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_4109
0
13
762
770
0
482
54
1
1,550
bus+train
2,107
1,532
93
30
9
110.6
12,906.3
6,612.6
6,183.1
0
1
1
0
0
110
0.076923
1001_4109
1
13
1,436
0
0
261
0
2
1,500
bus_only
2,039
1,436
342
69
273
408.4
11,355.7
10,947.3
0
0
1
0
0
0
110
0.076923
1001_4109
2
13
1,509
0
0
298
0
0
1,500
bus_only
2,408
1,509
601
328
273
719.1
11,724.9
11,005.8
0
0
1
0
0
0
110
0.076923
1001_4109
3
13
1,405
0
0
314
0
1
1,500
bus_only
2,061
1,405
342
69
273
408.4
11,043.1
10,634.7
0
0
1
0
0
0
110
0.076923
1001_4109
4
13
1,504
0
0
314
0
1
1,500
bus_only
2,178
1,504
360
69
291
429.7
11,538.1
11,108.4
0
0
1
0
0
0
110
0.076923
1001_4109
5
13
2,205
0
0
181
0
1
1,600
bus_only
2,882
2,205
496
30
466
592.6
16,600.5
16,007.9
0
0
1
0
0
0
110
0.076923
1001_4109
6
13
1,687
0
0
417
0
1
1,500
bus_only
2,639
1,687
535
69
466
638.6
13,058.1
12,419.5
0
0
1
0
0
0
110
0.076923
1001_4109
7
13
1,505
0
0
564
0
1
1,500
bus_only
2,604
1,505
535
69
466
638.6
12,026.3
11,387.7
0
0
1
0
0
0
110
0.076923
1001_4109
8
13
1,529
0
0
261
0
2
1,500
bus_only
2,325
1,529
535
69
466
638.6
12,338.9
11,700.3
0
0
1
0
0
0
110
0.076923
1001_4109
9
13
1,474
0
0
678
0
1
1,500
bus_only
2,713
1,474
561
69
492
671.6
11,354.8
10,683.2
0
0
1
0
0
0
110
0.076923
1001_4109
10
13
1,458
0
0
426
0
2
1,500
bus_only
2,445
1,458
561
69
492
671.6
11,354.8
10,683.2
0
0
1
0
0
0
110
0.076923
1001_4109
11
13
1,602
0
0
298
0
0
1,500
bus_only
2,727
1,602
827
328
499
990.6
12,749.4
11,758.8
0
0
1
0
0
0
110
0.076923
1001_4109
12
13
1,507
0
0
289
34
1
1,500
bus_only
2,671
1,507
875
328
513
1,047.4
11,441.9
10,394.4
0
0
1
0
0
0
110
0.076923
1001_411
0
2
167
1,770
0
383
16
1
1,650
bus+train
2,402
1,937
82
44
22
96.3
16,831.9
623.9
16,111.7
0
1
1
0
0
554
0
1001_411
1
2
0
1,890
0
183
0
0
1,650
train_only
2,402
1,890
329
307
22
392.8
17,282.7
0
16,889.9
0
0
1
0
552
554
1
1001_4110
0
10
895
505
0
337
54
1
1,550
bus+train
1,837
1,400
100
30
16
119
11,918.6
6,612.6
5,187
0
1
1
0
0
204
0
1001_4110
1
10
1,855
0
0
234
0
1
1,500
bus_only
2,280
1,855
191
77
114
228.2
12,866.5
12,638.3
0
0
1
0
0
0
204
0
1001_4110
2
10
1,717
0
0
788
0
0
1,500
bus_only
2,924
1,717
419
328
91
500.4
10,836
10,335.6
0
0
1
0
0
0
204
0
1001_4110
3
10
1,633
0
0
912
0
1
1,500
bus_only
3,005
1,633
460
69
391
550.8
10,388.3
9,837.5
0
0
1
0
0
0
204
0
1001_4110
4
10
1,621
0
0
650
0
2
1,500
bus_only
2,731
1,621
460
69
391
550.8
10,388.3
9,837.5
0
0
1
0
0
0
204
0
1001_4110
5
10
1,680
0
0
912
0
1
1,500
bus_only
3,094
1,680
502
69
433
600.9
10,837.8
10,236.9
0
0
1
0
0
0
204
0
1001_4110
6
10
1,668
0
0
650
0
2
1,500
bus_only
2,820
1,668
502
69
433
600.9
10,837.8
10,236.9
0
0
1
0
0
0
204
0
1001_4110
7
10
2,067
0
0
404
141
1
1,500
bus_only
3,052
2,067
581
49
391
694.9
12,609.1
11,914.3
0
0
1
0
0
0
204
0
1001_4110
8
10
873
900
0
350
213
1
1,550
bus+train
2,771
1,773
648
44
391
776.7
14,555.9
4,948.8
8,830.5
0
1
1
0
203
204
1
1001_4110
9
10
920
900
0
350
213
1
1,550
bus+train
2,860
1,820
690
44
433
826.7
15,005.3
5,348.2
8,830.5
0
1
1
0
0
204
0
1001_4111
0
9
0
1,290
0
305
103
1
1,550
train_only
1,783
1,290
188
44
41
223.5
12,182.4
0
11,958.9
0
0
1
0
55
55
1
1001_4111
1
9
1,220
0
0
277
0
1
1,500
bus_only
2,010
1,220
513
69
444
613.6
9,851.6
9,238
0
0
1
0
0
0
55
0
1001_4111
2
9
1,330
0
0
783
0
0
1,500
bus_only
2,793
1,330
680
328
352
813.3
10,422.3
9,609
0
0
1
0
0
0
55
0
1001_4111
3
9
1,346
0
0
546
0
2
1,500
bus_only
2,031
1,346
139
69
70
165.5
10,236.9
10,071.4
0
0
1
0
0
0
55
0
1001_4111
4
9
1,329
0
0
429
134
1
1,500
bus_only
2,031
1,329
273
69
70
325.8
10,256.1
9,930.3
0
0
1
0
0
0
55
0
1001_4111
5
9
1,380
0
0
546
0
2
1,500
bus_only
2,190
1,380
264
69
195
315.1
10,503.4
10,188.3
0
0
1
0
0
0
55
0
1001_4111
6
9
1,363
0
0
429
134
1
1,500
bus_only
2,190
1,363
398
69
195
475.5
10,522.7
10,047.2
0
0
1
0
0
0
55
0
1001_4111
7
9
1,315
0
0
546
0
2
1,500
bus_only
2,183
1,315
322
69
253
384.7
10,225.5
9,840.8
0
0
1
0
0
0
55
0
1001_4111
8
9
1,298
0
0
429
134
1
1,500
bus_only
2,183
1,298
456
69
253
545.1
10,244.8
9,699.7
0
0
1
0
0
0
55
0
1001_4112
0
6
1,364
0
0
535
0
0
1,500
bus_only
2,013
1,364
114
69
45
133.8
9,103.8
8,970
0
0
1
0
0
0
98
0
1001_4112
1
6
498
750
0
486
115
1
1,550
bus+train
1,940
1,248
206
44
47
245.9
11,733.8
3,626.2
7,861.7
0
1
1
0
98
98
1
1001_4112
2
6
1,339
0
0
535
0
0
1,500
bus_only
2,166
1,339
292
69
223
347.9
9,072.4
8,724.5
0
0
1
0
0
0
98
0
1001_4112
3
6
473
750
0
546
115
1
1,550
bus+train
2,151
1,223
382
44
223
455.8
11,698.3
3,380.7
7,861.7
0
1
1
0
0
98
0
1001_4112
4
6
1,228
0
0
653
0
1
1,500
bus_only
2,449
1,228
568
69
499
679.2
8,802.9
8,123.7
0
0
1
0
0
0
98
0
1001_4112
5
6
1,386
0
0
370
0
0
1,500
bus_only
2,583
1,386
827
328
499
990
9,484.7
8,494.7
0
0
1
0
0
0
98
0
1001_4113
0
5
768
240
0
228
54
1
1,550
bus+train
1,359
1,008
123
30
39
146.4
9,134.4
6,612.6
2,375.5
0
1
1
0
0
164
0.2
1001_4113
1
5
1,113
0
0
372
0
1
1,500
bus_only
1,675
1,113
190
69
121
226.6
8,740.5
8,513.9
0
0
1
0
0
0
164
0.2
1001_4113
2
5
1,251
0
0
296
0
0
1,500
bus_only
1,766
1,251
219
69
150
260.6
8,329
8,068.4
0
0
1
0
0
0
164
0.2
1001_4113
3
5
158
750
0
583
35
1
1,550
bus+train
1,764
908
273
69
169
326
8,169.4
1,087
6,756.4
0
1
1
0
0
164
0.2
1001_4113
4
5
1,076
0
0
432
0
1
1,500
bus_only
1,894
1,076
386
69
317
460.9
8,568.1
8,107.2
0
0
1
0
0
0
164
0.2
1001_4114
0
7
1,197
0
0
135
0
0
1,500
bus_only
1,409
1,197
77
30
47
91.5
7,686.3
7,594.8
0
0
1
0
0
0
310
0.142857
1001_4114
1
7
996
0
0
297
0
1
1,500
bus_only
1,395
996
102
30
72
121.8
7,729
7,607.2
0
0
1
0
0
0
310
0.142857
1001_4114
2
7
688
0
0
381
0
0
1,500
bus_only
1,462
688
393
328
65
469.4
6,010.2
5,540.8
0
0
1
0
0
0
310
0.142857
1001_4114
3
7
1,029
0
0
297
0
1
1,500
bus_only
1,540
1,029
214
30
184
256.2
7,967.2
7,711
0
0
1
0
0
0
310
0.142857
1001_4114
4
7
1,433
0
0
135
0
0
1,500
bus_only
2,012
1,433
444
30
414
532.3
8,501.9
7,969.5
0
0
1
0
0
0
310
0.142857
1001_4114
5
7
721
0
0
321
0
0
1,500
bus_only
1,554
721
512
328
184
612.9
6,257.5
5,644.6
0
0
1
0
0
0
310
0.142857
1001_4114
6
7
591
0
0
321
0
0
1,500
bus_only
1,519
591
607
328
279
727
6,025
5,298.1
0
0
1
0
0
0
310
0.142857
1001_4115
0
3
703
0
0
167
0
0
1,500
bus_only
955
703
85
30
55
100.7
6,713.2
6,612.6
0
0
1
0
0
0
276
0.333333
1001_4115
1
3
666
0
0
107
0
0
1,500
bus_only
1,263
666
490
30
460
586.7
6,852.1
6,265.3
0
0
1
0
0
0
276
0.333333
1001_4115
2
3
732
0
0
580
0
0
1,500
bus_only
1,582
732
270
30
240
322.9
7,203.5
6,880.6
0
0
1
0
0
0
276
0.333333
1001_4116
0
5
777
0
0
106
0
0
1,500
bus_only
1,129
777
246
30
216
293.6
6,559
6,265.3
0
0
1
0
0
0
50
0.2
1001_4116
1
5
722
0
0
106
0
0
1,500
bus_only
1,171
722
343
30
313
410.2
6,287.2
5,876.9
0
0
1
0
0
0
50
0.2
1001_4116
2
5
815
0
0
187
37
1
1,500
bus_only
1,277
815
275
30
208
329.3
6,915.1
6,585.8
0
0
1
0
0
0
50
0.2
1001_4116
3
5
749
0
0
284
54
1
1,500
bus_only
1,671
749
638
30
554
764.2
6,808.6
6,044.5
0
0
1
0
0
0
50
0.2
1001_4116
4
5
683
0
0
106
0
0
1,500
bus_only
1,586
683
797
30
767
954.5
6,507.4
5,552.9
0
0
1
0
0
0
50
0.2
1001_4117
0
5
0
510
0
389
0
0
1,550
train_only
1,060
510
161
44
117
191.3
5,864.7
0
5,673.4
0
0
1
0
310
310
1
1001_4117
1
5
935
0
0
50
0
0
1,500
bus_only
1,278
935
293
30
263
350.2
6,534.9
6,184.7
0
0
1
0
0
0
310
0
1001_4117
2
5
904
0
0
474
0
0
1,500
bus_only
1,607
904
229
30
199
273.9
6,877.2
6,603.2
0
0
1
0
0
0
310
0
1001_4117
3
5
1,039
0
0
110
0
0
1,500
bus_only
1,521
1,039
372
30
342
444.5
7,109.2
6,664.6
0
0
1
0
0
0
310
0
1001_4117
4
5
856
0
0
474
0
0
1,500
bus_only
1,744
856
414
30
384
496.4
6,582
6,085.6
0
0
1
0
0
0
310
0
1001_4118
0
6
824
0
0
262
0
0
1,500
bus_only
1,216
824
130
30
100
154.7
5,534.1
5,379.4
0
0
1
0
0
0
17
0
1001_4118
1
6
837
0
0
244
0
0
1,500
bus_only
1,236
837
155
30
125
185.1
5,596.7
5,411.6
0
0
1
0
0
0
17
0
1001_4118
2
6
786
0
0
252
0
0
1,500
bus_only
1,281
786
243
30
213
290.5
5,795.8
5,505.3
0
0
1
0
0
0
17
0
1001_4118
3
6
786
0
0
337
0
0
1,500
bus_only
1,375
786
252
30
222
302
5,822.2
5,520.2
0
0
1
0
0
0
17
0
1001_4118
4
6
858
0
0
312
0
0
1,500
bus_only
1,696
858
526
30
496
629.6
6,410.7
5,781.1
0
0
1
0
0
0
17
0
1001_4118
5
6
54
510
0
467
61
1
1,550
bus+train
1,527
564
496
44
391
594.1
6,923.2
655.7
5,673.4
0
1
1
0
17
17
1
1001_4119
0
8
1,085
0
0
115
0
0
1,500
bus_only
1,318
1,085
118
30
88
139.5
6,726.7
6,587.2
0
0
1
0
0
0
72
0.125
1001_4119
1
8
897
0
0
212
0
1
1,500
bus_only
1,235
897
126
30
96
149.8
6,736.9
6,587.2
0
0
1
0
0
0
72
0.125
1001_4119
2
8
933
0
0
118
0
0
1,500
bus_only
1,265
933
214
30
184
255.2
7,009.2
6,754.1
0
0
1
0
0
0
72
0.125
1001_4119
3
8
939
0
0
212
0
1
1,500
bus_only
1,398
939
247
30
217
296
7,035.7
6,739.7
0
0
1
0
0
0
72
0.125
1001_4119
4
8
1,119
0
0
115
0
0
1,500
bus_only
1,513
1,119
279
30
249
333.9
7,088.6
6,754.7
0
0
1
0
0
0
72
0.125
1001_4119
5
8
859
0
0
118
0
0
1,500
bus_only
1,387
859
410
30
380
490.1
6,654.2
6,164.2
0
0
1
0
0
0
72
0.125
1001_4119
6
8
1,039
0
0
58
0
0
1,500
bus_only
1,681
1,039
584
30
554
699.7
7,748.8
7,049.1
0
0
1
0
0
0
72
0.125
1001_4119
7
8
924
0
0
276
0
2
1,500
bus_only
1,728
924
528
30
498
632.5
7,600.5
6,968
0
0
1
0
0
0
72
0.125
1001_412
0
3
0
2,220
0
235
0
0
1,650
train_only
2,522
2,220
67
44
23
79.6
16,768
0
16,688.4
0
0
1
0
414
414
1
1001_412
1
3
174
1,650
0
615
16
1
1,650
bus+train
2,513
1,824
74
44
14
86.9
15,403.9
623.9
14,693
0
1
1
0
0
414
0
1001_412
2
3
0
1,770
0
422
0
0
1,650
train_only
2,513
1,770
321
307
14
383.4
15,854.6
0
15,471.2
0
0
1
0
0
414
0
1001_4122
0
3
1,362
0
0
386
0
0
1,500
bus_only
1,832
1,362
84
44
40
99.4
7,981
7,881.6
0
0
1
0
0
0
46
0
1001_4122
1
3
651
510
0
340
61
2
1,550
bus+train
1,759
1,161
258
44
153
308.3
11,067
5,085.3
5,673.4
0
1
1
0
0
46
0
1001_4122
2
3
646
510
0
424
124
1
1,550
bus+train
1,901
1,156
321
44
153
383.1
10,977.4
4,920.9
5,673.4
0
1
1
0
45
46
1
1001_4122151
0
10
727
1,020
720
1,182
120
2
4,200
bus+train+gtx
3,858
2,467
209
49
40
248.9
34,440
4,010.7
12,004
18,176.4
1
1
1
13
13
1
1001_4122151
1
10
516
1,020
720
1,012
152
2
4,200
bus+train+gtx
3,754
2,256
486
49
285
580.2
33,597.3
2,836.7
12,004
18,176.4
1
1
1
0
13
0
1001_4122151
2
10
3,961
0
0
143
0
0
3,000
bus_only
4,727
3,961
623
338
285
745.6
30,030.2
29,284.6
0
0
1
0
0
0
13
0
1001_4122151
3
10
3,855
0
0
516
2
1
3,000
bus_only
4,727
3,855
356
69
285
423.7
29,957.5
29,533.9
0
0
1
0
0
0
13
0
1001_4122151
4
10
778
1,020
720
1,090
152
2
4,200
bus+train+gtx
4,047
2,518
439
49
238
524.9
33,978.5
3,273.2
12,004
18,176.4
1
1
1
0
13
0
1001_4122151
5
10
2,448
0
1,020
684
94
2
4,200
bus+gtx
4,817
3,468
665
49
522
795.4
35,206.7
9,586
0
24,825.3
1
0
1
0
13
0
1001_4122151
6
10
432
1,020
720
1,334
120
2
4,200
bus+train+gtx
4,197
2,172
691
49
522
827.8
34,270.9
3,262.6
12,004
18,176.4
1
1
1
0
13
0
1001_4122151
7
10
845
1,020
720
1,090
152
2
4,200
bus+train+gtx
4,368
2,585
693
49
492
829.3
34,547.2
3,537.5
12,004
18,176.4
1
1
1
0
13
0
1001_4122151
8
10
1,115
1,020
720
1,122
120
2
4,200
bus+train+gtx
4,644
2,855
667
49
498
798.8
35,579.8
4,600.5
12,004
18,176.4
1
1
1
0
13
0
1001_4122151
9
10
4,652
0
0
237
0
0
3,000
bus_only
5,749
4,652
860
338
522
1,031.1
31,795.2
30,764
0
0
1
0
0
0
13
0
1001_4123
0
2
1,240
0
0
297
0
0
1,500
bus_only
1,621
1,240
84
44
40
99.3
7,780
7,680.7
0
0
1
0
0
0
87
0.5
1001_4123
1
2
1,160
0
0
357
0
0
1,500
bus_only
2,069
1,160
552
44
508
659.7
7,890.1
7,230.4
0
0
1
0
0
0
87
0.5
1001_4124
0
8
0
1,520
0
281
103
1
1,550
train_only
1,956
1,520
155
44
8
184.5
12,812
0
12,627.5
0
0
1
0
42
42
1
1001_4124
1
8
1,018
120
0
638
113
3
1,550
bus+train
1,941
1,138
165
44
8
196.4
9,994.3
8,931.4
866.5
0
1
1
0
0
42
0
1001_4124
2
8
1,746
0
0
310
0
1
1,500
bus_only
2,538
1,746
482
30
452
576.5
11,926
11,349.5
0
0
1
0
0
0
42
0