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_334
8
20
1,501
450
0
617
134
1
1,650
bus+train
2,926
1,951
358
26
198
427.7
17,094.8
12,452.5
4,214.6
0
1
1
0
0
31
0
1003_334
9
20
1,571
180
0
521
124
3
1,550
bus+train
2,620
1,751
348
26
198
414.9
15,162.3
12,107
2,640.3
0
1
1
0
0
31
0
1003_334
10
20
265
990
0
780
202
2
1,550
bus+train
2,461
1,255
426
26
198
507.6
14,707.1
2,106.7
12,092.8
0
1
1
0
0
31
0
1003_334
11
20
1,705
300
0
603
57
1
1,650
bus+train
3,088
2,005
480
26
397
572.1
15,935.5
12,330.4
3,033.1
0
1
1
0
0
31
0
1003_334
12
20
1,828
300
0
603
57
1
1,650
bus+train
3,260
2,128
529
26
446
631.6
16,763.2
13,098.6
3,033.1
0
1
1
0
0
31
0
1003_334
13
20
1,840
0
0
490
84
1
1,500
bus_only
2,979
1,840
649
168
397
775.2
13,775.9
13,000.7
0
0
1
0
0
0
31
0
1003_334
14
20
1,683
180
0
721
124
3
1,650
bus+train
3,104
1,863
520
26
370
620.9
16,574.5
13,313.3
2,640.3
0
1
1
0
0
31
0
1003_334
15
20
1,964
0
0
490
84
1
1,500
bus_only
3,152
1,964
698
168
446
834.7
14,603.6
13,768.9
0
0
1
0
0
0
31
0
1003_334
16
20
1,432
450
0
557
134
1
1,650
bus+train
3,117
1,882
678
26
518
812.1
17,214.7
12,188
4,214.6
0
1
1
0
0
31
0
1003_334
17
20
1,745
180
0
460
323
2
1,650
bus+train
3,104
1,925
719
26
370
859.1
16,782.5
13,283
2,640.3
0
1
1
0
0
31
0
1003_334
18
20
1,502
180
0
461
124
3
1,550
bus+train
2,811
1,682
668
26
518
799.3
15,282.2
11,842.6
2,640.3
0
1
1
0
0
31
0
1003_334
19
20
196
990
0
720
202
2
1,550
bus+train
2,652
1,186
746
26
518
892
14,827.1
1,842.2
12,092.8
0
1
1
0
0
31
0
1003_335
0
25
0
1,980
0
461
155
1
1,650
train_only
2,632
1,980
191
26
10
226.5
18,484.7
0
18,258.2
0
0
1
0
105
105
1
1003_335
1
25
426
1,000
0
820
202
3
1,550
bus+train
2,728
1,426
482
26
254
574.8
15,238.4
2,570.8
12,092.8
0
1
1
0
0
105
0
1003_335
2
25
2,057
300
0
705
57
1
1,650
bus+train
3,307
2,357
245
26
162
291.7
16,695.4
13,370.7
3,033.1
0
1
1
0
0
105
0
1003_335
3
25
1,651
210
0
1,090
26
3
1,550
bus+train
3,166
1,861
215
26
163
254.1
13,033.7
11,617.5
1,162.1
0
1
1
0
0
105
0
1003_335
4
25
1,869
180
0
744
124
2
1,650
bus+train
3,105
2,049
312
26
162
372.1
16,005.8
12,993.4
2,640.3
0
1
1
0
0
105
0
1003_335
5
25
1,849
1,200
0
569
49
1
1,750
bus+train
3,919
3,049
301
26
226
358.7
23,514.7
14,463.2
8,692.7
0
1
1
0
0
105
0
1003_335
6
25
1,735
960
0
482
116
1
1,750
bus+train
3,545
2,695
368
26
226
439.4
21,223.1
13,375.7
7,408
0
1
1
0
0
105
0
1003_335
7
25
570
1,000
0
778
202
2
1,550
bus+train
2,738
1,570
390
26
162
464.8
15,385.7
2,828
12,092.8
0
1
1
0
0
105
0
1003_335
8
25
1,922
0
0
831
0
2
1,500
bus_only
3,147
1,922
394
168
226
470.9
12,773.2
12,302.2
0
0
1
0
0
0
105
0
1003_335
9
25
1,902
1,200
0
569
49
1
1,750
bus+train
4,022
3,102
351
26
276
418.3
24,033.9
14,922.8
8,692.7
0
1
1
0
0
105
0
1003_335
10
25
1,788
960
0
482
116
1
1,750
bus+train
3,648
2,748
418
26
276
499
21,742.3
13,835.3
7,408
0
1
1
0
0
105
0
1003_335
11
25
1,975
0
0
831
0
2
1,500
bus_only
3,250
1,975
444
168
276
530.5
13,292.4
12,761.8
0
0
1
0
0
0
105
0
1003_335
12
25
436
1,000
0
855
202
2
1,550
bus+train
2,773
1,436
482
26
254
574.8
15,238.4
2,570.8
12,092.8
0
1
1
0
0
105
0
1003_335
13
25
612
1,000
0
838
202
2
1,650
bus+train
2,954
1,612
504
26
276
600.9
15,748.1
3,054.4
12,092.8
0
1
1
0
0
105
0
1003_335
14
25
2,132
300
0
765
57
1
1,650
bus+train
3,707
2,432
510
26
427
608.6
17,533.4
13,891.8
3,033.1
0
1
1
0
0
105
0
1003_335
15
25
1,976
300
0
765
57
1
1,650
bus+train
3,592
2,276
551
26
468
658.1
16,789.7
13,098.6
3,033.1
0
1
1
0
0
105
0
1003_335
16
25
479
1,000
0
895
202
3
1,650
bus+train
2,879
1,479
505
26
277
602.4
15,725.6
3,030.4
12,092.8
0
1
1
0
0
105
0
1003_335
17
25
1,726
210
0
1,090
26
3
1,550
bus+train
3,505
1,936
479
26
427
571.1
13,871.9
12,138.7
1,162.1
0
1
1
0
0
105
0
1003_335
18
25
1,944
180
0
804
124
2
1,650
bus+train
3,505
2,124
577
26
427
689
16,843.8
13,514.5
2,640.3
0
1
1
0
0
105
0
1003_335
19
25
1,570
210
0
1,090
26
3
1,550
bus+train
3,390
1,780
520
26
468
620.6
13,128.1
11,345.4
1,162.1
0
1
1
0
0
105
0
1003_335
20
25
1,766
1,200
0
509
49
1
1,750
bus+train
4,029
2,966
554
26
479
662.4
23,615.6
14,260.4
8,692.7
0
1
1
0
0
105
0
1003_335
21
25
1,652
960
0
422
116
1
1,750
bus+train
3,655
2,612
621
26
479
743.1
21,324
13,172.9
7,408
0
1
1
0
0
105
0
1003_335
22
25
1,788
180
0
804
124
2
1,650
bus+train
3,390
1,968
618
26
468
738.5
16,100.1
12,721.2
2,640.3
0
1
1
0
0
105
0
1003_335
23
25
1,839
0
0
771
0
2
1,500
bus_only
3,257
1,839
647
168
479
774.6
12,874.1
12,099.4
0
0
1
0
0
0
105
0
1003_335
24
25
525
1,000
0
915
202
2
1,650
bus+train
3,095
1,525
655
26
427
781.7
15,949.8
3,075.3
12,092.8
0
1
1
0
0
105
0
1003_336
0
10
1,983
180
0
640
124
2
1,650
bus+train
3,018
2,163
215
26
65
255.4
16,757.4
13,861.6
2,640.3
0
1
1
0
0
46
0
1003_336
1
10
0
1,470
0
849
214
2
1,650
train_only
2,564
1,470
245
26
5
291.8
16,327.3
0
16,035.5
0
0
1
0
0
46
0
1003_336
2
10
0
2,670
0
602
101
1
1,750
train_only
3,404
2,670
132
26
5
156.3
23,116.9
0
22,960.6
0
0
1
0
46
46
1
1003_336
3
10
0
2,070
0
878
155
1
1,650
train_only
3,134
2,070
186
26
5
220.9
19,134
0
18,913.1
0
0
1
0
0
46
0
1003_336
4
10
2,566
0
0
927
45
1
1,600
bus_only
3,791
2,566
298
168
85
355.5
17,102.6
16,747.1
0
0
1
0
0
0
46
0
1003_336
5
10
2,185
330
0
515
40
1
1,650
bus+train
3,408
2,515
378
26
312
450.9
18,921.6
14,430.9
4,039.8
0
1
1
0
0
46
0
1003_336
6
10
2,130
300
0
642
57
1
1,650
bus+train
3,468
2,430
396
26
313
473
17,397.9
13,891.8
3,033.1
0
1
1
0
0
46
0
1003_336
7
10
1,788
180
0
690
124
2
1,650
bus+train
3,120
1,968
462
26
312
550.9
16,445.8
13,254.6
2,640.3
0
1
1
0
0
46
0
1003_336
8
10
1,951
180
0
580
124
2
1,650
bus+train
3,174
2,131
463
26
313
553.5
16,708.3
13,514.5
2,640.3
0
1
1
0
0
46
0
1003_336
9
10
525
985
0
752
202
2
1,650
bus+train
2,803
1,510
541
26
313
646.2
15,814.3
3,075.3
12,092.8
0
1
1
0
0
46
0
1003_337
0
9
2,084
180
0
394
124
2
1,650
bus+train
2,897
2,264
239
26
89
284.5
16,804.4
13,879.6
2,640.3
0
1
1
0
0
80
0
1003_337
1
9
908
1,140
0
457
239
2
1,650
bus+train
2,786
2,048
281
26
16
334.5
17,161.9
5,762.4
11,065.1
0
1
1
0
0
80
0
1003_337
2
9
0
2,790
0
693
101
1
1,750
train_only
3,626
2,790
143
26
16
169.6
23,994.1
0
23,824.5
0
0
1
0
80
80
1
1003_337
3
9
0
2,190
0
969
155
1
1,650
train_only
3,356
2,190
197
26
16
234.2
20,011.3
0
19,777.1
0
0
1
0
0
80
0
1003_337
4
9
2,804
0
0
750
102
1
1,600
bus_only
3,929
2,804
375
168
105
447.5
19,151
18,703.5
0
0
1
0
0
0
80
0
1003_337
5
9
2,112
180
0
334
124
2
1,650
bus+train
3,181
2,292
555
26
405
663.2
17,634.3
14,330.8
2,640.3
0
1
1
0
0
80
0
1003_337
6
9
2,055
180
0
334
124
2
1,650
bus+train
3,147
2,235
578
26
428
691.2
16,923.2
13,591.7
2,640.3
0
1
1
0
0
80
0
1003_337
7
9
2,832
0
0
750
102
1
1,600
bus_only
4,257
2,832
675
168
405
807.4
19,962.1
19,154.7
0
0
1
0
0
0
80
0
1003_337
8
9
2,775
0
0
750
102
1
1,600
bus_only
4,223
2,775
698
168
428
835.4
19,251
18,415.6
0
0
1
0
0
0
80
0
1003_338
0
11
2,206
300
0
544
57
1
1,750
bus+train
3,260
2,506
210
26
127
249.9
21,087.5
17,804.5
3,033.1
0
1
1
0
0
116
0
1003_338
1
11
1,405
540
0
591
155
2
1,650
bus+train
2,886
1,945
350
26
169
417.5
16,365.3
11,314.1
4,633.6
0
1
1
0
0
116
0
1003_338
2
11
0
2,310
0
505
155
1
1,750
train_only
3,003
2,310
188
26
7
223.2
21,175.8
0
20,952.5
0
0
1
0
116
116
1
1003_338
3
11
2,162
300
0
544
57
1
1,750
bus+train
3,331
2,462
325
26
242
386.6
20,877.8
17,458.1
3,033.1
0
1
1
0
0
116
0
1003_338
4
11
1,361
540
0
651
155
2
1,650
bus+train
2,975
1,901
423
26
242
504.3
16,105.6
10,967.7
4,633.6
0
1
1
0
0
116
0
1003_338
5
11
2,127
300
0
544
57
1
1,750
bus+train
3,536
2,427
565
26
482
675.2
20,916.6
17,208.4
3,033.1
0
1
1
0
0
116
0
1003_338
6
11
2,240
300
0
484
57
1
1,750
bus+train
3,583
2,540
559
26
476
667.9
21,787.2
18,086.3
3,033.1
0
1
1
0
0
116
0
1003_338
7
11
1,776
540
0
566
155
2
1,650
bus+train
3,405
2,316
523
26
342
624.2
16,809
11,551.2
4,633.6
0
1
1
0
0
116
0
1003_338
8
11
1,326
540
0
651
155
2
1,650
bus+train
3,180
1,866
663
26
482
792.9
16,144.4
10,718
4,633.6
0
1
1
0
0
116
0
1003_338
9
11
1,439
540
0
591
155
2
1,650
bus+train
3,227
1,979
657
26
476
785.5
17,015
11,595.9
4,633.6
0
1
1
0
0
116
0
1003_338
10
11
1,574
1,650
0
1,337
157
1
3,400
bus+train
5,206
3,224
645
26
462
771.6
33,981.3
16,889
16,320.8
0
1
1
0
0
116
0
1003_339
0
8
2,233
330
0
393
40
1
1,750
bus+train
3,091
2,563
135
26
69
160
22,773.3
18,573.5
4,039.8
0
1
1
0
1
129
0.007752
1003_339
1
8
0
1,860
0
699
214
2
1,650
train_only
2,811
1,860
252
26
12
299.4
19,983.2
0
19,683.8
0
0
1
0
128
129
0.992248
1003_339
2
8
2,082
300
0
654
57
1
1,750
bus+train
3,217
2,382
181
26
98
215.3
22,628.1
19,379.7
3,033.1
0
1
1
0
0
129
0
1003_339
3
8
2,224
330
0
446
40
2
1,750
bus+train
3,164
2,554
164
26
98
195.7
22,903.6
18,668.2
4,039.8
0
1
1
0
0
129
0
1003_339
4
8
0
1,825
0
857
151
2
1,650
train_only
2,886
1,825
204
26
27
241.2
19,259.2
0
19,017.9
0
0
1
0
0
129
0
1003_339
5
8
2,357
300
0
681
57
2
1,750
bus+train
3,668
2,657
330
26
247
393.5
22,065.3
18,638.7
3,033.1
0
1
1
0
0
129
0
1003_339
6
8
2,304
330
0
393
40
1
1,750
bus+train
3,488
2,634
461
26
395
551.3
23,460.1
18,869
4,039.8
0
1
1
0
0
129
0
1003_339
7
8
2,188
330
0
333
40
1
1,750
bus+train
3,418
2,518
567
26
501
678.6
22,865.5
18,147.1
4,039.8
0
1
1
0
0
129
0
1003_340
0
23
0
3,210
0
605
101
1
1,850
train_only
3,976
3,210
161
26
34
190.1
28,297
0
28,106.8
0
0
1
0
58
58
1
1003_340
1
23
198
1,555
0
1,221
277
2
1,650
bus+train
3,444
1,753
470
26
167
561.2
19,979.6
1,585.1
17,833.3
0
1
1
0
0
58
0
1003_340
2
23
2,786
300
0
894
57
1
1,750
bus+train
4,276
3,086
296
26
213
352.4
24,350.2
20,964.7
3,033.1
0
1
1
0
0
58
0
1003_340
3
23
741
1,560
0
866
239
2
1,750
bus+train
3,466
2,301
299
26
34
355
21,495.2
5,792.8
15,347.4
0
1
1
0
0
58
0
1003_340
4
23
2,579
0
0
644
0
2
1,700
bus_only
3,559
2,579
336
168
168
400.1
20,587.6
20,187.5
0
0
1
0
0
0
58
0
1003_340
5
23
2,755
300
0
954
57
1
1,750
bus+train
4,353
3,055
344
26
261
409.8
23,966.8
20,524
3,033.1
0
1
1
0
0
58
0
1003_340
6
23
2,540
180
0
552
124
1
1,750
bus+train
3,720
2,720
448
26
298
533.8
20,926.6
17,752.5
2,640.3
0
1
1
0
0
58
0
1003_340
7
23
1,719
1,200
0
359
112
1
1,750
bus+train
3,714
2,919
436
26
298
519.6
23,160.4
13,948.1
8,692.7
0
1
1
0
0
58
0
1003_340
8
23
2,548
0
0
644
0
2
1,600
bus_only
3,621
2,548
429
168
261
512.5
20,259.2
19,746.7
0
0
1
0
0
0
58
0
1003_340
9
23
2,250
600
0
476
160
3
3,200
bus+train
3,723
2,850
397
26
211
473.4
22,916.9
17,516.6
4,926.9
0
1
1
0
0
58
0
1003_340
10
23
2,327
960
0
551
188
1
1,750
bus+train
4,265
3,287
427
26
213
509.7
23,961.4
16,043.8
7,408
0
1
1
0
0
58
0
1003_340
11
23
3,974
0
0
471
0
1
1,700
bus_only
4,852
3,974
407
168
239
486.3
21,981.9
21,495.6
0
0
1
0
0
0
58
0
1003_340
12
23
2,179
600
0
374
153
2
1,750
bus+train
3,656
2,779
503
26
324
599.8
22,900.1
17,373.4
4,926.9
0
1
1
0
0
58
0
1003_340
13
23
3,942
0
0
237
37
1
1,800
bus_only
4,662
3,942
483
207
239
578.1
28,421.9
27,843.8
0
0
1
0
0
0
58
0
1003_340
14
23
2,637
0
0
958
0
3
1,700
bus_only
4,002
2,637
407
168
239
486.3
20,631.7
20,145.4
0
0
1
0
0
0
58
0
1003_340
15
23
173
1,555
0
1,221
277
2
1,650
bus+train
3,456
1,728
507
26
204
605.6
19,782.3
1,343.4
17,833.3
0
1
1
0
0
58
0
1003_340
16
23
2,646
180
0
552
124
1
1,750
bus+train
3,982
2,826
604
26
454
721
21,877
18,515.7
2,640.3
0
1
1
0
0
58
0
1003_340
17
23
1,825
1,200
0
359
112
1
1,750
bus+train
4,022
3,025
638
26
500
762.2
24,166.3
14,711.3
8,692.7
0
1
1
0
0
58
0
1003_340
18
23
2,285
600
0
374
153
2
1,750
bus+train
3,938
2,885
679
26
500
811.2
23,874.6
18,136.6
4,926.9
0
1
1
0
0
58
0
1003_340
19
23
2,812
300
0
954
57
1
1,750
bus+train
4,718
3,112
652
26
569
779.9
25,113
21,300
3,033.1
0
1
1
0
0
58
0
1003_340
20
23
167
1,555
0
1,285
277
2
1,650
bus+train
3,669
1,722
662
26
359
790.9
19,827.4
1,203.2
17,833.3
0
1
1
0
0
58
0
1003_340
21
23
2,605
0
0
644
0
2
1,700
bus_only
3,986
2,605
737
168
569
882.7
21,405.4
20,522.7
0
0
1
0
0
0
58
0
1003_340
22
23
2,753
0
0
370
373
1
1,600
bus_only
3,949
2,753
826
168
285
989.5
20,896.9
19,907.4
0
0
1
0
0
0
58
0
1003_341
0
6
2,494
300
0
737
57
1
1,750
bus+train
3,826
2,794
295
26
212
351.8
24,684.8
21,300
3,033.1
0
1
1
0
0
71
0
1003_341
1
6
2,461
0
0
353
0
2
1,700
bus_only
3,194
2,461
380
168
212
454.5
20,977.2
20,522.7
0
0
1
0
0
0
71
0