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_2820
1
23
3,020
0
0
363
0
3
1,700
bus_only
3,595
3,020
212
38
174
252.4
23,358.6
23,106.2
0
0
1
0
0
0
15
0
1002_2820
2
23
2,831
330
0
492
124
1
1,750
bus+train
3,969
3,161
316
62
130
377.1
24,005.2
19,609.3
4,018.8
0
1
1
0
15
15
1
1002_2820
3
23
4,302
0
0
1,131
0
1
1,900
bus_only
5,622
4,302
189
51
138
225.9
31,147.9
30,922
0
0
1
0
0
0
15
0
1002_2820
4
23
3,296
0
0
366
49
2
1,700
bus_only
3,879
3,296
217
38
130
258.8
22,716.2
22,457.5
0
0
1
0
0
0
15
0
1002_2820
5
23
3,734
0
0
333
49
2
1,700
bus_only
4,268
3,734
201
38
114
238.8
24,917.4
24,678.5
0
0
1
0
0
0
15
0
1002_2820
6
23
3,201
0
0
570
49
2
1,700
bus_only
3,993
3,201
222
38
135
264.7
24,176.9
23,912.2
0
0
1
0
0
0
15
0
1002_2820
7
23
3,158
0
0
591
49
3
1,800
bus_only
3,950
3,158
201
38
114
238.8
25,494.3
25,255.5
0
0
1
0
0
0
15
0
1002_2820
8
23
2,001
1,050
0
524
112
1
1,750
bus+train
3,879
3,051
304
62
130
362.8
23,482.1
15,805
7,314.3
0
1
1
0
0
15
0
1002_2820
9
23
3,686
0
0
273
49
2
1,700
bus_only
4,222
3,686
263
38
176
313.1
24,763.1
24,450
0
0
1
0
0
0
15
0
1002_2820
10
23
3,111
0
0
531
49
3
1,800
bus_only
3,905
3,111
263
38
176
313.1
25,340
25,027
0
0
1
0
0
0
15
0
1002_2820
11
23
3,557
0
0
528
49
3
1,700
bus_only
4,314
3,557
229
38
142
272.6
24,009.1
23,736.5
0
0
1
0
0
0
15
0
1002_2820
12
23
4,254
0
0
1,131
0
1
1,900
bus_only
5,612
4,254
227
51
176
270.6
30,964.1
30,693.5
0
0
1
0
0
0
15
0
1002_2820
13
23
3,769
0
0
273
49
2
1,700
bus_only
4,458
3,769
416
38
329
496.9
25,350.8
24,853.9
0
0
1
0
0
0
15
0
1002_2820
14
23
3,811
0
0
233
49
1
1,700
bus_only
4,539
3,811
495
38
408
592.4
24,409.1
23,816.7
0
0
1
0
0
0
15
0
1002_2820
15
23
3,197
0
0
531
49
3
1,800
bus_only
4,144
3,197
416
38
329
496.9
25,927.7
25,430.8
0
0
1
0
0
0
15
0
1002_2820
16
23
3,632
0
0
273
49
2
1,700
bus_only
4,392
3,632
487
38
400
582.4
24,825
24,242.7
0
0
1
0
0
0
15
0
1002_2820
17
23
3,236
0
0
570
49
2
1,700
bus_only
4,301
3,236
495
38
408
592.4
24,951
24,358.6
0
0
1
0
0
0
15
0
1002_2820
18
23
3,057
0
0
531
49
3
1,700
bus_only
4,075
3,057
487
38
400
582.4
25,402
24,819.6
0
0
1
0
0
0
15
0
1002_2820
19
23
3,737
0
0
293
49
1
1,700
bus_only
4,618
3,737
588
38
501
704.1
23,737.5
23,033.4
0
0
1
0
0
0
15
0
1002_2820
20
23
3,162
0
0
630
49
2
1,700
bus_only
4,380
3,162
588
38
501
704.1
24,279.4
23,575.4
0
0
1
0
0
0
15
0
1002_2820
21
23
4,200
0
0
1,131
0
1
1,900
bus_only
5,782
4,200
451
51
400
539.9
31,026.1
30,486.2
0
0
1
0
0
0
15
0
1002_2820
22
23
2,954
0
0
423
0
3
1,700
bus_only
3,977
2,954
600
38
562
718.1
23,442.9
22,724.8
0
0
1
0
0
0
15
0
1002_2821
0
9
3,343
150
0
400
57
2
1,850
bus+train
4,130
3,493
237
62
118
281.7
25,591.4
23,655.1
1,654.6
0
1
1
0
0
14
0
1002_2821
1
9
0
2,315
0
683
151
2
1,750
train_only
3,292
2,315
294
62
81
349.1
23,644.5
0
23,295.4
0
0
1
0
10
14
0.714286
1002_2821
2
9
3,262
480
0
848
40
1
1,850
bus+train
4,810
3,742
220
62
118
262.1
28,623.9
22,943.5
5,418.2
0
1
1
0
0
14
0
1002_2821
3
9
0
2,355
0
915
149
2
1,750
train_only
3,490
2,355
220
62
9
261.2
23,769.9
0
23,508.7
0
0
1
0
4
14
0.285714
1002_2821
4
9
1,466
1,320
0
450
153
2
1,750
bus+train
3,532
2,786
296
62
81
351.9
23,622.7
11,104.9
12,165.8
0
1
1
0
0
14
0
1002_2821
5
9
3,155
330
0
731
124
1
1,750
bus+train
4,520
3,485
304
62
118
362.1
25,039
20,658.1
4,018.8
0
1
1
0
0
14
0
1002_2821
6
9
3,222
150
0
405
111
2
1,750
bus+train
4,090
3,372
313
62
140
372.9
24,699.7
22,672.2
1,654.6
0
1
1
0
0
14
0
1002_2821
7
9
2,134
1,050
0
653
112
1
1,750
bus+train
4,209
3,184
372
62
198
442.6
24,762.1
17,005.2
7,314.3
0
1
1
0
0
14
0
1002_2821
8
9
3,354
150
0
481
57
2
1,750
bus+train
4,341
3,504
356
62
237
425
24,711.7
22,632.1
1,654.6
0
1
1
0
0
14
0
1002_2824
0
9
0
2,705
0
1,063
149
2
1,850
train_only
4,002
2,705
234
62
23
277.9
28,182.4
0
27,904.6
0
0
1
0
16
16
1
1002_2824
1
9
3,734
1,050
0
909
112
1
1,950
bus+train
6,030
4,784
337
62
163
402.1
30,602.9
22,886.5
7,314.3
0
1
1
0
0
16
0
1002_2824
2
9
4,987
0
0
782
0
2
1,900
bus_only
5,974
4,987
205
38
167
244.1
30,630.3
30,386.1
0
0
1
0
0
0
16
0
1002_2824
3
9
4,274
450
0
371
137
2
1,950
bus+train
5,461
4,724
366
62
167
436.4
30,642.9
26,658.1
3,548.4
0
1
1
0
0
16
0
1002_2824
4
9
4,873
480
0
885
40
2
1,950
bus+train
6,715
5,353
477
62
375
570.6
34,576.6
28,587.8
5,418.2
0
1
1
0
0
16
0
1002_2824
5
9
4,441
450
0
596
137
3
1,950
bus+train
6,061
4,891
574
62
375
686.2
31,372.4
27,137.8
3,548.4
0
1
1
0
0
16
0
1002_2824
6
9
2,291
1,650
0
727
136
3
1,950
bus+train
5,365
3,941
697
184
377
832.8
34,602.1
18,660.5
15,108.8
0
1
1
0
0
16
0
1002_2824
7
9
3,183
2,310
0
657
206
1
2,250
bus+train
6,795
5,493
645
62
377
771.4
47,674.7
22,836.7
24,066.7
0
1
1
0
0
16
0
1002_2824
8
9
4,910
0
0
1,074
0
1
1,800
bus_only
7,369
4,910
1,385
416
969
1,660.2
28,994.8
27,334.6
0
0
1
0
0
0
16
0
1002_309
0
5
214
330
360
997
75
2
3,200
bus+train+gtx
2,042
904
141
38
28
165.5
13,498.2
1,635.9
3,307.1
8,389.7
1
1
1
0
44
0
1002_309
1
5
0
1,920
0
471
101
1
1,650
train_only
2,582
1,920
191
62
28
226.4
17,078.7
0
16,852.2
0
0
1
0
44
44
1
1002_309
2
5
509
1,230
0
275
116
1
1,650
bus+train
2,342
1,739
328
184
28
390.7
16,229.1
4,139.5
11,699
0
1
1
0
0
44
0
1002_309
3
5
2,382
0
0
272
31
1
1,600
bus_only
3,263
2,382
609
38
540
729
17,429
16,700.1
0
0
1
0
0
0
44
0
1002_309
4
5
836
0
360
773
114
3
3,200
bus+gtx
2,661
1,196
692
38
540
827.5
14,212.9
4,995.7
0
8,389.7
1
0
1
0
44
0
1002_310
0
19
0
270
360
925
88
2
3,200
train+gtx
1,726
630
171
62
21
202.6
12,225.9
0
3,633.6
8,389.7
0
1
1
13
80
0.1625
1002_310
1
19
195
150
360
681
127
2
3,200
bus+train+gtx
1,765
705
379
62
190
452.5
12,531.6
2,034.8
1,654.6
8,389.7
1
1
1
0
80
0
1002_310
2
19
2,401
0
0
600
31
1
1,600
bus_only
3,096
2,401
95
38
26
111.6
15,348.8
15,237.2
0
0
1
0
0
0
80
0
1002_310
3
19
1,819
150
0
498
67
1
1,550
bus+train
2,622
1,969
155
62
26
183.2
13,626.2
11,788.4
1,654.6
0
1
1
0
0
80
0
1002_310
4
19
0
1,710
0
582
101
1
1,650
train_only
2,476
1,710
184
62
21
218.4
15,742.5
0
15,524.2
0
0
1
0
67
80
0.8375
1002_310
5
19
1,765
0
0
912
56
1
1,500
bus_only
2,961
1,765
284
38
190
338.7
12,999.7
12,661
0
0
1
0
0
0
80
0
1002_310
6
19
502
150
360
726
131
2
3,200
bus+train+gtx
2,122
1,012
384
62
191
458.8
12,626.7
2,123.7
1,654.6
8,389.7
1
1
1
0
80
0
1002_310
7
19
1,346
450
0
760
96
1
1,550
bus+train
2,904
1,796
348
62
190
415.2
14,444.6
10,481
3,548.4
0
1
1
0
0
80
0
1002_310
8
19
1,974
0
0
719
31
2
1,500
bus_only
3,019
1,974
326
38
257
389
13,366.4
12,977.4
0
0
1
0
0
0
80
0
1002_310
9
19
1,328
0
0
231
0
1
1,500
bus_only
2,095
1,328
536
371
165
640.9
12,381.5
11,740.6
0
0
1
0
0
0
80
0
1002_310
10
19
262
150
360
692
127
2
3,200
bus+train+gtx
2,028
772
564
62
375
674.3
12,491.7
1,773.1
1,654.6
8,389.7
1
1
1
0
80
0
1002_310
11
19
2,190
0
0
600
31
1
1,500
bus_only
3,234
2,190
444
38
375
530.5
15,412.9
14,882.3
0
0
1
0
0
0
80
0
1002_310
12
19
1,608
150
0
498
67
1
1,550
bus+train
2,760
1,758
504
62
375
602.1
13,690.3
11,433.6
1,654.6
0
1
1
0
0
80
0
1002_310
13
19
1,861
450
0
861
96
1
1,550
bus+train
3,587
2,311
415
62
257
495.5
15,440.3
11,396.4
3,548.4
0
1
1
0
0
80
0
1002_310
14
19
1,395
0
0
215
0
1
1,500
bus_only
2,286
1,395
676
371
305
809.4
12,288.3
11,478.9
0
0
1
0
0
0
80
0
1002_310
15
19
1,745
0
0
313
12
1
1,500
bus_only
2,733
1,745
675
371
292
808.4
12,621.4
11,813
0
0
1
0
0
0
80
0
1002_310
16
19
1,881
0
0
719
31
2
1,500
bus_only
3,187
1,881
587
38
518
702.1
13,380.6
12,678.6
0
0
1
0
0
0
80
0
1002_310
17
19
1,768
450
0
861
96
1
1,550
bus+train
3,755
2,218
676
62
518
808.6
15,454.5
11,097.5
3,548.4
0
1
1
0
0
80
0
1002_310
18
19
1,767
0
0
531
0
1
1,500
bus_only
3,187
1,767
889
371
518
1,065.1
13,422.2
12,357.1
0
0
1
0
0
0
80
0
1002_311
0
8
246
0
360
726
51
1
3,200
bus+gtx
1,446
606
114
38
25
133.5
10,159.1
1,635.9
0
8,389.7
1
0
1
0
78
0.125
1002_311
1
8
1,284
0
0
525
31
1
1,500
bus_only
2,026
1,284
217
38
148
258.5
10,252.9
9,994.4
0
0
1
0
0
0
78
0.125
1002_311
2
8
1,323
0
0
525
31
1
1,500
bus_only
2,059
1,323
211
38
142
251.5
10,368.7
10,117.2
0
0
1
0
0
0
78
0.125
1002_311
3
8
1,414
0
0
525
31
1
1,500
bus_only
2,388
1,414
449
38
380
537.2
10,874.7
10,337.5
0
0
1
0
0
0
78
0.125
1002_311
4
8
1,196
0
0
585
31
1
1,500
bus_only
2,399
1,196
618
38
549
738.9
10,348.9
9,609.9
0
0
1
0
0
0
78
0.125
1002_311
5
8
1,801
0
0
1,214
31
2
1,500
bus_only
3,588
1,801
573
38
504
685
12,133.8
11,448.8
0
0
1
0
0
0
78
0.125
1002_311
6
8
1,501
0
0
1,124
89
2
1,500
bus_only
3,292
1,501
667
38
540
797.4
12,153.5
11,356.1
0
0
1
0
0
0
78
0.125
1002_311
7
8
2,676
0
0
279
0
1
1,600
bus_only
3,693
2,676
738
198
540
884.1
16,696.6
15,812.5
0
0
1
0
0
0
78
0.125
1002_3113
0
16
0
2,370
0
1,035
39
3
1,850
train_only
3,513
2,370
108
62
7
127.6
27,532.2
0
27,404.6
0
0
1
0
0
23
0
1002_3113
1
16
168
2,190
0
827
109
2
1,850
bus+train
3,513
2,358
328
212
7
392.5
27,538.3
1,151.9
25,993.9
0
1
1
0
0
23
0
1002_3113
2
16
0
3,330
0
772
122
1
1,950
train_only
4,293
3,330
191
62
7
227.2
31,614.9
0
31,387.7
0
0
1
0
23
23
1
1002_3113
3
16
0
2,850
0
742
122
2
1,950
train_only
3,783
2,850
191
62
7
227.2
31,390.1
0
31,162.9
0
0
1
0
0
23
0
1002_3113
4
16
2,355
1,080
0
498
137
2
2,050
bus+train
4,453
3,435
520
62
321
620.5
37,745.4
27,934.1
9,190.8
0
1
1
0
0
23
0
1002_3113
5
16
1,023
1,800
0
785
151
2
1,850
bus+train
4,238
2,823
630
212
267
754.9
27,682.2
4,287.8
22,639.5
0
1
1
0
0
23
0
1002_3113
6
16
1,076
1,800
0
714
151
2
1,850
bus+train
4,296
2,876
706
212
343
845.6
27,711.7
4,226.6
22,639.5
0
1
1
0
0
23
0
1002_3113
7
16
1,547
570
0
1,565
388
1
1,850
bus+train
4,453
2,117
771
62
321
922.1
27,643.2
20,514
6,207.1
0
1
1
0
0
23
0
1002_3113
8
16
1,183
1,800
0
714
151
2
1,850
bus+train
4,414
2,983
717
212
354
858.4
27,960
4,462
22,639.5
0
1
1
0
0
23
0
1002_3113
9
16
3,196
2,310
0
658
22
1
1,850
bus+train
6,666
5,506
502
62
418
600.4
30,515.8
8,144.7
21,770.7
0
1
1
0
0
23
0
1002_3113
10
16
2,460
2,430
0
801
115
1
1,950
bus+train
6,259
4,890
568
62
391
679.1
32,545.9
8,982.1
22,884.8
0
1
1
0
0
23
0
1002_3113
11
16
1,257
1,800
0
654
151
2
1,850
bus+train
4,552
3,057
841
212
478
1,007.9
28,292.2
4,644.7
22,639.5
0
1
1
0
0
23
0
1002_3113
12
16
2,528
2,580
0
732
172
1
1,950
bus+train
6,533
5,108
693
62
459
829.3
32,745.7
7,560
24,356.5
0
1
1
0
0
23
0
1002_3113
13
16
4,995
0
0
1,218
10
2
1,800
bus_only
6,904
4,995
691
198
483
826.7
30,300.8
29,474.1
0
0
1
0
0
0
23
0
1002_3113
14
16
5,382
0
0
1,071
10
2
1,900
bus_only
7,148
5,382
695
198
487
832.5
32,078.2
31,245.7
0
0
1
0
0
0
23
0
1002_3113
15
16
3,139
2,730
0
1,038
89
1
2,050
bus+train
7,541
5,869
634
62
483
758
36,135.6
9,404.4
25,973.2
0
1
1
0
0
23
0
1002_3114
0
17
0
3,210
0
719
122
1
1,950
train_only
4,126
3,210
197
62
13
234.6
30,670.1
0
30,435.6
0
0
1
0
23
23
1
1002_3114
1
17
573
1,950
0
875
124
4
1,850
bus+train
3,586
2,523
188
51
13
223.9
28,858.4
3,655.6
24,978.9
0
1
1
0
0
23
0
1002_3114
2
17
2,594
2,430
0
594
158
1
1,950
bus+train
6,148
5,024
530
62
310
632.9
31,089.8
7,572.1
22,884.8
0
1
1
0
0
23
0
1002_3114
3
17
171
2,220
0
861
109
2
1,850
bus+train
3,586
2,391
334
212
13
399.8
28,497.8
1,151.9
26,946
0
1
1
0
0
23
0
1002_3114
4
17
2,942
2,430
0
593
115
1
1,950
bus+train
6,506
5,372
541
62
364
646.5
33,870.1
10,338.9
22,884.8
0
1
1
0
0
23
0
1002_3114
5
17
2,796
2,730
0
753
89
1
1,950
bus+train
6,769
5,526
490
62
339
586.5
34,834.9
8,275.2
25,973.2
0
1
1
0
0
23
0
1002_3114
6
17
2,799
2,430
0
534
158
1
1,950
bus+train
6,347
5,229
584
62
364
698.4
31,752.1
8,169
22,884.8
0
1
1
0
0
23
0
1002_3114
7
17
2,585
2,730
0
753
89
1
1,950
bus+train
6,607
5,315
539
62
388
644.8
34,248.4
7,630.4
25,973.2
0
1
1
0
0
23
0
1002_3114
8
17
4,849
150
0
954
126
1
1,850
bus+train
6,635
4,999
682
62
494
815.6
27,621.1
25,150.9
1,654.6
0
1
1
0
0
23
0
1002_3114
9
17
1,654
2,580
0
1,009
172
1
1,950
bus+train
5,970
4,234
727
62
493
869.7
31,013.7
5,787.6
24,356.5
0
1
1
0
0
23
0
1002_3114
10
17
5,145
150
0
954
126
1
1,850
bus+train
6,973
5,295
724
62
536
866
28,602.4
26,081.8
1,654.6
0
1
1
0
0
23
0
1002_3114
11
17
2,686
2,430
0
653
115
1
1,950
bus+train
6,486
5,116
717
62
540
857.4
33,279.8
9,537.5
22,884.8
0
1
1
0
0
23
0