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_2712
5
6
2,347
0
0
421
0
1
1,600
bus_only
3,167
2,347
399
77
322
477
18,132.3
17,655.3
0
0
1
0
0
0
17
0
1001_2713
0
9
2,673
0
0
325
0
1
1,600
bus_only
3,138
2,673
140
69
71
165.3
19,271.1
19,105.8
0
0
1
0
0
0
51
0.111111
1001_2713
1
9
2,470
0
0
280
13
2
1,600
bus_only
2,902
2,470
152
69
70
180.1
18,263.7
18,083.6
0
0
1
0
0
0
51
0.111111
1001_2713
2
9
2,435
0
0
340
13
2
1,600
bus_only
3,068
2,435
293
69
211
347.9
18,229.1
17,881.2
0
0
1
0
0
0
51
0.111111
1001_2713
3
9
3,181
0
0
257
40
1
1,700
bus_only
3,748
3,181
310
69
201
369.9
22,356.8
21,986.9
0
0
1
0
0
0
51
0.111111
1001_2713
4
9
2,701
0
0
325
0
1
1,600
bus_only
3,384
2,701
358
69
289
427
19,876.8
19,449.8
0
0
1
0
0
0
51
0.111111
1001_2713
5
9
2,412
0
0
1,062
13
1
1,600
bus_only
3,775
2,412
301
77
211
357.7
18,394.1
18,036.4
0
0
1
0
0
0
51
0.111111
1001_2713
6
9
2,555
0
0
340
13
2
1,600
bus_only
3,522
2,555
627
69
545
750.4
19,261.7
18,511.4
0
0
1
0
0
0
51
0.111111
1001_2713
7
9
2,602
0
0
325
0
1
1,600
bus_only
3,606
2,602
679
69
610
812.9
19,445.2
18,632.4
0
0
1
0
0
0
51
0.111111
1001_2713
8
9
390
1,770
0
373
194
1
1,650
bus+train
3,266
2,160
733
307
232
876.6
19,952.8
3,604.9
15,471.2
0
1
1
0
0
51
0.111111
1001_2714
0
25
2,860
0
0
627
13
1
1,600
bus_only
3,606
2,860
119
77
29
140.9
19,738.9
19,598
0
0
1
0
0
0
73
0.04
1001_2714
1
25
1,955
300
0
411
109
1
1,650
bus+train
2,907
2,255
241
77
55
286.3
18,443.6
14,843
3,314.3
0
1
1
0
0
73
0.04
1001_2714
2
25
2,396
200
0
551
48
1
1,650
bus+train
3,327
2,596
180
77
55
213.7
19,679.5
17,123.7
2,342.1
0
1
1
0
0
73
0.04
1001_2714
3
25
2,797
0
0
761
3
1
1,600
bus_only
3,730
2,797
172
77
92
204.3
18,386
18,181.7
0
0
1
0
0
0
73
0.04
1001_2714
4
25
2,556
0
0
480
0
1
1,600
bus_only
3,266
2,556
230
77
153
274.4
18,267.4
17,993
0
0
1
0
0
0
73
0.04
1001_2714
5
25
2,749
0
0
319
98
1
1,600
bus_only
3,335
2,749
267
77
92
318.1
18,570.5
18,252.3
0
0
1
0
0
0
73
0.04
1001_2714
6
25
2,697
0
0
875
0
1
1,600
bus_only
3,785
2,697
213
77
136
253.6
19,274
19,020.5
0
0
1
0
0
0
73
0.04
1001_2714
7
25
2,558
0
0
360
138
1
1,600
bus_only
3,262
2,558
344
77
129
410
18,609.8
18,199.7
0
0
1
0
0
0
73
0.04
1001_2714
8
25
2,498
0
0
480
0
1
1,600
bus_only
3,368
2,498
390
77
313
466.7
18,277.4
17,810.6
0
0
1
0
0
0
73
0.04
1001_2714
9
25
3,196
0
0
704
0
2
1,600
bus_only
4,196
3,196
296
77
219
353.3
19,254.1
18,900.8
0
0
1
0
0
0
73
0.04
1001_2714
10
25
2,495
0
0
300
138
1
1,600
bus_only
3,323
2,495
528
77
313
631.7
18,430.5
17,798.8
0
0
1
0
0
0
73
0.04
1001_2714
11
25
572
1,770
0
546
22
2
1,650
bus+train
3,292
2,342
404
44
338
481.4
18,388.2
1,795
16,111.7
0
1
1
0
0
73
0.04
1001_2714
12
25
2,652
0
0
480
0
1
1,600
bus_only
3,617
2,652
485
77
408
580.4
18,836.4
18,256
0
0
1
0
0
0
73
0.04
1001_2714
13
25
249
1,890
0
590
13
1
1,650
bus+train
3,190
2,139
461
307
141
550.9
19,009.1
1,568.3
16,889.9
0
1
1
0
0
73
0.04
1001_2714
14
25
2,819
0
0
567
13
1
1,600
bus_only
3,857
2,819
471
77
381
563.4
19,822.6
19,259.2
0
0
1
0
0
0
73
0.04
1001_2714
15
25
2,902
0
0
627
13
1
1,600
bus_only
4,027
2,902
498
77
408
594.6
20,553.4
19,958.8
0
0
1
0
0
0
73
0.04
1001_2714
16
25
517
1,890
0
286
6
1
1,650
bus+train
3,228
2,407
535
307
222
639.1
18,838.9
1,309.9
16,889.9
0
1
1
0
0
73
0.04
1001_2714
17
25
2,754
0
0
875
0
1
1,600
bus_only
4,174
2,754
545
77
468
652.7
19,971
19,318.2
0
0
1
0
0
0
73
0.04
1001_2714
18
25
2,615
0
0
360
138
1
1,600
bus_only
3,648
2,615
673
77
458
805.2
19,302.7
18,497.5
0
0
1
0
0
0
73
0.04
1001_2714
19
25
179
1,890
0
376
251
1
1,650
bus+train
3,095
2,069
650
307
92
777.8
18,683.1
1,015.5
16,889.9
0
1
1
0
0
73
0.04
1001_2714
20
25
179
1,890
0
590
13
1
1,650
bus+train
3,292
2,069
633
307
313
757.3
18,814.5
1,167.4
16,889.9
0
1
1
0
0
73
0.04
1001_2714
21
25
3,267
0
0
704
0
2
1,600
bus_only
4,474
3,267
503
77
426
601.7
19,705.9
19,104.2
0
0
1
0
0
0
73
0.04
1001_2714
22
25
167
1,890
0
363
264
1
1,650
bus+train
3,127
2,057
707
307
136
845
18,763.9
1,029
16,889.9
0
1
1
0
0
73
0.04
1001_2714
23
25
264
1,770
0
503
280
2
1,650
bus+train
3,174
2,034
637
44
313
761.7
18,125.4
1,252
16,111.7
0
1
1
0
0
73
0.04
1001_2714
24
25
424
1,770
0
683
22
3
1,650
bus+train
3,420
2,194
543
44
477
647.9
18,567.6
1,808
16,111.7
0
1
1
0
0
73
0.04
1001_2715
0
7
2,304
0
0
244
0
1
1,600
bus_only
2,827
2,304
279
77
202
332.9
17,213.4
16,880.5
0
0
1
0
0
0
67
0
1001_2715
1
7
167
1,770
0
413
16
1
1,650
bus+train
2,727
1,937
377
44
317
449.4
17,185
623.9
16,111.7
0
1
1
0
0
67
0
1001_2715
2
7
0
1,890
0
213
0
0
1,650
train_only
2,727
1,890
624
307
317
745.8
17,635.7
0
16,889.9
0
0
1
0
67
67
1
1001_2715
3
7
2,343
0
0
244
0
1
1,600
bus_only
2,892
2,343
305
77
228
363.7
17,421.2
17,057.6
0
0
1
0
0
0
67
0
1001_2715
4
7
2,258
0
0
244
0
1
1,600
bus_only
2,883
2,258
381
77
304
455.5
17,143.3
16,687.8
0
0
1
0
0
0
67
0
1001_2715
5
7
194
1,770
0
470
110
2
1,650
bus+train
2,937
1,964
503
44
349
600.4
17,800.3
1,088.1
16,111.7
0
1
1
0
0
67
0
1001_2715
6
7
27
1,890
0
270
94
1
1,650
bus+train
2,937
1,917
750
307
349
896.9
18,251
464.2
16,889.9
0
1
1
0
0
67
0
1001_2716
0
13
2,234
0
0
284
0
0
1,600
bus_only
2,728
2,234
210
77
133
250.5
17,374.2
17,123.7
0
0
1
0
0
0
52
0.076923
1001_2716
1
13
1,943
0
0
294
0
1
1,600
bus_only
2,415
1,943
178
77
101
212.6
16,012.1
15,799.5
0
0
1
0
0
0
52
0.076923
1001_2716
2
13
2,202
0
0
284
0
0
1,600
bus_only
2,714
2,202
228
77
151
272.3
17,157.5
16,885.2
0
0
1
0
0
0
52
0.076923
1001_2716
3
13
2,210
0
0
401
0
1
1,600
bus_only
2,789
2,210
178
44
134
211.7
16,030.6
15,818.9
0
0
1
0
0
0
52
0.076923
1001_2716
4
13
2,221
0
0
288
0
1
1,600
bus_only
2,704
2,221
195
77
118
232.9
17,342.6
17,109.7
0
0
1
0
0
0
52
0.076923
1001_2716
5
13
1,907
0
0
354
0
1
1,600
bus_only
2,562
1,907
301
77
224
359.9
15,892.2
15,532.3
0
0
1
0
0
0
52
0.076923
1001_2716
6
13
2,168
0
0
461
0
1
1,600
bus_only
3,098
2,168
469
44
425
560.4
15,980
15,419.6
0
0
1
0
0
0
52
0.076923
1001_2716
7
13
2,169
0
0
224
0
0
1,600
bus_only
2,966
2,169
573
77
496
685.6
17,273.7
16,588.1
0
0
1
0
0
0
52
0.076923
1001_2716
8
13
2,130
0
0
398
98
1
1,600
bus_only
3,055
2,130
527
77
352
629.2
16,809.6
16,180.4
0
0
1
0
0
0
52
0.076923
1001_2716
9
13
1,940
0
0
418
151
1
1,600
bus_only
2,904
1,940
546
77
318
652.2
16,254.3
15,602.2
0
0
1
0
0
0
52
0.076923
1001_2716
10
13
2,267
0
0
288
0
1
1,600
bus_only
3,080
2,267
525
77
448
628.7
18,032.6
17,403.9
0
0
1
0
0
0
52
0.076923
1001_2716
11
13
1,983
0
0
294
0
1
1,600
bus_only
2,836
1,983
559
77
482
669.4
16,808.2
16,138.8
0
0
1
0
0
0
52
0.076923
1001_2716
12
13
1,989
0
0
488
138
1
1,600
bus_only
3,049
1,989
572
77
357
683
16,771.9
16,088.9
0
0
1
0
0
0
52
0.076923
1001_2717
0
16
2,049
0
0
396
0
0
1,500
bus_only
2,638
2,049
193
77
116
228.8
15,071.8
14,843
0
0
1
0
0
0
74
0.0625
1001_2717
1
16
1,674
0
0
622
0
2
1,500
bus_only
2,507
1,674
211
77
134
251.9
13,329.5
13,077.6
0
0
1
0
0
0
74
0.0625
1001_2717
2
16
2,012
0
0
336
0
0
1,500
bus_only
2,633
2,012
285
77
208
340.3
14,898
14,557.6
0
0
1
0
0
0
74
0.0625
1001_2717
3
16
2,072
0
0
356
0
1
1,500
bus_only
2,621
2,072
193
77
116
228.8
14,036.4
13,807.6
0
0
1
0
0
0
74
0.0625
1001_2717
4
16
2,035
0
0
296
0
1
1,500
bus_only
2,616
2,035
285
77
208
340.3
13,862.5
13,522.2
0
0
1
0
0
0
74
0.0625
1001_2717
5
16
2,189
0
0
336
0
0
1,500
bus_only
2,900
2,189
375
77
298
449.1
15,436
14,986.9
0
0
1
0
0
0
74
0.0625
1001_2717
6
16
1,634
0
0
622
0
2
1,500
bus_only
2,541
1,634
285
77
208
340.3
13,134.7
12,794.4
0
0
1
0
0
0
74
0.0625
1001_2717
7
16
2,212
0
0
296
0
1
1,500
bus_only
2,883
2,212
375
77
298
449.1
14,400.6
13,951.5
0
0
1
0
0
0
74
0.0625
1001_2717
8
16
1,988
0
0
336
0
0
1,500
bus_only
2,787
1,988
463
77
386
553.8
14,946.6
14,392.8
0
0
1
0
0
0
74
0.0625
1001_2717
9
16
1,680
0
0
377
299
1
1,500
bus_only
2,538
1,680
481
77
105
574.5
13,512.1
12,937.7
0
0
1
0
0
0
74
0.0625
1001_2717
10
16
2,629
0
0
336
0
0
1,600
bus_only
3,410
2,629
445
77
368
533
18,332.8
17,799.8
0
0
1
0
0
0
74
0.0625
1001_2717
11
16
2,011
0
0
296
0
1
1,500
bus_only
2,770
2,011
463
77
386
553.8
13,911.2
13,357.4
0
0
1
0
0
0
74
0.0625
1001_2717
12
16
1,610
0
0
622
0
2
1,500
bus_only
2,695
1,610
463
77
386
553.8
13,183.4
12,629.6
0
0
1
0
0
0
74
0.0625
1001_2717
13
16
1,640
0
0
317
299
1
1,500
bus_only
2,541
1,640
584
77
208
699
13,353.5
12,654.5
0
0
1
0
0
0
74
0.0625
1001_2717
14
16
1,734
0
0
682
0
2
1,500
bus_only
3,031
1,734
615
77
538
736.9
14,093
13,356.1
0
0
1
0
0
0
74
0.0625
1001_2717
15
16
1,616
0
0
317
299
1
1,500
bus_only
2,695
1,616
762
77
386
912.5
13,402.1
12,489.6
0
0
1
0
0
0
74
0.0625
1001_2718
0
21
2,484
0
0
205
0
1
1,500
bus_only
2,852
2,484
163
69
94
193.1
14,595.5
14,402.4
0
0
1
0
0
0
80
0
1001_2718
1
21
1,772
90
0
403
109
2
1,550
bus+train
2,455
1,862
190
77
4
225.9
15,140.2
13,656.3
1,257.9
0
1
1
0
0
80
0
1001_2718
2
21
347
1,650
0
450
41
1
1,550
bus+train
2,630
1,997
183
44
98
217.3
14,157.8
1,789.8
12,150.8
0
1
1
0
1
80
1
1001_2718
3
21
1,941
0
0
491
26
2
1,500
bus_only
2,652
1,941
220
77
117
261.7
15,120.2
14,858.5
0
0
1
0
0
0
80
0
1001_2718
4
21
406
1,650
0
390
41
1
1,550
bus+train
2,680
2,056
234
44
149
279.3
14,096.4
1,666.3
12,150.8
0
1
1
0
0
80
0
1001_2718
5
21
449
1,650
0
450
41
1
1,550
bus+train
2,855
2,099
306
44
221
365.4
14,349.6
1,833.4
12,150.8
0
1
1
0
0
80
0
1001_2718
6
21
2,542
0
0
145
0
1
1,500
bus_only
3,116
2,542
429
69
360
513.3
15,129.9
14,616.6
0
0
1
0
0
0
80
0
1001_2718
7
21
2,412
0
0
205
0
1
1,500
bus_only
3,077
2,412
460
69
391
549.9
14,494.2
13,944.3
0
0
1
0
0
0
80
0
1001_2718
8
21
437
1,650
0
450
41
1
1,550
bus+train
2,952
2,087
415
44
330
496.6
14,636.2
1,988.8
12,150.8
0
1
1
0
0
80
0
1001_2718
9
21
1,994
0
0
431
26
2
1,600
bus_only
2,865
1,994
440
77
337
525.6
15,789.8
15,264.2
0
0
1
0
0
0
80
0
1001_2718
10
21
1,885
0
0
431
26
2
1,500
bus_only
2,780
1,885
464
77
361
554.4
15,202.8
14,648.3
0
0
1
0
0
0
80
0
1001_2718
11
21
267
1,650
0
390
41
1
1,550
bus+train
2,774
1,917
467
44
382
558.6
14,105.6
1,396.2
12,150.8
0
1
1
0
0
80
0
1001_2718
12
21
536
1,650
0
450
41
1
1,550
bus+train
3,189
2,186
553
44
468
660.8
14,866.5
2,054.9
12,150.8
0
1
1
0
0
80
0
1001_2718
13
21
2,064
0
0
698
0
1
1,500
bus_only
3,351
2,064
589
69
520
705.7
14,045.9
13,340.1
0
0
1
0
0
0
80
0
1001_2718
14
21
284
1,650
0
390
41
1
1,550
bus+train
2,929
1,934
605
44
520
725
14,100.7
1,224.9
12,150.8
0
1
1
0
0
80
0
1001_2718
15
21
200
1,650
0
450
41
1
1,550
bus+train
2,923
1,850
623
44
538
745.7
14,097.5
1,201
12,150.8
0
1
1
0
0
80
0
1001_2718
16
21
504
1,650
0
450
41
1
1,550
bus+train
3,208
2,154
604
44
519
721.8
15,018.6
2,146
12,150.8
0
1
1
0
0
80
0
1001_2718
17
21
2,483
0
0
526
0
2
1,600
bus_only
3,556
2,483
547
77
470
654.9
18,422
17,767.1
0
0
1
0
0
0
80
0
1001_2718
18
21
2,694
0
0
903
0
1
1,600
bus_only
4,144
2,694
547
77
470
654.9
19,608.6
18,953.8
0
0
1
0
0
0
80
0
1001_2718
19
21
1,920
0
0
338
136
2
1,500
bus_only
2,941
1,920
683
77
470
817.1
15,445.8
14,628.6
0
0
1
0
0
0
80
0
1001_2718
20
21
569
1,650
0
450
41
1
1,550
bus+train
3,320
2,219
651
44
566
778.4
15,083.4
2,154.2
12,150.8
0
1
1
0
0
80
0
1001_2720
0
22
2,563
0
0
397
0
1
1,500
bus_only
3,131
2,563
171
44
127
203.4
13,765.1
13,561.7
0
0
1
0
0
0
23
0
1001_2720
1
22
2,009
0
0
339
0
2
1,500
bus_only
2,602
2,009
254
77
177
303.6
12,676.7
12,373
0
0
1
0
0
0
23
0
1001_2720
2
22
2,559
0
0
144
0
0
1,500
bus_only
3,088
2,559
385
241
144
460.9
14,139.8
13,678.9
0
0
1
0
0
0
23
0
1001_2720
3
22
2,522
0
0
370
0
1
1,500
bus_only
3,071
2,522
179
44
135
213.3
13,496.1
13,282.8
0
0
1
0
0
0
23
0
1001_2720
4
22
1,965
290
0
483
109
1
1,650
bus+train
2,936
2,255
198
77
12
235.3
18,070.4
14,843
2,992.1
0
1
1
0
0
23
0
1001_2720
5
22
2,050
0
0
399
0
2
1,500
bus_only
2,653
2,050
204
77
127
243.1
12,895
12,652
0
0
1
0
0
0
23
0
1001_2720
6
22
948
1,110
0
511
54
1
1,550
bus+train
2,811
2,058
242
44
144
288
13,061.2
5,241.4
7,531.8
0
1
1
0
23
23
1
1001_2720
7
22
907
1,110
0
511
54
1
1,550
bus+train
2,803
2,017
275
44
177
328.3
12,822.5
4,962.5
7,531.8
0
1
1
0
0
23
0