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
1002_238
5
24
1,301
0
0
502
0
1
1,500
bus_only
2,108
1,301
305
198
107
364.1
8,363.8
7,999.7
0
0
1
0
0
0
54
0
1002_238
6
24
0
990
0
416
236
1
1,550
train_only
1,722
990
316
62
18
376.3
9,049.6
0
8,673.4
0
0
1
0
54
54
1
1002_238
7
24
1,650
0
0
756
0
1
1,500
bus_only
2,651
1,650
245
38
207
292.8
10,000
9,707.2
0
0
1
0
0
0
54
0
1002_238
8
24
1,358
0
0
269
0
2
1,500
bus_only
1,932
1,358
305
198
107
364.1
8,330.9
7,966.8
0
0
1
0
0
0
54
0
1002_238
9
24
1,322
0
0
347
0
1
1,500
bus_only
2,022
1,322
353
198
155
422.9
8,190.9
7,768
0
0
1
0
0
0
54
0
1002_238
10
24
1,702
0
0
392
0
1
1,500
bus_only
2,437
1,702
343
184
159
410.1
8,842.4
8,432.2
0
0
1
0
0
0
54
0
1002_238
11
24
736
280
0
641
49
1
1,550
bus+train
2,064
1,016
407
198
160
486.9
7,583.2
4,561.3
2,535.1
0
1
1
0
0
54
0
1002_238
12
24
1,413
0
0
347
0
1
1,500
bus_only
2,165
1,413
405
198
207
485.6
8,490.2
8,004.5
0
0
1
0
0
0
54
0
1002_238
13
24
1,596
0
0
279
10
1
1,500
bus_only
2,304
1,596
429
198
221
513.3
8,299
7,785.7
0
0
1
0
0
0
54
0
1002_238
14
24
1,239
0
0
247
104
1
1,500
bus_only
1,976
1,239
490
198
188
585.3
11,732.4
11,147.1
0
0
1
0
0
0
54
0
1002_238
15
24
1,493
0
0
756
0
1
1,500
bus_only
2,652
1,493
403
38
365
482.4
9,644.5
9,162
0
0
1
0
0
0
54
0
1002_238
16
24
2,109
0
0
743
56
1
1,500
bus_only
3,229
2,109
377
38
283
450.1
9,872.2
9,422.1
0
0
1
0
0
0
54
0
1002_238
17
24
1,729
0
0
392
0
1
1,500
bus_only
2,588
1,729
467
184
283
558.5
9,208
8,649.5
0
0
1
0
0
0
54
0
1002_238
18
24
151
630
0
286
41
1
1,550
bus+train
1,660
781
593
416
136
709.3
7,269.5
881.7
5,678.5
0
1
1
0
0
54
0
1002_238
19
24
1,360
0
0
238
145
1
1,500
bus_only
2,162
1,360
564
198
221
675.3
8,225.4
7,550.2
0
0
1
0
0
0
54
0
1002_238
20
24
1,613
0
0
392
0
1
1,500
bus_only
2,554
1,613
549
184
365
657.5
8,826.6
8,169.1
0
0
1
0
0
0
54
0
1002_238
21
24
1,681
0
0
756
0
1
1,500
bus_only
2,939
1,681
502
38
464
600.3
10,567.2
9,966.9
0
0
1
0
0
0
54
0
1002_238
22
24
1,444
0
0
347
0
1
1,500
bus_only
2,453
1,444
662
198
464
793.1
9,057.4
8,264.3
0
0
1
0
0
0
54
0
1002_238
23
24
750
0
0
838
205
1
1,500
bus_only
2,356
750
768
198
365
920.1
6,667.1
5,747
0
0
1
0
0
0
54
0
1002_239
0
7
1,110
0
0
123
0
0
1,500
bus_only
1,519
1,110
286
199
87
341.2
6,902.4
6,561.2
0
0
1
0
0
0
303
0
1002_239
1
7
0
840
0
301
236
1
1,550
train_only
1,475
840
334
62
36
398.6
7,970.5
0
7,572
0
0
1
0
303
303
1
1002_239
2
7
1,184
0
0
63
0
0
1,500
bus_only
1,772
1,184
525
199
326
629
7,391.6
6,762.6
0
0
1
0
0
0
303
0
1002_239
3
7
1,122
0
0
126
0
1
1,500
bus_only
1,508
1,122
260
199
61
310.7
6,746.7
6,436
0
0
1
0
0
0
303
0
1002_239
4
7
0
750
0
657
0
1
1,550
train_only
1,762
750
355
62
293
422.9
6,597.8
0
6,174.9
0
0
1
0
0
303
0
1002_239
5
7
222
450
0
355
284
1
1,550
bus+train
1,629
672
602
38
280
719.3
6,627.8
1,142
4,766.5
0
1
1
0
0
303
0
1002_239
6
7
1,237
0
0
123
0
0
1,500
bus_only
2,054
1,237
694
199
495
831
7,803.9
6,973
0
0
1
0
0
0
303
0
1002_240
0
6
763
0
0
377
31
1
1,500
bus_only
1,358
763
218
38
149
259.6
5,277.5
5,017.9
0
0
1
0
0
0
190
0.166667
1002_240
1
6
788
0
0
460
31
2
1,500
bus_only
1,454
788
206
38
137
244.8
5,403.8
5,159
0
0
1
0
0
0
190
0.166667
1002_240
2
6
879
0
0
267
0
0
1,500
bus_only
1,509
879
363
198
165
434.3
5,853.7
5,419.4
0
0
1
0
0
0
190
0.166667
1002_240
3
6
806
0
0
377
31
1
1,500
bus_only
1,482
806
299
38
230
356.8
5,745.5
5,388.7
0
0
1
0
0
0
190
0.166667
1002_240
4
6
920
0
0
267
0
0
1,500
bus_only
1,615
920
428
198
230
513
6,299
5,786
0
0
1
0
0
0
190
0.166667
1002_240
5
6
831
0
0
249
0
1
1,500
bus_only
1,487
831
407
198
209
487.1
5,906.5
5,419.4
0
0
1
0
0
0
190
0.166667
1002_241
0
16
893
0
0
799
0
1
1,500
bus_only
1,771
893
79
38
41
92.8
4,768.2
4,675.4
0
0
1
0
0
0
110
0
1002_241
1
16
278
300
0
223
149
1
1,550
bus+train
1,159
578
358
184
25
427.7
5,499.2
2,338.6
2,732.9
0
1
1
0
0
110
0
1002_241
2
16
798
0
0
561
0
0
1,500
bus_only
1,771
798
412
371
41
492.5
4,881.2
4,388.7
0
0
1
0
0
0
110
0
1002_241
3
16
542
150
0
473
67
1
1,550
bus+train
1,388
692
223
62
94
263.6
4,532.6
2,614.4
1,654.6
0
1
1
0
0
110
0
1002_241
4
16
1,002
0
0
859
0
1
1,500
bus_only
2,118
1,002
257
38
219
306.3
5,223.5
4,917.2
0
0
1
0
0
0
110
0
1002_241
5
16
678
150
0
686
67
2
1,550
bus+train
1,862
828
348
62
219
414.5
4,985.8
2,916.7
1,654.6
0
1
1
0
0
110
0
1002_241
6
16
1,086
0
0
799
0
1
1,500
bus_only
2,306
1,086
421
38
383
503.2
5,610.6
5,107.3
0
0
1
0
0
0
110
0
1002_241
7
16
1,001
0
0
295
163
1
1,500
bus_only
1,877
1,001
581
184
234
693.8
6,169.6
5,475.8
0
0
1
0
0
0
110
0
1002_241
8
16
907
0
0
621
0
0
1,500
bus_only
2,133
907
605
371
234
723.7
5,354.3
4,630.5
0
0
1
0
0
0
110
0
1002_241
9
16
762
150
0
626
67
2
1,550
bus+train
2,050
912
512
62
383
611.4
5,372.8
3,106.8
1,654.6
0
1
1
0
0
110
0
1002_241
10
16
1,213
0
0
317
0
1
1,500
bus_only
2,134
1,213
604
198
406
724.3
6,030.2
5,305.9
0
0
1
0
0
0
110
0
1002_241
11
16
983
0
0
221
96
1
1,500
bus_only
1,876
983
672
198
378
804.6
6,594.1
5,789.5
0
0
1
0
0
0
110
0
1002_241
12
16
605
150
0
650
67
2
1,550
bus+train
2,034
755
629
62
500
751.3
5,593.9
3,188
1,654.6
0
1
1
0
0
110
0
1002_241
13
16
1,085
0
0
235
163
1
1,500
bus_only
2,050
1,085
730
184
383
873
6,538.9
5,665.9
0
0
1
0
0
0
110
0
1002_241
14
16
991
0
0
561
0
0
1,500
bus_only
2,306
991
754
371
383
902.9
5,723.6
4,820.6
0
0
1
0
0
0
110
0
1002_241
15
16
0
480
0
1,145
137
1
1,550
train_only
2,357
480
732
62
533
876
5,101.6
0
4,225.6
0
0
1
0
110
110
1
1002_242
0
11
643
0
0
594
0
1
1,500
bus_only
1,336
643
99
38
61
116.3
3,880.3
3,764
0
0
1
0
0
0
79
0
1002_242
1
11
314
150
0
311
67
1
1,550
bus+train
980
464
205
62
76
243.8
3,661.9
1,763.5
1,654.6
0
1
1
0
79
79
1
1002_242
2
11
554
0
0
350
0
0
1,500
bus_only
1,336
554
432
371
61
516
3,993.3
3,477.3
0
0
1
0
0
0
79
0
1002_242
3
11
715
0
0
594
0
1
1,500
bus_only
1,656
715
347
38
309
414.1
4,561.2
4,147.1
0
0
1
0
0
0
79
0
1002_242
4
11
391
150
0
371
67
1
1,550
bus+train
1,350
541
438
62
309
522.3
4,323.5
2,146.6
1,654.6
0
1
1
0
0
79
0
1002_242
5
11
586
0
0
660
0
2
1,500
bus_only
1,618
586
372
38
334
445.1
4,359.2
3,914.1
0
0
1
0
0
0
79
0
1002_242
6
11
366
450
0
310
96
1
1,550
bus+train
1,618
816
492
62
334
588.2
7,125.9
2,989.2
3,548.4
0
1
1
0
0
79
0
1002_242
7
11
251
150
0
537
67
2
1,550
bus+train
1,401
401
463
62
334
553.3
4,084.8
1,877
1,654.6
0
1
1
0
0
79
0
1002_242
8
11
626
0
0
350
0
0
1,500
bus_only
1,656
626
680
371
309
813.8
4,674.2
3,860.4
0
0
1
0
0
0
79
0
1002_242
9
11
260
150
0
503
67
2
1,550
bus+train
1,557
410
644
62
515
769.9
3,807.7
1,383.2
1,654.6
0
1
1
0
0
79
0
1002_242
10
11
426
290
0
305
123
1
1,550
bus+train
1,789
716
768
184
461
918.3
7,036.2
3,458
2,659.9
0
1
1
0
0
79
0
1002_243
0
3
520
0
0
895
0
1
1,500
bus_only
1,598
520
183
38
145
217.9
3,419
3,201.1
0
0
1
0
0
0
49
0.333333
1002_243
1
3
439
0
0
107
0
1
1,500
bus_only
920
439
374
184
190
446.7
3,530.2
3,083.5
0
0
1
0
0
0
49
0.333333
1002_243
2
3
410
0
0
672
0
0
1,500
bus_only
1,598
410
516
371
145
617.6
3,532
2,914.4
0
0
1
0
0
0
49
0.333333
1002_244
0
15
0
1,380
0
979
134
1
1,550
train_only
2,630
1,380
271
62
75
323.1
10,634.5
0
10,311.5
0
0
1
0
0
19
0
1002_244
1
15
311
1,170
0
878
104
3
1,550
bus+train
2,600
1,481
241
62
75
287
12,892.5
2,136.2
10,469.3
0
1
1
0
0
19
0
1002_244
2
15
0
1,530
0
697
236
2
1,550
train_only
2,600
1,530
373
62
75
445.7
13,526.4
0
13,080.7
0
0
1
0
19
19
1
1002_244
3
15
2,439
0
0
1,082
28
2
1,500
bus_only
3,843
2,439
322
38
256
383.6
12,892.1
12,508.6
0
0
1
0
0
0
19
0
1002_244
4
15
2,462
0
0
1,022
28
2
1,500
bus_only
3,845
2,462
361
38
295
430.4
13,101.3
12,670.9
0
0
1
0
0
0
19
0
1002_244
5
15
2,502
0
0
1,022
28
2
1,500
bus_only
3,963
2,502
439
38
373
523.6
13,276.9
12,753.3
0
0
1
0
0
0
19
0
1002_244
6
15
2,373
0
0
1,082
28
2
1,500
bus_only
3,926
2,373
471
38
405
562.1
12,931.1
12,369
0
0
1
0
0
0
19
0
1002_244
7
15
627
780
0
693
250
3
1,550
bus+train
2,656
1,407
556
62
244
664.5
10,887
3,502.1
6,720.4
0
1
1
0
0
19
0
1002_244
8
15
316
1,140
0
512
382
2
1,550
bus+train
2,656
1,456
688
62
244
823.3
11,521
1,365.9
9,331.9
0
1
1
0
0
19
0
1002_244
9
15
2,329
0
0
1,022
28
2
1,500
bus_only
3,956
2,329
605
38
539
723.5
12,964.5
12,241
0
0
1
0
0
0
19
0
1002_244
10
15
527
780
0
753
250
3
1,550
bus+train
2,770
1,307
710
62
398
848.8
10,783.6
3,214.3
6,720.4
0
1
1
0
0
19
0
1002_244
11
15
680
780
0
693
250
3
1,550
bus+train
2,853
1,460
700
62
388
837.4
11,191
3,633.2
6,720.4
0
1
1
0
0
19
0
1002_244
12
15
369
1,140
0
512
382
2
1,550
bus+train
2,853
1,509
832
62
388
996.2
11,825
1,497
9,331.9
0
1
1
0
0
19
0
1002_244
13
15
2,263
0
0
859
28
1
1,500
bus_only
3,926
2,263
804
371
405
961.8
13,044.1
12,082.3
0
0
1
0
0
0
19
0
1002_244
14
15
216
1,140
0
512
382
2
1,550
bus+train
2,718
1,356
850
62
406
1,017.7
11,427.7
1,078.1
9,331.9
0
1
1
0
0
19
0
1002_245
0
12
1,558
0
0
880
0
2
1,500
bus_only
2,539
1,558
101
38
63
119.2
9,545.2
9,426.1
0
0
1
0
0
0
16
0
1002_245
1
12
743
450
0
284
137
1
1,550
bus+train
1,957
1,193
480
62
281
571.9
9,816.9
5,696.6
3,548.4
0
1
1
0
0
16
0
1002_245
2
12
534
1,290
0
521
54
1
1,550
bus+train
2,566
1,824
221
62
105
262.5
12,313.8
2,864.9
9,186.4
0
1
1
0
0
16
0
1002_245
3
12
0
1,260
0
589
134
1
1,550
train_only
2,099
1,260
250
62
54
296.8
9,621.7
0
9,325
0
0
1
0
16
16
1
1002_245
4
12
1,399
0
0
789
42
1
1,500
bus_only
2,477
1,399
289
184
63
343.7
10,661.8
10,318.1
0
0
1
0
0
0
16
0
1002_245
5
12
774
450
0
509
158
2
1,550
bus+train
2,016
1,224
283
62
63
335.4
9,931.5
6,047.6
3,548.4
0
1
1
0
0
16
0
1002_245
6
12
569
1,290
0
581
54
1
1,550
bus+train
2,924
1,859
484
62
368
578.5
13,016.7
3,251.9
9,186.4
0
1
1
0
0
16
0
1002_245
7
12
506
1,290
0
581
54
1
1,550
bus+train
2,936
1,796
559
62
443
668.3
12,305.8
2,451.1
9,186.4
0
1
1
0
0
16
0
1002_245
8
12
1,595
0
0
880
0
2
1,500
bus_only
3,007
1,595
532
38
494
637.4
10,447.4
9,810
0
0
1
0
0
0
16
0
1002_245
9
12
1,436
0
0
789
42
1
1,500
bus_only
2,945
1,436
720
184
494
862
11,564
10,702
0
0
1
0
0
0
16
0
1002_245
10
12
228
1,290
0
373
349
1
1,550
bus+train
2,656
1,518
765
62
354
916.1
10,985.9
883.5
9,186.4
0
1
1
0
0
16
0
1002_245
11
12
271
1,290
0
373
349
1
1,550
bus+train
2,806
1,561
872
62
461
1,044.8
11,268.5
1,037.4
9,186.4
0
1
1
0
0
16
0
1002_246
0
9
984
0
0
424
0
2
1,500
bus_only
1,491
984
83
38
45
97.7
7,521.8
7,424.2
0
0
1
0
0
0
74
0
1002_246
1
9
0
1,050
0
112
0
0
1,550
train_only
1,401
1,050
239
62
177
285.4
7,599.7
0
7,314.3
0
0
1
0
74
74
1
1002_246
2
9
1,192
0
0
359
0
1
1,500
bus_only
1,766
1,192
215
38
177
255.9
7,442.6
7,186.7
0
0
1
0
0
0
74
0
1002_246
3
9
520
450
0
217
137
1
1,550
bus+train
1,441
970
254
62
55
302.4
7,745.3
3,894.5
3,548.4
0
1
1
0
0
74
0
1002_246
4
9
1,254
0
0
359
0
1
1,500
bus_only
1,863
1,254
250
38
212
298
7,797.6
7,499.6
0
0
1
0
0
0
74
0
1002_246
5
9
991
0
0
554
0
1
1,500
bus_only
1,884
991
339
38
301
405.3
7,454.8
7,049.5
0
0
1
0
0
0
74
0
1002_246
6
9
938
0
0
136
0
1
1,500
bus_only
1,559
938
485
184
301
580.4
7,673.3
7,092.9
0
0
1
0
0
0
74
0
1002_246
7
9
938
0
0
364
0
2
1,500
bus_only
1,807
938
505
38
467
604.7
7,660.7
7,056
0
0
1
0
0
0
74
0
1002_246
8
9
474
450
0
217
137
1
1,550
bus+train
1,807
924
666
62
467
797
7,871.7
3,526.3
3,548.4
0
1
1
0
0
74
0
1002_247
0
9
0
960
0
708
31
1
1,550
train_only
1,787
960
119
62
26
140.8
9,899.8
0
9,759
0
0
1
0
22
22
1
1002_247
1
9
1,085
0
0
455
39
2
1,500
bus_only
1,951
1,085
411
51
321
490.4
10,700.4
10,210
0
0
1
0
0
0
22
0