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_3223
5
15
1,245
2,250
0
774
104
1
1,850
bus+train
4,573
3,495
304
26
174
362.2
28,438.1
2,553
25,523
0
1
1
0
0
153
0
1003_3223
6
15
740
2,580
0
437
94
1
1,850
bus+train
4,160
3,320
403
26
283
481.1
28,290.7
3,214.8
24,594.7
0
1
1
0
0
153
0
1003_3223
7
15
1,595
1,830
0
665
63
1
1,850
bus+train
4,521
3,425
431
26
342
514.8
26,581.1
5,898.8
20,167.5
0
1
1
0
0
153
0
1003_3223
8
15
976
2,580
0
666
94
1
1,850
bus+train
4,650
3,556
428
26
308
511.6
28,919.8
3,813.5
24,594.7
0
1
1
0
0
153
0
1003_3223
9
15
1,870
1,830
0
806
63
1
1,850
bus+train
5,083
3,700
577
26
488
690.1
26,663.6
5,806
20,167.5
0
1
1
0
0
153
0
1003_3223
10
15
971
2,580
0
437
94
1
1,850
bus+train
4,632
3,551
644
26
524
770.5
29,297
3,931.8
24,594.7
0
1
1
0
0
153
0
1003_3223
11
15
1,860
1,830
0
665
63
1
1,850
bus+train
4,985
3,690
630
26
541
754
27,508.1
6,586.7
20,167.5
0
1
1
0
0
153
0
1003_3223
12
15
1,372
2,250
0
683
104
1
1,850
bus+train
4,937
3,622
632
26
502
756.2
29,253.8
2,974.6
25,523
0
1
1
0
0
153
0
1003_3223
13
15
1,546
2,250
0
683
104
1
1,850
bus+train
5,104
3,796
625
26
495
747.2
29,561.9
3,291.7
25,523
0
1
1
0
0
153
0
1003_3223
14
15
1,054
2,250
0
774
104
1
1,850
bus+train
4,750
3,304
672
26
542
803.6
28,552.2
2,225.6
25,523
0
1
1
0
0
153
0
1003_3224
0
18
1,559
1,830
0
382
63
1
1,850
bus+train
3,906
3,389
135
26
46
159.9
25,572.5
5,245.2
20,167.5
0
1
1
0
0
47
0
1003_3224
1
18
1,276
1,830
0
425
122
2
1,850
bus+train
3,725
3,106
194
26
46
231.4
25,520.3
5,121.4
20,167.5
0
1
1
0
0
47
0
1003_3224
2
18
0
3,064
0
743
43
1
1,950
train_only
3,912
3,064
105
26
36
125
33,143.2
0
33,018.2
0
0
1
0
47
47
1
1003_3224
3
18
1,601
1,830
0
580
63
2
1,850
bus+train
4,314
3,431
303
26
214
361.2
25,668
5,139.3
20,167.5
0
1
1
0
0
47
0
1003_3224
4
18
1,432
1,830
0
382
63
1
1,850
bus+train
4,000
3,262
356
26
267
425.1
25,570.9
4,978.4
20,167.5
0
1
1
0
0
47
0
1003_3224
5
18
1,564
1,830
0
511
63
1
1,850
bus+train
4,273
3,394
368
26
279
439.8
25,585
4,977.8
20,167.5
0
1
1
0
0
47
0
1003_3224
6
18
1,634
1,830
0
382
63
1
1,850
bus+train
4,241
3,464
395
26
306
472.1
26,117.5
5,477.9
20,167.5
0
1
1
0
0
47
0
1003_3224
7
18
1,181
1,830
0
425
122
2
1,850
bus+train
3,863
3,011
427
26
279
511.3
25,585.2
4,906.5
20,167.5
0
1
1
0
0
47
0
1003_3224
8
18
1,344
1,830
0
425
122
2
1,850
bus+train
4,053
3,174
454
26
306
543.6
26,065.3
5,354.2
20,167.5
0
1
1
0
0
47
0
1003_3224
9
18
1,055
1,830
0
485
122
2
1,750
bus+train
3,914
2,885
544
26
396
650.8
25,500
4,681.7
20,167.5
0
1
1
0
0
47
0
1003_3224
10
18
1,438
1,830
0
571
63
1
1,750
bus+train
4,400
3,268
561
26
472
669.3
25,589.8
4,753
20,167.5
0
1
1
0
0
47
0
1003_3224
11
18
1,346
1,830
0
382
63
1
1,750
bus+train
4,150
3,176
592
26
503
707.9
25,632.2
4,756.9
20,167.5
0
1
1
0
0
47
0
1003_3224
12
18
1,171
1,830
0
577
162
2
1,850
bus+train
4,128
3,001
550
26
362
657.9
26,356.2
5,530.9
20,167.5
0
1
1
0
0
47
0
1003_3224
13
18
1,067
2,250
0
484
104
1
1,850
bus+train
4,378
3,317
577
26
447
689.4
29,105.5
2,893.1
25,523
0
1
1
0
0
47
0
1003_3224
14
18
1,381
1,830
0
571
63
2
1,750
bus+train
4,343
3,211
561
26
472
669.3
25,589.8
4,753
20,167.5
0
1
1
0
0
47
0
1003_3224
15
18
1,876
2,250
0
821
104
1
1,850
bus+train
5,576
4,126
629
26
499
750.7
30,287
4,013.3
25,523
0
1
1
0
0
47
0
1003_3224
16
18
1,856
2,250
0
720
86
1
1,850
bus+train
5,495
4,106
669
26
557
800.5
30,778.5
4,455
25,523
0
1
1
0
0
47
0
1003_3224
17
18
1,914
2,250
0
720
86
1
1,950
bus+train
5,566
4,164
682
26
570
815.8
30,873.4
4,534.7
25,523
0
1
1
0
0
47
0
1003_3225
0
17
0
2,954
0
450
43
1
1,950
train_only
3,504
2,954
100
26
31
118.4
33,725.5
0
33,607.2
0
0
1
0
31
31
1
1003_3225
1
17
900
1,650
0
694
63
2
1,750
bus+train
3,653
2,550
409
26
320
488.7
25,128.1
4,604.6
20,034.7
0
1
1
0
0
31
0
1003_3225
2
17
1,063
1,650
0
869
63
1
1,750
bus+train
3,842
2,713
260
26
171
309.4
24,965.8
4,621.7
20,034.7
0
1
1
0
0
31
0
1003_3225
3
17
961
1,650
0
1,288
122
1
1,750
bus+train
4,346
2,611
447
26
299
535.1
25,508.6
4,938.8
20,034.7
0
1
1
0
0
31
0
1003_3225
4
17
1,443
1,830
0
548
172
1
1,850
bus+train
4,318
3,273
497
26
299
594.1
29,291.4
6,076.8
22,620.5
0
1
1
0
0
31
0
1003_3225
5
17
1,289
1,650
0
869
63
1
1,850
bus+train
4,312
2,939
504
26
415
602.4
25,771.6
5,134.4
20,034.7
0
1
1
0
0
31
0
1003_3225
6
17
749
1,650
0
754
63
2
1,750
bus+train
3,690
2,399
537
26
448
640.9
24,971
4,295.4
20,034.7
0
1
1
0
0
31
0
1003_3225
7
17
918
1,650
0
1,348
122
1
1,750
bus+train
4,438
2,568
522
26
374
623.8
25,456.2
4,797.7
20,034.7
0
1
1
0
0
31
0
1003_3225
8
17
1,418
1,830
0
608
172
1
1,850
bus+train
4,428
3,248
572
26
374
682.7
29,238.9
5,935.7
22,620.5
0
1
1
0
0
31
0
1003_3225
9
17
1,519
1,830
0
548
172
1
1,850
bus+train
4,461
3,349
564
26
366
673.7
29,555.2
6,261
22,620.5
0
1
1
0
0
31
0
1003_3225
10
17
944
1,650
0
869
63
1
1,750
bus+train
4,086
2,594
623
26
534
745.8
25,070.7
4,290.2
20,034.7
0
1
1
0
0
31
0
1003_3225
11
17
1,174
1,650
0
928
122
1
1,850
bus+train
4,395
2,824
643
26
495
769.8
25,968.8
5,164.3
20,034.7
0
1
1
0
0
31
0
1003_3225
12
17
1,337
1,650
0
928
122
1
1,850
bus+train
4,550
2,987
635
26
487
760.2
26,204.8
5,409.8
20,034.7
0
1
1
0
0
31
0
1003_3225
13
17
764
1,650
0
1,348
122
1
1,750
bus+train
4,411
2,414
649
26
501
776.1
25,224.2
4,413.5
20,034.7
0
1
1
0
0
31
0
1003_3225
14
17
955
1,650
0
609
162
2
1,850
bus+train
3,903
2,605
689
26
501
823
25,947.4
5,089.7
20,034.7
0
1
1
0
0
31
0
1003_3225
15
17
1,762
1,650
0
1,087
63
2
1,850
bus+train
5,019
3,412
520
26
431
622
26,857.7
6,200.9
20,034.7
0
1
1
0
0
31
0
1003_3225
16
17
998
1,650
0
553
162
2
1,850
bus+train
3,911
2,648
710
26
522
849.3
26,127.5
5,243.5
20,034.7
0
1
1
0
0
31
0
1003_323
0
15
0
1,080
0
700
101
1
1,550
train_only
1,930
1,080
150
26
23
177.2
8,812.3
0
8,635
0
0
1
0
202
203
0.995074
1003_323
1
15
165
510
0
243
45
1
1,550
bus+train
1,388
675
470
344
81
561.5
6,100
1,098.5
4,440.1
0
1
1
0
0
203
0
1003_323
2
15
0
820
0
911
90
1
1,550
train_only
1,927
820
196
26
80
233
6,866.2
0
6,633.1
0
0
1
0
0
203
0
1003_323
3
15
0
840
0
826
155
1
1,550
train_only
1,870
840
204
26
23
241.8
7,909.6
0
7,667.8
0
0
1
0
0
203
0
1003_323
4
15
304
960
0
296
116
1
1,550
bus+train
1,823
1,264
263
26
121
314.2
10,469.9
2,747.7
7,408
0
1
1
0
0
203
0
1003_323
5
15
300
1,080
0
301
103
1
1,550
bus+train
1,975
1,380
294
26
165
350.8
10,377.8
2,118.1
7,908.9
0
1
1
0
1
203
0.004926
1003_323
6
15
592
360
0
842
113
1
1,550
bus+train
2,099
952
305
26
166
363.6
7,956.8
5,084.9
2,508.2
0
1
1
0
0
203
0
1003_323
7
15
270
960
0
296
116
1
1,550
bus+train
1,939
1,230
413
26
271
493.7
10,377.3
2,475.7
7,408
0
1
1
0
0
203
0
1003_323
8
15
1,239
120
0
689
94
2
1,550
bus+train
2,376
1,359
328
26
208
390.2
10,607.2
8,838.6
1,378.4
0
1
1
0
0
203
0
1003_323
9
15
543
360
0
842
113
1
1,550
bus+train
2,143
903
398
26
259
475.6
7,697.4
4,713.6
2,508.2
0
1
1
0
0
203
0
1003_323
10
15
785
1,440
0
645
40
1
1,650
bus+train
3,144
2,225
274
26
208
325.4
16,072.7
5,182.4
10,564.8
0
1
1
0
0
203
0
1003_323
11
15
260
960
0
674
188
1
1,550
bus+train
2,327
1,220
433
26
219
517.7
10,218.6
2,293
7,408
0
1
1
0
0
203
0
1003_323
12
15
200
960
0
296
116
1
1,550
bus+train
2,133
1,160
677
26
535
810.7
10,459.5
2,240.8
7,408
0
1
1
0
0
203
0
1003_323
13
15
1,074
690
0
779
169
1
1,550
bus+train
3,100
1,764
557
26
362
665.8
8,948.6
2,155.2
6,127.7
0
1
1
0
0
203
0
1003_323
14
15
1,009
690
0
839
169
1
1,550
bus+train
3,130
1,699
592
26
397
707.5
8,816.8
1,981.7
6,127.7
0
1
1
0
0
203
0
1003_324
0
22
0
750
0
266
155
1
1,550
train_only
1,234
750
218
26
37
258.5
7,102.8
0
6,844.3
0
0
1
0
165
165
1
1003_324
1
22
301
540
0
266
325
1
1,550
bus+train
1,915
841
808
26
457
966.9
7,301.1
1,700.6
4,633.6
0
1
1
0
0
165
0
1003_324
2
22
1,411
990
0
252
37
1
1,550
bus+train
2,840
2,401
187
26
124
222
12,368.9
2,900.5
9,246.4
0
1
1
0
0
165
0
1003_324
3
22
688
840
0
373
129
1
1,550
bus+train
2,180
1,528
279
26
124
332.5
9,725.6
1,518.6
7,874.5
0
1
1
0
0
165
0
1003_324
4
22
600
360
0
503
113
1
1,550
bus+train
2,059
960
596
26
457
712.3
7,330.6
4,110.1
2,508.2
0
1
1
0
0
165
0
1003_324
5
22
642
360
0
503
113
1
1,550
bus+train
2,100
1,002
595
26
456
711
7,687
4,467.8
2,508.2
0
1
1
0
0
165
0
1003_324
6
22
1,337
990
0
312
37
1
1,550
bus+train
3,105
2,327
466
26
403
556.8
12,448.5
2,645.3
9,246.4
0
1
1
0
0
165
0
1003_324
7
22
614
840
0
433
129
1
1,550
bus+train
2,445
1,454
558
26
403
667.2
9,805.2
1,263.5
7,874.5
0
1
1
0
0
165
0
1003_324
8
22
2,236
300
0
530
97
1
1,550
bus+train
3,504
2,536
438
26
315
523
15,176.8
11,620.8
3,033.1
0
1
1
0
0
165
0
1003_324
9
22
365
990
0
192
212
1
1,550
bus+train
2,140
1,355
593
26
355
709.6
12,726.9
2,771
9,246.4
0
1
1
0
0
165
0
1003_324
10
22
2,303
300
0
530
97
1
1,550
bus+train
3,568
2,603
435
26
312
519.5
15,381.1
11,828.6
3,033.1
0
1
1
0
0
165
0
1003_324
11
22
866
690
0
779
169
1
1,550
bus+train
2,842
1,556
507
26
312
605.5
8,201.7
1,468.5
6,127.7
0
1
1
0
0
165
0
1003_324
12
22
377
840
0
462
269
1
1,550
bus+train
2,286
1,217
607
26
312
726.3
10,356.6
1,755.8
7,874.5
0
1
1
0
0
165
0
1003_324
13
22
174
840
0
342
269
1
1,550
bus+train
2,006
1,014
650
26
355
778.4
9,899.1
1,246.2
7,874.5
0
1
1
0
0
165
0
1003_324
14
22
2,426
300
0
530
97
1
1,650
bus+train
3,722
2,726
466
26
343
557.2
15,669.4
12,079.2
3,033.1
0
1
1
0
0
165
0
1003_324
15
22
514
690
0
206
326
1
1,550
bus+train
2,077
1,204
667
26
315
798.2
7,951.7
1,025.8
6,127.7
0
1
1
0
0
165
0
1003_324
16
22
569
360
0
503
113
1
1,550
bus+train
2,107
929
675
26
536
807.4
7,202.7
3,887.1
2,508.2
0
1
1
0
0
165
0
1003_324
17
22
581
690
0
206
326
1
1,550
bus+train
2,141
1,271
664
26
312
794.7
8,156
1,233.7
6,127.7
0
1
1
0
0
165
0
1003_324
18
22
500
840
0
462
269
1
1,550
bus+train
2,440
1,340
638
26
343
764
10,644.9
2,006.4
7,874.5
0
1
1
0
0
165
0
1003_324
19
22
990
690
0
779
169
1
1,550
bus+train
3,026
1,680
567
26
372
677.6
8,554.5
1,749.3
6,127.7
0
1
1
0
0
165
0
1003_324
20
22
705
690
0
266
326
1
1,550
bus+train
2,383
1,395
722
26
370
864.3
8,506.5
1,514.5
6,127.7
0
1
1
0
0
165
0
1003_324
21
22
343
540
0
266
325
1
1,550
bus+train
1,973
883
824
26
473
986.3
7,678.3
2,058.3
4,633.6
0
1
1
0
0
165
0
1003_326
0
12
1,575
300
0
573
57
1
1,550
bus+train
2,621
1,875
173
26
90
204.7
13,273.3
10,035.5
3,033.1
0
1
1
0
1
754
0.001326
1003_326
1
12
732
450
0
438
134
1
1,550
bus+train
2,122
1,182
502
26
342
601.4
11,675.5
6,859.5
4,214.6
0
1
1
0
0
754
0
1003_326
2
12
0
1,410
0
563
101
1
1,550
train_only
2,183
1,410
210
26
83
249.1
12,327.6
0
12,078.5
0
0
1
0
753
754
0.998674
1003_326
3
12
862
450
0
539
176
2
1,550
bus+train
2,143
1,312
292
26
90
348.2
12,400.1
7,837.3
4,214.6
0
1
1
0
0
754
0
1003_326
4
12
1,547
0
0
528
102
1
1,500
bus_only
2,403
1,547
328
168
58
391.7
11,612.4
11,220.7
0
0
1
0
0
0
754
0
1003_326
5
12
1,393
0
0
321
0
1
1,500
bus_only
2,190
1,393
476
168
308
568.5
9,985.4
9,417
0
0
1
0
0
0
754
0
1003_326
6
12
1,510
300
0
573
57
1
1,550
bus+train
2,796
1,810
413
26
330
493.7
13,194.7
9,668
3,033.1
0
1
1
0
0
754
0
1003_326
7
12
1,463
0
0
261
0
1
1,500
bus_only
2,247
1,463
523
168
355
626.3
10,653.5
10,027.2
0
0
1
0
0
0
754
0
1003_326
8
12
802
450
0
438
134
1
1,550
bus+train
2,205
1,252
515
26
355
616.8
12,301.1
7,469.7
4,214.6
0
1
1
0
0
754
0
1003_326
9
12
1,658
300
0
573
57
1
1,550
bus+train
3,031
1,958
500
26
417
597.8
13,960
10,329.1
3,033.1
0
1
1
0
0
754
0
1003_326
10
12
1,499
0
0
261
0
1
1,500
bus_only
2,405
1,499
645
168
477
772.1
11,054.6
10,282.5
0
0
1
0
0
0
754
0
1003_326
11
12
1,508
0
0
528
102
1
1,500
bus_only
2,700
1,508
664
168
394
794.6
11,711.1
10,916.4
0
0
1
0
0
0
754
0
1003_327
0
6
1,435
0
0
216
0
0
1,500
bus_only
2,046
1,435
395
168
227
471.9
10,167.7
9,695.8
0
0
1
0
0
0
620
0.166667
1003_327
1
6
1,003
0
0
406
46
2
1,500
bus_only
1,770
1,003
361
168
147
430.9
9,492.6
9,061.7
0
0
1
0
0
0
620
0.166667
1003_327
2
6
1,461
0
0
258
102
1
1,500
bus_only
2,148
1,461
429
168
159
512.8
10,441
9,928.2
0
0
1
0
0
0
620
0.166667
1003_327
3
6
1,037
0
0
466
46
2
1,500
bus_only
1,905
1,037
402
168
188
480.4
9,772.7
9,292.3
0
0
1
0
0
0
620
0.166667
1003_327
4
6
1,013
0
0
400
0
2
1,500
bus_only
1,836
1,013
423
168
255
505.1
7,855.7
7,350.6
0
0
1
0
0
0
620
0.166667
1003_327
5
6
1,143
0
0
684
0
2
1,500
bus_only
2,581
1,143
754
168
586
903.8
9,696
8,792.2
0
0
1
0
0
0
620
0.166667