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
9887_8502205
1
9
124
0
0
118
0
0
1,500
bus_only
440
124
198
17
181
235.6
1,181.5
945.9
0
0
1
0
0
0
1,327
0
9887_8502205
2
9
649
0
0
121
0
0
1,500
bus_only
900
649
130
17
113
154.4
1,781.5
1,627.1
0
0
1
0
0
0
1,327
0
9887_8502205
3
9
159
0
0
178
0
0
1,500
bus_only
530
159
193
17
176
229.8
1,474.3
1,244.6
0
0
1
0
0
1
1,327
0.000754
9887_8502205
4
9
482
0
0
121
0
0
1,500
bus_only
810
482
207
17
190
247.4
1,489.6
1,242.2
0
0
1
0
0
0
1,327
0
9887_8502205
5
9
140
0
0
261
0
0
1,500
bus_only
721
140
320
17
303
381.2
1,755.7
1,374.5
0
0
1
0
0
0
1,327
0
9887_8502205
6
9
393
0
0
121
0
0
1,500
bus_only
830
393
316
17
299
377.4
1,497.2
1,119.8
0
0
1
0
0
0
1,327
0
9887_8502205
7
9
546
0
0
181
0
0
1,500
bus_only
1,037
546
310
17
293
370.9
1,809.7
1,438.8
0
0
1
0
0
0
1,327
0
9887_8502205
8
9
297
0
0
121
0
0
1,500
bus_only
955
297
537
17
520
642.8
1,557
914.3
0
0
1
0
0
0
1,327
0
9887_8502406
0
9
785
0
0
806
0
0
1,500
bus_only
1,619
785
28
17
11
31.5
4,853.2
4,821.7
0
0
1
0
0
33
33
1
9887_8502406
1
9
777
0
0
228
0
1
1,500
bus_only
1,248
777
243
17
226
290.5
5,128.8
4,838.3
0
0
1
0
0
0
33
0
9887_8502406
2
9
742
0
0
866
0
0
1,500
bus_only
1,911
742
303
17
286
361.2
4,902
4,540.8
0
0
1
0
0
0
33
0
9887_8502406
3
9
771
0
0
750
0
1
1,500
bus_only
1,549
771
28
17
11
31.5
4,853.2
4,821.7
0
0
1
0
0
0
33
0
9887_8502406
4
9
968
0
0
357
0
1
1,500
bus_only
1,471
968
146
17
129
172
7,429.1
7,257.1
0
0
1
0
0
0
33
0
9887_8502406
5
9
780
0
0
455
0
1
1,500
bus_only
1,408
780
173
17
156
205.1
4,862.8
4,657.7
0
0
1
0
0
0
33
0
9887_8502406
6
9
732
0
0
395
0
1
1,500
bus_only
1,461
732
334
17
317
398.8
4,939.6
4,540.8
0
0
1
0
0
0
33
0
9887_8502406
7
9
891
0
0
297
0
1
1,500
bus_only
1,647
891
459
17
442
548.7
7,527.2
6,978.5
0
0
1
0
0
0
33
0
9887_8502406
8
9
805
0
0
395
0
1
1,500
bus_only
1,687
805
487
17
470
583.4
5,526.3
4,942.9
0
0
1
0
0
0
33
0
9887_8502680
0
9
737
0
0
460
0
0
1,500
bus_only
1,215
737
18
17
1
20
4,560.8
4,540.8
0
0
1
0
0
80
83
0.963855
9887_8502680
1
9
729
0
0
323
0
1
1,500
bus_only
1,070
729
18
17
1
20
4,560.8
4,540.8
0
0
1
0
0
3
83
0.036145
9887_8502680
2
9
703
0
0
520
0
0
1,500
bus_only
1,516
703
293
17
276
349.6
4,628.6
4,279
0
0
1
0
0
0
83
0
9887_8502680
3
9
784
0
0
323
0
1
1,500
bus_only
1,256
784
149
17
132
177.1
4,834.9
4,657.7
0
0
1
0
0
0
83
0
9887_8502680
4
9
984
0
0
199
0
2
1,500
bus_only
1,359
984
176
17
159
209.6
7,466.8
7,257.1
0
0
1
0
0
0
83
0
9887_8502680
5
9
695
0
0
383
0
1
1,500
bus_only
1,371
695
293
17
276
349.6
4,628.6
4,279
0
0
1
0
0
0
83
0
9887_8502680
6
9
778
0
0
460
0
0
1,500
bus_only
1,571
778
333
17
316
398.7
5,220.4
4,821.7
0
0
1
0
0
0
83
0
9887_8502680
7
9
808
0
0
383
0
1
1,500
bus_only
1,531
808
340
17
323
406
5,348.9
4,942.9
0
0
1
0
0
0
83
0
9887_8502680
8
9
902
0
0
199
0
2
1,500
bus_only
1,438
902
337
17
320
402.5
7,381
6,978.5
0
0
1
0
0
0
83
0
9887_855
0
17
802
0
0
718
0
1
1,500
bus_only
1,538
802
18
17
1
20.1
6,489.2
6,469.1
0
0
1
0
0
9
18
0.5
9887_855
1
17
816
0
0
706
0
3
1,500
bus_only
1,619
816
97
17
80
115.2
6,940.3
6,825
0
0
1
0
0
0
18
0
9887_855
2
17
1,036
0
0
599
0
1
1,500
bus_only
1,681
1,036
46
17
29
53.7
7,020
6,966.3
0
0
1
0
0
0
18
0
9887_855
3
17
1,249
0
0
599
0
1
1,500
bus_only
1,945
1,249
97
17
80
115.2
8,539.7
8,424.5
0
0
1
0
0
0
18
0
9887_855
4
17
862
0
0
663
0
2
1,500
bus_only
1,622
862
97
17
80
115.2
6,940.3
6,825
0
0
1
0
0
5
18
0.277778
9887_855
5
17
742
0
0
718
0
1
1,500
bus_only
1,738
742
278
17
261
331.6
6,570
6,238.4
0
0
1
0
0
0
18
0
9887_855
6
17
849
0
0
718
0
1
1,500
bus_only
1,873
849
306
17
289
365.2
7,090.4
6,725.2
0
0
1
0
0
0
18
0
9887_855
7
17
1,067
0
0
599
0
1
1,500
bus_only
2,063
1,067
397
17
380
475.2
7,756.1
7,280.9
0
0
1
0
0
0
18
0
9887_855
8
17
1,195
0
0
599
0
1
1,500
bus_only
2,177
1,195
383
17
366
458
8,577.1
8,119.1
0
0
1
0
0
0
18
0
9887_855
9
17
772
0
0
723
0
2
1,500
bus_only
1,859
772
364
17
347
434.7
6,954.3
6,519.7
0
0
1
0
0
0
18
0
9887_855
10
17
724
0
0
1,075
0
1
1,500
bus_only
2,198
724
399
17
382
476
6,749.9
6,273.9
0
0
1
0
0
0
18
0
9887_855
11
17
735
0
0
723
0
2
1,500
bus_only
1,857
735
399
17
382
476
6,749.9
6,273.9
0
0
1
0
0
0
18
0
9887_855
12
17
712
0
0
622
0
1
1,500
bus_only
1,858
712
524
17
507
626.4
6,596.7
5,970.4
0
0
1
0
0
4
18
0.222222
9887_855
13
17
1,441
0
0
659
0
1
1,500
bus_only
2,555
1,441
455
17
438
543.7
9,412.5
8,868.7
0
0
1
0
0
0
18
0
9887_855
14
17
1,043
0
0
723
0
2
1,500
bus_only
2,221
1,043
455
17
438
543.7
7,813
7,269.3
0
0
1
0
0
0
18
0
9887_855
15
17
813
0
0
916
0
2
1,500
bus_only
2,184
813
455
17
438
543.7
7,047.7
6,503.9
0
0
1
0
0
0
18
0
9887_855
16
17
1,041
0
0
1,186
0
2
1,500
bus_only
2,707
1,041
480
17
463
574.5
9,157.3
8,582.7
0
0
1
0
0
0
18
0
9887_9002554
0
11
1,520
0
0
839
0
1
2,500
bus_only
2,383
1,520
24
17
7
27.1
10,897.8
10,870.7
0
0
1
0
0
10
14
1
9887_9002554
1
11
1,342
0
0
531
126
3
1,500
bus_only
2,023
1,342
150
17
7
177.4
10,600.9
10,423.5
0
0
1
0
0
0
14
0
9887_9002554
2
11
1,567
0
0
839
0
1
2,500
bus_only
2,831
1,567
425
17
408
508.5
11,743.2
11,234.7
0
0
1
0
0
0
14
0
9887_9002554
3
11
1,293
0
0
472
234
2
1,500
bus_only
2,023
1,293
258
17
7
307.4
10,561.8
10,254.4
0
0
1
0
0
0
14
0
9887_9002554
4
11
1,489
0
0
899
0
1
2,500
bus_only
2,869
1,489
481
17
464
574.8
10,976.5
10,401.7
0
0
1
0
0
0
14
0
9887_9002554
5
11
1,423
0
0
984
35
1
2,500
bus_only
2,952
1,423
545
17
493
652.4
11,067.1
10,414.7
0
0
1
0
0
0
14
0
9887_9002554
6
11
1,389
0
0
531
126
3
1,500
bus_only
2,471
1,389
551
17
408
658.8
11,446.2
10,787.4
0
0
1
0
0
0
14
0
9887_9002554
7
11
1,340
0
0
472
234
2
1,500
bus_only
2,471
1,340
659
17
408
788.8
11,407.2
10,618.4
0
0
1
0
0
0
14
0
9887_9002554
8
11
2,085
0
0
340
62
2
1,600
bus_only
3,018
2,085
593
17
514
709.9
17,098.1
16,388.2
0
0
1
0
0
0
14
0
9887_9002554
9
11
1,311
0
0
591
126
3
1,500
bus_only
2,509
1,311
607
17
464
725.2
10,679.6
9,954.4
0
0
1
0
0
0
14
0
9887_9002554
10
11
1,262
0
0
532
234
2
1,500
bus_only
2,509
1,262
715
17
464
855.1
10,640.5
9,785.3
0
0
1
0
0
0
14
0
9887_9003438
0
7
764
0
0
736
0
0
1,500
bus_only
1,524
764
24
17
7
26.9
3,602.9
3,576
0
0
1
0
0
80
80
1
9887_9003438
1
7
391
330
0
450
128
1
1,550
bus+train
1,377
721
206
17
61
245
5,893.7
2,801.1
2,847.7
0
1
1
0
0
80
0
9887_9003438
2
7
802
0
0
736
0
0
1,500
bus_only
1,891
802
353
17
336
422.3
4,300.8
3,878.5
0
0
1
0
0
0
80
0
9887_9003438
3
7
914
0
0
382
0
1
1,500
bus_only
1,405
914
109
102
7
129.1
5,850.4
5,721.3
0
0
1
0
0
0
80
0
9887_9003438
4
7
1,004
0
0
522
0
1
1,500
bus_only
1,867
1,004
341
102
239
407.4
6,354.8
5,947.4
0
0
1
0
0
0
80
0
9887_9003438
5
7
952
0
0
382
0
1
1,500
bus_only
1,772
952
438
102
336
524.5
6,548.3
6,023.8
0
0
1
0
0
0
80
0
9887_9003438
6
7
1,090
0
0
522
0
1
1,500
bus_only
2,135
1,090
523
102
421
625.1
6,742
6,116.8
0
0
1
0
0
0
80
0
9887_9003440
0
6
805
0
0
340
0
0
1,500
bus_only
1,169
805
24
17
7
27.1
3,905.6
3,878.5
0
0
1
0
0
22
22
1
9887_9003440
1
6
768
0
0
340
0
0
1,500
bus_only
1,471
768
363
17
346
433.6
4,009.7
3,576
0
0
1
0
0
0
22
0
9887_9003440
2
6
893
0
0
340
0
0
1,500
bus_only
1,637
893
404
17
387
483
4,709
4,226.1
0
0
1
0
0
0
22
0
9887_9003440
3
6
931
0
0
740
0
1
1,500
bus_only
1,940
931
269
17
252
321.3
4,285.9
3,964.6
0
0
1
0
0
0
22
0
9887_9003440
4
6
984
0
0
800
0
1
1,500
bus_only
2,151
984
367
17
350
438.8
4,534.9
4,096.1
0
0
1
0
0
0
22
0
9887_9003440
5
6
1,053
0
0
740
0
1
1,500
bus_only
2,347
1,053
554
17
537
663.3
4,938
4,274.7
0
0
1
0
0
0
22
0
9887_9003443
0
14
878
0
0
737
0
0
1,500
bus_only
1,639
878
24
17
7
27.3
4,253.3
4,226.1
0
0
1
0
0
23
23
1
9887_9003443
1
14
391
230
0
451
128
1
1,550
bus+train
1,468
621
396
17
251
472.5
5,201.8
2,801.1
1,928.2
0
1
1
0
0
23
0
9887_9003443
2
14
802
0
0
737
0
0
1,500
bus_only
1,952
802
413
17
396
494.3
4,372.8
3,878.5
0
0
1
0
0
0
23
0
9887_9003443
3
14
1,028
0
0
383
0
1
1,500
bus_only
1,520
1,028
109
102
7
129.5
6,500.8
6,371.3
0
0
1
0
0
0
23
0
9887_9003443
4
14
980
0
0
544
23
1
1,500
bus_only
1,664
980
140
17
100
165.7
6,295
6,129.4
0
0
1
0
0
0
23
0
9887_9003443
5
14
911
0
0
896
0
1
1,500
bus_only
2,145
911
338
17
321
404
4,920.6
4,516.6
0
0
1
0
0
0
23
0
9887_9003443
6
14
933
0
0
797
0
0
1,500
bus_only
2,157
933
427
17
410
510.2
5,151.3
4,641.1
0
0
1
0
0
0
23
0
9887_9003443
7
14
1,072
0
0
383
0
1
1,500
bus_only
1,878
1,072
423
102
321
506.2
7,168.1
6,661.8
0
0
1
0
0
0
23
0
9887_9003443
8
14
1,133
0
0
434
35
1
1,500
bus_only
2,033
1,133
466
17
414
556.6
8,850.7
8,294.1
0
0
1
0
0
0
23
0
9887_9003443
9
14
952
0
0
383
0
1
1,500
bus_only
1,833
952
498
102
396
596.5
6,620.3
6,023.8
0
0
1
0
0
0
23
0
9887_9003443
10
14
1,147
0
0
523
0
1
1,500
bus_only
2,198
1,147
528
102
426
632
6,880.4
6,248.3
0
0
1
0
0
0
23
0
9887_9003443
11
14
1,090
0
0
463
0
1
1,500
bus_only
2,122
1,090
569
102
467
681.7
6,798.5
6,116.8
0
0
1
0
0
0
23
0
9887_9003443
12
14
1,211
0
0
463
0
1
1,500
bus_only
2,249
1,211
575
102
473
689.1
7,116.1
6,427
0
0
1
0
0
0
23
0
9887_9003443
13
14
1,004
0
0
463
0
1
1,500
bus_only
2,095
1,004
628
102
526
752.1
6,699.5
5,947.4
0
0
1
0
0
0
23
0
9887_9003555
0
17
592
0
0
681
0
0
1,500
bus_only
1,297
592
24
17
7
27.4
1,910.8
1,883.4
0
0
1
0
0
165
165
1
9887_9003555
1
17
702
0
0
227
0
1
1,500
bus_only
1,038
702
109
102
7
129.7
4,158.3
4,028.6
0
0
1
0
0
0
165
0
9887_9003555
2
17
754
0
0
161
0
0
1,500
bus_only
1,260
754
345
102
243
411.9
4,277.7
3,865.8
0
0
1
0
0
0
165
0
9887_9003555
3
17
109
180
0
534
83
1
1,550
bus+train
1,134
289
311
17
211
370.2
3,523.5
1,092.5
2,060.8
0
1
1
0
0
165
0
9887_9003555
4
17
649
0
0
681
0
0
1,500
bus_only
1,645
649
315
17
298
376.1
2,528.6
2,152.6
0
0
1
0
0
0
165
0
9887_9003555
5
17
713
0
0
161
0
0
1,500
bus_only
1,282
713
408
102
306
487.1
4,186.3
3,699.2
0
0
1
0
0
0
165
0
9887_9003555
6
17
527
0
0
741
0
0
1,500
bus_only
1,650
527
382
17
365
456.6
2,003.5
1,546.9
0
0
1
0
0
0
165
0
9887_9003555
7
17
759
0
0
227
0
1
1,500
bus_only
1,386
759
400
102
298
478.3
4,776.1
4,297.8
0
0
1
0
0
0
165
0
9887_9003555
8
17
474
0
0
321
35
2
1,500
bus_only
1,172
474
377
17
325
449.6
4,137
3,687.4
0
0
1
0
0
0
165
0
9887_9003555
9
17
426
0
0
183
143
1
1,500
bus_only
1,094
426
485
17
325
579.6
4,097.9
3,518.3
0
0
1
0
0
0
165
0
9887_9003555
10
17
797
0
0
223
0
1
1,500
bus_only
1,476
797
456
102
354
544.5
4,470.9
3,926.4
0
0
1
0
0
0
165
0
9887_9003555
11
17
684
0
0
180
42
1
1,500
bus_only
1,417
684
553
17
494
661
5,244.3
4,583.3
0
0
1
0
0
0
165
0
9887_9003555
12
17
784
0
0
161
0
0
1,500
bus_only
1,582
784
637
102
535
761.6
4,903.2
4,141.7
0
0
1
0
0
0
165
0
9887_9003555
13
17
530
0
0
365
35
2
1,500
bus_only
1,427
530
532
17
480
635
4,173
3,538.1
0
0
1
0
0
0
165
0
9887_9003555
14
17
482
0
0
305
143
1
1,500
bus_only
1,427
482
640
17
480
764.9
4,133.9
3,369
0
0
1
0
0
0
165
0
9887_9003555
15
17
504
0
0
381
35
2
1,500
bus_only
1,472
504
587
17
535
700.6
4,663.8
3,963.3
0
0
1
0
0
0
165
0
9887_9003555
16
17
456
0
0
243
143
1
1,500
bus_only
1,394
456
695
17
535
830.5
4,624.8
3,794.2
0
0
1
0
0
0
165
0
9887_9003556
0
4
693
0
0
285
0
0
1,500
bus_only
1,007
693
29
17
12
33.8
2,186.4
2,152.6
0
0
1
0
0
71
71
1
9887_9003556
1
4
636
0
0
285
0
0
1,500
bus_only
1,248
636
327
17
310
391.4
2,274.8
1,883.4
0
0
1
0
0
0
71
0