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_4206
4
6
2,986
0
0
478
0
2
1,600
bus_only
4,109
2,986
645
198
447
773.6
19,506.8
18,733.1
0
0
1
0
0
0
23
0
1002_4206
5
6
2,567
0
0
542
77
1
1,600
bus_only
4,049
2,567
940
416
447
1,127.2
19,957.8
18,830.6
0
0
1
0
0
0
23
0
1002_4207
0
18
0
1,685
0
678
103
1
1,650
train_only
2,557
1,685
194
62
29
230.7
18,406.7
0
18,176
0
0
1
0
24
24
1
1002_4207
1
18
106
1,320
0
314
284
1
1,650
bus+train
2,277
1,426
537
184
69
641.4
18,419.2
1,024.4
16,753.4
0
1
1
0
0
24
0
1002_4207
2
18
2,483
0
0
410
0
0
1,700
bus_only
3,434
2,483
541
416
125
648.9
20,670
20,021.1
0
0
1
0
0
0
24
0
1002_4207
3
18
400
1,600
0
721
56
2
1,650
bus+train
2,912
2,000
191
51
84
227.3
19,313.9
5,155
13,931.6
0
1
1
0
0
24
0
1002_4207
4
18
2,581
0
0
570
120
1
1,700
bus_only
3,434
2,581
283
38
125
338.2
20,761.7
20,423.6
0
0
1
0
0
0
24
0
1002_4207
5
18
161
1,320
0
854
81
1
1,650
bus+train
2,697
1,481
362
212
69
433.4
18,338.7
1,151.9
16,753.4
0
1
1
0
0
24
0
1002_4207
6
18
2,273
0
0
528
0
2
1,600
bus_only
3,110
2,273
309
184
125
369.5
19,629.7
19,260.2
0
0
1
0
0
0
24
0
1002_4207
7
18
2,500
0
0
528
0
2
1,700
bus_only
3,535
2,500
507
184
323
607.2
20,612.7
20,005.5
0
0
1
0
0
0
24
0
1002_4207
8
18
2,466
0
0
375
0
1
1,600
bus_only
3,535
2,466
694
371
323
831.8
20,668.3
19,836.5
0
0
1
0
0
0
24
0
1002_4207
9
18
2,451
0
0
588
0
2
1,600
bus_only
3,668
2,451
629
184
445
752
20,379.5
19,627.5
0
0
1
0
0
0
24
0
1002_4207
10
18
2,703
0
0
410
0
0
1,700
bus_only
3,852
2,703
739
416
323
886.5
21,653
20,766.4
0
0
1
0
0
0
24
0
1002_4207
11
18
2,596
0
0
588
0
2
1,700
bus_only
3,824
2,596
640
184
456
765.9
21,451.1
20,685.1
0
0
1
0
0
0
24
0
1002_4207
12
18
2,589
0
0
624
0
3
1,700
bus_only
3,837
2,589
624
184
440
746.6
21,375.7
20,629.1
0
0
1
0
0
0
24
0
1002_4207
13
18
2,417
0
0
435
0
1
1,600
bus_only
3,668
2,417
816
371
445
976.6
20,435.1
19,458.5
0
0
1
0
0
0
24
0
1002_4207
14
18
2,655
0
0
470
0
0
1,700
bus_only
3,986
2,655
861
416
445
1,031.3
21,419.8
20,388.4
0
0
1
0
0
0
24
0
1002_4207
15
18
2,562
0
0
435
0
1
1,700
bus_only
3,835
2,562
838
371
467
1,004
21,520
20,516.1
0
0
1
0
0
0
24
0
1002_4207
16
18
2,799
0
0
470
0
0
1,700
bus_only
4,142
2,799
873
416
457
1,046.6
22,492.6
21,446
0
0
1
0
0
0
24
0
1002_4207
17
18
2,555
0
0
471
0
2
1,700
bus_only
3,837
2,555
811
371
440
971.3
21,431.3
20,460
0
0
1
0
0
0
24
0
1002_4208
0
5
183
1,710
0
513
284
1
1,750
bus+train
2,731
1,893
325
38
3
387.6
24,169.2
1,142
22,639.5
0
1
1
0
0
33
0
1002_4208
1
5
3,659
2,730
0
1,061
89
1
2,050
bus+train
8,784
6,389
1,334
62
1,183
1,597.6
39,541.4
11,970.6
25,973.2
0
1
1
0
33
33
1
1002_4208
2
5
3,516
2,310
0
1,448
63
2
1,950
bus+train
8,582
5,826
1,308
62
1,183
1,566.1
35,678
12,341.2
21,770.7
0
1
1
0
0
33
0
1002_4208
3
5
3,256
2,580
0
915
203
2
1,950
bus+train
8,199
5,836
1,448
62
1,183
1,733.8
36,462.5
10,372.2
24,356.5
0
1
1
0
0
33
0
1002_4208
4
5
3,212
2,580
0
889
338
1
1,950
bus+train
8,264
5,792
1,583
62
1,183
1,896.6
36,537.9
10,284.9
24,356.5
0
1
1
0
0
33
0
1002_4209
0
4
148
2,070
0
695
81
1
1,850
bus+train
3,252
2,218
339
212
46
406.1
29,690.9
1,151.9
28,132.9
0
1
1
0
0
22
0
1002_4209
1
4
0
4,425
0
434
43
1
2,150
train_only
5,170
4,425
311
62
206
371.5
42,108.7
0
41,737.2
0
0
1
0
22
22
1
1002_4209
2
4
4,101
2,430
0
370
158
1
2,050
bus+train
7,643
6,531
742
62
522
887.8
38,007.6
14,235
22,884.8
0
1
1
0
0
22
0
1002_4209
3
4
4,281
2,430
0
430
158
1
2,050
bus+train
8,517
6,711
1,376
62
1,156
1,649.1
39,152.1
14,618.3
22,884.8
0
1
1
0
0
22
0
1002_421
0
10
0
810
0
214
0
0
1,550
train_only
1,238
810
214
62
152
254.4
6,283.9
0
6,029.5
0
0
1
0
49
49
1
1002_421
1
10
771
0
0
357
0
1
1,500
bus_only
1,528
771
400
38
362
478.8
5,871.6
5,392.8
0
0
1
0
0
0
49
0
1002_421
2
10
943
0
0
194
0
0
1,500
bus_only
1,794
943
657
212
445
787.4
6,630.9
5,843.4
0
0
1
0
0
0
49
0
1002_421
3
10
773
0
0
336
0
2
1,500
bus_only
1,592
773
483
38
445
577.8
5,979.4
5,401.6
0
0
1
0
0
0
49
0
1002_421
4
10
931
0
0
357
0
1
1,500
bus_only
1,811
931
523
38
485
625.5
6,706.3
6,080.8
0
0
1
0
0
0
49
0
1002_421
5
10
50
690
0
313
43
1
1,550
bus+train
1,609
740
556
62
451
664.1
6,536.3
651.1
5,221
0
1
1
0
0
49
0
1002_421
6
10
245
570
0
316
88
1
1,550
bus+train
1,766
815
635
62
485
758.8
7,152.1
2,033.4
4,359.8
0
1
1
0
0
49
0
1002_421
7
10
1,093
0
0
194
0
0
1,500
bus_only
1,984
1,093
697
212
485
835.1
7,518.8
6,683.7
0
0
1
0
0
0
49
0
1002_421
8
10
669
0
0
126
0
0
1,500
bus_only
1,580
669
785
371
414
940.5
6,046.6
5,106.1
0
0
1
0
0
0
49
0
1002_421
9
10
0
630
0
154
0
0
1,550
train_only
2,222
630
1,438
512
926
1,724.3
6,854.4
0
5,130.1
0
0
1
0
0
49
0
1002_4213
0
5
3,949
0
0
646
74
1
2,300
bus_only
4,974
3,949
379
38
267
452
51,964.9
51,512.8
0
0
1
0
0
0
19
0.2
1002_4213
1
5
3,294
0
0
589
66
1
2,200
bus_only
4,470
3,294
587
199
322
702.5
49,025.9
48,323.4
0
0
1
0
0
0
19
0.2
1002_4213
2
5
3,478
0
0
813
0
0
2,200
bus_only
4,974
3,478
683
416
267
817.7
49,423.2
48,605.5
0
0
1
0
0
0
19
0.2
1002_4213
3
5
3,766
0
0
379
0
2
2,300
bus_only
4,596
3,766
451
184
267
538.3
51,897.7
51,359.4
0
0
1
0
0
0
19
0.2
1002_4213
4
5
161
3,600
0
855
81
1
2,350
bus+train
5,361
3,761
745
212
452
892.4
54,873.5
1,151.9
52,829.1
0
1
1
0
0
19
0.2
1002_4217
0
7
0
3,060
0
848
11
2
2,150
train_only
4,123
3,060
215
62
142
256.8
44,574.4
0
44,317.6
0
0
1
0
27
27
1
1002_4217
1
7
148
2,880
0
660
81
1
2,150
bus+train
4,123
3,028
435
212
142
521.7
44,580.4
1,151.9
42,906.8
0
1
1
0
0
27
0
1002_4217
2
7
5,295
3,630
0
1,094
114
2
2,650
bus+train
11,022
8,925
1,003
62
827
1,201.1
66,617.9
31,214.5
34,202.3
0
1
1
0
0
27
0
1002_4217
3
7
8,134
0
0
604
134
1
2,600
bus_only
10,115
8,134
1,377
416
827
1,650.8
67,920.8
66,269.9
0
0
1
0
0
0
27
0
1002_4217
4
7
8,050
0
0
604
134
1
2,600
bus_only
10,059
8,050
1,405
416
855
1,684.4
67,913.9
66,229.5
0
0
1
0
0
0
27
0
1002_4217
5
7
7,033
0
0
1,527
134
2
2,500
bus_only
9,937
7,033
1,377
416
827
1,650.8
65,606.1
63,955.3
0
0
1
0
0
0
27
0
1002_4217
6
7
6,943
0
0
1,527
134
2
2,500
bus_only
9,879
6,943
1,409
416
859
1,688.6
65,599.5
63,910.9
0
0
1
0
0
0
27
0
1002_423
0
11
634
0
0
369
0
1
1,500
bus_only
1,086
634
83
38
45
97.8
3,801.6
3,703.8
0
0
1
0
0
0
16
0.090909
1002_423
1
11
98
390
0
285
95
1
1,550
bus+train
913
488
140
38
7
166.1
3,761.1
402.5
3,192.6
0
1
1
0
0
16
0.090909
1002_423
2
11
539
0
0
294
0
0
1,500
bus_only
1,249
539
416
371
45
497.5
3,914.6
3,417.1
0
0
1
0
0
0
16
0.090909
1002_423
3
11
636
0
0
305
0
1
1,500
bus_only
1,058
636
117
38
79
138.7
3,729.1
3,590.4
0
0
1
0
0
0
16
0.090909
1002_423
4
11
607
0
0
309
0
1
1,500
bus_only
1,134
607
218
38
180
260.1
3,755.9
3,495.8
0
0
1
0
0
0
16
0.090909
1002_423
5
11
661
0
0
245
0
1
1,500
bus_only
1,225
661
319
38
281
381.1
4,157.5
3,776.4
0
0
1
0
0
0
16
0.090909
1002_423
6
11
0
390
0
304
0
0
1,550
train_only
1,213
390
519
512
7
622.3
3,814.9
0
3,192.6
0
0
1
0
0
16
0.090909
1002_423
7
11
512
0
0
234
0
0
1,500
bus_only
1,297
512
551
371
180
659.8
3,869
3,209.2
0
0
1
0
0
0
16
0.090909
1002_423
8
11
724
0
0
381
0
3
1,500
bus_only
1,666
724
561
38
523
671.7
6,177
5,505.3
0
0
1
0
0
0
16
0.090909
1002_423
9
11
217
450
0
303
137
1
1,550
bus+train
1,692
667
722
62
523
863.9
6,387.9
1,975.6
3,548.4
0
1
1
0
0
16
0.090909
1002_423
10
11
182
450
0
296
153
1
1,550
bus+train
1,666
632
738
62
523
883.1
6,060.8
1,629.3
3,548.4
0
1
1
0
0
16
0.090909
1002_424
0
9
461
0
0
676
0
1
1,500
bus_only
1,299
461
162
38
124
191.7
3,025.8
2,834.1
0
0
1
0
0
0
31
0
1002_424
1
9
176
300
0
238
57
1
1,550
bus+train
970
476
256
184
15
304.7
3,050.2
249.7
2,495.8
0
1
1
0
0
31
0
1002_424
2
9
457
0
0
633
0
0
1,500
bus_only
1,447
457
357
38
319
426.1
3,027.5
2,601.4
0
0
1
0
0
0
31
0
1002_424
3
9
268
150
0
410
57
1
1,550
bus+train
1,071
418
243
62
124
287.9
3,184.8
1,242.2
1,654.6
0
1
1
0
31
31
1
1002_424
4
9
372
0
0
298
0
0
1,500
bus_only
1,165
372
495
371
124
591.4
3,138.8
2,547.4
0
0
1
0
0
0
31
0
1002_424
5
9
376
0
0
179
0
0
1,500
bus_only
1,159
376
604
184
420
723.1
3,409.3
2,686.2
0
0
1
0
0
0
31
0
1002_424
6
9
268
150
0
260
57
1
1,550
bus+train
1,296
418
618
62
499
738.8
3,766.7
1,373.4
1,654.6
0
1
1
0
0
31
0
1002_424
7
9
230
150
0
301
57
1
1,550
bus+train
1,301
380
620
62
501
741.6
3,498.6
1,102.3
1,654.6
0
1
1
0
0
31
0
1002_424
8
9
0
300
0
203
0
0
1,550
train_only
1,582
300
1,079
512
567
1,293.3
3,789.1
0
2,495.8
0
0
1
0
0
31
0
1002_425
0
12
445
0
0
458
0
0
1,500
bus_only
986
445
83
38
45
98.5
2,314.3
2,215.8
0
0
1
0
0
0
20
0.083333
1002_425
1
12
331
0
0
120
0
1
1,500
bus_only
680
331
229
184
45
273.5
2,371.7
2,098.2
0
0
1
0
0
0
20
0.083333
1002_425
2
12
305
0
0
217
0
0
1,500
bus_only
938
305
416
371
45
498.2
2,427.3
1,929.1
0
0
1
0
0
0
20
0.083333
1002_425
3
12
387
0
0
524
0
1
1,500
bus_only
1,211
387
300
38
262
359.1
2,790.8
2,431.8
0
0
1
0
0
0
20
0.083333
1002_425
4
12
293
0
0
40
0
0
1,500
bus_only
779
293
446
184
262
534.1
2,848.3
2,314.2
0
0
1
0
0
0
20
0.083333
1002_425
5
12
405
0
0
654
0
1
1,500
bus_only
1,429
405
370
38
332
441.9
2,981.6
2,539.7
0
0
1
0
0
0
20
0.083333
1002_425
6
12
537
0
0
458
0
0
1,500
bus_only
1,451
537
456
38
418
545.9
3,147.4
2,601.4
0
0
1
0
0
0
20
0.083333
1002_425
7
12
301
0
0
198
0
1
1,500
bus_only
1,015
301
516
184
332
616.9
3,039
2,422.1
0
0
1
0
0
0
20
0.083333
1002_425
8
12
457
0
0
155
0
0
1,500
bus_only
1,224
457
612
212
400
733.9
3,118.7
2,384.8
0
0
1
0
0
0
20
0.083333
1002_425
9
12
362
0
0
692
0
1
1,500
bus_only
1,558
362
504
38
466
602.3
3,058.5
2,456.2
0
0
1
0
0
0
20
0.083333
1002_425
10
12
268
0
0
203
0
0
1,500
bus_only
1,121
268
650
184
466
777.3
3,115.9
2,338.6
0
0
1
0
0
0
20
0.083333
1002_425
11
12
258
0
0
212
0
1
1,500
bus_only
1,120
258
650
184
466
777.3
3,115.9
2,338.6
0
0
1
0
0
0
20
0.083333
1002_4311
0
10
1,710
150
0
307
57
1
1,850
bus+train
2,599
1,860
432
62
313
515.4
26,139.3
23,969.3
1,654.6
0
1
1
0
0
29
0
1002_4311
1
10
2,843
150
0
998
80
1
1,750
bus+train
4,328
2,993
337
62
195
402.5
25,321.4
23,264.2
1,654.6
0
1
1
0
0
29
0
1002_4311
2
10
0
2,513
0
529
101
2
1,850
train_only
3,227
2,513
185
62
22
219.8
28,313.7
0
28,094
0
0
1
0
29
29
1
1002_4311
3
10
3,028
150
0
998
80
1
1,850
bus+train
4,511
3,178
335
62
193
399.7
25,564.1
23,509.8
1,654.6
0
1
1
0
0
29
0
1002_4311
4
10
3,119
150
0
998
80
1
1,850
bus+train
4,749
3,269
482
62
340
575.9
25,896.6
23,666
1,654.6
0
1
1
0
0
29
0
1002_4311
5
10
1,314
797
0
340
98
1
1,750
bus+train
3,248
2,111
797
416
283
954.5
23,951.3
9,297
13,699.9
0
1
1
0
0
29
0
1002_4311
6
10
3,177
150
0
848
57
2
1,850
bus+train
4,775
3,327
600
62
481
717
26,074.4
23,702.8
1,654.6
0
1
1
0
0
29
0
1002_4311
7
10
3,119
150
0
848
57
2
1,850
bus+train
4,766
3,269
649
62
530
776.1
25,913.4
23,482.6
1,654.6
0
1
1
0
0
29
0
1002_4311
8
10
3,228
0
0
650
0
1
1,700
bus_only
4,775
3,228
897
416
481
1,075.2
24,664.8
23,589.6
0
0
1
0
0
0
29
0
1002_4311
9
10
3,170
0
0
650
0
1
1,700
bus_only
4,766
3,170
946
416
530
1,134.3
24,503.7
23,369.4
0
0
1
0
0
0
29
0
1002_4313
0
10
0
2,368
0
595
103
2
1,950
train_only
3,152
2,368
189
62
24
223.7
31,516.8
0
31,293.1
0
0
1
0
21
21
1
1002_4313
1
10
1,176
1,165
0
273
98
1
1,850
bus+train
3,152
2,341
538
416
24
644.4
28,645.1
9,297
18,703.7
0
1
1
0
0
21
0
1002_4313
2
10
3,558
150
0
723
80
1
1,950
bus+train
4,653
3,708
222
62
80
263.7
30,772.6
28,854.3
1,654.6
0
1
1
0
0
21
0
1002_4313
3
10
3,549
0
0
925
16
2
1,900
bus_only
4,630
3,549
156
38
102
184.3
32,434.5
32,250.2
0
0
1
0
0
0
21
0
1002_4313
4
10
3,476
0
0
658
14
1
3,000
bus_only
4,412
3,476
278
184
80
330.8
31,314.4
30,983.6
0
0
1
0
0
0
21
0
1002_4313
5
10
3,623
0
0
298
57
1
1,800
bus_only
4,610
3,623
689
416
216
826.2
28,362.9
27,536.7
0
0
1
0
0
0
21
0
1002_4313
6
10
4,783
0
0
914
22
3
1,900
bus_only
6,082
4,783
385
51
312
460.4
32,397
31,936.6
0
0
1
0
0
0
21
0