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_207
1
21
839
180
0
736
26
2
1,550
bus+train
1,855
1,019
100
38
36
118.2
7,153.2
5,230.9
1,804.1
0
1
1
0
0
43
0
1002_207
2
21
561
690
0
674
43
1
1,550
bus+train
2,046
1,251
121
62
16
142.6
8,021.3
2,657.6
5,221
0
1
1
0
0
43
0
1002_207
3
21
1,257
0
0
789
0
2
1,500
bus_only
2,217
1,257
171
38
133
204
7,441
7,237
0
0
1
0
0
0
43
0
1002_207
4
21
1,361
0
0
563
122
1
1,500
bus_only
2,217
1,361
293
38
133
349.4
7,757.5
7,408.1
0
0
1
0
0
0
43
0
1002_207
5
21
1,270
0
0
881
0
1
1,500
bus_only
2,400
1,270
249
38
211
296.8
6,905.1
6,608.3
0
0
1
0
0
0
43
0
1002_207
6
21
1,216
0
0
640
0
2
1,500
bus_only
2,105
1,216
249
38
211
296.8
6,905.1
6,608.3
0
0
1
0
0
0
43
0
1002_207
7
21
0
930
0
591
236
1
1,550
train_only
1,855
930
334
62
36
398.5
8,070.3
0
7,671.8
0
0
1
0
43
43
1
1002_207
8
21
509
690
0
674
43
1
1,550
bus+train
2,189
1,199
316
62
211
376.1
8,059.4
2,462.3
5,221
0
1
1
0
0
43
0
1002_207
9
21
1,197
0
0
979
0
2
1,500
bus_only
2,415
1,197
239
38
201
285
7,279.9
6,994.9
0
0
1
0
0
0
43
0
1002_207
10
21
1,160
0
0
961
0
2
1,500
bus_only
2,512
1,160
391
38
353
467.8
7,225.1
6,757.3
0
0
1
0
0
0
43
0
1002_207
11
21
1,231
0
0
881
0
1
1,500
bus_only
2,569
1,231
457
38
419
546.3
6,968
6,421.7
0
0
1
0
0
0
43
0
1002_207
12
21
1,177
0
0
640
0
2
1,500
bus_only
2,274
1,177
457
38
419
546.3
6,968
6,421.7
0
0
1
0
0
0
43
0
1002_207
13
21
372
1,290
0
442
40
1
1,550
bus+train
2,556
1,662
452
62
350
540.6
12,221.4
2,494.5
9,186.4
0
1
1
0
0
43
0
1002_207
14
21
1,170
0
0
353
0
1
1,500
bus_only
2,105
1,170
582
371
211
696.5
7,607.5
6,911
0
0
1
0
0
0
43
0
1002_207
15
21
470
690
0
674
43
1
1,550
bus+train
2,358
1,160
524
62
419
625.6
8,122.3
2,275.7
5,221
0
1
1
0
0
43
0
1002_207
16
21
1,067
0
0
776
0
1
1,500
bus_only
2,415
1,067
572
371
201
684.7
7,392.9
6,708.2
0
0
1
0
0
0
43
0
1002_207
17
21
326
1,290
0
502
40
1
1,550
bus+train
2,645
1,616
527
62
425
629.5
12,125.7
2,309.8
9,186.4
0
1
1
0
0
43
0
1002_207
18
21
1,369
0
0
700
0
2
1,500
bus_only
2,592
1,369
523
38
485
625
7,853.8
7,228.8
0
0
1
0
0
0
43
0
1002_207
19
21
662
690
0
734
43
1
1,550
bus+train
2,676
1,352
590
62
485
704.3
9,008.1
3,082.8
5,221
0
1
1
0
0
43
0
1002_207
20
21
169
1,050
0
476
93
2
1,550
bus+train
2,349
1,219
654
62
499
781.6
9,511.2
1,415.3
7,314.3
0
1
1
0
0
43
0
1002_208
0
25
578
510
0
691
29
2
1,550
bus+train
1,927
1,088
148
38
81
175.3
8,172.8
3,775.7
4,221.8
0
1
1
0
0
58
0
1002_208
1
25
0
1,020
0
468
236
1
1,550
train_only
1,882
1,020
394
62
96
470.4
8,958.2
0
8,487.8
0
0
1
0
58
58
1
1002_208
2
25
1,910
0
0
214
0
0
1,500
bus_only
2,715
1,910
591
371
220
707
10,604.3
9,897.2
0
0
1
0
0
0
58
0
1002_208
3
25
1,522
0
0
654
0
2
1,500
bus_only
2,374
1,522
198
38
160
235.3
7,844.1
7,608.8
0
0
1
0
0
0
58
0
1002_208
4
25
1,491
0
0
567
0
1
1,500
bus_only
2,267
1,491
209
38
171
249.2
7,707.7
7,458.5
0
0
1
0
0
0
58
0
1002_208
5
25
0
1,380
0
704
0
1
1,550
train_only
2,291
1,380
207
62
145
246
10,870.8
0
10,624.8
0
0
1
0
0
58
0
1002_208
6
25
478
810
0
391
123
1
1,550
bus+train
2,097
1,288
418
184
111
499.1
10,265.7
3,458
6,308.6
0
1
1
0
0
58
0
1002_208
7
25
543
560
0
421
220
2
1,550
bus+train
1,917
1,103
393
62
111
468.8
9,101.5
3,496.2
5,136.5
0
1
1
0
0
58
0
1002_208
8
25
1,288
150
0
499
67
3
1,550
bus+train
2,237
1,438
300
62
171
357.6
8,611.2
6,599
1,654.6
0
1
1
0
0
58
0
1002_208
9
25
1,462
0
0
507
0
1
1,500
bus_only
2,384
1,462
415
38
377
497
7,725.8
7,228.8
0
0
1
0
0
0
58
0
1002_208
10
25
1,984
0
0
1,145
0
1
1,500
bus_only
3,418
1,984
289
38
251
344.9
10,528.8
10,183.9
0
0
1
0
0
0
58
0
1002_208
11
25
1,939
0
0
312
0
1
1,500
bus_only
2,686
1,939
435
184
251
519.9
10,586.2
10,066.3
0
0
1
0
0
0
58
0
1002_208
12
25
1,571
0
0
654
0
2
1,500
bus_only
2,655
1,571
430
38
392
514.1
8,393.4
7,879.3
0
0
1
0
0
0
58
0
1002_208
13
25
383
930
0
451
300
1
1,550
bus+train
2,286
1,313
522
62
160
623.9
9,363
2,208.6
6,530.4
0
1
1
0
0
58
0
1002_208
14
25
1,406
150
0
401
67
2
1,550
bus+train
2,438
1,556
481
62
352
573.4
8,781.6
6,553.6
1,654.6
0
1
1
0
0
58
0
1002_208
15
25
1,231
150
0
341
67
2
1,550
bus+train
2,228
1,381
506
62
377
605.2
8,478.7
6,218.9
1,654.6
0
1
1
0
0
58
0
1002_208
16
25
1,709
0
0
261
89
1
1,500
bus_only
2,522
1,709
552
212
251
660.4
11,156
10,495.6
0
0
1
0
0
0
58
0
1002_208
17
25
1,523
0
0
567
0
1
1,500
bus_only
2,627
1,523
537
38
499
642.5
8,424
7,781.5
0
0
1
0
0
0
58
0
1002_208
18
25
1,336
150
0
559
67
3
1,550
bus+train
2,566
1,486
521
62
392
622.3
9,146.3
6,869.4
1,654.6
0
1
1
0
0
58
0
1002_208
19
25
1,417
150
0
499
67
3
1,550
bus+train
2,661
1,567
595
62
466
711.7
9,728
7,361.7
1,654.6
0
1
1
0
0
58
0
1002_208
20
25
316
930
0
391
300
1
1,550
bus+train
2,376
1,246
739
62
377
885.6
9,244.6
1,828.6
6,530.4
0
1
1
0
0
58
0
1002_208
21
25
404
1,170
0
449
251
1
1,550
bus+train
2,728
1,574
705
62
392
842.9
11,316.5
2,210.2
8,263.4
0
1
1
0
0
58
0
1002_208
22
25
431
930
0
391
300
1
1,550
bus+train
2,522
1,361
770
62
408
922
9,931.5
2,479.1
6,530.4
0
1
1
0
0
58
0
1002_208
23
25
1,961
0
0
214
0
0
1,500
bus_only
3,045
1,961
870
371
499
1,042.2
11,549.2
10,507
0
0
1
0
0
0
58
0
1002_208
24
25
512
930
0
391
300
1
1,550
bus+train
2,661
1,442
828
62
466
992.1
10,493.9
2,971.4
6,530.4
0
1
1
0
0
58
0
1002_209
0
11
600
630
0
709
29
2
1,550
bus+train
2,063
1,230
124
38
57
146.7
8,988.2
3,775.7
5,065.8
0
1
1
0
0
36
0
1002_209
1
11
716
390
0
270
26
2
1,550
bus+train
1,643
1,106
267
184
57
317.9
8,895.4
5,113.3
3,464.1
0
1
1
0
0
36
0
1002_209
2
11
787
690
0
576
43
1
1,550
bus+train
2,257
1,477
204
62
99
241.9
9,662.4
4,199.5
5,221
0
1
1
0
0
36
0
1002_209
3
11
0
1,140
0
388
236
1
1,550
train_only
1,883
1,140
355
62
57
423.1
9,755
0
9,331.9
0
0
1
0
36
36
1
1002_209
4
11
2,570
0
0
679
28
2
1,500
bus_only
3,566
2,570
317
38
251
377.5
14,187.3
13,809.8
0
0
1
0
0
0
36
0
1002_209
5
11
1,594
0
0
758
31
2
1,500
bus_only
2,868
1,594
516
38
447
617
9,998.9
9,381.9
0
0
1
0
0
0
36
0
1002_209
6
11
1,601
0
0
735
0
2
1,500
bus_only
2,961
1,601
625
38
587
748.6
9,702.3
8,953.7
0
0
1
0
0
0
36
0
1002_209
7
11
1,649
0
0
575
31
2
1,500
bus_only
2,880
1,649
656
38
587
785.3
10,213.3
9,428
0
0
1
0
0
0
36
0
1002_209
8
11
2,120
0
0
713
193
2
1,500
bus_only
3,527
2,120
694
38
463
831.3
12,490.7
11,659.5
0
0
1
0
0
0
36
0
1002_209
9
11
551
1,170
0
305
251
1
1,550
bus+train
2,926
1,721
900
62
587
1,077.4
12,625.5
3,284.7
8,263.4
0
1
1
0
0
36
0
1002_209
10
11
1,506
0
0
416
0
1
1,500
bus_only
2,880
1,506
958
371
587
1,148.3
9,815.3
8,667
0
0
1
0
0
0
36
0
1002_210
0
13
767
540
0
995
20
2
1,550
bus+train
2,367
1,307
65
38
7
75.4
9,562
5,064.3
4,422.3
0
1
1
0
0
107
0
1002_210
1
13
306
990
0
311
149
1
1,550
bus+train
1,947
1,296
340
184
7
405.9
10,198.4
2,338.6
7,453.9
0
1
1
0
0
107
0
1002_210
2
13
731
690
0
789
43
1
1,550
bus+train
2,582
1,421
372
62
267
442.9
10,972
5,308
5,221
0
1
1
0
0
107
0
1002_210
3
13
2,311
0
0
1,035
61
2
1,500
bus_only
3,668
2,311
322
51
210
385.5
15,242
14,856.5
0
0
1
0
0
0
107
0
1002_210
4
13
1,152
150
0
751
75
3
1,550
bus+train
2,488
1,302
435
62
298
519.2
10,426
8,252.2
1,654.6
0
1
1
0
0
107
0
1002_210
5
13
683
690
0
789
43
1
1,550
bus+train
2,774
1,373
612
62
507
731.7
10,811
4,858.3
5,221
0
1
1
0
0
107
0
1002_210
6
13
1,741
0
0
585
0
1
1,500
bus_only
2,952
1,741
626
416
210
751
12,084.7
11,333.7
0
0
1
0
0
0
107
0
1002_210
7
13
1,331
0
0
488
0
2
1,500
bus_only
2,488
1,331
669
371
298
801.2
10,406.2
9,605
0
0
1
0
0
0
107
0
1002_210
8
13
0
1,290
0
1,038
0
2
1,550
train_only
2,906
1,290
578
62
516
691.8
13,427.8
0
12,736
0
0
1
0
107
107
1
1002_210
9
13
1,163
150
0
684
75
2
1,550
bus+train
2,678
1,313
681
62
544
814.4
10,220.9
7,751.9
1,654.6
0
1
1
0
0
107
0
1002_210
10
13
1,104
150
0
811
75
3
1,550
bus+train
2,709
1,254
644
62
507
770.1
10,227.2
7,802.5
1,654.6
0
1
1
0
0
107
0
1002_210
11
13
1,342
0
0
421
0
1
1,500
bus_only
2,678
1,342
915
371
544
1,096.4
10,201.1
9,104.7
0
0
1
0
0
0
107
0
1002_210
12
13
1,283
0
0
548
0
2
1,500
bus_only
2,709
1,283
878
371
507
1,052.1
10,207.4
9,155.3
0
0
1
0
0
0
107
0
1002_211
0
6
798
600
0
958
20
2
1,550
bus+train
2,423
1,398
67
38
9
77.5
10,375.7
5,064.3
5,233.9
0
1
1
0
0
155
0
1002_211
1
6
359
990
0
629
104
2
1,550
bus+train
2,153
1,349
175
62
9
206.9
10,833.3
2,136.2
8,490.2
0
1
1
0
0
155
0
1002_211
2
6
0
1,350
0
496
236
1
1,550
train_only
2,153
1,350
307
62
9
365.6
11,467.3
0
11,101.6
0
0
1
0
155
155
1
1002_211
3
6
2,230
150
0
615
51
2
1,550
bus+train
3,255
2,380
260
62
147
307.9
15,101.5
13,139
1,654.6
0
1
1
0
0
155
0
1002_211
4
6
3,387
0
0
665
15
1
1,600
bus_only
4,524
3,387
472
212
245
564.3
20,422.5
19,858.2
0
0
1
0
0
0
155
0
1002_211
5
6
1,904
1,290
0
1,022
54
2
1,650
bus+train
4,778
3,194
562
62
446
671.3
18,954
9,096.3
9,186.4
0
1
1
0
0
155
0
1002_212
0
23
793
750
0
442
20
2
1,550
bus+train
2,057
1,543
72
38
14
83.9
11,639.6
5,064.3
6,491.3
0
1
1
0
0
112
0
1002_212
1
23
1,850
0
0
319
0
2
1,500
bus_only
2,382
1,850
213
38
175
254.4
14,890.6
14,636.2
0
0
1
0
0
0
112
0
1002_212
2
23
0
1,500
0
605
236
1
1,550
train_only
2,417
1,500
312
62
14
372.1
12,731.2
0
12,359.1
0
0
1
0
112
112
1
1002_212
3
23
1,892
0
0
366
0
3
1,500
bus_only
2,428
1,892
170
38
132
202.5
15,084.3
14,881.8
0
0
1
0
0
0
112
0
1002_212
4
23
1,879
0
0
319
0
2
1,500
bus_only
2,430
1,879
232
38
194
276.8
15,154.2
14,877.5
0
0
1
0
0
0
112
0
1002_212
5
23
2,076
0
0
319
0
2
1,600
bus_only
2,632
2,076
237
38
199
282.6
16,053.7
15,771
0
0
1
0
0
0
112
0
1002_212
6
23
1,974
0
0
319
0
2
1,600
bus_only
2,575
1,974
282
38
244
336.5
15,838.9
15,502.3
0
0
1
0
0
0
112
0
1002_212
7
23
1,379
450
0
659
137
1
1,550
bus+train
2,862
1,829
374
62
175
446.6
15,101.5
11,106.5
3,548.4
0
1
1
0
0
112
0
1002_212
8
23
1,408
450
0
659
137
1
1,550
bus+train
2,910
1,858
393
62
194
469
15,365.2
11,347.8
3,548.4
0
1
1
0
0
112
0
1002_212
9
23
2,463
0
0
558
60
2
1,600
bus_only
3,330
2,463
309
38
211
369.2
16,349.2
15,979.9
0
0
1
0
0
0
112
0
1002_212
10
23
1,588
690
0
504
43
2
1,550
bus+train
3,098
2,278
316
62
211
376.7
13,933.3
8,335.6
5,221
0
1
1
0
0
112
0
1002_212
11
23
1,817
0
0
463
0
3
1,500
bus_only
2,621
1,817
341
38
303
408.2
14,905.2
14,497
0
0
1
0
0
0
112
0
1002_212
12
23
1,605
450
0
659
137
1
1,650
bus+train
3,112
2,055
398
62
199
474.9
16,264.6
12,241.3
3,548.4
0
1
1
0
0
112
0
1002_212
13
23
3,033
0
0
336
15
1
1,600
bus_only
3,728
3,033
359
212
132
429.3
18,925.4
18,496.2
0
0
1
0
0
0
112
0
1002_212
14
23
1,503
450
0
659
137
1
1,650
bus+train
3,055
1,953
443
62
244
528.8
16,049.9
11,972.7
3,548.4
0
1
1
0
0
112
0
1002_212
15
23
2,575
0
0
353
110
1
1,600
bus_only
3,382
2,575
454
212
132
543.6
17,090.4
16,546.8
0
0
1
0
0
0
112
0
1002_212
16
23
1,769
0
0
379
0
2
1,500
bus_only
2,653
1,769
505
38
467
604.1
14,905.2
14,301.1
0
0
1
0
0
0
112
0
1002_212
17
23
1,916
0
0
319
0
2
1,600
bus_only
2,772
1,916
537
38
499
642.8
15,811.2
15,168.4
0
0
1
0
0
0
112
0
1002_212
18
23
1,946
0
0
319
0
2
1,600
bus_only
2,843
1,946
578
38
540
692.5
15,897.8
15,205.3
0
0
1
0
0
0
112
0
1002_212
19
23
2,494
0
0
855
0
1
1,600
bus_only
3,864
2,494
515
212
303
617.8
16,752.6
16,134.8
0
0
1
0
0
0
112
0
1002_212
20
23
1,298
450
0
719
137
1
1,550
bus+train
3,155
1,748
688
62
489
822.7
15,142.6
10,771.4
3,548.4
0
1
1
0
0
112
0
1002_212
21
23
1,445
450
0
659
137
1
1,650
bus+train
3,252
1,895
698
62
499
835.1
16,022.2
11,638.7
3,548.4
0
1
1
0
0
112
0
1002_212
22
23
1,475
450
0
659
137
1
1,650
bus+train
3,323
1,925
739
62
540
884.7
16,108.7
11,675.6
3,548.4
0
1
1
0
0
112
0
1002_213
0
15
576
1,170
0
959
29
2
1,550
bus+train
2,856
1,746
151
38
84
179.1
13,569.9
3,775.7
9,615.1
0
1
1
0
0
73
0
1002_213
1
15
272
1,290
0
624
104
2
1,550
bus+train
2,436
1,562
250
62
84
296.8
13,702.7
2,136.2
11,269.7
0
1
1
0
0
73
0