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
1003_4116113
6
9
811
1,440
0
726
97
1
1,650
bus+train
3,610
2,251
633
26
510
756.7
17,438.5
1,656.9
15,024.9
0
1
1
0
0
30
0
1003_4116113
7
9
896
1,440
0
659
99
2
1,650
bus+train
3,579
2,336
584
26
459
698.9
17,784.4
2,060.7
15,024.9
0
1
1
0
0
30
0
1003_4116113
8
9
1,288
1,440
0
666
97
1
1,650
bus+train
4,017
2,728
623
26
500
745.6
18,386.9
2,616.5
15,024.9
0
1
1
0
0
30
0
1003_4116305
0
16
0
3,121
0
1,768
11
2
2,050
train_only
4,962
3,121
73
26
36
86.1
37,302.3
0
37,216.2
0
0
1
0
0
18
0
1003_4116305
1
16
2,492
885
0
934
169
3
3,600
bus+train
4,554
3,377
243
26
48
289.2
43,104.7
33,380.6
9,434.9
0
1
1
0
1
18
0.055556
1003_4116305
2
16
4,969
0
0
726
14
1
2,000
bus_only
5,916
4,969
221
207
0
264.4
37,613.9
37,349.6
0
0
1
0
0
0
18
0
1003_4116305
3
16
3,429
630
0
1,376
175
1
3,500
bus+train
5,636
4,059
201
26
0
239.8
35,428.8
30,392.5
4,796.4
0
1
1
0
5
18
0.277778
1003_4116305
4
16
1,566
2,161
0
621
192
2
2,050
bus+train
4,602
3,727
254
26
36
301.5
38,173.1
12,612.3
25,259.2
0
1
1
0
0
18
0
1003_4116305
5
16
5,253
0
0
399
13
2
2,000
bus_only
6,090
5,253
438
207
218
525.2
37,698.3
37,173.1
0
0
1
0
0
0
18
0
1003_4116305
6
16
4,774
0
0
689
14
2
2,000
bus_only
5,962
4,774
499
207
278
597.4
36,754.1
36,156.7
0
0
1
0
0
0
18
0
1003_4116305
7
16
2,769
1,050
0
694
66
2
2,050
bus+train
5,105
3,819
592
26
500
707.4
39,432.4
28,207.9
10,517.2
0
1
1
0
12
18
0.666667
1003_4116305
8
16
4,546
0
0
963
57
1
2,000
bus_only
6,090
4,546
581
306
218
695.8
37,838.2
37,142.4
0
0
1
0
0
0
18
0
1003_4116305
9
16
4,833
0
0
786
14
1
2,000
bus_only
6,357
4,833
738
207
517
882.7
37,772.1
36,889.4
0
0
1
0
0
0
18
0
1003_4116305
10
16
4,811
0
0
498
13
2
2,000
bus_only
6,048
4,811
739
207
519
885.9
38,309.2
37,423.3
0
0
1
0
0
0
18
0
1003_4116305
11
16
5,159
0
0
726
14
1
2,000
bus_only
6,625
5,159
740
207
519
886.5
38,697
37,810.4
0
0
1
0
0
0
18
0
1003_4116305
12
16
5,244
0
0
640
13
2
2,000
bus_only
6,575
5,244
691
207
471
828.5
37,280.4
36,451.8
0
0
1
0
0
0
18
0
1003_4116305
13
16
3,709
0
0
1,122
57
1
2,000
bus_only
5,711
3,709
880
306
517
1,052.7
37,524.3
36,471.6
0
0
1
0
0
0
18
0
1003_4116305
14
16
4,104
0
0
1,062
57
1
2,000
bus_only
6,048
4,104
882
306
519
1,056.5
38,449.1
37,392.6
0
0
1
0
0
0
18
0
1003_4116305
15
16
4,537
0
0
1,204
57
1
2,000
bus_only
6,575
4,537
834
306
471
999.2
37,420.3
36,421.1
0
0
1
0
0
0
18
0
1003_4116877
0
5
3,837
300
0
254
82
2
3,600
bus+train
4,499
4,137
108
26
0
128
41,194.2
38,033.1
3,033.1
0
1
1
0
0
19
0
1003_4116877
1
5
3,396
180
0
778
77
3
2,050
bus+train
4,457
3,576
103
26
0
121.4
37,895.6
36,774.2
999.9
0
1
1
0
0
19
0
1003_4116877
2
5
4,387
0
0
579
3
1
2,000
bus_only
5,137
4,387
171
168
0
204.2
39,925.4
39,721.2
0
0
1
0
0
0
19
0
1003_4116877
3
5
3,171
600
0
500
202
1
3,600
bus+train
4,499
3,771
228
26
0
272.6
41,543.3
36,343.8
4,926.9
0
1
1
0
19
19
1
1003_4116877
4
5
3,634
300
0
454
115
2
2,150
bus+train
4,874
3,934
486
26
345
579.8
41,833.4
38,220.5
3,033.1
0
1
1
0
0
19
0
1003_4116881
0
3
0
2,670
0
836
78
1
2,150
train_only
3,770
2,670
264
28
158
314.1
42,658.6
0
42,344.4
0
0
1
0
0
19
0.333333
1003_4116881
1
3
2,414
1,800
0
557
225
1
2,150
bus+train
5,354
4,214
583
28
330
698.2
43,191.4
8,438
34,055.2
0
1
1
0
0
19
0.333333
1003_4116881
2
3
2,496
1,800
0
557
225
1
2,150
bus+train
5,810
4,296
957
28
704
1,146.8
44,058.1
8,856.1
34,055.2
0
1
1
0
0
19
0.333333
1003_4116883
0
14
0
2,910
0
1,108
78
1
2,150
train_only
4,208
2,910
190
28
84
224.9
41,463.2
0
41,238.3
0
0
1
0
0
15
0
1003_4116883
1
14
1,415
2,160
0
1,207
139
1
2,150
bus+train
5,120
3,575
338
28
171
404.4
42,143.5
7,683.9
34,055.2
0
1
1
0
0
15
0
1003_4116883
2
14
5,549
0
0
567
8
1
2,000
bus_only
6,734
5,549
618
168
442
738.9
37,598.3
36,859.4
0
0
1
0
0
0
15
0
1003_4116883
3
14
4,397
0
0
616
12
3
2,000
bus_only
5,635
4,397
622
168
442
744.1
38,179.8
37,435.7
0
0
1
0
0
0
15
0
1003_4116883
4
14
4,654
0
0
486
12
2
2,000
bus_only
5,808
4,654
668
168
488
799.5
39,060.6
38,261.1
0
0
1
0
0
0
15
0
1003_4116883
5
14
5,353
0
0
578
47
1
2,100
bus_only
6,588
5,353
657
168
442
785.3
41,758.4
40,973.1
0
0
1
0
0
0
15
0
1003_4116883
6
14
2,480
2,160
0
874
225
1
2,150
bus+train
6,353
4,640
839
28
586
1,005.5
42,062.4
7,001.7
34,055.2
0
1
1
0
0
15
0
1003_4116883
7
14
2,971
2,160
0
874
225
1
2,150
bus+train
6,814
5,131
809
28
556
970.2
42,972
7,946.6
34,055.2
0
1
1
0
0
15
0
1003_4116883
8
14
5,393
0
0
697
47
1
2,100
bus_only
6,947
5,393
857
168
642
1,025.3
42,805.7
41,780.3
0
0
1
0
0
0
15
0
1003_4116883
9
14
5,920
0
0
627
8
1
2,000
bus_only
7,547
5,920
1,000
168
824
1,197.5
38,882.3
37,684.8
0
0
1
0
0
0
15
0
1003_4116883
10
14
4,526
600
0
850
202
1
3,600
bus+train
7,028
5,126
1,052
26
824
1,260.7
44,661.9
38,474.4
4,926.9
0
1
1
0
15
15
1
1003_4116883
11
14
4,675
0
0
344
133
1
3,200
bus_only
6,320
4,675
1,301
344
824
1,558.7
44,769.3
43,210.6
0
0
1
0
0
0
15
0
1003_4116883
12
14
4,189
600
0
913
202
2
3,600
bus+train
7,059
4,789
1,357
26
1,129
1,625.9
44,209.3
37,656.5
4,926.9
0
1
1
0
0
15
0
1003_4116883
13
14
4,392
0
0
384
133
2
3,200
bus_only
6,299
4,392
1,523
344
1,046
1,824.2
44,209.5
42,385.2
0
0
1
0
0
0
15
0
1003_4117
0
3
0
180
0
230
0
0
1,550
train_only
553
180
143
26
117
169.1
2,809.4
0
2,640.3
0
0
1
0
3,194
3,194
1
1003_4117
1
3
473
0
0
58
0
0
1,500
bus_only
1,226
473
695
306
389
833.1
4,198.2
3,365.1
0
0
1
0
0
0
3,194
0
1003_4117
2
3
311
0
0
251
0
0
1,500
bus_only
1,585
311
1,023
306
717
1,226
4,529.8
3,303.7
0
0
1
0
0
0
3,194
0
1003_4118
0
4
257
0
0
239
0
0
1,500
bus_only
897
257
401
306
95
478.9
2,591
2,112
0
0
1
0
0
0
236
0.25
1003_4118
1
4
247
0
0
58
0
0
1,500
bus_only
833
247
528
306
222
632.6
2,853.3
2,220.7
0
0
1
0
0
0
236
0.25
1003_4118
2
4
243
0
0
313
0
0
1,500
bus_only
986
243
430
306
124
514
2,593.9
2,079.9
0
0
1
0
0
0
236
0.25
1003_4118
3
4
315
0
0
337
0
0
1,500
bus_only
1,478
315
826
306
520
990
3,471.5
2,481.5
0
0
1
0
0
0
236
0.25
1003_4118956
0
8
295
2,280
0
764
79
1
1,750
bus+train
3,445
2,575
106
26
1
125.5
23,027.8
1,253.3
21,649
0
1
1
0
25
27
0.925926
1003_4118956
1
8
1,112
300
720
1,106
169
3
3,950
bus+train+gtx
3,434
2,132
196
26
1
232.3
27,869
6,427.2
3,033.1
18,176.4
1
1
1
2
27
0.074074
1003_4118956
2
8
334
2,280
0
764
79
1
1,750
bus+train
3,646
2,614
268
26
163
320
23,366.9
1,397.8
21,649
0
1
1
0
0
27
0
1003_4118956
3
8
236
2,280
0
824
79
1
1,750
bus+train
3,700
2,516
360
26
255
429.2
23,095.9
1,017.6
21,649
0
1
1
0
0
27
0
1003_4118956
4
8
184
2,280
0
824
79
1
1,750
bus+train
3,798
2,464
510
26
405
610.8
23,072.8
813
21,649
0
1
1
0
0
27
0
1003_4118956
5
8
472
2,280
0
896
79
1
1,750
bus+train
4,164
2,752
516
26
411
616.7
24,159.1
1,893.4
21,649
0
1
1
0
0
27
0
1003_4118956
6
8
414
2,280
0
836
79
1
1,750
bus+train
4,095
2,694
565
26
460
676.9
24,003.5
1,677.6
21,649
0
1
1
0
0
27
0
1003_4118956
7
8
416
2,280
0
764
79
1
1,750
bus+train
4,077
2,696
617
26
512
739
24,138.2
1,750.2
21,649
0
1
1
0
0
27
0
1003_4118965
0
4
186
2,280
0
1,065
79
1
1,750
bus+train
3,643
2,466
112
26
7
133.3
22,595.4
813
21,649
0
1
1
0
56
56
1
1003_4118965
1
4
136
2,280
0
1,125
79
1
1,750
bus+train
3,840
2,416
299
26
194
356.4
22,622.2
616.7
21,649
0
1
1
0
0
56
0
1003_4118965
2
4
88
2,280
0
1,065
79
1
1,750
bus+train
3,955
2,368
522
26
417
625.1
22,706.7
432.6
21,649
0
1
1
0
0
56
0
1003_4118965
3
4
209
2,280
0
1,147
79
1
1,750
bus+train
4,202
2,489
566
26
461
677.6
23,047.6
720.9
21,649
0
1
1
0
0
56
0
1003_4119
0
14
0
405
0
318
103
1
1,550
train_only
882
405
159
26
30
188.1
4,944.5
0
4,756.4
0
0
1
0
378
378
1
1003_4119
1
14
204
180
0
587
61
1
1,550
bus+train
1,154
384
183
26
96
217.4
4,991.4
2,133.7
2,640.3
0
1
1
0
0
378
0
1003_4119
2
14
654
0
0
223
0
0
1,500
bus_only
1,271
654
394
306
88
470.1
3,757.8
3,287.7
0
0
1
0
0
0
378
0
1003_4119
3
14
394
330
0
351
40
1
1,550
bus+train
1,377
724
302
26
236
359.5
8,018
3,618.7
4,039.8
0
1
1
0
0
378
0
1003_4119
4
14
257
180
0
587
61
1
1,550
bus+train
1,328
437
304
26
217
363.7
5,290.2
2,286.2
2,640.3
0
1
1
0
0
378
0
1003_4119
5
14
191
180
0
618
124
1
1,550
bus+train
1,375
371
386
26
236
459.5
5,236
2,136.1
2,640.3
0
1
1
0
0
378
0
1003_4119
6
14
689
0
0
223
0
0
1,500
bus_only
1,467
689
555
306
249
664.5
4,119.7
3,455.2
0
0
1
0
0
0
378
0
1003_4119
7
14
338
330
0
351
40
1
1,550
bus+train
1,512
668
493
26
427
590
7,658.5
3,028.8
4,039.8
0
1
1
0
0
378
0
1003_4119
8
14
465
0
0
702
0
0
1,500
bus_only
1,709
465
542
306
236
647.6
4,102.1
3,454.5
0
0
1
0
0
0
378
0
1003_4119
9
14
148
180
0
647
61
1
1,550
bus+train
1,489
328
514
26
427
615.1
4,966.1
1,710.7
2,640.3
0
1
1
0
0
378
0
1003_4119
10
14
518
0
0
223
0
0
1,500
bus_only
1,474
518
733
306
427
878.1
3,742.7
2,864.6
0
0
1
0
0
0
378
0
1003_4119
11
14
492
330
0
291
40
1
1,550
bus+train
1,733
822
620
26
554
742.3
8,695.7
3,913.7
4,039.8
0
1
1
0
0
378
0
1003_4119
12
14
289
180
0
558
124
1
1,550
bus+train
1,731
469
704
26
554
842.3
5,913.8
2,431.2
2,640.3
0
1
1
0
0
378
0
1003_4119
13
14
563
0
0
642
0
0
1,500
bus_only
2,065
563
860
306
554
1,030.3
4,779.9
3,749.6
0
0
1
0
0
0
378
0
1003_412
0
2
0
2,550
0
924
0
0
1,650
train_only
3,523
2,550
49
26
23
57.4
19,778.8
0
19,721.4
0
0
1
0
413
413
1
1003_412
1
2
0
2,100
0
334
0
0
1,650
train_only
2,794
2,100
360
346
14
430.5
18,705.5
0
18,275
0
0
1
0
0
413
0
1003_4120
0
4
642
0
0
121
0
0
1,500
bus_only
1,209
642
446
306
140
532.3
5,171.5
4,639.2
0
0
1
0
0
0
18
0
1003_4120
1
4
193
210
0
487
26
1
1,550
bus+train
1,329
403
439
26
387
524
3,816.6
2,130.5
1,162.1
0
1
1
0
0
18
0
1003_4120
2
4
483
0
0
351
0
0
1,500
bus_only
1,352
483
518
168
350
619.8
3,970.2
3,350.5
0
0
1
0
0
0
18
0
1003_4120
3
4
0
330
0
487
0
0
1,550
train_only
1,389
330
572
346
226
685.6
3,871.2
0
3,185.6
0
0
1
0
18
18
1
1003_4120801
0
21
2,375
930
0
600
131
2
1,650
bus+train
4,070
3,305
165
28
6
195.2
19,760.6
10,238.2
9,327.2
0
1
1
0
0
16
0
1003_4120801
1
21
493
2,310
0
1,107
94
1
1,750
bus+train
4,031
2,803
121
26
1
143.4
22,779.1
1,796.2
20,839.5
0
1
1
0
5
16
0.3125
1003_4120801
2
21
3,688
300
0
983
67
1
1,750
bus+train
5,070
3,988
99
26
6
116.3
22,175.6
19,026.2
3,033.1
0
1
1
0
11
16
0.6875
1003_4120801
3
21
3,636
300
0
983
67
1
1,750
bus+train
5,174
3,936
255
26
162
303.5
22,222
18,885.4
3,033.1
0
1
1
0
0
16
0
1003_4120801
4
21
2,323
930
0
540
131
2
1,650
bus+train
4,114
3,253
321
28
162
383.3
19,807.9
10,097.4
9,327.2
0
1
1
0
0
16
0
1003_4120801
5
21
451
2,310
0
1,107
94
1
1,750
bus+train
4,146
2,761
278
26
158
332.1
22,827.1
1,655.5
20,839.5
0
1
1
0
0
16
0
1003_4120801
6
21
3,745
300
0
983
67
1
1,750
bus+train
5,353
4,045
325
26
232
388.2
22,658.4
19,237.1
3,033.1
0
1
1
0
0
16
0
1003_4120801
7
21
552
2,310
0
1,167
94
1
1,750
bus+train
4,386
2,862
357
26
237
426.9
23,274.2
2,007.8
20,839.5
0
1
1
0
0
16
0
1003_4120801
8
21
2,259
930
0
662
182
2
1,650
bus+train
4,293
3,189
442
28
232
529.2
20,524
10,667.6
9,327.2
0
1
1
0
0
16
0
1003_4120801
9
21
2,273
930
0
600
131
2
1,650
bus+train
4,326
3,203
523
28
364
625.7
19,840.2
9,887.2
9,327.2
0
1
1
0
0
16
0
1003_4120801
10
21
936
2,490
0
1,290
77
1
1,850
bus+train
5,073
3,426
357
26
254
425.7
26,868.1
3,963.9
22,478.5
0
1
1
0
0
16
0
1003_4120801
11
21
4,590
300
0
983
67
1
1,750
bus+train
6,218
4,890
345
26
252
411.7
24,948.3
21,503.5
3,033.1
0
1
1
0
0
16
0
1003_4120801
12
21
392
2,310
0
1,167
94
1
1,750
bus+train
4,357
2,702
488
26
368
583.3
22,864.1
1,441.4
20,839.5
0
1
1
0
0
16
0
1003_4120801
13
21
644
2,310
0
1,351
144
1
1,750
bus+train
4,729
2,954
424
26
254
506.6
23,432.4
2,086.3
20,839.5
0
1
1
0
0
16
0
1003_4120801
14
21
3,104
930
0
662
182
2
1,750
bus+train
5,158
4,034
462
28
252
552.7
22,813.9
12,934
9,327.2
0
1
1
0
0
16
0
1003_4120801
15
21
2,215
930
0
540
131
2
1,650
bus+train
4,300
3,145
615
28
456
736
19,867.9
9,804.7
9,327.2
0
1
1
0
0
16
0
1003_4120801
16
21
2,169
930
0
540
131
2
1,650
bus+train
4,264
3,099
625
28
466
748.1
19,740.7
9,665.4
9,327.2
0
1
1
0
0
16
0
1003_4120801
17
21
3,528
300
0
983
67
1
1,750
bus+train
5,360
3,828
549
26
456
656.2
22,282
18,592.8
3,033.1
0
1
1
0
0
16
0
1003_4120801
18
21
363
2,310
0
1,167
94
1
1,750
bus+train
4,420
2,673
580
26
460
693.8
22,892.2
1,358.9
20,839.5
0
1
1
0
0
16
0
1003_4120801
19
21
3,482
300
0
983
67
1
1,750
bus+train
5,324
3,782
559
26
466
668.3
22,154.8
18,453.5
3,033.1
0
1
1
0
0
16
0