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_151
8
12
298
0
0
289
0
1
1,500
bus_only
1,184
298
597
184
413
713.7
3,052.2
2,338.6
0
0
1
0
0
0
1,268
0
1002_151
9
12
333
0
0
138
0
0
1,500
bus_only
1,194
333
723
371
352
866.5
3,727.2
2,860.7
0
0
1
0
0
0
1,268
0
1002_151
10
12
356
0
0
136
0
0
1,500
bus_only
1,262
356
770
371
399
922.7
3,800.5
2,877.8
0
0
1
0
0
0
1,268
0
1002_151
11
12
262
0
0
138
0
0
1,500
bus_only
1,184
262
784
371
413
938.3
3,107.8
2,169.5
0
0
1
0
0
0
1,268
0
1002_152
0
9
0
450
0
305
0
0
1,550
train_only
841
450
86
62
24
101.7
3,650.1
0
3,548.4
0
0
1
0
1,742
1,742
1
1002_152
1
9
446
0
0
55
0
0
1,500
bus_only
980
446
479
184
295
572.6
3,815.4
3,242.8
0
0
1
0
0
0
1,742
0
1002_152
2
9
494
0
0
115
0
0
1,500
bus_only
1,058
494
449
184
265
536.7
4,301.5
3,764.8
0
0
1
0
0
0
1,742
0
1002_152
3
9
596
0
0
743
0
1
1,500
bus_only
1,560
596
221
38
183
263.1
4,139.1
3,876
0
0
1
0
0
0
1,742
0
1002_152
4
9
560
0
0
743
0
1
1,500
bus_only
1,549
560
246
38
208
293.8
3,823.4
3,529.7
0
0
1
0
0
0
1,742
0
1002_152
5
9
514
0
0
148
0
1
1,500
bus_only
1,029
514
367
184
183
438.1
4,196.6
3,758.4
0
0
1
0
0
0
1,742
0
1002_152
6
9
478
0
0
208
0
1
1,500
bus_only
1,066
478
380
184
196
453.7
3,865.8
3,412.1
0
0
1
0
0
0
1,742
0
1002_152
7
9
478
0
0
178
0
0
1,500
bus_only
1,210
478
554
371
183
662.8
4,252.1
3,589.3
0
0
1
0
0
0
1,742
0
1002_152
8
9
442
0
0
178
0
0
1,500
bus_only
1,199
442
579
371
208
693.4
3,936.4
3,243
0
0
1
0
0
0
1,742
0
1002_153
0
11
0
570
0
207
0
0
1,550
train_only
847
570
70
62
8
81.9
4,441.7
0
4,359.8
0
0
1
0
502
502
1
1002_153
1
11
533
0
0
298
0
1
1,500
bus_only
1,305
533
474
184
290
567.5
4,703.5
4,136
0
0
1
0
0
0
502
0
1002_153
2
11
818
0
0
433
0
0
1,500
bus_only
1,716
818
465
212
253
557.4
5,539.3
4,982
0
0
1
0
0
0
502
0
1002_153
3
11
682
0
0
823
0
1
1,500
bus_only
1,796
682
291
38
253
347.5
5,083
4,735.5
0
0
1
0
0
0
502
0
1002_153
4
11
637
0
0
883
0
1
1,500
bus_only
1,841
637
321
38
283
383.9
4,637.4
4,253.6
0
0
1
0
0
0
502
0
1002_153
5
11
578
0
0
358
0
1
1,500
bus_only
1,373
578
437
184
253
522.8
5,140.7
4,617.9
0
0
1
0
0
0
502
0
1002_153
6
11
773
0
0
373
0
0
1,500
bus_only
1,648
773
502
212
290
602.1
5,102.1
4,500
0
0
1
0
0
0
502
0
1002_153
7
11
552
0
0
137
0
0
1,500
bus_only
1,313
552
624
371
253
747.2
5,196
4,448.8
0
0
1
0
0
0
502
0
1002_153
8
11
507
0
0
137
0
0
1,500
bus_only
1,305
507
661
371
290
792.2
4,759.1
3,966.9
0
0
1
0
0
0
502
0
1002_153
9
11
622
0
0
699
0
1
1,500
bus_only
1,969
622
648
38
610
776.2
4,551.9
3,775.7
0
0
1
0
0
0
502
0
1002_153
10
11
492
0
0
103
0
0
1,500
bus_only
1,576
492
981
371
610
1,175.9
4,664.9
3,489
0
0
1
0
0
0
502
0
1002_154
0
13
0
690
0
187
0
0
1,550
train_only
1,005
690
128
62
66
151.8
5,372.8
0
5,221
0
0
1
0
602
602
1
1002_154
1
13
599
0
0
180
0
2
1,500
bus_only
1,176
599
397
184
213
474.8
5,281.4
4,806.6
0
0
1
0
0
0
602
0
1002_154
2
13
863
0
0
448
0
0
1,500
bus_only
1,736
863
425
212
213
509.3
5,875.4
5,366.1
0
0
1
0
0
0
602
0
1002_154
3
13
669
0
0
551
0
1
1,500
bus_only
1,447
669
227
38
189
271.1
5,390.7
5,119.6
0
0
1
0
0
0
602
0
1002_154
4
13
746
0
0
491
0
1
1,500
bus_only
1,534
746
297
38
259
355
5,832.7
5,477.7
0
0
1
0
0
0
602
0
1002_154
5
13
857
0
0
534
0
1
1,500
bus_only
1,824
857
433
38
395
517.5
6,645.9
6,128.4
0
0
1
0
0
0
602
0
1002_154
6
13
573
0
0
254
0
0
1,500
bus_only
1,411
573
584
371
213
699.4
5,532.4
4,833
0
0
1
0
0
0
602
0
1002_154
7
13
930
0
0
448
0
0
1,500
bus_only
1,915
930
537
212
325
644.1
6,487.5
5,843.4
0
0
1
0
0
0
602
0
1002_154
8
13
774
0
0
491
0
1
1,500
bus_only
1,759
774
494
38
456
591.3
6,249.6
5,658.3
0
0
1
0
0
0
602
0
1002_154
9
13
620
0
0
594
0
1
1,500
bus_only
1,780
620
566
38
528
676.6
5,317.7
4,641.1
0
0
1
0
0
0
602
0
1002_154
10
13
548
0
0
292
0
2
1,500
bus_only
1,552
548
712
184
528
851.7
5,375.2
4,523.5
0
0
1
0
0
0
602
0
1002_154
11
13
678
0
0
254
0
0
1,500
bus_only
1,759
678
827
371
456
990.9
6,362.6
5,371.7
0
0
1
0
0
0
602
0
1002_154
12
13
524
0
0
297
0
0
1,500
bus_only
1,736
524
915
371
544
1,096.2
5,450.6
4,354.4
0
0
1
0
0
0
602
0
1002_155
0
6
0
810
0
116
0
0
1,550
train_only
996
810
70
62
8
82
6,111.5
0
6,029.5
0
0
1
0
180
180
1
1002_155
1
6
1,140
0
0
499
0
0
1,500
bus_only
2,155
1,140
516
212
304
618.9
7,302.6
6,683.7
0
0
1
0
0
0
180
0
1002_155
2
6
926
0
0
513
0
1
1,500
bus_only
1,772
926
333
38
295
397.5
6,478.3
6,080.8
0
0
1
0
0
0
180
0
1002_155
3
6
766
0
0
513
0
1
1,500
bus_only
1,839
766
560
38
522
670.7
6,063.5
5,392.8
0
0
1
0
0
0
180
0
1002_155
4
6
677
0
0
269
0
0
1,500
bus_only
1,865
677
919
371
548
1,101.2
6,207.3
5,106.1
0
0
1
0
0
0
180
0
1002_155
5
6
0
630
0
236
0
0
1,550
train_only
2,338
630
1,472
512
960
1,764.5
6,894.5
0
5,130.1
0
0
1
0
0
180
0
1002_156
0
4
0
1,050
0
151
0
0
1,550
train_only
1,304
1,050
103
62
41
121.7
7,436
0
7,314.3
0
0
1
0
275
275
1
1002_156
1
4
1,071
0
0
680
0
1
1,500
bus_only
1,910
1,071
159
38
121
189.2
7,238.7
7,049.5
0
0
1
0
0
0
275
0
1002_156
2
4
1,116
0
0
680
0
1
1,500
bus_only
2,382
1,116
586
38
548
702.2
8,141
7,438.8
0
0
1
0
0
0
275
0
1002_156
3
4
1,027
0
0
436
0
0
1,500
bus_only
2,382
1,027
919
371
548
1,101.9
8,254
7,152.1
0
0
1
0
0
0
275
0
1002_157
0
17
0
1,170
0
436
0
0
1,550
train_only
1,677
1,170
71
62
9
83.9
8,347.3
0
8,263.4
0
0
1
0
575
575
1
1002_157
1
17
1,013
0
0
299
0
2
1,500
bus_only
1,782
1,013
470
184
286
561.9
8,752.1
8,190.2
0
0
1
0
0
0
575
0
1002_157
2
17
1,266
0
0
269
0
0
1,500
bus_only
2,033
1,266
498
212
286
596.4
9,507.1
8,910.7
0
0
1
0
0
0
575
0
1002_157
3
17
1,419
0
0
928
0
1
1,500
bus_only
2,574
1,419
227
38
189
270.6
8,761.3
8,490.7
0
0
1
0
0
0
575
0
1002_157
4
17
1,299
0
0
113
0
0
1,500
bus_only
1,972
1,299
560
371
189
670.3
8,874.3
8,204
0
0
1
0
0
0
575
0
1002_157
5
17
979
0
0
206
0
1
1,500
bus_only
1,809
979
624
371
253
747.9
8,769
8,021.1
0
0
1
0
0
0
575
0
1002_157
6
17
1,487
0
0
868
0
1
1,500
bus_only
2,865
1,487
510
38
472
610.1
9,423.3
8,813.2
0
0
1
0
0
0
575
0
1002_157
7
17
1,325
0
0
868
0
1
1,500
bus_only
2,726
1,325
533
38
495
638.1
8,522
7,883.9
0
0
1
0
0
0
575
0
1002_157
8
17
1,199
0
0
269
0
0
1,500
bus_only
2,175
1,199
707
212
495
847.7
9,067.7
8,220
0
0
1
0
0
0
575
0
1002_157
9
17
1,244
0
0
916
0
2
1,500
bus_only
2,684
1,244
524
38
486
627.7
9,117
8,489.3
0
0
1
0
0
0
575
0
1002_157
10
17
946
0
0
299
0
2
1,500
bus_only
1,924
946
679
184
495
813.2
8,312.7
7,499.5
0
0
1
0
0
0
575
0
1002_157
11
17
1,166
0
0
365
0
2
1,500
bus_only
2,201
1,166
670
184
486
802.7
9,183.4
8,380.7
0
0
1
0
0
0
575
0
1002_157
12
17
1,174
0
0
840
0
1
1,500
bus_only
2,684
1,174
670
184
486
802.7
9,183.4
8,380.7
0
0
1
0
0
0
575
0
1002_157
13
17
1,374
0
0
53
0
0
1,500
bus_only
2,270
1,374
843
371
472
1,009.8
9,536.3
8,526.5
0
0
1
0
0
0
575
0
1002_157
14
17
1,201
0
0
53
0
0
1,500
bus_only
2,120
1,201
866
371
495
1,037.8
8,635
7,597.2
0
0
1
0
0
0
575
0
1002_157
15
17
912
0
0
146
0
1
1,500
bus_only
1,924
912
866
371
495
1,037.8
8,368.2
7,330.4
0
0
1
0
0
0
575
0
1002_157
16
17
1,132
0
0
212
0
1
1,500
bus_only
2,201
1,132
857
371
486
1,027.4
9,239
8,211.6
0
0
1
0
0
0
575
0
1002_158
0
4
0
1,290
0
189
0
0
1,550
train_only
1,590
1,290
111
62
49
131.1
9,317.5
0
9,186.4
0
0
1
0
485
485
1
1002_158
1
4
1,478
0
0
92
0
0
1,500
bus_only
2,079
1,478
509
212
297
609.7
9,894.5
9,284.8
0
0
1
0
0
0
485
0
1002_158
2
4
1,540
0
0
152
0
0
1,500
bus_only
2,167
1,540
475
212
263
568.9
10,054.7
9,485.8
0
0
1
0
0
0
485
0
1002_158
3
4
1,596
0
0
152
0
0
1,500
bus_only
2,542
1,596
794
212
582
951.3
10,796.7
9,845.4
0
0
1
0
0
0
485
0
1002_159
0
8
0
930
0
293
0
0
1,550
train_only
1,308
930
85
62
23
100.2
6,630.6
0
6,530.4
0
0
1
0
266
266
1
1002_159
1
8
928
0
0
122
0
1
1,500
bus_only
1,306
928
256
38
218
305.9
6,836.2
6,530.3
0
0
1
0
0
0
266
0
1002_159
2
8
1,115
0
0
515
0
0
1,500
bus_only
2,060
1,115
430
212
218
515.5
7,648.7
7,133.1
0
0
1
0
0
0
266
0
1002_159
3
8
877
0
0
182
0
1
1,500
bus_only
1,375
877
316
38
278
376.4
6,457.2
6,080.8
0
0
1
0
0
0
266
0
1002_159
4
8
1,064
0
0
515
0
0
1,500
bus_only
2,079
1,064
500
212
288
599.7
7,283.4
6,683.7
0
0
1
0
0
0
266
0
1002_159
5
8
986
0
0
254
0
2
1,500
bus_only
1,687
986
447
38
409
534.6
7,590.6
7,056
0
0
1
0
0
0
266
0
1002_159
6
8
818
0
0
296
0
0
1,500
bus_only
1,703
818
589
371
218
705.6
6,949.2
6,243.6
0
0
1
0
0
0
266
0
1002_159
7
8
767
0
0
296
0
0
1,500
bus_only
1,722
767
659
371
288
789.8
6,583.9
5,794.2
0
0
1
0
0
0
266
0
1002_1701
0
4
0
1,020
0
358
0
0
1,550
train_only
1,492
1,020
114
62
52
134.7
9,979.4
0
9,844.6
0
0
1
0
379
379
1
1002_1701
1
4
1,336
0
0
238
0
0
1,500
bus_only
1,993
1,336
419
198
221
502.4
10,086.3
9,583.9
0
0
1
0
0
0
379
0
1002_1701
2
4
1,293
0
0
298
0
0
1,500
bus_only
2,180
1,293
589
198
391
705.1
10,061.7
9,356.6
0
0
1
0
0
0
379
0
1002_1701
3
4
1,444
0
0
298
0
0
1,500
bus_only
2,370
1,444
628
198
430
752.7
10,923.7
10,171
0
0
1
0
0
0
379
0
1002_1702
0
5
0
1,320
0
177
0
0
1,550
train_only
1,578
1,320
81
62
19
96.1
12,329.2
0
12,233
0
0
1
0
559
559
1
1002_1702
1
5
526
460
0
298
84
1
1,550
bus+train
1,558
986
274
51
139
327.4
11,465.8
6,910.3
4,228.2
0
1
1
0
0
559
0
1002_1702
2
5
1,496
0
0
264
0
0
1,500
bus_only
2,458
1,496
698
198
500
835.5
12,970.1
12,134.5
0
0
1
0
0
0
559
0
1002_1702
3
5
1,021
0
0
254
179
1
1,500
bus_only
1,681
1,021
406
51
176
485.1
11,701.2
11,216
0
0
1
0
0
0
559
0
1002_1702
4
5
1,447
0
0
460
0
1
1,500
bus_only
2,458
1,447
551
51
500
658.6
12,829.4
12,170.7
0
0
1
0
0
0
559
0
1002_1703
0
9
0
1,620
0
771
0
0
1,650
train_only
2,462
1,620
71
62
9
83.3
15,376.4
0
15,293.1
0
0
1
0
319
319
1
1002_1703
1
9
0
1,590
0
531
0
1
1,650
train_only
2,192
1,590
71
62
9
83.3
15,376.4
0
15,293.1
0
0
1
0
0
319
0
1002_1703
2
9
1,540
0
0
667
0
1
1,500
bus_only
2,507
1,540
300
51
249
359
13,990.5
13,631.6
0
0
1
0
0
0
319
0
1002_1703
3
9
1,375
0
0
867
94
1
1,500
bus_only
2,558
1,375
316
51
171
378.1
12,950.3
12,572.2
0
0
1
0
0
0
319
0
1002_1703
4
9
1,845
0
0
883
0
1
1,500
bus_only
3,096
1,845
368
51
317
440.6
14,338.6
13,898
0
0
1
0
0
0
319
0
1002_1703
5
9
1,495
0
0
667
0
1
1,500
bus_only
2,625
1,495
463
51
412
554.2
13,829.5
13,275.2
0
0
1
0
0
0
319
0
1002_1703
6
9
1,566
0
0
744
29
1
1,500
bus_only
2,834
1,566
524
51
444
626.9
14,749.7
14,122.8
0
0
1
0
0
0
319
0
1002_1703
7
9
1,822
0
0
883
0
1
1,500
bus_only
3,188
1,822
483
51
432
577.9
14,134.8
13,556.8
0
0
1
0
0
0
319
0
1002_1703
8
9
2,193
0
0
147
0
0
1,500
bus_only
3,188
2,193
848
416
432
1,016.4
15,700.5
14,684.1
0
0
1
0
0
0
319
0
1002_1704
0
3
0
1,800
0
226
0
0
1,650
train_only
2,091
1,800
65
62
3
75.9
17,775.1
0
17,699.2
0
0
1
0
178
178
1
1002_1704
1
3
1,697
0
0
660
0
1
1,500
bus_only
2,970
1,697
613
51
562
733.9
15,111.7
14,377.7
0
0
1
0
0
0
178
0
1002_1704
2
3
2,687
0
0
113
0
0
1,600
bus_only
3,778
2,687
978
416
562
1,172.4
17,961
16,788.6
0
0
1
0
0
0
178
0
1002_1705
0
4
1,979
0
0
327
0
1
1,600
bus_only
2,447
1,979
141
51
90
168
16,830.9
16,662.9
0
0
1
0
0
0
165
0
1002_1705
1
4
2,043
0
0
463
0
1
1,600
bus_only
2,769
2,043
263
51
212
314.3
17,050.2
16,736
0
0
1
0
0
0
165
0
1002_1705
2
4
0
1,950
0
823
0
0
1,650
train_only
2,885
1,950
112
62
50
132.5
19,681.7
0
19,549.2
0
0
1
0
164
165
1