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
9967_9444
3
5
530
0
0
236
0
0
1,500
bus_only
1,195
530
429
1
428
513.4
3,904.9
3,391.5
0
0
1
0
0
0
31
0
9967_9444
4
5
774
0
0
296
0
0
1,500
bus_only
1,544
774
474
1
473
568
4,774.2
4,206.2
0
0
1
0
0
0
31
0
9967_9476
0
6
435
0
0
80
0
0
1,500
bus_only
517
435
2
1
1
1.2
2,591.7
2,590.5
0
0
1
0
0
15
15
1
9967_9476
1
6
345
0
0
80
0
0
1,500
bus_only
801
345
376
1
375
449.6
2,707.3
2,257.7
0
0
1
0
0
0
15
0
9967_9476
2
6
526
0
0
140
0
0
1,500
bus_only
1,124
526
458
1
457
548.5
3,562.7
3,014.2
0
0
1
0
0
0
15
0
9967_9476
3
6
494
0
0
136
0
1
1,500
bus_only
903
494
273
1
272
325.9
3,157.2
2,831.3
0
0
1
0
0
0
15
0
9967_9476
4
6
480
0
0
421
0
1
1,500
bus_only
1,267
480
366
1
365
437.7
3,162.9
2,725.2
0
0
1
0
0
0
15
0
9967_9476
5
6
577
0
0
421
0
1
1,500
bus_only
1,476
577
478
1
477
572
3,587.4
3,015.4
0
0
1
0
0
0
15
0
9967_9484
0
8
705
0
0
645
0
0
1,500
bus_only
1,352
705
2
1
1
1.1
3,990.4
3,989.2
0
0
1
0
0
21
21
1
9967_9484
1
8
616
0
0
344
0
0
1,500
bus_only
1,303
616
343
342
1
410.2
4,069.2
3,659
0
0
1
0
0
0
21
0
9967_9484
2
8
648
0
0
705
0
0
1,500
bus_only
1,596
648
243
1
242
290.5
4,062.5
3,772
0
0
1
0
0
0
21
0
9967_9484
3
8
782
0
0
705
0
0
1,500
bus_only
1,732
782
245
1
244
293.1
4,499.3
4,206.2
0
0
1
0
0
0
21
0
9967_9484
4
8
615
0
0
645
0
0
1,500
bus_only
1,700
615
440
1
439
526.3
4,120.9
3,594.5
0
0
1
0
0
0
21
0
9967_9484
5
8
559
0
0
404
0
0
1,500
bus_only
1,547
559
584
342
242
699.6
4,141.4
3,441.8
0
0
1
0
0
0
21
0
9967_9484
6
8
693
0
0
404
0
0
1,500
bus_only
1,683
693
586
342
244
702.2
4,578.2
3,876
0
0
1
0
0
0
21
0
9967_9484
7
8
527
0
0
344
0
0
1,500
bus_only
1,652
527
781
342
439
935.4
4,199.7
3,264.4
0
0
1
0
0
0
21
0
9967_9558
0
7
334
0
0
482
0
0
1,500
bus_only
818
334
2
1
1
1.5
2,259.3
2,257.7
0
0
1
0
0
34
34
1
9967_9558
1
7
267
0
0
170
0
0
1,500
bus_only
780
267
343
342
1
410.6
2,338.1
1,927.5
0
0
1
0
0
0
34
0
9967_9558
2
7
419
0
0
542
0
0
1,500
bus_only
1,333
419
372
1
371
444.7
3,035.2
2,590.5
0
0
1
0
0
0
34
0
9967_9558
3
7
301
0
0
941
0
1
1,500
bus_only
1,562
301
320
1
319
383.3
2,437.4
2,054.1
0
0
1
0
0
0
34
0
9967_9558
4
7
327
0
0
881
0
1
1,500
bus_only
1,591
327
383
1
382
458.3
2,780.6
2,322.3
0
0
1
0
0
0
34
0
9967_9558
5
7
472
0
0
881
0
1
1,500
bus_only
1,857
472
504
1
503
603.7
3,328.9
2,725.2
0
0
1
0
0
0
34
0
9967_9558
6
7
352
0
0
230
0
0
1,500
bus_only
1,295
352
713
342
371
853.7
3,114.1
2,260.3
0
0
1
0
0
0
34
0
9967_9635
0
5
393
0
0
258
0
0
1,500
bus_only
1,074
393
423
401
22
506
2,221.6
1,715.6
0
0
1
0
0
0
21
0.2
9967_9635
1
5
0
120
0
258
50
1
1,550
train_only
960
120
582
347
185
696.9
2,432.7
0
1,735.8
0
0
1
0
0
21
0.2
9967_9635
2
5
257
0
0
329
0
0
1,500
bus_only
1,073
257
487
342
145
582.4
2,387.2
1,804.8
0
0
1
0
0
0
21
0.2
9967_9635
3
5
0
240
0
318
50
1
1,550
train_only
1,300
240
742
347
345
888.9
3,073
0
2,184.1
0
0
1
0
0
21
0.2
9967_9635
4
5
261
0
0
342
0
1
1,500
bus_only
1,490
261
887
342
545
1,062.7
2,587.9
1,525.2
0
0
1
0
0
0
21
0.2
9967_9695
0
5
261
0
0
326
0
0
1,500
bus_only
597
261
10
1
9
10.4
1,748.3
1,737.9
0
0
1
0
0
69
69
1
9967_9695
1
5
0
90
0
174
0
0
1,550
train_only
803
90
539
347
192
645.8
1,740.2
0
1,094.4
0
0
1
0
0
69
0
9967_9695
2
5
215
0
0
386
0
0
1,500
bus_only
943
215
342
1
341
408.8
1,831.1
1,422.3
0
0
1
0
0
0
69
0
9967_9695
3
5
303
0
0
645
0
1
1,500
bus_only
1,278
303
330
1
329
395.1
2,449.2
2,054.1
0
0
1
0
0
0
69
0
9967_9695
4
5
200
0
0
82
0
0
1,500
bus_only
1,170
200
888
347
541
1,063.8
2,008.4
944.7
0
0
1
0
0
0
69
0
9967_9871
0
5
99
0
0
821
0
0
1,500
bus_only
964
99
44
1
43
52
764.3
712.3
0
0
1
0
0
102
102
1
9967_9871
1
5
90
0
0
613
0
0
1,500
bus_only
901
90
198
1
197
236.5
832.8
596.3
0
0
1
0
0
0
102
0
9967_9871
2
5
147
0
0
881
0
0
1,500
bus_only
1,502
147
474
1
473
567.2
1,757.3
1,190.1
0
0
1
0
0
0
102
0
9967_9871
3
5
63
0
0
553
0
0
1,500
bus_only
1,148
63
532
1
531
637.7
914.4
276.7
0
0
1
0
0
0
102
0
9967_9871
4
5
131
0
0
613
0
0
1,500
bus_only
1,280
131
536
1
535
641.2
1,645.4
1,004.2
0
0
1
0
0
0
102
0
9968_8001758
0
6
167
0
0
162
0
0
1,500
bus_only
361
167
32
20
12
37.1
568.2
531
0
0
1
0
0
36
36
1
9968_8001758
1
6
105
0
0
162
0
0
1,500
bus_only
606
105
339
20
319
405.8
663.4
257.6
0
0
1
0
0
0
36
0
9968_8001758
2
6
134
0
0
579
0
0
1,500
bus_only
981
134
268
25
243
320.3
902
581.7
0
0
1
0
0
0
36
0
9968_8001758
3
6
218
0
0
162
0
0
1,500
bus_only
735
218
355
20
335
425.1
1,262.8
837.8
0
0
1
0
0
0
36
0
9968_8001758
4
6
15
0
0
121
0
0
1,500
bus_only
743
15
607
253
354
727.7
810.7
83
0
0
1
0
0
0
36
0
9968_8001758
5
6
53
0
0
181
0
0
1,500
bus_only
984
53
750
253
497
898
1,135.3
237.3
0
0
1
0
0
0
36
0
9968_8001761
0
4
477
0
0
91
0
0
1,500
bus_only
610
477
42
25
17
49.5
1,721
1,671.5
0
0
1
0
0
61
61
1
9968_8001761
1
4
0
120
0
206
0
0
1,550
train_only
603
120
277
89
188
331
1,885.1
0
1,554.2
0
0
1
0
0
61
0
9968_8001761
2
4
356
0
0
91
0
0
1,500
bus_only
846
356
399
25
374
478.6
1,832.2
1,353.6
0
0
1
0
0
0
61
0
9968_8001761
3
4
609
0
0
151
0
0
1,500
bus_only
1,203
609
443
25
418
530.1
2,588.1
2,057.9
0
0
1
0
0
0
61
0
9968_8001764
0
16
1,382
0
0
170
0
0
1,500
bus_only
1,617
1,382
65
25
40
76.8
4,014
3,937.2
0
0
1
0
0
0
35
0
9968_8001764
1
16
0
300
0
302
0
0
1,550
train_only
981
300
379
89
290
451.4
4,194.2
0
3,742.8
0
0
1
0
0
35
0
9968_8001764
2
16
1,181
0
0
342
0
0
1,500
bus_only
1,587
1,181
64
20
44
75.4
4,012.9
3,937.5
0
0
1
0
0
35
35
1
9968_8001764
3
16
131
300
0
393
49
1
1,550
bus+train
997
431
173
89
35
205.2
4,511.8
563.8
3,742.8
0
1
1
0
0
35
0
9968_8001764
4
16
1,214
0
0
117
0
0
1,500
bus_only
1,512
1,214
181
137
44
214
4,131.2
3,917.2
0
0
1
0
0
0
35
0
9968_8001764
5
16
75
300
0
393
49
1
1,550
bus+train
1,115
375
347
89
209
414.8
4,518.7
361.1
3,742.8
0
1
1
0
0
35
0
9968_8001764
6
16
1,315
0
0
402
0
0
1,500
bus_only
2,070
1,315
353
20
333
422.7
4,702.7
4,280
0
0
1
0
0
0
35
0
9968_8001764
7
16
1,223
0
0
230
0
0
1,500
bus_only
1,855
1,223
402
25
377
481.2
4,101.2
3,620
0
0
1
0
0
0
35
0
9968_8001764
8
16
1,038
0
0
402
0
0
1,500
bus_only
1,840
1,038
400
20
380
478
4,098.4
3,620.4
0
0
1
0
0
0
35
0
9968_8001764
9
16
1,540
0
0
170
0
0
1,500
bus_only
2,083
1,540
373
25
348
446.5
4,726.9
4,280.4
0
0
1
0
0
0
35
0
9968_8001764
10
16
1,461
0
0
298
0
1
1,500
bus_only
2,110
1,461
351
25
326
421
4,215.8
3,794.8
0
0
1
0
0
0
35
0
9968_8001764
11
16
1,348
0
0
117
0
0
1,500
bus_only
1,935
1,348
470
137
333
562.6
4,822.3
4,259.7
0
0
1
0
0
0
35
0
9968_8001764
12
16
1,537
0
0
112
0
0
1,500
bus_only
2,110
1,537
461
135
326
552.4
4,320.9
3,768.5
0
0
1
0
0
0
35
0
9968_8001764
13
16
1,071
0
0
117
0
0
1,500
bus_only
1,716
1,071
528
137
391
631.7
4,231.8
3,600.1
0
0
1
0
0
0
35
0
9968_8001764
14
16
1,542
0
0
386
0
1
1,500
bus_only
2,355
1,542
427
25
402
512.1
4,836.4
4,324.3
0
0
1
0
0
0
35
0
9968_8001764
15
16
1,592
0
0
226
0
0
1,500
bus_only
2,355
1,592
537
135
402
643.5
4,941.5
4,298
0
0
1
0
0
0
35
0
9968_8503016
0
6
1,143
0
0
108
0
0
1,500
bus_only
1,278
1,143
27
20
7
30.2
3,650.6
3,620.4
0
0
1
0
0
43
43
1
9968_8503016
1
6
0
300
0
168
0
0
1,550
train_only
822
300
354
89
265
422.6
4,165.3
0
3,742.8
0
0
1
0
0
43
0
9968_8503016
2
6
930
0
0
108
0
0
1,500
bus_only
1,435
930
397
20
377
474.4
3,703.2
3,228.9
0
0
1
0
0
0
43
0
9968_8503016
3
6
1,677
0
0
278
0
1
1,500
bus_only
2,243
1,677
288
25
263
344.7
4,139.5
3,794.8
0
0
1
0
0
0
43
0
9968_8503016
4
6
1,273
0
0
48
0
0
1,500
bus_only
1,692
1,273
371
20
351
444.1
4,381.6
3,937.5
0
0
1
0
0
0
43
0
9968_8503016
5
6
1,786
0
0
59
0
0
1,500
bus_only
2,243
1,786
398
135
263
476.2
4,244.7
3,768.5
0
0
1
0
0
0
43
0
9968_9349
0
21
1,613
0
0
240
0
0
1,500
bus_only
1,882
1,613
29
20
9
33.9
5,196.2
5,162.3
0
0
1
0
0
40
40
1
9968_9349
1
21
258
300
0
451
250
1
1,550
bus+train
1,354
558
345
89
6
410.9
5,379.5
1,225.8
3,742.8
0
1
1
0
0
40
0
9968_9349
2
21
1,808
0
0
383
0
0
1,500
bus_only
2,418
1,808
227
25
202
271.5
5,319.3
5,047.8
0
0
1
0
0
0
40
0
9968_9349
3
21
360
480
0
603
37
1
1,550
bus+train
1,633
840
190
89
64
225.7
7,265.8
968.4
6,071.6
0
1
1
0
0
40
0
9968_9349
4
21
1,692
0
0
240
0
0
1,500
bus_only
2,262
1,692
330
20
310
394.5
5,838.8
5,444.3
0
0
1
0
0
0
40
0
9968_9349
5
21
449
480
0
543
37
1
1,550
bus+train
1,777
929
305
89
179
364.4
7,579.4
1,143.4
6,071.6
0
1
1
0
0
40
0
9968_9349
6
21
410
480
0
493
77
1
1,550
bus+train
1,726
890
343
89
177
409.4
7,934.3
1,453.3
6,071.6
0
1
1
0
0
40
0
9968_9349
7
21
239
480
0
737
37
1
1,550
bus+train
1,813
719
357
89
231
426
7,501.5
1,003.8
6,071.6
0
1
1
0
0
40
0
9968_9349
8
21
318
300
0
763
49
1
1,550
bus+train
1,766
618
385
89
247
459
5,475.5
1,273.6
3,742.8
0
1
1
0
0
40
0
9968_9349
9
21
334
300
0
719
49
1
1,550
bus+train
1,750
634
397
89
259
474.5
5,427
1,209.8
3,742.8
0
1
1
0
0
40
0
9968_9349
10
21
164
480
0
911
37
1
1,550
bus+train
2,057
644
502
89
376
599.8
7,365
693.6
6,071.6
0
1
1
0
0
40
0
9968_9349
11
21
269
480
0
950
37
1
1,550
bus+train
2,183
749
484
89
358
579.4
7,954.1
1,303.1
6,071.6
0
1
1
0
0
40
0
9968_9349
12
21
430
300
0
439
248
1
1,550
bus+train
1,816
730
647
89
310
774
6,023.5
1,506.8
3,742.8
0
1
1
0
0
40
0
9968_9349
13
21
136
480
0
737
37
1
1,550
bus+train
1,963
616
610
89
484
729.8
7,379.7
578.2
6,071.6
0
1
1
0
0
40
0
9968_9349
14
21
559
480
0
543
37
1
1,550
bus+train
2,187
1,039
605
89
479
723.6
8,238
1,442.8
6,071.6
0
1
1
0
0
40
0
9968_9349
15
21
253
300
0
659
49
1
1,550
bus+train
1,882
553
670
89
532
802
5,471.6
926.8
3,742.8
0
1
1
0
0
40
0
9968_9349
16
21
610
480
0
493
77
1
1,550
bus+train
2,248
1,090
665
89
499
795.8
8,680.4
1,813
6,071.6
0
1
1
0
0
40
0
9968_9349
17
21
231
480
0
851
37
1
1,550
bus+train
2,215
711
653
89
527
781.9
7,818
964.5
6,071.6
0
1
1
0
0
40
0
9968_9349
18
21
340
300
0
575
250
2
1,550
bus+train
1,869
640
654
89
315
782.1
6,032.6
1,507.7
3,742.8
0
1
1
0
0
40
0
9968_9349
19
21
1,922
0
0
722
0
0
1,500
bus_only
3,258
1,922
614
135
479
735.1
6,115.2
5,380.1
0
0
1
0
0
0
40
0
9968_9349
20
21
380
480
0
685
156
1
1,550
bus+train
2,294
860
749
89
504
896.4
8,432.2
1,464.1
6,071.6
0
1
1
0
0
40
0
9968_9400
0
23
1,366
0
0
511
0
0
1,500
bus_only
1,900
1,366
23
20
3
26.7
4,685.3
4,658.6
0
0
1
0
0
22
22
1
9968_9400
1
23
197
300
0
713
248
1
1,550
bus+train
1,550
497
340
89
3
406.2
4,870
721
3,742.8
0
1
1
0
0
22
0
9968_9400
2
23
1,307
0
0
571
0
0
1,500
bus_only
2,303
1,307
425
20
405
507.7
4,787.6
4,280
0
0
1
0
0
0
22
0
9968_9400
3
23
367
300
0
893
49
1
1,550
bus+train
1,704
667
144
89
6
170.7
4,805.2
891.7
3,742.8
0
1
1
0
0
22
0
9968_9400
4
23
1,458
0
0
276
23
1
1,500
bus_only
1,895
1,458
161
135
3
191.6
4,846.8
4,655.2
0
0
1
0
0
0
22
0
9968_9400
5
23
435
480
0
807
37
1
1,550
bus+train
1,935
915
213
89
87
253.1
7,793.3
1,468.6
6,071.6
0
1
1
0
0
22
0
9968_9400
6
23
509
480
0
669
76
1
1,550
bus+train
1,906
989
248
89
83
294.4
8,172.1
1,806
6,071.6
0
1
1
0
0
22
0
9968_9400
7
23
246
300
0
697
250
1
1,550
bus+train
1,588
546
345
89
6
411.1
4,874.8
720.9
3,742.8
0
1
1
0
0
22
0
9968_9400
8
23
333
480
0
753
156
1
1,550
bus+train
1,894
813
328
89
83
390.5
7,926.3
1,464.1
6,071.6
0
1
1
0
0
22
0