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_328
0
19
0
1,080
0
903
155
1
1,550
train_only
2,210
1,080
227
26
46
269.6
10,585
0
10,315.5
0
0
1
0
0
62
0
1003_328
1
19
0
725
0
839
214
2
1,550
train_only
1,852
725
288
26
48
342.6
9,854.1
0
9,511.5
0
0
1
0
62
62
1
1003_328
2
19
1,327
300
0
817
57
2
1,550
bus+train
2,875
1,627
431
26
348
514.5
13,004.1
9,456.6
3,033.1
0
1
1
0
0
62
0
1003_328
3
19
666
360
0
941
113
2
1,550
bus+train
2,454
1,026
487
26
348
581.8
9,044.1
5,954.1
2,508.2
0
1
1
0
0
62
0
1003_328
4
19
1,323
720
0
721
157
1
1,650
bus+train
3,295
2,043
531
26
348
634.3
16,157.6
9,785.1
5,738.2
0
1
1
0
0
62
0
1003_328
5
19
1,243
300
0
693
57
2
1,550
bus+train
2,786
1,543
550
26
467
658.1
12,367.4
8,676.2
3,033.1
0
1
1
0
0
62
0
1003_328
6
19
852
180
0
658
124
2
1,550
bus+train
2,307
1,032
617
26
467
738.6
10,167.3
6,788.3
2,640.3
0
1
1
0
0
62
0
1003_328
7
19
1,289
300
0
693
57
2
1,550
bus+train
2,834
1,589
552
26
469
660.3
12,805.3
9,111.9
3,033.1
0
1
1
0
0
62
0
1003_328
8
19
898
180
0
658
124
2
1,550
bus+train
2,355
1,078
619
26
469
740.8
10,605.1
7,224
2,640.3
0
1
1
0
0
62
0
1003_328
9
19
805
180
0
718
124
2
1,550
bus+train
2,366
985
663
26
513
793
9,767.7
6,334.4
2,640.3
0
1
1
0
0
62
0
1003_328
10
19
1,196
300
0
693
57
2
1,550
bus+train
2,838
1,496
649
26
566
776.5
12,031.8
8,222.3
3,033.1
0
1
1
0
0
62
0
1003_328
11
19
1,047
0
0
1,018
87
1
1,500
bus_only
2,787
1,047
722
168
467
865
8,316.2
7,451.2
0
0
1
0
0
0
62
0
1003_328
12
19
1,093
0
0
1,018
87
1
1,500
bus_only
2,835
1,093
724
168
469
867.2
8,754
7,886.8
0
0
1
0
0
0
62
0
1003_328
13
19
577
510
0
397
10
1
1,550
bus+train
2,307
1,087
823
346
467
985.6
10,058.8
4,164
4,909.1
0
1
1
0
0
62
0
1003_328
14
19
623
510
0
397
10
1
1,550
bus+train
2,355
1,133
825
346
469
987.8
10,496.6
4,599.7
4,909.1
0
1
1
0
0
62
0
1003_328
15
19
890
0
0
315
135
2
1,500
bus_only
2,032
890
827
344
348
989.7
8,432.4
7,442.7
0
0
1
0
0
0
62
0
1003_328
16
19
1,644
0
0
437
102
1
1,500
bus_only
2,875
1,644
794
344
348
949.8
13,564.5
12,614.7
0
0
1
0
0
0
62
0
1003_328
17
19
1,000
0
0
1,018
87
1
1,500
bus_only
2,839
1,000
821
168
566
983.4
7,980.5
6,997.2
0
0
1
0
0
0
62
0
1003_328
18
19
530
510
0
397
10
1
1,550
bus+train
2,359
1,040
922
346
566
1,104
9,723.2
3,710
4,909.1
0
1
1
0
0
62
0
1003_329
0
4
0
635
0
382
103
1
1,550
train_only
1,263
635
246
26
117
293
8,767.7
0
8,474.7
0
0
1
0
549
549
1
1003_329
1
4
727
180
0
326
124
1
1,550
bus+train
1,541
907
308
26
158
366.8
8,799.9
5,792.8
2,640.3
0
1
1
0
0
549
0
1003_329
2
4
2,207
0
0
648
0
0
1,500
bus_only
3,319
2,207
464
343
121
555.2
12,905.1
12,349.9
0
0
1
0
0
0
549
0
1003_329
3
4
875
300
0
368
57
1
1,550
bus+train
2,391
1,175
848
26
765
1,014.6
11,278.1
7,230.4
3,033.1
0
1
1
0
0
549
0
1003_330
0
11
0
755
0
732
214
2
1,550
train_only
1,746
755
259
26
19
308.3
10,316.2
0
10,007.9
0
0
1
0
81
81
1
1003_330
1
11
310
635
0
634
142
2
1,550
bus+train
1,885
945
306
26
138
363.2
10,774.3
1,936.4
8,474.7
0
1
1
0
0
81
0
1003_330
2
11
2,562
0
0
734
0
0
1,500
bus_only
3,806
2,562
510
343
167
610
14,720.3
14,110.3
0
0
1
0
0
0
81
0
1003_330
3
11
1,112
0
0
723
0
1
1,500
bus_only
2,170
1,112
335
168
167
399.4
7,796.7
7,397.3
0
0
1
0
0
0
81
0
1003_330
4
11
275
870
0
544
80
2
1,550
bus+train
2,090
1,145
401
168
153
478.3
10,446.6
1,220
8,748.3
0
1
1
0
0
81
0
1003_330
5
11
0
1,020
0
441
40
1
1,550
train_only
1,971
1,020
510
346
124
609.2
10,321.8
0
9,712.6
0
0
1
0
0
81
0
1003_330
6
11
1,070
0
0
663
0
1
1,500
bus_only
2,344
1,070
611
168
443
731.1
7,791.8
7,060.6
0
0
1
0
0
0
81
0
1003_330
7
11
1,195
0
0
165
135
1
1,500
bus_only
2,045
1,195
685
344
206
820
8,680.4
7,860.4
0
0
1
0
0
0
81
0
1003_330
8
11
253
635
0
634
142
2
1,550
bus+train
2,133
888
611
26
443
729.2
10,627.5
1,423.6
8,474.7
0
1
1
0
0
81
0
1003_330
9
11
2,520
0
0
674
0
0
1,500
bus_only
3,980
2,520
786
343
443
941.7
14,715.3
13,773.6
0
0
1
0
0
0
81
0
1003_330
10
11
1,143
0
0
165
135
1
1,500
bus_only
2,291
1,143
983
344
504
1,176.9
8,423.9
7,246.9
0
0
1
0
0
0
81
0
1003_331
0
24
1,397
330
0
908
40
2
1,550
bus+train
2,841
1,727
206
26
140
245.2
14,364
10,079.1
4,039.8
0
1
1
0
1
632
1
1003_331
1
24
679
480
0
527
396
2
1,550
bus+train
2,333
1,159
647
168
83
773.1
9,892.1
4,000.9
5,118.1
0
1
1
0
0
632
0
1003_331
2
24
2,102
0
0
726
0
0
1,500
bus_only
3,634
2,102
806
306
500
965.8
12,784.7
11,818.9
0
0
1
0
0
0
632
0
1003_331
3
24
812
240
0
1,098
115
2
1,550
bus+train
2,480
1,052
330
168
47
393.3
8,484.4
5,637
2,454.1
0
1
1
0
0
632
0
1003_331
4
24
2,023
0
0
273
0
1
1,500
bus_only
2,685
2,023
389
306
83
465
14,539.6
14,074.6
0
0
1
0
0
0
632
0
1003_331
5
24
2,051
0
0
333
0
1
1,500
bus_only
2,830
2,051
446
306
140
533.3
14,800.7
14,267.4
0
0
1
0
0
0
632
0
1003_331
6
24
1,179
150
0
588
231
2
1,550
bus+train
2,399
1,329
482
168
83
575.3
10,643.9
8,555.2
1,513.4
0
1
1
0
0
632
0
1003_331
7
24
1,347
330
0
848
40
2
1,550
bus+train
2,972
1,677
447
26
381
535.3
14,286.5
9,711.4
4,039.8
0
1
1
0
0
632
0
1003_331
8
24
1,362
0
0
413
373
1
1,500
bus_only
2,399
1,362
624
168
83
746.3
10,367.6
9,621.3
0
0
1
0
0
0
632
0
1003_331
9
24
1,596
0
0
471
121
1
1,500
bus_only
2,704
1,596
637
168
348
761.9
9,960.6
9,198.6
0
0
1
0
0
0
632
0
1003_331
10
24
1,390
0
0
473
373
1
1,500
bus_only
2,544
1,390
681
168
140
814.5
10,628.6
9,814.1
0
0
1
0
0
0
632
0
1003_331
11
24
1,544
0
0
743
65
1
1,500
bus_only
2,972
1,544
685
168
452
818.8
10,455.6
9,636.8
0
0
1
0
0
0
632
0
1003_331
12
24
1,446
330
0
908
40
2
1,550
bus+train
3,246
1,776
562
26
496
672.1
15,107.5
10,395.5
4,039.8
0
1
1
0
0
632
0
1003_331
13
24
1,483
0
0
643
58
2
1,500
bus_only
2,777
1,483
651
168
425
778.4
11,319.8
10,541.4
0
0
1
0
0
0
632
0
1003_331
14
24
1,688
0
0
755
0
1
1,500
bus_only
3,111
1,688
668
168
500
800
11,221.6
10,421.7
0
0
1
0
0
0
632
0
1003_331
15
24
1,478
0
0
471
121
1
1,500
bus_only
2,694
1,478
745
168
456
890.8
9,540
8,649.2
0
0
1
0
0
0
632
0
1003_331
16
24
707
480
0
587
396
2
1,550
bus+train
2,478
1,187
704
168
140
841.4
10,153.2
4,193.7
5,118.1
0
1
1
0
0
632
0
1003_331
17
24
1,726
0
0
755
0
1
1,500
bus_only
3,169
1,726
688
168
520
823.2
11,549.8
10,726.6
0
0
1
0
0
0
632
0
1003_331
18
24
1,754
0
0
408
0
1
1,500
bus_only
2,968
1,754
806
306
500
965.8
11,263.7
10,298
0
0
1
0
0
0
632
0
1003_331
19
24
2,100
0
0
333
0
1
1,500
bus_only
3,235
2,100
802
306
496
960.2
15,544.1
14,583.8
0
0
1
0
0
0
632
0
1003_331
20
24
1,446
0
0
643
58
2
1,500
bus_only
2,923
1,446
834
168
608
998.8
11,355
10,356.2
0
0
1
0
0
0
632
0
1003_331
21
24
1,787
0
0
606
36
1
1,500
bus_only
3,343
1,787
950
306
608
1,138
14,510.5
13,372.5
0
0
1
0
0
0
632
0
1003_331
22
24
1,439
0
0
473
373
1
1,500
bus_only
2,949
1,439
1,037
168
496
1,241.5
11,372
10,130.5
0
0
1
0
0
0
632
0
1003_331
23
24
1,612
0
0
373
135
2
1,500
bus_only
2,990
1,612
1,005
344
526
1,203.3
12,297.1
11,093.8
0
0
1
0
0
0
632
0
1003_332
0
19
1,841
210
0
971
26
1
1,550
bus+train
3,186
2,051
164
26
112
193.1
13,460.8
12,105.5
1,162.1
0
1
1
0
0
294
0
1003_332
1
19
715
570
0
734
239
2
1,550
bus+train
2,308
1,285
289
26
24
343.2
12,814.4
5,792.8
6,678.4
0
1
1
0
0
294
0
1003_332
2
19
2,135
0
0
771
0
0
1,500
bus_only
3,186
2,135
280
168
112
333.4
13,658.9
13,325.5
0
0
1
0
0
0
294
0
1003_332
3
19
0
2,220
0
447
101
1
1,650
train_only
2,818
2,220
151
26
24
178.3
19,616.1
0
19,437.8
0
0
1
0
293
294
0.996599
1003_332
4
19
0
1,860
0
453
155
1
1,650
train_only
2,518
1,860
205
26
24
242.9
15,633.3
0
15,390.4
0
0
1
0
0
294
0
1003_332
5
19
0
1,111
0
1,138
103
2
1,550
train_only
2,527
1,111
278
26
149
330.3
13,128
0
12,797.7
0
0
1
0
1
294
0.003401
1003_332
6
19
1,764
300
0
537
57
1
1,550
bus+train
3,006
2,064
405
26
322
482.8
14,445.6
10,929.7
3,033.1
0
1
1
0
0
294
0
1003_332
7
19
1,518
360
0
777
227
1
1,550
bus+train
3,044
1,878
389
26
136
464.7
10,375.8
7,402.9
2,508.2
0
1
1
0
0
294
0
1003_332
8
19
1,694
300
0
537
57
1
1,550
bus+train
2,997
1,994
466
26
383
555.5
13,972.3
10,383.7
3,033.1
0
1
1
0
0
294
0
1003_332
9
19
1,861
300
0
605
57
2
1,550
bus+train
3,144
2,161
378
26
295
450.8
14,508.5
11,024.7
3,033.1
0
1
1
0
0
294
0
1003_332
10
19
2,378
0
0
373
18
1
1,500
bus_only
3,218
2,378
467
168
281
557.6
12,867.9
12,310.3
0
0
1
0
0
0
294
0
1003_332
11
19
1,170
780
0
629
155
1
1,550
bus+train
3,041
1,950
462
26
281
551.1
11,570.5
6,385.8
4,633.6
0
1
1
0
0
294
0
1003_332
12
19
2,085
0
0
771
0
0
1,500
bus_only
3,407
2,085
551
168
383
658.3
13,497.1
12,838.8
0
0
1
0
0
0
294
0
1003_332
13
19
1,837
0
0
494
84
1
1,500
bus_only
2,905
1,837
574
168
322
685.9
12,286
11,600.1
0
0
1
0
0
0
294
0
1003_332
14
19
993
780
0
629
155
1
1,550
bus+train
2,966
1,773
564
26
383
673.1
11,051.5
5,744.8
4,633.6
0
1
1
0
0
294
0
1003_332
15
19
1,469
210
0
694
110
2
1,550
bus+train
2,935
1,679
562
26
426
670.9
11,614
9,781.1
1,162.1
0
1
1
0
0
294
0
1003_332
16
19
1,473
360
0
837
227
1
1,550
bus+train
3,255
1,833
585
26
332
699.2
10,245.6
7,038.2
2,508.2
0
1
1
0
0
294
0
1003_332
17
19
1,903
0
0
974
49
2
1,500
bus_only
3,390
1,903
513
168
296
612.3
10,641.8
10,029.5
0
0
1
0
0
0
294
0
1003_332
18
19
1,763
0
0
494
84
1
1,500
bus_only
2,935
1,763
678
168
426
811.1
11,812.2
11,001.1
0
0
1
0
0
0
294
0
1003_333
0
15
1,708
300
0
578
57
1
1,550
bus+train
2,847
2,008
261
26
178
310.4
14,942.3
11,598.9
3,033.1
0
1
1
0
0
86
0
1003_333
1
15
0
1,170
0
900
214
2
1,550
train_only
2,317
1,170
247
26
7
294.1
13,957.8
0
13,663.8
0
0
1
0
86
86
1
1003_333
2
15
1,810
300
0
578
57
1
1,650
bus+train
3,048
2,110
360
26
277
428
15,520.2
12,059.1
3,033.1
0
1
1
0
0
86
0
1003_333
3
15
1,701
330
0
485
40
2
1,650
bus+train
2,760
2,031
244
26
178
290.8
17,034.7
12,704.1
4,039.8
0
1
1
0
0
86
0
1003_333
4
15
1,894
330
0
457
40
2
1,650
bus+train
3,008
2,224
327
26
261
391.4
17,563.4
13,132.3
4,039.8
0
1
1
0
0
86
0
1003_333
5
15
1,803
330
0
485
40
2
1,650
bus+train
2,961
2,133
343
26
277
408.5
17,612.6
13,164.3
4,039.8
0
1
1
0
0
86
0
1003_333
6
15
1,945
330
0
362
40
2
1,650
bus+train
3,057
2,275
420
26
354
502.9
17,861.7
13,319
4,039.8
0
1
1
0
0
86
0
1003_333
7
15
281
1,026
0
889
143
3
1,550
bus+train
2,579
1,307
383
26
214
455.8
14,173.6
920.1
12,797.7
0
1
1
0
0
86
0
1003_333
8
15
1,829
300
0
569
57
2
1,550
bus+train
3,128
2,129
430
26
347
513.5
15,310.1
11,763.5
3,033.1
0
1
1
0
0
86
0
1003_333
9
15
1,729
300
0
665
57
2
1,550
bus+train
3,124
2,029
430
26
347
513.5
15,310.1
11,763.5
3,033.1
0
1
1
0
0
86
0
1003_333
10
15
422
1,026
0
889
143
3
1,550
bus+train
2,756
1,448
419
26
250
498.6
14,625.7
1,329.4
12,797.7
0
1
1
0
0
86
0
1003_333
11
15
2,710
300
0
864
57
1
1,650
bus+train
4,520
3,010
646
26
563
772.6
18,369.1
14,563.4
3,033.1
0
1
1
0
0
86
0
1003_333
12
15
2,320
210
0
1,060
26
3
1,650
bus+train
4,180
2,530
590
26
538
705.4
18,945.5
17,077.9
1,162.1
0
1
1
0
0
86
0
1003_333
13
15
1,993
300
0
1,299
57
3
1,550
bus+train
4,238
2,293
646
26
563
772.6
15,307.1
11,501.5
3,033.1
0
1
1
0
0
86
0
1003_333
14
15
2,440
0
0
1,067
0
2
1,500
bus_only
4,238
2,440
731
168
563
875.3
14,831.9
13,956.6
0
0
1
0
0
0
86
0
1003_334
0
20
0
1,860
0
952
0
1
1,650
train_only
2,858
1,860
46
26
20
53.2
17,577
0
17,523.7
0
0
1
0
0
31
0
1003_334
1
20
300
990
0
720
202
2
1,550
bus+train
2,361
1,290
351
26
123
417.5
14,917.9
2,407.6
12,092.8
0
1
1
0
0
31
0
1003_334
2
20
1,762
300
0
603
57
1
1,650
bus+train
2,838
2,062
173
26
90
204.3
16,023.9
12,786.6
3,033.1
0
1
1
0
0
31
0
1003_334
3
20
0
1,290
0
1,011
151
2
1,550
train_only
2,498
1,290
197
26
20
232.9
14,763.6
0
14,530.7
0
0
1
0
31
31
1
1003_334
4
20
1,536
450
0
617
134
1
1,650
bus+train
2,881
1,986
278
26
118
330.6
17,298.6
12,753.4
4,214.6
0
1
1
0
0
31
0
1003_334
5
20
1,898
0
0
490
84
1
1,500
bus_only
2,730
1,898
342
168
90
407.4
13,864.3
13,456.9
0
0
1
0
0
0
31
0
1003_334
6
20
726
840
0
677
239
2
1,550
bus+train
2,513
1,566
270
26
5
320.2
14,826.9
5,792.8
8,713.8
0
1
1
0
0
31
0
1003_334
7
20
1,606
180
0
521
124
3
1,650
bus+train
2,575
1,786
268
26
118
317.9
15,366.1
12,408
2,640.3
0
1
1
0
0
31
0