
641
416
225
768.2
9,317.8
8,549.6
0
0
1
0
0
0
170
0
1002_230
14
19
1,230
0
0
486
37
1
1,500
bus_only
2,312
1,230
596
198
361
713.1
9,964.8
9,251.7
0
0
1
0
0
0
170
0
1002_230
15
19
1,551
0
0
319
0
0
1,500
bus_only
2,617
1,551
747
416
331
895.3
9,987.8
9,092.5
0
0
1
0
0
0
170
0
1002_230
16
19
1,376
0
0
786
108
1
1,500
bus_only
2,813
1,376
651
51
492
778.8
12,842.9
12,064
0
0
1
0
0
0
170
0
1002_230
17
19
1,180
330
0
617
95
1
1,550
bus+train
2,856
1,510
729
62
572
872.9
9,501.2
4,609.6
4,018.8
0
1
1
0
0
170
0
1002_230
18
19
1,858
0
0
439
0
0
1,500
bus_only
3,084
1,858
787
416
371
943.3
10,729.1
9,785.8
0
0
1
0
0
0
170
0
1002_231
0
3
0
1,260
0
641
31
1
1,550
train_only
2,008
1,260
107
62
14
126.3
12,767.6
0
12,641.4
0
0
1
0
118
118
1
1002_231
1
3
1,003
0
0
966
108
1
1,500
bus_only
2,270
1,003
301
51
142
358.8
10,773.1
10,414.2
0
0
1
0
0
0
118
0
1002_231
2
3
1,068
0
0
856
116
1
1,500
bus_only
2,646
1,068
722
51
555
863.6
10,811
9,947.4
0
0
1
0
0
0
118
0
1002_233
0
18
0
1,020
0
431
31
1
1,550
train_only
1,554
1,020
103
62
10
120.9
10,640.3
0
10,519.4
0
0
1
0
349
349
1
1002_233
1
18
1,294
0
0
860
0
2
1,500
bus_only
2,375
1,294
221
51
170
264.1
10,788.3
10,524.2
0
0
1
0
0
0
349
0
1002_233
2
18
624
230
0
1,045
84
1
1,550
bus+train
2,217
854
318
51
183
379.4
9,639.9
6,910.3
2,350.2
0
1
1
0
0
349
0
1002_233
3
18
1,335
0
0
860
0
2
1,500
bus_only
2,545
1,335
350
51
299
418.6
11,255.8
10,837.2
0
0
1
0
0
0
349
0
1002_233
4
18
1,198
330
0
507
95
1
1,550
bus+train
2,491
1,528
456
62
299
545.3
10,203
5,638.9
4,018.8
0
1
1
0
0
349
0
1002_233
5
18
1,185
0
0
860
0
2
1,500
bus_only
2,481
1,185
436
51
385
522.5
10,810.9
10,288.3
0
0
1
0
0
0
349
0
1002_233
6
18
926
330
0
505
187
1
1,550
bus+train
2,309
1,256
548
62
299
655.1
10,517.9
5,844
4,018.8
0
1
1
0
0
349
0
1002_233
7
18
1,048
330
0
507
95
1
1,550
bus+train
2,427
1,378
542
62
385
649.3
9,758.1
5,090.1
4,018.8
0
1
1
0
0
349
0
1002_233
8
18
276
1,020
0
343
222
1
1,550
bus+train
2,222
1,296
583
62
299
697.1
12,794.4
2,252.6
9,844.6
0
1
1
0
0
349
0
1002_233
9
18
1,447
0
0
1,286
0
2
1,500
bus_only
3,146
1,447
413
51
362
494
11,448.8
10,954.8
0
0
1
0
0
0
349
0
1002_233
10
18
1,290
330
0
507
95
1
1,550
bus+train
2,699
1,620
572
62
415
684.7
10,684.6
5,981.1
4,018.8
0
1
1
0
0
349
0
1002_233
11
18
776
330
0
505
187
1
1,550
bus+train
2,245
1,106
634
62
385
759
10,073
5,295.2
4,018.8
0
1
1
0
0
349
0
1002_233
12
18
226
1,020
0
489
222
1
1,550
bus+train
2,334
1,246
599
62
315
716.8
12,492.6
1,931.2
9,844.6
0
1
1
0
0
349
0
1002_233
13
18
1,507
0
0
1,115
111
1
1,500
bus_only
3,146
1,507
524
51
362
626.9
11,494.5
10,867.6
0
0
1
0
0
0
349
0
1002_233
14
18
1,523
0
0
824
108
1
1,500
bus_only
3,013
1,523
666
51
507
796.7
14,506.4
13,709.8
0
0
1
0
0
0
349
0
1002_233
15
18
952
330
0
505
187
1
1,550
bus+train
2,508
1,282
721
62
472
862.3
10,890.8
6,009.7
4,018.8
0
1
1
0
0
349
0
1002_233
16
18
1,033
0
0
289
0
2
1,500
bus_only
2,070
1,033
748
199
549
896.4
9,449.9
8,553.6
0
0
1
0
0
0
349
0
1002_233
17
18
173
1,020
0
549
222
1
1,550
bus+train
2,491
1,193
749
62
465
895.9
12,247
1,506.5
9,844.6
0
1
1
0
0
349
0
1002_234
0
4
0
870
0
231
0
0
1,550
train_only
1,238
870
137
62
75
162
8,937.7
0
8,775.7
0
0
1
0
847
847
1
1002_234
1
4
1,210
0
0
182
0
1
1,500
bus_only
1,730
1,210
338
51
287
403.9
9,198.9
8,795
0
0
1
0
0
0
847
0
1002_234
2
4
1,178
0
0
990
0
0
1,500
bus_only
3,369
1,178
1,201
198
1,003
1,440.7
9,877.3
8,436.6
0
0
1
0
0
0
847
0
1002_234
3
4
1,139
0
0
182
0
1
1,500
bus_only
1,742
1,139
421
51
370
504.4
8,977.2
8,472.8
0
0
1
0
0
0
847
0
1002_235
0
14
0
990
0
462
31
1
1,550
train_only
1,553
990
101
62
8
119.1
9,969.8
0
9,850.7
0
0
1
0
166
166
1
1002_235
1
14
304
570
0
451
115
1
1,550
bus+train
1,673
874
348
62
171
415
8,793.1
2,170.9
6,207.1
0
1
1
0
0
166
0
1002_235
2
14
1,156
0
0
601
0
2
1,500
bus_only
1,977
1,156
220
51
169
263.3
10,282.2
10,018.8
0
0
1
0
0
0
166
0
1002_235
3
14
1,180
0
0
601
0
2
1,500
bus_only
2,015
1,180
234
51
183
279.1
10,609.5
10,330.4
0
0
1
0
0
0
166
0
1002_235
4
14
262
570
0
511
115
1
1,550
bus+train
1,859
832
516
62
339
616.2
8,807.7
1,984.4
6,207.1
0
1
1
0
0
166
0
1002_235
5
14
1,054
0
0
597
0
1
1,500
bus_only
2,160
1,054
509
51
458
609.3
9,280.2
8,670.8
0
0
1
0
0
0
166
0
1002_235
6
14
394
570
0
511
115
1
1,550
bus+train
2,044
964
569
62
392
680.2
9,302
2,414.7
6,207.1
0
1
1
0
0
166
0
1002_235
7
14
1,131
0
0
601
0
2
1,500
bus_only
2,249
1,131
517
51
466
618.7
10,368.7
9,750
0
0
1
0
0
0
166
0
1002_235
8
14
872
0
0
587
39
2
1,500
bus_only
2,018
872
559
51
469
668
9,308.2
8,640.3
0
0
1
0
0
0
166
0
1002_235
9
14
249
570
0
553
115
1
1,550
bus+train
2,018
819
646
62
469
772.1
8,828.5
1,849.2
6,207.1
0
1
1
0
0
166
0
1002_235
10
14
810
0
0
500
104
2
1,500
bus_only
1,934
810
624
51
469
746.2
8,764.9
8,018.7
0
0
1
0
0
0
166
0
1002_235
11
14
983
0
0
516
278
2
1,500
bus_only
2,153
983
654
51
325
783
8,808.4
8,025.3
0
0
1
0
0
0
166
0
1002_235
12
14
743
330
0
461
187
1
1,550
bus+train
2,249
1,073
715
62
466
855.2
9,720.8
4,846.8
4,018.8
0
1
1
0
0
166
0
1002_235
13
14
129
720
0
341
213
1
1,550
bus+train
1,934
849
744
62
469
890
9,043.3
977.4
7,175.9
0
1
1
0
0
166
0
1002_236
0
16
0
1,080
0
533
31
1
1,550
train_only
1,712
1,080
99
62
6
116.7
10,856.4
0
10,739.7
0
0
1
0
131
131
1
1002_236
1
16
399
570
0
604
115
2
1,550
bus+train
1,817
969
244
62
67
290
8,908.1
2,411
6,207.1
0
1
1
0
0
131
0
1002_236
2
16
549
910
0
582
67
2
1,550
bus+train
2,393
1,459
352
38
247
419.3
12,060.4
3,201.1
8,439.9
0
1
1
0
0
131
0
1002_236
3
16
553
320
0
779
56
1
1,550
bus+train
2,153
873
501
198
247
598.7
8,599.5
5,118.8
2,882.1
0
1
1
0
0
131
0
1002_236
4
16
1,268
0
0
910
0
2
1,500
bus_only
2,569
1,268
391
51
340
467.1
9,340.7
8,873.6
0
0
1
0
0
0
131
0
1002_236
5
16
0
760
0
586
278
1
1,550
train_only
1,933
760
587
62
247
700.2
8,844.5
0
8,144.4
0
0
1
0
0
131
0
1002_236
6
16
338
570
0
664
115
2
1,550
bus+train
2,089
908
517
62
340
617
8,876.1
2,052
6,207.1
0
1
1
0
0
131
0
1002_236
7
16
1,364
0
0
1,329
0
2
1,500
bus_only
3,082
1,364
389
51
338
464.8
9,962
9,497.2
0
0
1
0
0
0
131
0
1002_236
8
16
1,369
0
0
910
0
2
1,500
bus_only
2,737
1,369
458
51
407
548
10,089.8
9,541.8
0
0
1
0
0
0
131
0
1002_236
9
16
1,185
0
0
849
0
1
1,500
bus_only
2,593
1,185
559
51
508
669.4
9,340.2
8,670.8
0
0
1
0
0
0
131
0
1002_236
10
16
232
720
0
763
213
1
1,550
bus+train
2,330
952
615
62
340
734.9
9,090.9
1,180.1
7,175.9
0
1
1
0
0
131
0
1002_236
11
16
434
570
0
1,057
115
2
1,550
bus+train
2,579
1,004
518
62
341
619.5
9,502.3
2,675.6
6,207.1
0
1
1
0
0
131
0
1002_236
12
16
255
570
0
483
115
1
1,550
bus+train
1,993
825
685
62
508
819.3
8,875.6
1,849.2
6,207.1
0
1
1
0
0
131
0
1002_236
13
16
439
570
0
664
115
2
1,550
bus+train
2,257
1,009
584
62
407
697.9
9,625.2
2,720.2
6,207.1
0
1
1
0
0
131
0
1002_236
14
16
328
720
0
855
213
1
1,550
bus+train
2,527
1,048
624
62
349
746.7
9,726.4
1,803.8
7,175.9
0
1
1
0
0
131
0
1002_236
15
16
333
720
0
763
213
1
1,550
bus+train
2,498
1,053
682
62
407
815.8
9,840
1,848.3
7,175.9
0
1
1
0
0
131
0
1002_237
0
12
0
1,200
0
678
31
1
1,550
train_only
1,996
1,200
118
62
25
139.4
12,035
0
11,895.6
0
0
1
0
19
19
1
1002_237
1
12
413
190
0
315
54
1
1,550
bus+train
1,339
603
421
199
168
503.7
7,635.4
4,824.6
2,307.1
0
1
1
0
0
19
0
1002_237
2
12
1,400
0
0
134
0
0
1,500
bus_only
2,113
1,400
579
416
163
693.5
11,173.7
10,480.2
0
0
1
0
0
0
19
0
1002_237
3
12
602
630
0
615
56
2
1,550
bus+train
1,966
1,232
119
38
25
140.3
9,878.9
3,764
5,974.6
0
1
1
0
0
19
0
1002_237
4
12
1,259
0
0
717
16
1
1,500
bus_only
2,261
1,259
285
51
218
340.6
7,872.6
7,532.1
0
0
1
0
0
0
19
0
1002_237
5
12
1,473
0
0
259
120
1
1,500
bus_only
2,099
1,473
367
38
209
438.2
11,320.9
10,882.7
0
0
1
0
0
0
19
0
1002_237
6
12
1,438
0
0
319
120
1
1,500
bus_only
2,136
1,438
379
38
221
453
11,016
10,563
0
0
1
0
0
0
19
0
1002_237
7
12
419
570
0
555
115
1
1,550
bus+train
1,930
989
386
62
209
460.3
9,533.7
2,866.3
6,207.1
0
1
1
0
0
19
0
1002_237
8
12
384
570
0
615
115
1
1,550
bus+train
1,967
954
398
62
221
475.1
9,228.8
2,546.6
6,207.1
0
1
1
0
0
19
0
1002_237
9
12
1,370
0
0
487
42
3
1,500
bus_only
2,252
1,370
395
38
315
472.4
11,121.8
10,649.4
0
0
1
0
0
0
19
0
1002_237
10
12
1,365
0
0
134
0
0
1,500
bus_only
2,136
1,365
637
416
221
763.7
10,924.2
10,160.5
0
0
1
0
0
0
19
0
1002_237
11
12
468
570
0
750
115
2
1,550
bus+train
2,242
1,038
454
62
277
541.7
9,994.1
3,245.3
6,207.1
0
1
1
0
0
19
0
1002_238
0
24
0
1,380
0
591
31
1
1,550
train_only
2,082
1,380
111
62
18
130.4
13,999.7
0
13,869.3
0
0
1
0
0
54
0
1002_238
1
24
177
630
0
383
90
2
1,550
bus+train
1,637
807
447
184
173
534.3
7,263.5
1,050.8
5,678.5
0
1
1
0
0
54
0
1002_238
2
24
1,448
0
0
217
0
1
1,500
bus_only
1,932
1,448
267
198
69
320.1
8,133.7
7,813.6
0
0
1
0
0
0
54
0
1002_238
3
24
1,582
0
0
756
0
1
1,500
bus_only
2,535
1,582
197
38
159
235.1
9,660.2
9,425.2
0
0
1
0
0
0
54
0
1002_238
4
24
954
150
0
801
67
1
1,550
bus+train
2,141
1,104
236
62
107
279.5
7,900.6
5,966.5
1,654.6
0
1
1
0
0
54
0