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_2525
3
12
251
420
0
392
115
1
1,550
bus+train
1,476
671
413
26
272
492.7
6,897.8
1,576.4
4,828.7
0
1
1
0
0
479
0
1003_2525
4
12
958
0
0
139
0
0
1,500
bus_only
1,581
958
484
207
277
578.8
8,085.5
7,506.6
0
0
1
0
0
0
479
0
1003_2525
5
12
900
0
0
139
0
0
1,500
bus_only
1,548
900
509
207
302
608.7
7,769.7
7,161
0
0
1
0
0
0
479
0
1003_2525
6
12
179
420
0
284
115
1
1,550
bus+train
1,360
599
477
26
336
569.4
6,711.7
1,313.6
4,828.7
0
1
1
0
0
479
0
1003_2525
7
12
929
0
0
390
0
0
1,500
bus_only
1,897
929
578
306
272
691.6
7,882.6
7,191
0
0
1
0
0
0
479
0
1003_2525
8
12
1,009
0
0
207
0
1
1,500
bus_only
1,758
1,009
542
207
335
649.5
8,404.7
7,755.2
0
0
1
0
0
0
479
0
1003_2525
9
12
1,047
0
0
207
0
1
1,500
bus_only
1,828
1,047
574
207
367
688.3
8,693.7
8,005.4
0
0
1
0
0
0
479
0
1003_2525
10
12
1,022
0
0
240
13
1
1,500
bus_only
2,023
1,022
761
207
541
912.5
7,340
6,427.5
0
0
1
0
0
0
479
0
1003_2525
11
12
1,075
0
0
180
32
1
1,500
bus_only
2,034
1,075
779
207
540
933.5
8,724.2
7,790.7
0
0
1
0
0
0
479
0
1003_2526
0
2
0
420
0
382
0
0
1,550
train_only
1,099
420
297
26
271
354.1
5,182.8
0
4,828.7
0
0
1
0
333
333
1
1003_2526
1
2
47
330
0
476
162
1
1,550
bus+train
1,619
377
766
26
578
916.9
5,389.4
432.8
4,039.8
0
1
1
0
0
333
0
1003_2527
0
4
402
0
0
307
0
0
1,500
bus_only
998
402
289
207
82
346.3
4,872.7
4,526.3
0
0
1
0
0
0
291
0.25
1003_2527
1
4
433
0
0
247
0
0
1,500
bus_only
1,200
433
520
207
313
623.6
5,453.5
4,829.9
0
0
1
0
0
0
291
0.25
1003_2527
2
4
367
0
0
307
0
0
1,500
bus_only
1,347
367
673
207
466
806.2
4,985.4
4,179.1
0
0
1
0
0
0
291
0.25
1003_2527
3
4
730
0
0
247
0
0
1,500
bus_only
1,657
730
680
207
473
814.7
6,640
5,825.3
0
0
1
0
0
0
291
0.25
1003_2528
0
11
328
420
0
482
115
1
1,550
bus+train
1,489
748
259
26
118
307.2
7,042.1
1,906.2
4,828.7
0
1
1
0
0
383
0
1003_2528
1
11
0
620
0
400
278
1
1,550
train_only
1,334
620
314
26
10
374.1
7,114
0
6,739.9
0
0
1
0
383
383
1
1003_2528
2
11
457
0
0
774
0
0
1,500
bus_only
1,854
457
623
207
416
746.5
5,822.2
5,075.7
0
0
1
0
0
0
383
0
1003_2528
3
11
375
420
0
482
115
1
1,550
bus+train
1,624
795
347
26
206
414
7,317.4
2,074.8
4,828.7
0
1
1
0
0
383
0
1003_2528
4
11
768
330
0
548
30
1
1,550
bus+train
2,067
1,098
421
26
365
502.3
6,045.9
1,503.9
4,039.8
0
1
1
0
0
383
0
1003_2528
5
11
321
420
0
493
115
2
1,550
bus+train
1,740
741
506
26
365
604.4
7,152.8
1,719.7
4,828.7
0
1
1
0
0
383
0
1003_2528
6
11
464
0
0
918
0
1
1,500
bus_only
1,954
464
572
207
365
685.2
5,849
5,163.8
0
0
1
0
0
0
383
0
1003_2528
7
11
529
570
0
320
187
1
1,550
bus+train
2,009
1,099
590
26
377
705.4
8,587.6
2,084.8
5,797.4
0
1
1
0
0
383
0
1003_2528
8
11
776
120
0
734
163
1
1,550
bus+train
2,259
896
629
26
440
752.6
6,750.7
4,619.7
1,378.4
0
1
1
0
0
383
0
1003_2528
9
11
417
420
0
422
115
1
1,550
bus+train
1,940
837
681
26
540
814.6
8,008.2
2,365
4,828.7
0
1
1
0
0
383
0
1003_2528
10
11
490
0
0
955
54
1
1,500
bus_only
2,163
490
718
207
457
860.1
5,765.4
4,905.3
0
0
1
0
0
0
383
0
1003_2529
0
8
464
120
0
516
103
1
1,550
bus+train
1,428
584
328
26
199
390.2
5,287.9
3,519.3
1,378.4
0
1
1
0
300
301
1
1003_2529
1
8
508
0
0
308
125
2
1,500
bus_only
1,251
508
435
207
103
520.7
3,670.9
3,150.2
0
0
1
0
0
0
301
0
1003_2529
2
8
178
330
0
1,230
53
1
1,550
bus+train
1,969
508
231
26
152
275
2,704.3
429.9
1,999.3
0
1
1
0
0
301
0
1003_2529
3
8
407
120
0
516
103
1
1,550
bus+train
1,438
527
395
26
266
471.5
4,843.1
2,993.1
1,378.4
0
1
1
0
0
301
0
1003_2529
4
8
356
80
0
491
130
2
1,550
bus+train
1,296
436
369
207
32
439.8
3,700.6
2,280
980.8
0
1
1
0
0
301
0
1003_2529
5
8
112
330
0
1,170
53
1
1,550
bus+train
2,017
442
405
26
326
484.1
2,763.6
280.2
1,999.3
0
1
1
0
0
301
0
1003_2529
6
8
390
80
0
551
130
2
1,550
bus+train
1,549
470
528
207
191
629.6
4,034.7
2,424.3
980.8
0
1
1
0
0
301
0
1003_2529
7
8
698
0
0
832
101
1
1,500
bus_only
2,059
698
529
168
260
632.7
3,430.4
2,797.7
0
0
1
0
0
0
301
0
1003_2530
0
21
0
330
0
1,002
0
0
1,550
train_only
1,551
330
219
26
193
261.1
2,260.5
0
1,999.3
0
0
1
0
110
110
1
1003_2530
1
21
168
200
0
331
45
1
1,550
bus+train
1,203
368
504
344
115
602.5
3,874.9
1,098.5
2,173.9
0
1
1
0
0
110
0
1003_2530
2
21
382
450
0
403
258
1
1,550
bus+train
1,526
832
291
26
7
346.9
7,684
3,122.4
4,214.6
0
1
1
0
0
110
0
1003_2530
3
21
376
300
0
773
67
2
1,550
bus+train
1,549
676
100
26
7
117.1
6,301.5
3,151.4
3,033.1
0
1
1
0
0
110
0
1003_2530
4
21
502
120
0
544
103
2
1,550
bus+train
1,388
622
222
26
93
263.7
5,554.8
3,912.7
1,378.4
0
1
1
0
0
110
0
1003_2530
5
21
705
0
0
513
0
1
1,500
bus_only
1,543
705
325
207
118
389.6
8,424.6
8,035
0
0
1
0
0
0
110
0
1003_2530
6
21
287
300
0
389
236
1
1,550
bus+train
1,369
587
393
26
131
468
5,409.7
1,908.6
3,033.1
0
1
1
0
0
110
0
1003_2530
7
21
636
120
0
489
103
1
1,550
bus+train
1,677
756
432
26
303
515.4
5,887.8
3,994
1,378.4
0
1
1
0
0
110
0
1003_2530
8
21
367
0
0
736
0
1
1,500
bus_only
1,550
367
447
323
124
535
2,775.8
2,240.9
0
0
1
0
0
0
110
0
1003_2530
9
21
462
0
0
679
0
1
1,500
bus_only
1,596
462
455
207
248
545.2
2,977.2
2,432
0
0
1
0
0
0
110
0
1003_2530
10
21
490
0
0
722
0
2
1,500
bus_only
1,615
490
403
207
196
483.1
2,963.4
2,480.3
0
0
1
0
0
0
110
0
1003_2530
11
21
570
120
0
557
103
2
1,550
bus+train
1,658
690
411
26
282
491.4
6,137
4,267.1
1,378.4
0
1
1
0
0
110
0
1003_2530
12
21
773
0
0
513
0
1
1,500
bus_only
1,775
773
489
207
282
586.3
8,975.8
8,389.5
0
0
1
0
0
0
110
0
1003_2530
13
21
309
0
0
849
0
2
1,500
bus_only
1,626
309
468
207
261
561.1
2,725.2
2,164.1
0
0
1
0
0
0
110
0
1003_2530
14
21
369
300
0
389
236
1
1,550
bus+train
1,623
669
565
26
303
674.6
6,039.5
2,331.8
3,033.1
0
1
1
0
0
110
0
1003_2530
15
21
351
300
0
833
67
2
1,550
bus+train
1,953
651
469
26
376
559.2
6,412
2,819.7
3,033.1
0
1
1
0
0
110
0
1003_2530
16
21
306
0
0
736
0
1
1,500
bus_only
1,626
306
584
323
261
699.6
2,799.7
2,100.1
0
0
1
0
0
0
110
0
1003_2530
17
21
276
0
0
849
0
2
1,500
bus_only
1,682
276
557
207
350
667.2
2,634.7
1,967.5
0
0
1
0
0
0
110
0
1003_2530
18
21
273
0
0
736
0
1
1,500
bus_only
1,682
273
673
323
350
805.7
2,709.2
1,903.5
0
0
1
0
0
0
110
0
1003_2530
19
21
357
450
0
463
258
1
1,550
bus+train
1,930
807
660
26
376
789
7,794.4
2,790.8
4,214.6
0
1
1
0
0
110
0
1003_2530
20
21
195
300
0
389
236
1
1,550
bus+train
1,672
495
788
26
526
942.7
5,562.5
1,586.8
3,033.1
0
1
1
0
0
110
0
1003_2531
0
11
195
330
0
755
133
1
1,550
bus+train
1,501
525
221
26
62
262.7
3,552.2
1,290.1
1,999.3
0
1
1
0
0
245
0
1003_2531
1
11
0
410
0
764
200
1
1,550
train_only
1,424
410
250
26
24
298.5
3,406.8
0
3,108.2
0
0
1
0
244
245
1
1003_2531
2
11
848
0
0
506
0
0
1,500
bus_only
2,062
848
708
344
364
847.5
6,332.3
5,484.7
0
0
1
0
0
0
245
0
1003_2531
3
11
237
300
0
682
67
2
1,550
bus+train
1,466
537
247
26
154
294
5,204.1
1,877
3,033.1
0
1
1
0
0
245
0
1003_2531
4
11
341
600
0
623
96
1
1,550
bus+train
1,864
941
300
26
178
356.6
8,272.7
2,989.2
4,926.9
0
1
1
0
0
245
0
1003_2531
5
11
213
450
0
512
258
1
1,550
bus+train
1,637
663
462
26
178
551.4
6,614.1
1,848
4,214.6
0
1
1
0
0
245
0
1003_2531
6
11
298
300
0
682
67
2
1,550
bus+train
1,688
598
408
26
315
487.4
5,890.6
2,370.2
3,033.1
0
1
1
0
0
245
0
1003_2531
7
11
287
300
0
534
67
1
1,550
bus+train
1,625
587
504
26
411
601.8
5,398.3
1,763.5
3,033.1
0
1
1
0
0
245
0
1003_2531
8
11
402
600
0
563
96
1
1,550
bus+train
2,065
1,002
500
26
378
597.7
9,007
3,482.4
4,926.9
0
1
1
0
0
245
0
1003_2531
9
11
127
330
0
755
133
1
1,550
bus+train
1,803
457
591
26
432
706.5
3,533.2
827.4
1,999.3
0
1
1
0
0
245
0
1003_2531
10
11
297
630
0
582
139
1
1,550
bus+train
2,175
927
666
26
501
797
8,003.7
2,410.3
4,796.4
0
1
1
0
0
245
0
1003_2532
0
8
160
300
0
507
67
1
1,550
bus+train
1,173
460
206
26
113
244.5
4,364.6
1,087
3,033.1
0
1
1
0
0
76
0.125
1003_2532
1
8
225
300
0
540
67
2
1,550
bus+train
1,391
525
326
26
233
388.4
4,804.6
1,383.2
3,033.1
0
1
1
0
0
76
0.125
1003_2532
2
8
691
0
0
698
0
0
1,500
bus_only
1,752
691
363
344
19
433.7
5,355.5
4,921.9
0
0
1
0
0
0
76
0.125
1003_2532
3
8
292
600
0
507
96
1
1,550
bus+train
1,540
892
141
26
19
166.5
7,367.8
2,274.4
4,926.9
0
1
1
0
0
76
0.125
1003_2532
4
8
223
300
0
658
67
2
1,550
bus+train
1,541
523
360
26
267
429.2
4,783.4
1,321.1
3,033.1
0
1
1
0
0
76
0.125
1003_2532
5
8
552
300
0
375
212
1
1,550
bus+train
1,698
852
471
26
233
562.3
4,831.1
1,235.8
3,033.1
0
1
1
0
0
76
0.125
1003_2532
6
8
274
330
0
862
133
1
1,550
bus+train
1,934
604
468
26
309
558.7
4,383.9
1,825.8
1,999.3
0
1
1
0
0
76
0.125
1003_2532
7
8
220
600
0
522
96
1
1,550
bus+train
1,911
820
569
26
447
681.1
7,475.9
1,867.9
4,926.9
0
1
1
0
0
76
0.125
1003_2533
0
10
142
300
0
296
67
1
1,550
bus+train
957
442
219
26
126
259.8
4,435.6
1,142.8
3,033.1
0
1
1
0
199
200
1
1003_2533
1
10
79
300
0
357
67
1
1,550
bus+train
1,048
379
312
26
219
371.6
4,475.5
1,070.9
3,033.1
0
1
1
0
0
200
0
1003_2533
2
10
525
0
0
532
0
0
1,500
bus_only
1,576
525
519
344
175
620.4
5,013.1
4,392.7
0
0
1
0
0
0
200
0
1003_2533
3
10
173
600
0
247
96
1
1,550
bus+train
1,245
773
225
26
103
267.9
6,667.2
1,472.4
4,926.9
0
1
1
0
0
200
0
1003_2533
4
10
187
300
0
296
67
1
1,550
bus+train
1,208
487
425
26
332
507.9
5,154.4
1,613.5
3,033.1
0
1
1
0
0
200
0
1003_2533
5
10
234
600
0
349
96
1
1,550
bus+train
1,548
834
365
26
243
435.6
6,740.6
1,378
4,926.9
0
1
1
0
0
200
0
1003_2533
6
10
103
300
0
296
67
1
1,550
bus+train
1,180
403
481
26
388
574.2
4,511.9
904.6
3,033.1
0
1
1
0
0
200
0
1003_2533
7
10
209
600
0
571
96
1
1,550
bus+train
1,872
809
492
26
370
588.5
7,383.2
1,867.9
4,926.9
0
1
1
0
0
200
0
1003_2533
8
10
602
0
0
183
0
0
1,500
bus_only
1,444
602
659
344
315
788.2
5,022.8
4,234.6
0
0
1
0
0
0
200
0
1003_2533
9
10
665
0
0
183
0
0
1,500
bus_only
1,509
665
661
344
317
792.2
5,734.1
4,941.9
0
0
1
0
0
0
200
0
1003_2534
0
6
220
300
0
377
75
1
1,550
bus+train
1,135
520
238
26
137
283.5
5,252.6
1,936.1
3,033.1
0
1
1
0
0
257
0
1003_2534
1
6
172
300
0
377
75
1
1,550
bus+train
1,374
472
525
26
424
627.2
5,168.2
1,507.9
3,033.1
0
1
1
0
0
257
0
1003_2534
2
6
420
300
0
446
67
2
1,550
bus+train
1,523
720
357
26
264
426.3
6,617
3,157.6
3,033.1
0
1
1
0
0
257
0
1003_2534
3
6
37
600
0
418
96
1
1,550
bus+train
1,413
637
358
26
236
426.9
5,683.8
330
4,926.9
0
1
1
0
257
257
1
1003_2534
4
6
625
0
0
124
0
0
1,500
bus_only
1,432
625
683
344
339
817.4
5,685.6
4,868.2
0
0
1
0
0
0
257
0
1003_2534
5
6
715
0
0
124
0
0
1,500
bus_only
1,650
715
811
344
467
971.3
6,221.8
5,250.4
0
0
1
0
0
0
257
0
1003_2535
0
10
0
720
0
263
0
0
1,550
train_only
1,261
720
278
26
252
331.9
6,070.2
0
5,738.2
0
0
1
0
96
96
1
1003_2535
1
10
342
300
0
398
75
2
1,550
bus+train
1,449
642
409
26
308
488.6
6,135.7
2,614.1
3,033.1
0
1
1
0
0
96
0
1003_2535
2
10
416
300
0
433
67
1
1,550
bus+train
1,550
716
401
26
308
479.1
5,971.1
2,458.9
3,033.1
0
1
1
0
0
96
0
1003_2535
3
10
94
600
0
308
137
1
1,550
bus+train
1,473
694
471
26
308
563.1
6,213.9
723.9
4,926.9
0
1
1
0
0
96
0
1003_2535
4
10
55
600
0
307
153
1
1,550
bus+train
1,449
655
487
26
308
582.3
5,886.7
377.6
4,926.9
0
1
1
0
0
96
0
1003_2535
5
10
287
300
0
404
75
1
1,550
bus+train
1,626
587
635
26
534
758.9
6,028.4
2,236.5
3,033.1
0
1
1
0
0
96
0
1003_2535
6
10
386
300
0
398
75
2
1,550
bus+train
1,697
686
613
26
512
732.6
6,861.7
3,096
3,033.1
0
1
1
0
0
96
0
1003_2535
7
10
99
600
0
307
153
1
1,550
bus+train
1,697
699
691
26
512
826.4
6,612.7
859.5
4,926.9
0
1
1
0
0
96
0
1003_2535
8
10
814
0
0
305
0
0
1,500
bus_only
2,106
814
987
344
643
1,182.1
7,156.4
5,974.3
0
0
1
0
0
0
96
0
1003_2535
9
10
749
0
0
305
0
0
1,500
bus_only
2,087
749
1,033
344
689
1,237.3
6,834
5,596.8
0
0
1
0
0
0
96
0