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_13890
0
5
1,697
1,440
0
608
54
1
1,750
bus+train
3,876
3,137
131
26
51
154.5
20,722.8
10,003.5
10,564.8
0
1
1
0
0
14
0
1003_13890
1
5
903
1,980
0
711
63
1
1,750
bus+train
3,735
2,883
141
26
52
166.9
20,644.7
5,294
15,183.8
0
1
1
0
14
14
1
1003_13890
2
5
1,731
1,440
0
548
54
1
1,750
bus+train
4,060
3,171
341
26
261
406.3
21,251.7
10,280.6
10,564.8
0
1
1
0
0
14
0
1003_13890
3
5
937
1,980
0
711
63
1
1,750
bus+train
3,978
2,917
350
26
261
417.2
21,172
5,571
15,183.8
0
1
1
0
0
14
0
1003_13890
4
5
1,914
1,980
0
920
47
1
1,750
bus+train
5,190
3,894
376
26
303
449
21,171.1
5,538.3
15,183.8
0
1
1
0
0
14
0
1003_13895
0
6
1,324
1,980
0
427
63
1
1,750
bus+train
3,832
3,304
101
26
12
118.8
22,050.8
6,748.2
15,183.8
0
1
1
0
15
15
1
1003_13895
1
6
1,186
1,980
0
477
63
2
1,750
bus+train
3,855
3,166
212
26
123
252.4
21,819.1
6,383
15,183.8
0
1
1
0
0
15
0
1003_13895
2
6
2,896
1,440
0
737
54
1
1,750
bus+train
5,383
4,336
310
26
230
368.8
24,880.7
13,947
10,564.8
0
1
1
0
0
15
0
1003_13895
3
6
2,833
1,440
0
737
54
1
1,750
bus+train
5,482
4,273
472
26
392
563.1
24,799.8
13,671.8
10,564.8
0
1
1
0
0
15
0
1003_13895
4
6
1,112
1,980
0
537
63
2
1,750
bus+train
4,114
3,092
485
26
396
578
21,856.2
6,094.4
15,183.8
0
1
1
0
0
15
0
1003_13895
5
6
1,173
1,980
0
427
63
1
1,750
bus+train
4,218
3,153
638
26
549
762.6
22,205.3
6,258.9
15,183.8
0
1
1
0
0
15
0
1003_1402
0
9
0
4,470
0
877
16
1
2,750
train_only
5,397
4,470
50
28
6
58.1
89,772
0
89,714
0
0
1
0
0
19
0
1003_1402
1
9
0
2,580
0
2,042
201
1
2,750
train_only
4,857
2,580
235
28
6
279.9
88,171.3
0
87,891.4
0
0
1
0
0
19
0
1003_1402
2
9
0
6,150
0
115
0
0
2,850
train_only
6,297
6,150
32
26
6
36.5
93,674.5
0
93,638
0
0
1
0
19
19
1
1003_1402
3
9
434
2,460
0
2,020
70
2
3,150
bus+train
5,224
2,894
310
28
212
370
90,754.9
4,024.4
86,360.5
0
1
1
0
0
19
0
1003_1402
4
9
367
2,460
0
1,811
286
1
3,150
bus+train
5,177
2,827
539
28
225
645.8
90,753.5
3,747.2
86,360.5
0
1
1
0
0
19
0
1003_1402
5
9
394
2,460
0
1,960
70
2
3,050
bus+train
5,398
2,854
584
28
486
699.4
90,622.3
3,562.4
86,360.5
0
1
1
0
0
19
0
1003_1402
6
9
463
2,460
0
1,960
70
2
3,150
bus+train
5,484
2,923
601
28
503
719.6
91,389.2
4,309.1
86,360.5
0
1
1
0
0
19
0
1003_1402
7
9
327
2,460
0
1,811
286
1
3,050
bus+train
5,398
2,787
800
28
486
958.1
90,603.8
3,285.2
86,360.5
0
1
1
0
0
19
0
1003_1402
8
9
396
2,460
0
1,811
286
1
3,150
bus+train
5,484
2,856
817
28
503
978.3
91,370.7
4,031.9
86,360.5
0
1
1
0
0
19
0
1003_1403
0
2
0
2,040
0
280
0
0
2,750
train_only
2,550
2,040
230
28
202
274.7
83,014.5
0
82,739.8
0
0
1
0
0
24
0
1003_1403
1
2
0
6,240
0
2,982
0
0
2,850
train_only
9,865
6,240
643
26
617
769.8
95,938.6
0
95,168.9
0
0
1
0
24
24
1
1003_1407
0
2
0
5,580
0
1,052
0
0
2,950
train_only
6,679
5,580
47
28
19
55.1
100,320
0
100,264.9
0
0
1
0
0
54
0
1003_1407
1
2
0
4,860
0
658
94
1
2,950
train_only
5,663
4,860
145
28
23
172.9
100,533.3
0
100,360.4
0
0
1
0
54
54
1
1003_1408
0
2
0
5,580
0
2,256
94
1
2,950
train_only
8,001
5,580
165
28
43
197.3
105,359.4
0
105,162.1
0
0
1
0
0
13
0
1003_1408
1
2
0
8,280
0
432
0
0
3,050
train_only
8,781
8,280
69
26
43
81.6
110,271.1
0
110,189.5
0
0
1
0
13
13
1
1003_1450
0
2
0
1,020
0
903
65
1
1,550
train_only
2,073
1,020
150
26
59
176.9
9,844.6
0
9,667.7
0
0
1
0
13
14
0.928571
1003_1450
1
2
0
960
0
708
0
0
1,550
train_only
2,073
960
405
346
59
484.2
9,954.2
0
9,470
0
0
1
0
1
14
0.071429
1003_1452
0
2
0
1,260
0
824
65
1
1,550
train_only
2,182
1,260
98
26
7
115.3
11,702
0
11,586.7
0
0
1
0
14
14
1
1003_1452
1
2
0
1,200
0
629
0
0
1,550
train_only
2,182
1,200
353
346
7
422.6
11,811.6
0
11,388.9
0
0
1
0
0
14
0
1003_1453
0
16
0
1,380
0
995
65
1
1,550
train_only
2,501
1,380
126
26
35
148.6
12,663.3
0
12,514.7
0
0
1
0
13
13
1
1003_1453
1
16
823
630
0
452
57
3
1,550
bus+train
2,417
1,453
512
346
109
612.2
11,843.2
5,148.6
6,082.4
0
1
1
0
0
13
0
1003_1453
2
16
1,721
0
0
475
0
0
1,500
bus_only
2,583
1,721
387
168
219
462.2
12,426.1
11,963.9
0
0
1
0
0
0
13
0
1003_1453
3
16
1,334
210
0
620
26
1
1,550
bus+train
2,467
1,544
303
26
251
360.6
11,843.9
10,321.2
1,162.1
0
1
1
0
0
13
0
1003_1453
4
16
1,633
0
0
475
0
0
1,500
bus_only
2,521
1,633
413
168
245
493.3
12,034.5
11,541.2
0
0
1
0
0
0
13
0
1003_1453
5
16
1,422
210
0
620
26
1
1,550
bus+train
2,581
1,632
329
26
277
392.6
12,298.6
10,743.9
1,162.1
0
1
1
0
0
13
0
1003_1453
6
16
0
1,320
0
800
0
0
1,550
train_only
2,501
1,320
381
346
35
455.9
12,772.9
0
12,317
0
0
1
0
0
13
0
1003_1453
7
16
753
630
0
449
57
2
1,550
bus+train
2,484
1,383
652
346
249
779.8
11,796.2
4,933.9
6,082.4
0
1
1
0
0
13
0
1003_1453
8
16
733
630
0
391
208
2
1,550
bus+train
2,417
1,363
663
346
109
792.8
11,777.8
4,902.6
6,082.4
0
1
1
0
0
13
0
1003_1453
9
16
679
630
0
406
150
1
1,550
bus+train
2,467
1,309
752
346
256
900.4
11,747.2
4,764.3
6,082.4
0
1
1
0
0
13
0
1003_1453
10
16
831
630
0
389
57
2
1,550
bus+train
2,531
1,461
681
346
278
815.3
12,254.9
5,357.1
6,082.4
0
1
1
0
0
13
0
1003_1453
11
16
768
630
0
406
150
1
1,550
bus+train
2,578
1,398
774
346
278
926.7
12,196.6
5,187.5
6,082.4
0
1
1
0
0
13
0
1003_1453
12
16
663
630
0
328
208
1
1,550
bus+train
2,431
1,293
810
346
256
969.7
11,740.1
4,688
6,082.4
0
1
1
0
0
13
0
1003_1453
13
16
741
630
0
328
208
1
1,550
bus+train
2,531
1,371
832
346
278
995.9
12,189.5
5,111.1
6,082.4
0
1
1
0
0
13
0
1003_1453
14
16
941
630
0
452
57
3
1,550
bus+train
2,828
1,571
805
346
402
964.9
12,568.3
5,520.9
6,082.4
0
1
1
0
0
13
0
1003_1453
15
16
851
630
0
391
208
2
1,550
bus+train
2,828
1,481
956
346
402
1,145.5
12,502.9
5,275
6,082.4
0
1
1
0
0
13
0
1003_1454
0
2
1,796
0
0
154
0
0
1,500
bus_only
2,147
1,796
197
168
29
234.8
12,911.4
12,676.6
0
0
1
0
0
0
29
0.5
1003_1454
1
2
1,709
0
0
94
0
0
1,500
bus_only
2,266
1,709
463
168
295
553.9
12,949
12,395.1
0
0
1
0
0
0
29
0.5
1003_1455
0
2
2,756
0
0
171
0
0
1,600
bus_only
3,175
2,756
248
168
80
296.3
16,134.3
15,838
0
0
1
0
0
0
48
0
1003_1455
1
2
0
1,650
0
141
0
0
1,650
train_only
2,164
1,650
373
346
27
446.2
16,713.1
0
16,266.9
0
0
1
0
47
48
1
1003_1456
0
2
302
1,650
0
229
40
1
1,650
bus+train
2,419
1,952
238
168
30
283.1
18,199.4
1,220
16,696.3
0
1
1
0
0
33
0
1003_1456
1
2
0
1,800
0
243
0
0
1,650
train_only
2,419
1,800
376
346
30
449.6
18,110.3
0
17,660.6
0
0
1
0
32
33
1
1003_1457
0
2
280
1,770
0
513
40
1
1,650
bus+train
2,787
2,050
224
168
16
266.8
19,443
1,220
17,956.1
0
1
1
0
0
55
0
1003_1457
1
2
0
1,920
0
505
0
0
1,650
train_only
2,787
1,920
362
346
16
433.4
19,353.8
0
18,920.5
0
0
1
0
54
55
1
1003_14669
0
25
667
420
0
705
115
2
1,550
bus+train
1,940
1,087
148
26
7
174.9
9,199.2
4,195.7
4,828.7
0
1
1
0
0
15
0
1003_14669
1
25
567
570
0
557
213
1
1,550
bus+train
1,940
1,137
246
26
7
292.8
9,414
3,323.9
5,797.4
0
1
1
0
15
15
1
1003_14669
2
25
1,856
0
0
965
0
1
1,500
bus_only
3,190
1,856
369
207
162
442.2
12,415.6
11,973.4
0
0
1
0
0
0
15
0
1003_14669
3
25
962
420
0
1,011
115
2
1,550
bus+train
2,691
1,382
298
26
157
354.5
10,963.6
5,780.4
4,828.7
0
1
1
0
0
15
0
1003_14669
4
25
923
420
0
1,011
115
2
1,550
bus+train
2,691
1,343
337
26
196
401.5
10,708.7
5,478.6
4,828.7
0
1
1
0
0
15
0
1003_14669
5
25
824
870
0
865
202
1
1,550
bus+train
2,949
1,694
390
26
162
466.5
13,468.6
4,535.9
8,466.2
0
1
1
0
0
15
0
1003_14669
6
25
1,835
300
0
728
67
1
1,550
bus+train
3,250
2,135
387
26
294
462.2
13,487.1
9,991.8
3,033.1
0
1
1
0
0
15
0
1003_14669
7
25
1,817
0
0
1,025
0
1
1,500
bus_only
3,245
1,817
403
207
196
482.2
12,153.8
11,671.5
0
0
1
0
0
0
15
0
1003_14669
8
25
929
420
0
705
115
2
1,550
bus+train
2,489
1,349
435
26
294
519.9
9,808.9
4,460.4
4,828.7
0
1
1
0
0
15
0
1003_14669
9
25
785
870
0
925
202
1
1,550
bus+train
3,004
1,655
424
26
196
506.5
13,206.7
4,234
8,466.2
0
1
1
0
0
15
0
1003_14669
10
25
829
570
0
557
213
1
1,550
bus+train
2,489
1,399
533
26
294
637.7
10,023.7
3,588.5
5,797.4
0
1
1
0
0
15
0
1003_14669
11
25
1,599
0
0
815
0
1
1,500
bus_only
2,918
1,599
504
306
198
603.3
11,107.8
10,504.5
0
0
1
0
0
0
15
0
1003_14669
12
25
573
420
0
705
115
2
1,550
bus+train
2,228
993
530
26
389
634
9,317.8
3,855.1
4,828.7
0
1
1
0
0
15
0
1003_14669
13
25
473
570
0
557
213
1
1,550
bus+train
2,228
1,043
628
26
389
751.9
9,532.5
2,983.3
5,797.4
0
1
1
0
0
15
0
1003_14669
14
25
1,026
420
0
1,232
115
2
1,550
bus+train
3,209
1,446
531
26
390
634.7
10,935.2
5,471.8
4,828.7
0
1
1
0
0
15
0
1003_14669
15
25
1,859
300
0
728
67
1
1,550
bus+train
3,512
2,159
625
26
532
747.1
14,128.5
10,348.3
3,033.1
0
1
1
0
0
15
0
1003_14669
16
25
1,698
0
0
815
0
1
1,500
bus_only
3,209
1,698
696
306
390
833.6
11,920
11,086.4
0
0
1
0
0
0
15
0
1003_14669
17
25
889
420
0
951
115
2
1,550
bus+train
2,920
1,309
660
26
519
789.1
10,805.2
5,187.4
4,828.7
0
1
1
0
0
15
0
1003_14669
18
25
2,332
300
0
973
67
2
1,650
bus+train
4,167
2,632
562
26
469
672.3
17,677.7
13,972.4
3,033.1
0
1
1
0
0
15
0
1003_14669
19
25
1,032
420
0
1,109
115
3
1,550
bus+train
3,171
1,452
610
26
469
729.9
11,695
6,136.4
4,828.7
0
1
1
0
0
15
0
1003_14669
20
25
945
420
0
768
115
3
1,550
bus+train
2,806
1,365
673
26
532
804.7
10,450.3
4,816.9
4,828.7
0
1
1
0
0
15
0
1003_14669
21
25
1,783
0
0
965
0
1
1,500
bus_only
3,474
1,783
726
207
519
869.8
12,250.2
11,380.4
0
0
1
0
0
0
15
0
1003_14669
22
25
751
870
0
865
202
1
1,550
bus+train
3,233
1,621
747
26
519
894.1
13,303.2
3,942.9
8,466.2
0
1
1
0
0
15
0
1003_14669
23
25
1,177
420
0
1,153
115
2
1,550
bus+train
3,423
1,597
673
26
532
804.7
12,165.3
6,532
4,828.7
0
1
1
0
0
15
0
1003_14669
24
25
944
420
0
1,346
115
2
1,550
bus+train
3,383
1,364
673
26
532
804.7
10,637.9
5,004.5
4,828.7
0
1
1
0
0
15
0
1003_150
0
3
0
300
0
181
0
0
1,550
train_only
551
300
70
26
44
82.8
3,115.9
0
3,033.1
0
0
1
0
8,852
8,853
1
1003_150
1
3
0
300
0
131
0
0
1,550
train_only
1,084
300
653
346
307
781.9
3,585.7
0
2,803.8
0
0
1
0
0
8,853
0
1003_150
2
3
0
420
0
1,139
0
0
1,550
train_only
1,773
420
214
28
186
255.4
3,079.9
0
2,824.6
0
0
1
0
0
8,853
0
1003_1504
0
7
1,882
1,637
0
564
113
2
2,050
bus+train
4,487
3,519
404
168
123
482.1
38,869.1
11,865.3
26,521.6
0
1
1
0
0
44
0
1003_1504
1
7
4,328
300
0
828
80
3
2,050
bus+train
5,702
4,628
246
26
140
293.1
37,070
33,743.8
3,033.1
0
1
1
0
0
44
0
1003_1504
2
7
5,895
300
0
372
80
1
2,150
bus+train
6,847
6,195
280
26
174
333.2
41,432.1
38,065.8
3,033.1
0
1
1
0
44
44
1
1003_1504
3
7
4,805
300
0
826
124
3
2,050
bus+train
6,179
5,105
248
26
98
294.8
39,428.9
36,101.1
3,033.1
0
1
1
0
0
44
0
1003_1504
4
7
4,257
0
0
1,015
122
2
2,000
bus_only
5,702
4,257
430
168
140
514
35,672.8
35,158.8
0
0
1
0
0
0
44
0
1003_1504
5
7
4,406
300
0
828
80
3
2,050
bus+train
6,195
4,706
661
26
555
791.4
37,973.2
34,148.7
3,033.1
0
1
1
0
0
44
0
1003_1504
6
7
4,335
0
0
1,015
122
2
2,000
bus_only
6,195
4,335
845
168
555
1,012.3
36,576
35,563.7
0
0
1
0
0
0
44
0
1003_1505
0
8
0
2,950
0
884
118
3
2,150
train_only
4,134
2,950
300
26
156
356.8
43,076.6
0
42,719.8
0
0
1
0
18
18
1
1003_1505
1
8
2,030
1,809
0
843
28
2
2,150
bus+train
5,034
3,839
352
168
156
419.5
43,667.2
13,325.5
29,922.1
0
1
1
0
0
18
0
1003_1505
2
8
3,036
2,940
0
1,110
68
2
2,250
bus+train
7,612
5,976
526
26
432
628.3
48,278.4
19,357.4
28,292.7
0
1
1
0
0
18
0
1003_1505
3
8
6,561
300
0
770
74
3
2,250
bus+train
8,163
6,861
532
26
432
635
47,616.4
43,948.3
3,033.1
0
1
1
0
0
18
0
1003_1505
4
8
3,393
1,242
0
1,119
176
4
2,150
bus+train
6,388
4,635
634
26
432
757.2
41,898.2
26,795.1
14,346
0
1
1
0
0
18
0
1003_1505
5
8
6,481
300
0
830
74
3
2,250
bus+train
8,598
6,781
987
26
887
1,180.4
47,820
43,606.5
3,033.1
0
1
1
0
0
18
0
1003_1505
6
8
2,964
2,940
0
1,170
68
2
2,250
bus+train
8,055
5,904
981
26
887
1,173.7
48,482
19,015.6
28,292.7
0
1
1
0
0
18
0
1003_1505
7
8
3,321
1,242
0
1,179
176
4
2,150
bus+train
6,831
4,563
1,089
26
887
1,302.6
42,101.8
26,453.3
14,346
0
1
1
0
0
18
0
1003_1507
0
2
2,105
2,409
0
793
28
2
2,350
bus+train
5,687
4,514
380
168
184
451.9
55,025.5
13,325.5
41,248.2
0
1
1
0
0
17
0.5
1003_1507
1
2
5,646
1,157
0
1,053
176
4
2,750
bus+train
9,122
6,803
1,266
26
1,064
1,515.5
74,455.6
58,594.1
14,346
0
1
1
0
0
17
0.5
1003_1508
0
11
6,556
0
0
955
7
1
2,600
bus_only
7,762
6,556
251
168
76
299.2
65,658.5
65,359.3
0
0
1
0
0
0
14
0