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_4196507
21
24
414
2,100
0
891
101
2
1,750
bus+train
4,061
2,514
656
62
493
785
20,976.1
536.6
19,654.5
0
1
1
0
0
14
0
1002_4196507
22
24
1,513
1,770
0
484
140
1
1,650
bus+train
4,496
3,283
729
62
527
873.2
20,537.1
3,068.6
16,595.3
0
1
1
0
0
14
0
1002_4196507
23
24
323
2,100
0
951
101
2
1,750
bus+train
4,064
2,423
690
62
527
825.6
20,852.8
372.6
19,654.5
0
1
1
0
0
14
0
1002_4196607
0
19
1,353
1,650
0
543
31
1
1,650
bus+train
3,640
3,003
94
62
1
110.2
18,762.9
3,407.5
15,245.1
0
1
1
0
1
17
0.058824
1002_4196607
1
19
765
1,770
0
343
140
1
1,650
bus+train
3,081
2,535
203
62
1
241.7
18,714.7
1,877.7
16,595.3
0
1
1
0
7
17
0.411765
1002_4196607
2
19
1,453
1,650
0
543
31
1
1,650
bus+train
3,892
3,103
246
62
153
292.4
19,080.6
3,543
15,245.1
0
1
1
0
0
17
0
1002_4196607
3
19
865
1,770
0
343
140
1
1,650
bus+train
3,333
2,635
355
62
153
423.9
19,032.4
2,013.2
16,595.3
0
1
1
0
0
17
0
1002_4196607
4
19
1,240
1,650
0
543
31
1
1,650
bus+train
3,873
2,890
440
62
347
525.6
18,870.4
3,099.7
15,245.1
0
1
1
0
0
17
0
1002_4196607
5
19
652
1,770
0
343
140
1
1,650
bus+train
3,314
2,422
549
62
347
657.1
18,822.3
1,569.8
16,595.3
0
1
1
0
0
17
0
1002_4196607
6
19
856
1,650
0
736
31
1
1,650
bus+train
3,748
2,506
506
62
413
604.1
18,503.7
2,654.4
15,245.1
0
1
1
0
0
17
0
1002_4196607
7
19
442
1,920
0
638
41
1
1,650
bus+train
3,543
2,362
543
62
440
648.8
19,910.9
1,222.5
18,039.6
0
1
1
0
0
17
0
1002_4196607
8
19
616
1,770
0
644
99
1
1,650
bus+train
3,604
2,386
574
62
413
686.1
18,671.2
1,389.8
16,595.3
0
1
1
0
0
17
0
1002_4196607
9
19
1,180
1,650
0
543
31
1
1,650
bus+train
3,925
2,830
552
62
459
659.7
18,900
2,995.2
15,245.1
0
1
1
0
0
17
0
1002_4196607
10
19
438
1,920
0
317
143
1
1,650
bus+train
3,320
2,358
645
62
440
771.3
20,132.3
1,321.5
18,039.6
0
1
1
0
0
17
0
1002_4196607
11
19
652
1,920
0
769
41
1
1,650
bus+train
3,903
2,572
562
62
459
671.3
20,221.8
1,510.9
18,039.6
0
1
1
0
0
17
0
1002_4196607
12
19
523
1,770
0
644
99
1
1,650
bus+train
3,557
2,293
620
62
459
741.6
18,519.4
1,182.4
16,595.3
0
1
1
0
0
17
0
1002_4196607
13
19
527
1,920
0
638
41
1
1,650
bus+train
3,683
2,447
598
62
495
714.9
20,184
1,429.5
18,039.6
0
1
1
0
0
17
0
1002_4196607
14
19
592
1,770
0
343
140
1
1,650
bus+train
3,366
2,362
661
62
459
791.2
18,851.8
1,465.3
16,595.3
0
1
1
0
0
17
0
1002_4196607
15
19
1,350
1,770
0
607
140
2
1,650
bus+train
4,207
3,120
480
62
278
574.2
19,294.3
2,124.7
16,595.3
0
1
1
0
9
17
0.529412
1002_4196607
16
19
921
1,650
0
736
31
1
1,650
bus+train
3,903
2,571
596
62
503
713.2
18,851.2
2,892.9
15,245.1
0
1
1
0
0
17
0
1002_4196607
17
19
531
1,920
0
317
143
1
1,650
bus+train
3,468
2,451
700
62
495
837.4
20,405.5
1,528.6
18,039.6
0
1
1
0
0
17
0
1002_4196607
18
19
753
1,770
0
639
99
1
1,650
bus+train
3,826
2,523
664
62
503
795.1
19,018.7
1,628.2
16,595.3
0
1
1
0
0
17
0
1002_4196608
0
21
2,139
1,650
0
1,078
31
2
1,650
bus+train
4,960
3,789
93
62
0
109.7
19,009.4
3,654.6
15,245.1
0
1
1
0
0
18
0
1002_4196608
1
21
904
1,560
0
645
99
3
1,650
bus+train
3,548
2,464
439
62
278
525.2
18,518.1
1,589.6
16,403.3
0
1
1
0
0
18
0
1002_4196608
2
21
1,772
1,650
0
815
31
1
1,650
bus+train
4,483
3,422
246
62
153
292.2
19,080.4
3,543
15,245.1
0
1
1
0
0
18
0
1002_4196608
3
21
1,431
1,770
0
1,005
140
2
1,650
bus+train
4,408
3,201
202
62
0
241.2
18,961.3
2,124.7
16,595.3
0
1
1
0
18
18
1
1002_4196608
4
21
1,641
1,650
0
815
31
1
1,650
bus+train
4,405
3,291
299
62
206
356.7
19,009.4
3,407.5
15,245.1
0
1
1
0
0
18
0
1002_4196608
5
21
1,064
1,770
0
757
140
1
1,650
bus+train
3,946
2,834
355
62
153
423.7
19,032.2
2,013.2
16,595.3
0
1
1
0
0
18
0
1002_4196608
6
21
231
2,100
0
1,238
84
2
1,750
bus+train
3,863
2,331
294
62
148
349.2
20,735.9
732.2
19,654.5
0
1
1
0
0
18
0
1002_4196608
7
21
1,014
1,560
0
705
99
3
1,650
bus+train
3,605
2,574
326
62
165
388.7
18,517.1
1,725.1
16,403.3
0
1
1
0
0
18
0
1002_4196608
8
21
794
1,770
0
921
99
2
1,650
bus+train
3,852
2,564
367
62
206
438
18,758.5
1,725.1
16,595.3
0
1
1
0
0
18
0
1002_4196608
9
21
933
1,770
0
757
140
1
1,650
bus+train
3,929
2,703
469
62
267
560.6
19,033.6
1,877.7
16,595.3
0
1
1
0
0
18
0
1002_4196608
10
21
684
1,770
0
921
99
2
1,650
bus+train
3,814
2,454
439
62
278
525.2
18,710.1
1,589.6
16,595.3
0
1
1
0
0
18
0
1002_4196608
11
21
2,174
1,650
0
1,078
31
2
1,650
bus+train
5,187
3,824
285
62
192
339.7
19,409.7
3,824.9
15,245.1
0
1
1
0
0
18
0
1002_4196608
12
21
1,466
1,770
0
1,005
140
2
1,650
bus+train
4,635
3,236
394
62
192
471.2
19,361.5
2,295
16,595.3
0
1
1
0
0
18
0
1002_4196608
13
21
1,306
1,650
0
536
31
1
1,650
bus+train
4,075
2,956
583
62
490
696.6
18,970
3,028.3
15,245.1
0
1
1
0
0
18
0
1002_4196608
14
21
1,223
1,650
0
476
31
1
1,650
bus+train
3,958
2,873
609
62
516
727.9
18,865.9
2,892.9
15,245.1
0
1
1
0
0
18
0
1002_4196608
15
21
1,854
1,650
0
755
31
1
1,650
bus+train
4,765
3,504
506
62
413
604.8
19,822.3
3,972.4
15,245.1
0
1
1
0
0
18
0
1002_4196608
16
21
58
2,100
0
1,178
84
2
1,650
bus+train
3,870
2,158
534
62
388
638
20,576.4
284
19,654.5
0
1
1
0
0
18
0
1002_4196608
17
21
1,146
1,770
0
697
140
1
1,650
bus+train
4,228
2,916
615
62
413
736.3
19,774.2
2,442.5
16,595.3
0
1
1
0
0
18
0
1002_4196608
18
21
843
1,920
0
562
41
1
1,650
bus+train
3,984
2,763
659
62
556
788.5
20,783.5
1,955.5
18,039.6
0
1
1
0
0
18
0
1002_4196608
19
21
904
1,770
0
601
99
1
1,650
bus+train
3,952
2,674
677
62
516
809.8
19,033.4
1,628.2
16,595.3
0
1
1
0
0
18
0
1002_4196608
20
21
981
1,770
0
601
99
1
1,650
bus+train
4,032
2,751
680
62
519
813.7
19,172.7
1,763.7
16,595.3
0
1
1
0
0
18
0
1002_420
0
9
899
0
0
513
0
1
1,500
bus_only
1,563
899
151
38
113
179.4
6,575.4
6,395.9
0
0
1
0
0
0
20
0.111111
1002_420
1
9
889
0
0
157
0
0
1,500
bus_only
1,365
889
319
184
135
381.3
6,671.8
6,290.5
0
0
1
0
0
0
20
0.111111
1002_420
2
9
945
0
0
217
0
0
1,500
bus_only
1,613
945
451
184
267
538.6
7,214.4
6,675.8
0
0
1
0
0
0
20
0.111111
1002_420
3
9
955
0
0
513
0
1
1,500
bus_only
1,773
955
305
38
267
363.6
7,144.7
6,781.2
0
0
1
0
0
0
20
0.111111
1002_420
4
9
847
0
0
616
0
1
1,500
bus_only
1,800
847
337
38
299
402.6
6,390.6
5,988
0
0
1
0
0
0
20
0.111111
1002_420
5
9
785
0
0
233
0
1
1,500
bus_only
1,501
785
483
184
299
577.6
6,448
5,870.5
0
0
1
0
0
0
20
0.111111
1002_420
6
9
827
0
0
513
0
1
1,500
bus_only
1,880
827
540
38
502
646.3
6,699.4
6,053.2
0
0
1
0
0
0
20
0.111111
1002_420
7
9
817
0
0
217
0
0
1,500
bus_only
1,720
817
686
184
502
821.3
6,769
5,947.7
0
0
1
0
0
0
20
0.111111
1002_420
8
9
751
0
0
379
0
0
1,500
bus_only
1,800
751
670
371
299
802.2
6,503.6
5,701.4
0
0
1
0
0
0
20
0.111111
1002_4201
0
9
224
0
0
101
0
0
1,500
bus_only
670
224
345
38
307
411.7
1,553.7
1,142
0
0
1
0
0
0
28
0
1002_4201
1
9
276
0
0
41
0
0
1,500
bus_only
783
276
466
38
428
557.4
2,193.2
1,635.9
0
0
1
0
0
0
28
0
1002_4201
2
9
143
0
0
346
0
0
1,500
bus_only
828
143
339
212
127
406.5
1,558.5
1,151.9
0
0
1
0
0
0
28
0
1002_4201
3
9
846
0
0
487
0
1
1,500
bus_only
1,705
846
372
38
334
444.8
2,699
2,254.3
0
0
1
0
0
0
28
0
1002_4201
4
9
0
150
0
279
0
0
1,550
train_only
830
150
401
62
339
479.2
2,133.8
0
1,654.6
0
0
1
0
28
28
1
1002_4201
5
9
98
90
0
230
95
1
1,550
bus+train
853
188
435
38
302
519.8
1,875.3
402.5
953
0
1
1
0
0
28
0
1002_4201
6
9
818
0
0
341
0
0
1,500
bus_only
1,705
818
546
212
334
654.3
2,751.7
2,097.4
0
0
1
0
0
0
28
0
1002_4201
7
9
117
0
0
388
89
1
1,500
bus_only
1,194
117
689
38
562
825
1,633.5
808.6
0
0
1
0
0
0
28
0
1002_4201
8
9
74
0
0
346
0
0
1,500
bus_only
1,194
74
774
212
562
928
1,686.2
758.2
0
0
1
0
0
0
28
0
1002_4203
0
15
966
0
0
572
0
2
1,500
bus_only
1,743
966
205
51
154
245.2
10,584.3
10,339.1
0
0
1
0
0
0
22
0
1002_4203
1
15
149
450
0
621
81
1
1,550
bus+train
1,567
599
347
212
54
415.6
6,334.1
1,151.9
4,766.5
0
1
1
0
0
22
0
1002_4203
2
15
972
0
0
368
0
0
1,500
bus_only
1,796
972
456
198
258
546.2
6,814.7
6,268.5
0
0
1
0
0
0
22
0
1002_4203
3
15
873
0
0
783
31
1
1,500
bus_only
1,931
873
275
38
206
327.5
6,660.4
6,332.9
0
0
1
0
0
0
22
0
1002_4203
4
15
790
0
0
783
31
1
1,500
bus_only
1,900
790
327
38
258
390
6,261.2
5,871.2
0
0
1
0
0
0
22
0
1002_4203
5
15
1,015
0
0
376
0
1
1,500
bus_only
1,743
1,015
352
198
154
422.1
10,725
10,302.9
0
0
1
0
0
0
22
0
1002_4203
6
15
1,045
0
0
437
0
1
1,500
bus_only
1,886
1,045
404
198
206
483.7
7,213.9
6,730.2
0
0
1
0
0
0
22
0
1002_4203
7
15
740
150
0
557
67
3
1,550
bus+train
1,782
890
335
62
206
399.1
7,275.9
5,222.2
1,654.6
0
1
1
0
0
22
0
1002_4203
8
15
1,062
0
0
368
0
0
1,500
bus_only
1,951
1,062
521
198
323
624.4
7,479.9
6,855.4
0
0
1
0
0
0
22
0
1002_4203
9
15
598
150
0
557
67
3
1,550
bus+train
1,733
748
428
62
299
510.3
6,925.4
4,760.4
1,654.6
0
1
1
0
0
22
0
1002_4203
10
15
939
0
0
266
0
1
1,500
bus_only
1,782
939
577
371
206
690.6
7,101.4
6,410.9
0
0
1
0
0
0
22
0
1002_4203
11
15
797
0
0
266
0
1
1,500
bus_only
1,733
797
670
371
299
801.8
6,750.9
5,949.1
0
0
1
0
0
0
22
0
1002_4203
12
15
0
840
0
525
236
1
1,550
train_only
1,960
840
595
62
297
712
8,283.9
0
7,572
0
0
1
0
22
22
1
1002_4203
13
15
619
150
0
506
67
3
1,550
bus+train
1,929
769
654
62
525
782.8
7,115.5
4,678.2
1,654.6
0
1
1
0
0
22
0
1002_4203
14
15
818
0
0
215
0
1
1,500
bus_only
1,929
818
896
371
525
1,074.2
6,941.1
5,866.9
0
0
1
0
0
0
22
0
1002_4204
0
20
0
1,050
0
977
0
1
1,550
train_only
2,282
1,050
255
62
193
303.4
9,689.8
0
9,386.4
0
0
1
0
22
22
1
1002_4204
1
20
156
690
0
680
81
1
1,550
bus+train
1,882
846
356
212
63
426.8
9,696.1
1,151.9
8,117.4
0
1
1
0
0
22
0
1002_4204
2
20
1,657
0
0
438
0
0
1,500
bus_only
2,498
1,657
403
198
205
481.9
10,627.6
10,145.8
0
0
1
0
0
0
22
0
1002_4204
3
20
1,460
0
0
680
0
1
1,500
bus_only
2,511
1,460
371
38
333
444.1
10,517.2
10,073.2
0
0
1
0
0
0
22
0
1002_4204
4
20
1,375
0
0
475
130
2
1,500
bus_only
2,225
1,375
375
184
61
446.6
10,336.4
9,889.7
0
0
1
0
0
0
22
0
1002_4204
5
20
1,389
0
0
296
0
1
1,500
bus_only
2,202
1,389
517
184
333
619.1
10,574.7
9,955.6
0
0
1
0
0
0
22
0
1002_4204
6
20
1,718
0
0
378
0
0
1,500
bus_only
2,643
1,718
547
198
349
655.8
11,122.2
10,466.4
0
0
1
0
0
0
22
0
1002_4204
7
20
1,125
150
0
464
67
2
1,550
bus+train
2,217
1,275
478
62
349
571.1
10,296.6
8,070.9
1,654.6
0
1
1
0
0
22
0
1002_4204
8
20
1,607
0
0
378
0
0
1,500
bus_only
2,576
1,607
591
198
393
708.5
10,658.7
9,950.1
0
0
1
0
0
0
22
0
1002_4204
9
20
1,091
150
0
464
67
2
1,550
bus+train
2,227
1,241
522
62
393
623.9
10,122.4
7,843.9
1,654.6
0
1
1
0
0
22
0
1002_4204
10
20
1,358
0
0
200
0
0
1,500
bus_only
2,260
1,358
702
371
331
841.2
10,627.7
9,786.5
0
0
1
0
0
0
22
0
1002_4204
11
20
1,343
0
0
415
130
2
1,500
bus_only
2,362
1,343
604
184
290
722.1
10,408.2
9,686.1
0
0
1
0
0
0
22
0
1002_4204
12
20
1,766
0
0
378
0
0
1,500
bus_only
2,833
1,766
689
198
491
826.2
11,547.4
10,721.3
0
0
1
0
0
0
22
0
1002_4204
13
20
1,173
150
0
464
67
2
1,550
bus+train
2,407
1,323
620
62
491
741.6
10,721.9
8,325.7
1,654.6
0
1
1
0
0
22
0
1002_4204
14
20
1,324
0
0
209
0
1
1,500
bus_only
2,253
1,324
720
371
349
862.6
11,011
10,148.4
0
0
1
0
0
0
22
0
1002_4204
15
20
1,290
0
0
209
0
1
1,500
bus_only
2,263
1,290
764
371
393
915.4
10,836.8
9,921.4
0
0
1
0
0
0
22
0
1002_4204
16
20
1,312
0
0
259
130
1
1,500
bus_only
2,362
1,312
791
371
290
946.7
10,463.8
9,517.1
0
0
1
0
0
0
22
0
1002_4204
17
20
123
940
0
275
303
1
1,550
bus+train
2,140
1,063
802
198
301
962.2
9,832.8
1,020.7
7,849.9
0
1
1
0
0
22
0
1002_4204
18
20
1,454
0
0
411
72
2
1,500
bus_only
2,615
1,454
750
184
494
897.7
11,224.3
10,326.6
0
0
1
0
0
0
22
0
1002_4204
19
20
1,372
0
0
209
0
1
1,500
bus_only
2,443
1,372
862
371
491
1,033
11,436.3
10,403.3
0
0
1
0
0
0
22
0
1002_4206
0
6
169
1,140
0
371
81
1
1,650
bus+train
1,986
1,309
306
212
13
366.9
15,991.5
1,151.9
14,472.6
0
1
1
0
0
23
0
1002_4206
1
6
0
1,425
0
903
103
1
1,650
train_only
2,773
1,425
445
62
280
530.9
16,186.5
0
15,655.6
0
0
1
0
23
23
1
1002_4206
2
6
3,142
0
0
556
31
4
1,600
bus_only
3,990
3,142
292
38
223
347.8
19,766.6
19,418.8
0
0
1
0
0
0
23
0
1002_4206
3
6
2,910
0
0
418
0
2
1,600
bus_only
3,715
2,910
387
198
189
463.9
18,929.2
18,465.3
0
0
1
0
0
0
23
0