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
1001_1956
6
11
935
0
720
1,219
105
2
3,700
bus+gtx
3,276
1,655
402
49
248
480.8
23,574.8
4,917.6
0
18,176.4
1
0
1
0
81
0
1001_1956
7
11
1,009
0
1,020
1,119
55
2
3,950
bus+gtx
3,644
2,029
496
49
392
593.4
28,503.1
3,084.4
0
24,825.3
1
0
1
0
81
0
1001_1956
8
11
986
0
720
1,219
105
2
3,700
bus+gtx
3,482
1,706
557
49
403
666.8
23,942.5
5,099.3
0
18,176.4
1
0
1
0
81
0
1001_1956
9
11
1,213
0
720
1,204
105
2
3,700
bus+gtx
3,722
1,933
585
49
431
699.5
23,968.7
5,092.8
0
18,176.4
1
0
1
0
81
0
1001_1956
10
11
690
0
720
1,484
105
2
3,700
bus+gtx
4,031
1,410
1,137
49
983
1,361.4
23,964.8
4,426.9
0
18,176.4
1
0
1
0
81
0
1001_1957
0
10
358
0
1,020
972
55
1
3,950
bus+gtx
2,487
1,378
137
49
33
162
26,413.9
1,426.6
0
24,825.3
1
0
1
0
65
0.1
1001_1957
1
10
287
0
1,020
912
55
1
3,950
bus+gtx
2,661
1,307
442
49
338
528.6
26,509.4
1,155.5
0
24,825.3
1
0
1
0
65
0.1
1001_1957
2
10
4,627
0
0
135
0
0
1,700
bus_only
5,136
4,627
374
338
36
447.3
24,110.2
23,662.9
0
0
1
0
0
0
65
0.1
1001_1957
3
10
307
0
1,020
1,499
55
1
3,950
bus+gtx
3,269
1,327
443
49
339
530.3
26,651.2
1,295.6
0
24,825.3
1
0
1
0
65
0.1
1001_1957
4
10
219
0
1,020
912
55
1
3,950
bus+gtx
2,748
1,239
597
49
493
715.4
26,433.4
892.6
0
24,825.3
1
0
1
0
65
0.1
1001_1957
5
10
523
0
1,020
1,019
55
1
3,950
bus+gtx
3,133
1,543
571
49
467
683.7
27,550.4
2,041.4
0
24,825.3
1
0
1
0
65
0.1
1001_1957
6
10
472
0
1,020
912
55
1
3,950
bus+gtx
3,003
1,492
599
49
495
717
27,435.8
1,893.5
0
24,825.3
1
0
1
0
65
0.1
1001_1957
7
10
360
0
1,020
1,499
55
1
3,950
bus+gtx
3,436
1,380
557
49
453
667.1
26,983
1,490.6
0
24,825.3
1
0
1
0
65
0.1
1001_1957
8
10
562
0
1,020
959
55
2
3,950
bus+gtx
3,099
1,582
558
49
454
668.5
27,337.7
1,843.9
0
24,825.3
1
0
1
0
65
0.1
1001_1957
9
10
4,804
0
0
135
0
0
1,700
bus_only
5,785
4,804
846
338
508
1,013
25,196.4
24,183.4
0
0
1
0
0
0
65
0.1
1001_1958
0
17
364
0
1,020
600
72
1
3,950
bus+gtx
2,144
1,384
160
49
39
190.5
26,601.1
1,585.4
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
1
17
292
0
1,020
540
72
1
3,950
bus+gtx
2,341
1,312
489
49
368
585.2
26,693.7
1,283.2
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
2
17
4,877
0
0
791
0
0
1,800
bus_only
6,065
4,877
397
338
59
475
25,568.9
25,093.9
0
0
1
0
0
0
18
0.058824
1001_1958
3
17
545
0
1,020
730
55
1
3,950
bus+gtx
2,466
1,565
171
49
67
202.6
26,584
1,556.1
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
4
17
446
0
1,020
540
72
1
3,950
bus+gtx
2,489
1,466
483
49
362
577.9
27,343.3
1,940.1
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
5
17
435
0
1,020
670
55
1
3,950
bus+gtx
2,667
1,455
542
49
438
649.1
26,596.2
1,121.8
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
6
17
606
0
1,020
670
55
1
3,950
bus+gtx
2,852
1,626
556
49
452
665.6
27,400.8
1,909.9
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
7
17
514
0
1,020
671
72
2
3,950
bus+gtx
2,742
1,534
537
49
416
643.1
27,461.7
1,993.3
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
8
17
210
0
1,020
1,804
72
1
3,950
bus+gtx
3,497
1,230
463
49
342
553.8
26,416.8
1,037.7
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
9
17
221
0
1,020
600
72
1
3,950
bus+gtx
2,519
1,241
678
49
557
811.8
26,621.4
984.3
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
10
17
632
0
1,020
793
55
2
3,950
bus+gtx
3,007
1,652
562
49
458
672.1
27,407.1
1,909.6
0
24,825.3
1
0
1
0
18
0.058824
1001_1958
11
17
2,240
0
720
833
105
1
3,950
bus+gtx
4,405
2,960
612
49
458
731.4
27,028.4
8,120.6
0
18,176.4
1
0
1
0
18
0.058824
1001_1958
12
17
1,619
0
720
1,277
106
1
3,950
bus+gtx
4,225
2,339
609
49
454
728.5
27,020.8
8,115.9
0
18,176.4
1
0
1
0
18
0.058824
1001_1958
13
17
5,393
0
0
836
0
0
1,800
bus_only
6,963
5,393
734
313
421
878.4
29,530.4
28,652
0
0
1
0
0
0
18
0.058824
1001_1958
14
17
5,171
0
0
1,453
0
0
1,800
bus_only
7,330
5,171
706
338
368
846.3
27,492.8
26,646.5
0
0
1
0
0
0
18
0.058824
1001_1958
15
17
5,386
0
0
1,453
0
0
1,800
bus_only
7,629
5,386
790
338
452
947
27,964.8
27,017.9
0
0
1
0
0
0
18
0.058824
1001_1958
16
17
5,596
0
0
836
0
0
1,800
bus_only
7,577
5,596
1,145
313
832
1,371.1
30,808.7
29,437.6
0
0
1
0
0
0
18
0.058824
1001_201
0
7
79
0
0
306
0
0
1,500
bus_only
615
79
230
77
153
273.8
1,090.5
816.7
0
0
1
0
0
0
140
0
1001_201
1
7
73
0
0
94
0
0
1,500
bus_only
703
73
536
77
459
642.3
1,434.6
792.3
0
0
1
0
0
0
140
0
1001_201
2
7
0
120
0
416
0
0
1,550
train_only
887
120
351
44
307
419.4
1,601
0
1,181.6
0
0
1
0
140
140
1
1001_201
3
7
123
0
0
125
0
0
1,500
bus_only
765
123
517
69
448
618.1
1,450.6
832.5
0
0
1
0
0
0
140
0
1001_201
4
7
69
0
0
125
0
0
1,500
bus_only
851
69
657
69
588
786.5
1,130.2
343.7
0
0
1
0
0
0
140
0
1001_201
5
7
186
0
0
125
0
0
1,500
bus_only
1,049
186
738
69
669
883.4
2,088
1,204.5
0
0
1
0
0
0
140
0
1001_201
6
7
136
0
0
154
0
0
1,500
bus_only
1,036
136
746
77
669
893.2
2,057.5
1,164.3
0
0
1
0
0
0
140
0
1001_202
0
16
177
0
0
234
0
0
1,500
bus_only
609
177
198
77
121
236.7
1,761.7
1,525
0
0
1
0
0
0
285
0
1001_202
1
16
196
0
0
161
0
0
1,500
bus_only
664
196
307
77
230
365.3
1,976.8
1,611.4
0
0
1
0
0
0
285
0
1001_202
2
16
581
0
0
56
0
0
3,000
bus_only
884
581
247
73
174
296
1,668.7
1,372.7
0
0
1
0
0
0
285
0
1001_202
3
16
530
0
0
303
0
0
1,500
bus_only
1,072
530
239
44
195
285.8
3,195.4
2,909.6
0
0
1
0
0
0
285
0
1001_202
4
16
268
0
0
313
0
0
1,500
bus_only
856
268
275
77
198
328.8
2,302.4
1,973.7
0
0
1
0
0
0
285
0
1001_202
5
16
262
0
0
198
0
0
1,500
bus_only
755
262
295
69
226
352.3
2,113.5
1,761.2
0
0
1
0
0
0
285
0
1001_202
6
16
571
0
0
124
0
0
1,500
bus_only
973
571
278
73
205
332.6
1,680.2
1,347.5
0
0
1
0
0
0
285
0
1001_202
7
16
141
0
0
378
12
1
1,500
bus_only
817
141
298
77
209
354.9
1,643.4
1,288.5
0
0
1
0
0
0
285
0
1001_202
8
16
279
0
0
107
0
0
1,500
bus_only
777
279
391
44
347
467.2
1,690.2
1,222.9
0
0
1
0
0
0
285
0
1001_202
9
16
147
0
0
161
0
0
1,500
bus_only
732
147
424
77
347
506.9
1,671.2
1,164.3
0
0
1
0
0
0
285
0
1001_202
10
16
354
0
0
138
0
0
1,500
bus_only
892
354
400
69
331
477.8
2,332.9
1,855.1
0
0
1
0
0
0
285
0
1001_202
11
16
0
120
0
173
0
0
1,550
train_only
782
120
489
44
445
584.6
1,766.2
0
1,181.6
0
0
1
0
285
285
1
1001_202
12
16
474
0
0
303
0
0
1,500
bus_only
1,233
474
456
44
412
545.5
3,027.9
2,482.3
0
0
1
0
0
0
285
0
1001_202
13
16
0
270
0
113
0
0
1,550
train_only
944
270
561
44
517
672
2,565.8
0
1,893.8
0
0
1
0
0
285
0
1001_202
14
16
238
0
0
294
0
0
1,500
bus_only
1,180
238
648
77
571
775.5
2,665.7
1,890.2
0
0
1
0
0
0
285
0
1001_202
15
16
154
0
0
120
0
0
1,500
bus_only
1,031
154
757
77
680
905.8
2,413.7
1,507.9
0
0
1
0
0
0
285
0
1001_203
0
11
237
0
0
280
0
0
1,500
bus_only
639
237
122
77
45
145
2,281.2
2,136.2
0
0
1
0
0
0
187
0
1001_203
1
11
212
0
0
220
0
0
1,500
bus_only
725
212
293
77
216
349.7
2,251.4
1,901.6
0
0
1
0
0
0
187
0
1001_203
2
11
351
0
0
299
0
0
1,500
bus_only
1,053
351
403
44
359
481.5
2,244.9
1,763.3
0
0
1
0
0
0
187
0
1001_203
3
11
446
0
0
680
0
0
1,500
bus_only
1,517
446
391
69
322
467.5
3,176.4
2,708.9
0
0
1
0
0
0
187
0
1001_203
4
11
404
0
0
200
0
0
1,500
bus_only
1,045
404
441
44
397
526.2
2,731.6
2,205.4
0
0
1
0
0
0
187
0
1001_203
5
11
398
0
0
72
0
0
1,500
bus_only
948
398
478
44
434
571.5
2,756
2,184.5
0
0
1
0
0
0
187
0
1001_203
6
11
454
0
0
200
0
0
1,500
bus_only
1,125
454
471
44
427
563.5
3,045.9
2,482.3
0
0
1
0
0
0
187
0
1001_203
7
11
0
390
0
295
0
0
1,550
train_only
1,206
390
521
44
477
624.1
3,329.3
0
2,705.2
0
0
1
0
187
187
1
1001_203
8
11
341
0
0
270
0
0
1,500
bus_only
1,201
341
590
69
521
706.1
3,165.1
2,458.9
0
0
1
0
0
0
187
0
1001_203
9
11
309
0
0
241
0
0
1,500
bus_only
1,148
309
598
77
521
716
3,330.1
2,614.1
0
0
1
0
0
0
187
0
1001_203
10
11
471
0
0
132
0
0
1,500
bus_only
1,231
471
628
44
584
750.6
3,408.7
2,658.1
0
0
1
0
0
0
187
0
1001_204
0
8
288
0
0
150
0
0
1,500
bus_only
589
288
151
77
74
179.4
2,803.7
2,624.2
0
0
1
0
0
0
92
0.125
1001_204
1
8
323
0
0
90
0
0
1,500
bus_only
824
323
411
77
334
491.2
3,492.8
3,001.6
0
0
1
0
0
0
92
0.125
1001_204
2
8
507
0
0
231
0
0
1,500
bus_only
1,017
507
279
44
235
333.8
3,205.9
2,872.1
0
0
1
0
0
0
92
0.125
1001_204
3
8
456
0
0
273
0
0
1,500
bus_only
1,038
456
309
69
240
369.6
3,451.5
3,081.9
0
0
1
0
0
0
92
0.125
1001_204
4
8
496
0
0
273
0
0
1,500
bus_only
1,283
496
514
69
445
615.5
4,029.7
3,414.2
0
0
1
0
0
0
92
0.125
1001_204
5
8
418
0
0
273
0
0
1,500
bus_only
1,277
418
586
69
517
701.2
3,410.1
2,708.9
0
0
1
0
0
0
92
0.125
1001_204
6
8
237
0
0
150
0
0
1,500
bus_only
1,074
237
687
77
610
822.6
2,958.8
2,136.2
0
0
1
0
0
0
92
0.125
1001_204
7
8
368
0
0
386
0
0
1,500
bus_only
1,396
368
642
69
573
768.5
3,709.3
2,940.8
0
0
1
0
0
0
92
0.125
1001_205
0
16
600
0
0
172
0
0
1,500
bus_only
927
600
155
108
47
185.3
3,780.4
3,595
0
0
1
0
0
0
173
0.0625
1001_205
1
16
502
0
0
84
0
0
1,500
bus_only
847
502
261
77
184
311.6
3,919.1
3,607.5
0
0
1
0
0
0
173
0.0625
1001_205
2
16
643
0
0
112
0
0
1,500
bus_only
1,003
643
248
108
140
296.7
3,983.9
3,687.2
0
0
1
0
0
0
173
0.0625
1001_205
3
16
644
0
0
592
0
0
1,500
bus_only
1,462
644
226
44
182
270
3,748.4
3,478.4
0
0
1
0
0
0
173
0.0625
1001_205
4
16
519
0
0
197
0
0
1,500
bus_only
1,017
519
301
77
224
358.3
4,111.6
3,753.3
0
0
1
0
0
0
173
0.0625
1001_205
5
16
586
0
0
338
0
0
1,500
bus_only
1,214
586
290
108
182
347.5
3,781.8
3,434.3
0
0
1
0
0
0
173
0.0625
1001_205
6
16
474
0
0
84
0
0
1,500
bus_only
903
474
345
77
268
412.9
3,868.9
3,455.9
0
0
1
0
0
0
173
0.0625
1001_205
7
16
509
0
0
151
0
1
1,500
bus_only
961
509
301
77
224
358.3
4,111.6
3,753.3
0
0
1
0
0
0
173
0.0625
1001_205
8
16
464
0
0
91
0
1
1,500
bus_only
900
464
345
77
268
412.9
3,868.9
3,455.9
0
0
1
0
0
0
173
0.0625
1001_205
9
16
561
0
0
112
0
0
1,500
bus_only
1,132
561
459
108
351
550
3,792.7
3,242.7
0
0
1
0
0
0
173
0.0625
1001_205
10
16
550
0
0
151
0
2
1,500
bus_only
1,178
550
477
77
400
570.4
4,574.2
4,003.8
0
0
1
0
0
0
173
0.0625
1001_205
11
16
743
0
0
413
0
0
1,500
bus_only
1,699
743
543
69
474
650.5
4,790.1
4,139.6
0
0
1
0
0
0
173
0.0625
1001_205
12
16
724
0
0
652
0
0
1,500
bus_only
1,979
724
603
44
559
721.4
4,651.9
3,930.4
0
0
1
0
0
0
173
0.0625
1001_205
13
16
718
0
0
383
0
1
1,500
bus_only
1,704
718
603
44
559
721.4
5,001.3
4,279.9
0
0
1
0
0
0
173
0.0625
1001_205
14
16
666
0
0
398
0
0
1,500
bus_only
1,731
666
667
108
559
798.9
4,685.3
3,886.4
0
0
1
0
0
0
173
0.0625
1001_205
15
16
713
0
0
191
0
0
1,500
bus_only
1,704
713
800
241
559
958.6
5,355.7
4,397.1
0
0
1
0
0
0
173
0.0625
1001_206
0
16
647
0
0
355
0
0
1,500
bus_only
1,069
647
67
44
23
79.2
4,431.1
4,351.9
0
0
1
0
0
0
154
0.0625
1001_206
1
16
730
0
0
253
0
1
1,500
bus_only
1,050
730
67
44
23
79.2
5,444.7
5,365.5
0
0
1
0
0
0
154
0.0625
1001_206
2
16
680
0
0
107
0
0
1,500
bus_only
1,051
680
264
241
23
316.4
5,135
4,818.5
0
0
1
0
0
0
154
0.0625
1001_206
3
16
711
0
0
415
0
0
1,500
bus_only
1,445
711
319
44
275
380.2
4,991.1
4,610.9
0
0
1
0
0
0
154
0.0625
1001_206
4
16
690
0
0
393
0
1
1,500
bus_only
1,427
690
344
69
275
410
5,353.1
4,943.1
0
0
1
0
0
0
154
0.0625
1001_206
5
16
744
0
0
167
0
0
1,500
bus_only
1,427
744
516
241
275
617.4
5,695
5,077.6
0
0
1
0
0
0
154
0.0625
1001_206
6
16
561
0
0
355
0
0
1,500
bus_only
1,438
561
522
44
478
624.9
4,555.3
3,930.4
0
0
1
0
0
0
154
0.0625
1001_206
7
16
647
0
0
364
0
0
1,500
bus_only
1,553
647
542
108
434
649.8
5,349.1
4,699.4
0
0
1
0
0
0
154
0.0625
1001_206
8
16
644
0
0
253
0
1
1,500
bus_only
1,419
644
522
44
478
624.9
5,568.9
4,944
0
0
1
0
0
0
154
0.0625
1001_206
9
16
739
0
0
355
0
0
1,500
bus_only
1,679
739
585
44
541
701
5,530.9
4,829.9
0
0
1
0
0
0
154
0.0625