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_10110
7
24
623
840
0
929
113
3
1,550
bus+train
2,705
1,463
313
51
149
371.8
14,724.5
6,861.1
7,491.6
0
1
1
0
0
21
0
1002_10110
8
24
666
610
0
828
204
3
1,550
bus+train
2,508
1,276
404
51
149
480.9
13,054.7
6,991.1
5,582.7
0
1
1
0
0
21
0
1002_10110
9
24
1,764
0
0
705
70
2
1,600
bus_only
2,951
1,764
482
51
361
575.5
15,840.3
15,264.7
0
0
1
0
0
0
21
0
1002_10110
10
24
1,790
0
0
883
0
1
1,500
bus_only
3,206
1,790
533
51
482
637.5
14,403.3
13,765.8
0
0
1
0
0
0
21
0
1002_10110
11
24
940
570
0
903
115
1
1,550
bus+train
2,951
1,510
538
62
361
643
12,955.3
6,105.2
6,207.1
0
1
1
0
0
21
0
1002_10110
12
24
667
840
0
738
113
2
1,550
bus+train
2,794
1,507
549
198
238
657
14,973.6
6,824.9
7,491.6
0
1
1
0
0
21
0
1002_10110
13
24
2,176
0
0
849
39
1
1,600
bus_only
3,596
2,176
571
51
481
683.2
19,171.2
18,488
0
0
1
0
0
0
21
0
1002_10110
14
24
2,747
0
0
605
0
2
1,600
bus_only
3,840
2,747
488
38
450
584.5
18,224.7
17,640.1
0
0
1
0
0
0
21
0
1002_10110
15
24
2,481
150
0
330
51
2
1,650
bus+train
3,524
2,631
563
62
450
673.3
18,793.7
16,465.7
1,654.6
0
1
1
0
6
21
0.285714
1002_10110
16
24
2,244
0
0
682
0
2
1,600
bus_only
3,486
2,244
560
51
509
670.7
16,358.1
15,687.4
0
0
1
0
0
0
21
0
1002_10110
17
24
1,120
570
0
903
115
1
1,550
bus+train
3,220
1,690
627
62
450
750.4
13,783.1
6,825.6
6,207.1
0
1
1
0
0
21
0
1002_10110
18
24
2,201
0
0
849
39
1
1,600
bus_only
3,660
2,201
610
51
520
729.5
19,433.3
18,703.8
0
0
1
0
0
0
21
0
1002_10110
19
24
706
1,020
0
531
202
2
1,550
bus+train
2,882
1,726
625
62
361
748
14,917.6
4,325
9,844.6
0
1
1
0
0
21
0
1002_10110
20
24
1,933
0
0
519
53
3
1,600
bus_only
3,041
1,933
589
51
485
705.7
19,551.6
18,845.8
0
0
1
0
0
0
21
0
1002_10110
21
24
601
610
0
706
214
3
1,550
bus+train
2,543
1,211
626
51
361
749.1
12,685.3
6,353.5
5,582.7
0
1
1
0
0
21
0
1002_10110
22
24
1,848
0
0
579
53
3
1,600
bus_only
3,047
1,848
620
51
516
741.1
18,866.2
18,125.1
0
0
1
0
0
0
21
0
1002_10110
23
24
516
840
0
714
113
3
1,550
bus+train
2,715
1,356
645
51
481
771.8
14,315.5
6,052
7,491.6
0
1
1
0
0
21
0
1002_1012
0
11
0
960
0
429
0
1
1,550
train_only
1,464
960
75
62
13
88.1
9,341
0
9,252.9
0
0
1
0
24
24
1
1002_1012
1
11
491
1,170
0
327
144
1
1,550
bus+train
2,558
1,661
570
62
364
681.6
12,163
3,218
8,263.4
0
1
1
0
0
24
0
1002_1012
2
11
2,008
0
0
503
0
0
1,500
bus_only
3,164
2,008
653
371
282
781.7
12,203.8
11,422
0
0
1
0
0
0
24
0
1002_1012
3
11
2,118
0
0
666
0
1
1,500
bus_only
3,186
2,118
402
38
364
481.3
12,190
11,708.7
0
0
1
0
0
0
24
0
1002_1012
4
11
1,597
0
0
939
0
2
1,500
bus_only
2,938
1,597
402
38
364
481.3
9,177.8
8,696.5
0
0
1
0
0
0
24
0
1002_1012
5
11
1,473
150
0
601
51
2
1,550
bus+train
2,728
1,623
504
62
391
600.6
11,508.1
9,252.9
1,654.6
0
1
1
0
0
24
0
1002_1012
6
11
2,035
0
0
726
0
1
1,500
bus_only
3,266
2,035
505
38
467
604.6
11,860
11,255.4
0
0
1
0
0
0
24
0
1002_1012
7
11
1,541
150
0
541
51
2
1,550
bus+train
2,778
1,691
546
62
433
652.7
12,043.1
9,735.8
1,654.6
0
1
1
0
0
24
0
1002_1012
8
11
1,514
0
0
999
0
2
1,500
bus_only
3,020
1,514
507
38
469
606
8,849.2
8,243.2
0
0
1
0
0
0
24
0
1002_1012
9
11
408
1,170
0
387
144
1
1,550
bus+train
2,638
1,578
673
62
467
804.9
11,833.1
2,764.7
8,263.4
0
1
1
0
0
24
0
1002_1012
10
11
1,925
0
0
503
0
0
1,500
bus_only
3,226
1,925
798
371
427
955.1
11,923.9
10,968.8
0
0
1
0
0
0
24
0
1002_1013
0
16
0
1,110
0
307
0
1
1,550
train_only
1,529
1,110
112
62
50
133.1
10,757.9
0
10,624.8
0
0
1
0
22
22
1
1002_1013
1
16
283
720
0
263
149
1
1,550
bus+train
1,692
1,003
426
184
93
508.9
8,499.1
2,338.6
5,651.7
0
1
1
0
0
22
0
1002_1013
2
16
1,910
0
0
243
0
0
1,500
bus_only
2,786
1,910
633
371
262
758
10,655.2
9,897.2
0
0
1
0
0
0
22
0
1002_1013
3
16
578
510
0
594
29
2
1,550
bus+train
1,842
1,088
160
38
93
190.1
8,187.6
3,775.7
4,221.8
0
1
1
0
0
22
0
1002_1013
4
16
1,491
0
0
503
0
1
1,500
bus_only
2,379
1,491
385
38
347
460.7
7,919.2
7,458.5
0
0
1
0
0
0
22
0
1002_1013
5
16
1,999
0
0
427
0
1
1,500
bus_only
2,792
1,999
366
38
328
437.7
10,621.6
10,183.9
0
0
1
0
0
0
22
0
1002_1013
6
16
748
690
0
738
43
1
1,550
bus+train
2,587
1,438
411
62
306
490.4
9,174.2
3,462.8
5,221
0
1
1
0
0
22
0
1002_1013
7
16
1,628
0
0
468
0
2
1,500
bus_only
2,523
1,628
427
38
389
510.9
8,074.3
7,563.5
0
0
1
0
0
0
22
0
1002_1013
8
16
792
1,290
0
438
54
1
1,550
bus+train
2,934
2,082
414
62
298
494
13,818.5
4,138.2
9,186.4
0
1
1
0
0
22
0
1002_1013
9
16
727
1,290
0
438
54
1
1,550
bus+train
2,884
2,017
429
62
313
512.6
13,636.6
3,937.6
9,186.4
0
1
1
0
0
22
0
1002_1013
10
16
1,462
0
0
503
0
1
1,500
bus_only
2,536
1,462
571
38
533
683.6
7,912.4
7,228.8
0
0
1
0
0
0
22
0
1002_1013
11
16
796
690
0
738
43
1
1,550
bus+train
2,738
1,486
514
62
409
614.7
9,569
3,733.2
5,221
0
1
1
0
0
22
0
1002_1013
12
16
1,619
0
0
1,102
0
2
1,500
bus_only
3,201
1,619
480
38
442
574.5
8,682.4
8,107.9
0
0
1
0
0
0
22
0
1002_1013
13
16
1,330
0
0
416
0
4
1,500
bus_only
2,339
1,330
593
184
409
710.4
9,055.3
8,344.9
0
0
1
0
0
0
22
0
1002_1013
14
16
1,382
0
0
416
0
4
1,500
bus_only
2,424
1,382
626
184
442
749.6
9,323
8,573.5
0
0
1
0
0
0
22
0
1002_1013
15
16
3,706
0
0
243
0
0
1,600
bus_only
5,117
3,706
1,168
371
797
1,399.3
18,533.8
17,134.5
0
0
1
0
0
0
22
0
1002_1014
0
10
1,383
0
0
416
0
2
1,500
bus_only
2,025
1,383
226
38
188
269.1
9,347.3
9,078.2
0
0
1
0
0
0
233
0
1002_1014
1
10
0
1,290
0
397
0
0
1,550
train_only
2,014
1,290
327
62
265
390.5
9,576.9
0
9,186.4
0
0
1
0
233
233
1
1002_1014
2
10
1,596
0
0
512
0
0
1,500
bus_only
2,932
1,596
824
212
612
987.1
10,832.5
9,845.4
0
0
1
0
0
0
233
0
1002_1014
3
10
1,347
0
0
404
0
2
1,500
bus_only
2,061
1,347
310
38
272
371
9,421.1
9,050.1
0
0
1
0
0
0
233
0
1002_1014
4
10
1,375
0
0
369
0
2
1,500
bus_only
2,055
1,375
311
38
273
371.9
9,423.4
9,051.5
0
0
1
0
0
0
233
0
1002_1014
5
10
1,297
0
0
308
0
1
1,500
bus_only
2,061
1,297
456
184
272
546.1
9,478.5
8,932.5
0
0
1
0
0
0
233
0
1002_1014
6
10
1,294
0
0
112
0
1
1,500
bus_only
2,017
1,294
611
371
240
731.5
9,523
8,791.5
0
0
1
0
0
0
233
0
1002_1014
7
10
1,286
0
0
125
0
1
1,500
bus_only
2,055
1,286
644
371
273
771.6
9,536.4
8,764.8
0
0
1
0
0
0
233
0
1002_1014
8
10
1,354
0
0
240
0
1
1,500
bus_only
2,354
1,354
760
184
576
909.9
10,195.9
9,285.9
0
0
1
0
0
0
233
0
1002_1014
9
10
1,369
0
0
596
0
2
1,500
bus_only
2,615
1,369
650
38
612
777.6
10,020.1
9,242.5
0
0
1
0
0
0
233
0
1002_10145
0
11
1,597
0
0
854
39
1
1,500
bus_only
2,551
1,597
100
51
10
118.3
15,097.4
14,979.1
0
0
1
0
0
0
15
0
1002_10145
1
11
108
1,170
0
925
140
2
1,550
bus+train
2,415
1,278
212
62
10
251.3
14,663.9
1,056.9
13,355.7
0
1
1
0
15
15
1
1002_10145
2
11
1,948
0
0
480
0
0
1,600
bus_only
3,236
1,948
808
416
392
968.9
16,745.9
15,777
0
0
1
0
0
0
15
0
1002_10145
3
11
1,862
0
0
468
0
1
1,600
bus_only
2,524
1,862
194
184
10
231.6
16,927.3
16,695.7
0
0
1
0
0
0
15
0
1002_10145
4
11
1,936
0
0
336
0
1
1,500
bus_only
2,480
1,936
208
198
10
249.4
14,782.7
14,533.3
0
0
1
0
0
0
15
0
1002_10145
5
11
1,682
0
0
914
39
1
1,600
bus_only
3,026
1,682
430
51
340
513.3
15,804.3
15,290.9
0
0
1
0
0
0
15
0
1002_10145
6
11
1,947
0
0
528
0
1
1,600
bus_only
2,999
1,947
524
184
340
626.7
17,634.2
17,007.5
0
0
1
0
0
0
15
0
1002_10145
7
11
2,021
0
0
396
0
1
1,500
bus_only
2,955
2,021
538
198
340
644.5
15,489.6
14,845.1
0
0
1
0
0
0
15
0
1002_10145
8
11
155
1,170
0
791
274
2
1,550
bus+train
2,629
1,325
513
62
177
612.8
14,666.3
697.9
13,355.7
0
1
1
0
0
15
0
1002_10145
9
11
1,757
0
0
831
0
2
1,600
bus_only
3,149
1,757
561
38
523
671.9
15,805.7
15,133.7
0
0
1
0
0
0
15
0
1002_10145
10
11
1,675
450
0
343
96
1
1,650
bus+train
3,149
2,125
681
62
523
815.1
17,952.7
13,589.3
3,548.4
0
1
1
0
0
15
0
1002_1015
0
9
0
1,470
0
452
0
0
1,550
train_only
2,041
1,470
119
62
57
140.9
10,846.2
0
10,705.3
0
0
1
0
500
500
1
1002_1015
1
9
164
1,290
0
410
54
1
1,550
bus+train
2,179
1,454
315
62
199
375.4
11,082.2
1,520.4
9,186.4
0
1
1
0
0
500
0
1002_1015
2
9
128
1,290
0
410
54
1
1,550
bus+train
2,295
1,418
467
62
351
557.2
10,991.5
1,247.8
9,186.4
0
1
1
0
0
500
0
1002_1015
3
9
544
1,050
0
331
45
1
1,550
bus+train
2,414
1,594
489
62
382
585.4
10,978.1
3,078.4
7,314.3
0
1
1
0
0
500
0
1002_1015
4
9
171
1,290
0
384
54
1
1,550
bus+train
2,343
1,461
498
62
382
595.3
10,953.4
1,171.7
9,186.4
0
1
1
0
0
500
0
1002_1015
5
9
1,510
0
0
250
0
2
1,500
bus_only
2,273
1,510
513
184
329
613.5
10,889.9
10,276.4
0
0
1
0
0
0
500
0
1002_1015
6
9
1,610
0
0
250
0
2
1,500
bus_only
2,401
1,610
541
184
357
646.8
11,573.2
10,926.4
0
0
1
0
0
0
500
0
1002_1015
7
9
192
1,290
0
410
54
1
1,550
bus+train
2,464
1,482
572
62
456
683.4
11,712.3
1,842.5
9,186.4
0
1
1
0
0
500
0
1002_1015
8
9
1,927
0
0
573
0
1
1,500
bus_only
3,074
1,927
574
184
390
687.3
12,298.6
11,611.2
0
0
1
0
0
0
500
0
1002_1019
0
7
0
1,980
0
528
0
0
1,550
train_only
2,601
1,980
93
62
31
109.5
14,935.2
0
14,825.7
0
0
1
0
161
161
1
1002_1019
1
7
2,084
0
0
269
0
2
1,600
bus_only
2,545
2,084
192
38
154
228.5
15,614.6
15,386.1
0
0
1
0
0
0
161
0
1002_1019
2
7
2,044
0
0
269
0
2
1,600
bus_only
2,570
2,044
257
38
219
307.2
15,551.8
15,244.7
0
0
1
0
0
0
161
0
1002_1019
3
7
1,889
0
0
375
134
3
1,600
bus_only
2,590
1,889
326
38
154
389.7
15,525.6
15,135.8
0
0
1
0
0
0
161
0
1002_1019
4
7
2,179
0
0
329
0
2
1,600
bus_only
3,122
2,179
614
38
576
734.8
16,518.8
15,784
0
0
1
0
0
0
161
0
1002_1019
5
7
1,812
0
0
375
134
3
1,500
bus_only
2,887
1,812
700
38
528
838.1
15,637.3
14,799.2
0
0
1
0
0
0
161
0
1002_1019
6
7
107
1,740
0
461
150
2
1,550
bus+train
3,048
1,847
740
62
528
884.3
15,137.8
571.2
13,682.3
0
1
1
0
0
161
0
1002_1020
0
5
0
2,130
0
360
0
0
1,650
train_only
2,569
2,130
79
62
17
93.6
16,018.3
0
15,924.7
0
0
1
0
147
147
1
1002_1020
1
5
1,912
150
0
365
75
1
1,650
bus+train
2,894
2,062
467
62
330
557.8
16,186.9
13,974.5
1,654.6
0
1
1
0
0
147
0
1002_1020
2
5
2,068
0
0
185
0
0
1,600
bus_only
2,925
2,068
672
371
301
804.6
16,131.8
15,327.3
0
0
1
0
0
0
147
0
1002_1020
3
5
1,878
150
0
365
75
1
1,650
bus+train
3,053
2,028
660
62
523
789.8
15,941.7
13,497.3
1,654.6
0
1
1
0
0
147
0
1002_1020
4
5
2,034
0
0
125
0
0
1,500
bus_only
3,053
2,034
894
371
523
1,071.8
15,921.9
14,850.1
0
0
1
0
0
0
147
0
1002_1024
0
24
2,998
0
0
222
0
1
1,700
bus_only
3,374
2,998
154
51
103
183.3
21,242.2
21,059
0
0
1
0
0
0
22
0
1002_1024
1
24
1,712
150
0
484
57
3
1,550
bus+train
2,577
1,862
231
62
112
274.5
13,940.3
12,011.2
1,654.6
0
1
1
0
0
22
0
1002_1024
2
24
0
1,890
0
652
0
2
1,650
train_only
2,623
1,890
81
62
19
95.7
18,380.9
0
18,285.2
0
0
1
0
22
22
1
1002_1024
3
24
3,030
0
0
162
0
1
1,700
bus_only
3,369
3,030
177
51
126
211.6
21,481.1
21,269.5
0
0
1
0
0
0
22
0
1002_1024
4
24
2,183
0
0
687
0
2
1,600
bus_only
3,020
2,183
150
38
112
178.3
16,348.6
16,170.3
0
0
1
0
0
0
22
0
1002_1024
5
24
1,814
150
0
384
57
2
1,550
bus+train
2,579
1,964
231
62
112
274.5
13,943.7
12,014.5
1,654.6
0
1
1
0
0
22
0
1002_1024
6
24
2,215
0
0
687
0
2
1,600
bus_only
3,066
2,215
164
38
126
195.7
16,576.5
16,380.9
0
0
1
0
0
0
22
0
1002_1024
7
24
1,846
150
0
384
57
2
1,550
bus+train
2,625
1,996
245
62
126
291.9
14,171.6
12,225.1
1,654.6
0
1
1
0
0
22
0
1002_1024
8
24
1,742
300
0
378
134
1
1,550
bus+train
2,736
2,042
316
62
120
376.8
15,108.6
11,895.7
2,836.2
0
1
1
0
0
22
0
1002_1024
9
24
2,178
0
0
860
0
2
1,500
bus_only
3,231
2,178
193
38
155
229.5
14,799.1
14,569.6
0
0
1
0
0
0
22
0
1002_1024
10
24
1,566
810
0
354
116
1
1,650
bus+train
3,020
2,376
290
62
112
345.7
18,677.1
12,301.9
6,029.5
0
1
1
0
0
22
0
1002_1024
11
24
1,744
150
0
484
57
3
1,550
bus+train
2,623
1,894
245
62
126
291.9
14,168.3
12,221.8
1,654.6
0
1
1
0
0
22
0
1002_1024
12
24
1,598
810
0
354
116
1
1,650
bus+train
3,066
2,408
304
62
126
363.1
18,905
12,512.4
6,029.5
0
1
1
0
0
22
0
1002_1024
13
24
2,232
0
0
860
0
2
1,500
bus_only
3,307
2,232
215
38
177
256.4
15,118.3
14,862
0
0
1
0
0
0
22
0