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_2714
12
25
2,713
1,290
0
993
55
1
1,750
bus+train
5,205
4,003
209
62
92
248.6
20,251.6
10,816.7
9,186.4
0
1
1
0
0
18
0
1002_2714
13
25
1,945
1,050
0
1,318
102
1
1,650
bus+train
4,606
2,995
293
62
129
349.1
19,645.2
11,981.9
7,314.3
0
1
1
0
0
18
0
1002_2714
14
25
3,029
0
0
901
0
2
1,700
bus_only
4,281
3,029
351
38
313
419.8
20,952.8
20,533
0
0
1
0
0
0
18
0
1002_2714
15
25
878
1,980
0
800
162
1
1,750
bus+train
4,035
2,858
377
62
153
450
20,552.5
5,276.7
14,825.7
0
1
1
0
0
18
0
1002_2714
16
25
2,603
0
0
346
0
2
1,600
bus_only
3,446
2,603
497
184
313
594.9
19,927.4
19,332.5
0
0
1
0
0
0
18
0
1002_2714
17
25
2,962
0
0
698
0
1
1,700
bus_only
4,172
2,962
512
371
141
613.1
21,260.4
20,647.3
0
0
1
0
0
0
18
0
1002_2714
18
25
2,894
0
0
965
13
2
1,700
bus_only
4,291
2,894
432
38
381
516.5
21,415.2
20,898.7
0
0
1
0
0
0
18
0
1002_2714
19
25
2,970
0
0
690
0
3
1,600
bus_only
4,076
2,970
416
38
378
497.5
19,761.9
19,264.3
0
0
1
0
0
0
18
0
1002_2714
20
25
2,978
0
0
1,025
13
2
1,700
bus_only
4,462
2,978
459
38
408
547.7
22,146
21,598.3
0
0
1
0
0
0
18
0
1002_2714
21
25
2,789
0
0
346
0
2
1,600
bus_only
3,727
2,789
592
184
408
708.5
20,486.4
19,777.9
0
0
1
0
0
0
18
0
1002_2714
22
25
1,882
1,050
0
1,258
102
1
1,650
bus+train
4,667
2,932
477
62
313
570.7
19,465.9
11,580.9
7,314.3
0
1
1
0
0
18
0
1002_2714
23
25
3,143
0
0
961
0
2
1,700
bus_only
4,610
3,143
506
38
468
605.8
21,837.5
21,231.7
0
0
1
0
0
0
18
0
1002_2714
24
25
3,360
0
0
690
0
3
1,600
bus_only
4,514
3,360
464
38
426
554.8
20,518.4
19,963.7
0
0
1
0
0
0
18
0
1002_2717
0
14
1,931
0
0
689
0
2
1,500
bus_only
2,774
1,931
154
38
116
181.9
14,901.2
14,719.3
0
0
1
0
0
0
16
0
1002_2717
1
14
1,279
690
0
524
43
1
1,650
bus+train
2,739
1,969
246
62
141
292.4
15,577.6
10,064.1
5,221
0
1
1
0
15
16
1
1002_2717
2
14
2,122
0
0
165
0
0
1,600
bus_only
2,774
2,122
487
371
116
581.6
16,777.4
16,195.8
0
0
1
0
0
0
16
0
1002_2717
3
14
1,893
0
0
629
0
2
1,500
bus_only
2,768
1,893
246
38
208
293.4
14,727.3
14,433.9
0
0
1
0
0
0
16
0
1002_2717
4
14
1,241
690
0
524
43
1
1,550
bus+train
2,768
1,931
313
62
208
372.7
15,372.5
9,778.8
5,221
0
1
1
0
0
16
0
1002_2717
5
14
2,071
0
0
629
0
2
1,500
bus_only
3,036
2,071
336
38
298
402.2
15,265.3
14,863.2
0
0
1
0
0
0
16
0
1002_2717
6
14
1,419
690
0
524
43
1
1,650
bus+train
3,036
2,109
403
62
298
481.4
15,910.5
10,208
5,221
0
1
1
0
0
16
0
1002_2717
7
14
2,084
0
0
105
0
0
1,600
bus_only
2,768
2,084
579
371
208
693.1
16,603.5
15,910.4
0
0
1
0
0
0
16
0
1002_2717
8
14
1,869
0
0
629
0
2
1,500
bus_only
2,922
1,869
424
38
386
506.9
14,776
14,269
0
0
1
0
0
0
16
0
1002_2717
9
14
1,217
690
0
524
43
1
1,550
bus+train
2,922
1,907
491
62
386
586.2
15,421.2
9,613.9
5,221
0
1
1
0
0
16
0
1002_2717
10
14
2,828
0
0
917
0
1
1,600
bus_only
4,151
2,828
406
38
368
486.1
19,925.4
19,439.3
0
0
1
0
0
0
16
0
1002_2717
11
14
2,262
0
0
105
0
0
1,600
bus_only
3,036
2,262
669
371
298
801.8
17,141.6
16,339.7
0
0
1
0
0
0
16
0
1002_2717
12
14
2,060
0
0
105
0
0
1,600
bus_only
2,922
2,060
757
371
386
906.6
16,652.2
15,745.6
0
0
1
0
0
0
16
0
1002_2717
13
14
2,685
0
0
105
0
0
1,600
bus_only
3,529
2,685
739
371
368
885.8
20,038.4
19,152.6
0
0
1
0
0
0
16
0
1002_2720
0
22
2,043
0
0
617
0
1
1,500
bus_only
2,979
2,043
319
184
135
381.1
14,276
13,894.9
0
0
1
0
0
0
13
0
1002_2720
1
22
1,993
0
0
237
0
2
1,500
bus_only
2,778
1,993
548
371
177
656.4
14,382.2
13,725.9
0
0
1
0
0
0
13
0
1002_2720
2
22
2,664
0
0
395
0
0
1,600
bus_only
3,796
2,664
737
610
127
882.4
16,470.9
15,588.6
0
0
1
0
0
0
13
0
1002_2720
3
22
869
1,290
0
883
54
1
1,550
bus+train
3,302
2,159
260
62
144
308.8
14,736.6
5,241.4
9,186.4
0
1
1
0
13
13
1
1002_2720
4
22
2,346
0
0
616
0
1
1,600
bus_only
3,290
2,346
328
184
144
391.5
15,417.5
15,026
0
0
1
0
0
0
13
0
1002_2720
5
22
378
1,830
0
822
41
1
1,650
bus+train
3,332
2,208
302
62
199
358.3
15,828.3
1,664.6
13,805.4
0
1
1
0
0
13
0
1002_2720
6
22
333
1,830
0
822
41
1
1,650
bus+train
3,302
2,163
317
62
214
378.2
15,672.4
1,488.8
13,805.4
0
1
1
0
0
13
0
1002_2720
7
22
324
1,830
0
797
41
2
1,650
bus+train
3,267
2,154
316
62
213
375.6
15,842.6
1,661.6
13,805.4
0
1
1
0
0
13
0
1002_2720
8
22
2,035
0
0
297
0
2
1,500
bus_only
2,830
2,035
498
371
127
595.8
14,600.6
14,004.8
0
0
1
0
0
0
13
0
1002_2720
9
22
2,097
0
0
617
0
1
1,500
bus_only
3,236
2,097
522
184
338
623.6
15,025.2
14,401.6
0
0
1
0
0
0
13
0
1002_2720
10
22
408
1,830
0
762
41
1
1,650
bus+train
3,448
2,238
448
62
345
535.4
16,198.5
1,857.8
13,805.4
0
1
1
0
0
13
0
1002_2720
11
22
919
1,290
0
883
54
1
1,550
bus+train
3,600
2,209
508
62
392
606.4
15,254.8
5,462
9,186.4
0
1
1
0
0
13
0
1002_2720
12
22
2,396
0
0
616
0
1
1,600
bus_only
3,588
2,396
576
184
392
689.1
15,935.8
15,246.7
0
0
1
0
0
0
13
0
1002_2720
13
22
269
1,830
0
762
41
1
1,650
bus+train
3,396
2,099
535
62
432
639.4
15,693
1,248.3
13,805.4
0
1
1
0
0
13
0
1002_2720
14
22
285
1,830
0
563
41
1
1,650
bus+train
3,296
2,115
618
62
515
739.8
16,009.2
1,464
13,805.4
0
1
1
0
0
13
0
1002_2720
15
22
2,622
0
0
335
0
0
1,600
bus_only
3,744
2,622
787
610
177
942.9
16,252.6
15,309.6
0
0
1
0
0
0
13
0
1002_2720
16
22
332
1,830
0
563
41
1
1,650
bus+train
3,405
2,162
680
62
577
813.7
16,186.9
1,567.8
13,805.4
0
1
1
0
0
13
0
1002_2720
17
22
2,155
0
0
617
0
1
1,500
bus_only
3,526
2,155
754
184
570
902.6
15,470.2
14,567.6
0
0
1
0
0
0
13
0
1002_2720
18
22
212
1,830
0
762
41
1
1,550
bus+train
3,478
2,042
674
62
571
806.8
15,720.3
1,108.1
13,805.4
0
1
1
0
0
13
0
1002_2720
19
22
2,085
0
0
237
0
2
1,500
bus_only
3,085
2,085
763
371
392
913.7
15,139.1
14,225.4
0
0
1
0
0
0
13
0
1002_2720
20
22
257
1,830
0
623
41
1
1,650
bus+train
3,438
2,087
728
62
625
870.9
15,953.5
1,277.2
13,805.4
0
1
1
0
0
13
0
1002_2720
21
22
2,037
0
0
305
0
3
1,500
bus_only
3,107
2,037
765
371
394
916.8
15,149.3
14,232.5
0
0
1
0
0
0
13
0
1002_2736
0
5
1,065
480
0
320
40
1
1,550
bus+train
2,222
1,545
357
62
255
425.8
13,119.4
7,275.3
5,418.2
0
1
1
0
0
18
0
1002_2736
1
5
0
1,075
0
338
103
1
1,550
train_only
1,841
1,075
428
62
263
509.6
10,501.6
0
9,992
0
0
1
0
18
18
1
1002_2736
2
5
908
150
0
716
57
1
1,550
bus+train
2,148
1,058
374
62
255
445.4
9,780.7
7,680.7
1,654.6
0
1
1
0
0
18
0
1002_2736
3
5
772
330
0
307
124
1
1,550
bus+train
1,850
1,102
441
62
255
525.8
10,337.4
5,792.8
4,018.8
0
1
1
0
0
18
0
1002_2736
4
5
840
150
0
716
57
1
1,550
bus+train
2,607
990
901
62
782
1,078.1
9,963.1
7,230.4
1,654.6
0
1
1
0
0
18
0
1002_2745
0
10
908
0
0
289
0
1
1,500
bus_only
1,362
908
165
51
114
196.6
7,970.8
7,774.2
0
0
1
0
0
0
20
0.1
1002_2745
1
10
733
0
0
211
0
0
1,500
bus_only
1,481
733
537
51
486
642.4
8,412.4
7,770
0
0
1
0
0
0
20
0.1
1002_2745
2
10
873
0
0
423
0
1
1,500
bus_only
1,512
873
216
51
165
257.7
7,880.9
7,623.3
0
0
1
0
0
0
20
0.1
1002_2745
3
10
945
0
0
289
0
1
1,500
bus_only
1,534
945
300
51
249
357.4
8,438.8
8,081.4
0
0
1
0
0
0
20
0.1
1002_2745
4
10
1,046
0
0
260
71
1
1,500
bus_only
1,678
1,046
372
51
250
444.9
10,752.9
10,308
0
0
1
0
0
0
20
0.1
1002_2745
5
10
813
0
0
423
0
1
1,500
bus_only
1,702
813
466
51
415
558.1
7,958.5
7,400.5
0
0
1
0
0
0
20
0.1
1002_2745
6
10
796
0
0
289
0
1
1,500
bus_only
1,610
796
525
51
474
627.4
8,030.3
7,403
0
0
1
0
0
0
20
0.1
1002_2745
7
10
979
0
0
483
0
1
1,500
bus_only
1,951
979
489
51
438
585.2
8,599.9
8,014.7
0
0
1
0
0
0
20
0.1
1002_2745
8
10
896
0
0
545
0
2
1,500
bus_only
2,010
896
569
51
518
682
8,908.9
8,226.9
0
0
1
0
0
0
20
0.1
1002_2745
9
10
977
0
0
320
71
1
1,500
bus_only
2,114
977
817
51
695
978.6
10,916.4
9,937.8
0
0
1
0
0
0
20
0.1
1002_2746
0
11
570
240
0
839
84
1
1,550
bus+train
1,795
810
146
51
11
173.8
9,434.3
6,910.3
2,350.2
0
1
1
0
0
16
0
1002_2746
1
11
0
1,020
0
431
31
1
1,550
train_only
1,719
1,020
268
62
175
319.6
10,839
0
10,519.4
0
0
1
0
16
16
1
1002_2746
2
11
1,214
0
0
140
0
0
1,500
bus_only
2,084
1,214
730
416
314
874.8
11,261
10,386.3
0
0
1
0
0
0
16
0
1002_2746
3
11
430
720
0
579
111
1
1,550
bus+train
2,176
1,150
447
62
274
533.2
10,956.1
3,247
7,175.9
0
1
1
0
0
16
0
1002_2746
4
11
999
0
0
726
0
1
1,500
bus_only
2,195
999
470
51
419
563.3
9,543.7
8,980.4
0
0
1
0
0
0
16
0
1002_2746
5
11
740
330
0
448
187
1
1,550
bus+train
2,041
1,070
523
62
274
624.8
9,938.7
5,295.2
4,018.8
0
1
1
0
0
16
0
1002_2746
6
11
1,336
0
0
216
120
1
1,500
bus_only
2,129
1,336
577
38
419
691.1
11,479.8
10,788.7
0
0
1
0
0
0
16
0
1002_2746
7
11
580
720
0
579
111
1
1,550
bus+train
2,397
1,300
518
62
345
619.2
11,590.8
3,795.8
7,175.9
0
1
1
0
0
16
0
1002_2746
8
11
890
330
0
448
187
1
1,550
bus+train
2,262
1,220
594
62
345
710.7
10,573.5
5,844
4,018.8
0
1
1
0
0
16
0
1002_2746
9
11
284
1,020
0
328
222
1
1,550
bus+train
2,261
1,304
629
62
345
752.7
12,850
2,252.6
9,844.6
0
1
1
0
0
16
0
1002_2746
10
11
917
330
0
448
187
1
1,550
bus+train
2,475
1,247
780
62
531
934.2
10,962.6
6,009.7
4,018.8
0
1
1
0
0
16
0
1002_2747
0
21
552
350
0
560
84
1
1,550
bus+train
1,633
902
171
51
36
203.4
10,585.6
6,910.3
3,471.8
0
1
1
0
0
38
0.047619
1002_2747
1
21
966
0
0
386
37
1
1,500
bus_only
1,611
966
259
51
171
309.7
11,123.4
10,813.6
0
0
1
0
0
0
38
0.047619
1002_2747
2
21
1,570
0
0
966
0
0
1,500
bus_only
2,959
1,570
423
198
225
506.3
12,435.6
11,929.3
0
0
1
0
0
0
38
0.047619
1002_2747
3
21
1,318
0
0
691
0
2
1,500
bus_only
2,241
1,318
232
51
181
277.4
10,767.3
10,489.9
0
0
1
0
0
0
38
0.047619
1002_2747
4
21
986
0
0
386
37
1
1,500
bus_only
1,750
986
378
51
290
452.3
11,394.3
10,942
0
0
1
0
0
0
38
0.047619
1002_2747
5
21
1,332
0
0
503
108
1
1,500
bus_only
2,175
1,332
340
51
181
406.4
13,526.4
13,120
0
0
1
0
0
0
38
0.047619
1002_2747
6
21
1,177
0
0
691
0
2
1,500
bus_only
2,132
1,177
264
51
213
315
10,363.5
10,048.4
0
0
1
0
0
0
38
0.047619
1002_2747
7
21
1,428
0
0
768
108
1
1,500
bus_only
2,615
1,428
419
51
260
499.8
13,865.4
13,365.6
0
0
1
0
0
0
38
0.047619
1002_2747
8
21
822
720
0
524
111
1
1,550
bus+train
2,499
1,542
433
62
260
515.8
13,091.8
5,400.1
7,175.9
0
1
1
0
0
38
0.047619
1002_2747
9
21
1,155
0
0
499
111
1
1,500
bus_only
2,155
1,155
501
51
339
599.7
10,994.8
10,395.1
0
0
1
0
0
0
38
0.047619
1002_2747
10
21
917
0
0
386
37
1
1,500
bus_only
1,848
917
545
51
457
653
11,128.4
10,475.4
0
0
1
0
0
0
38
0.047619
1002_2747
11
21
1,385
0
0
691
0
2
1,500
bus_only
2,461
1,385
385
51
334
460.4
11,171.7
10,711.2
0
0
1
0
0
0
38
0.047619
1002_2747
12
21
1,399
0
0
503
108
1
1,500
bus_only
2,395
1,399
493
51
334
589.4
13,930.7
13,341.4
0
0
1
0
0
0
38
0.047619
1002_2747
13
21
1,048
0
0
446
37
1
1,500
bus_only
2,050
1,048
556
51
468
665.6
11,812.9
11,147.2
0
0
1
0
0
0
38
0.047619
1002_2747
14
21
1,491
0
0
1,098
0
1
1,500
bus_only
2,993
1,491
404
51
353
483.2
12,001.1
11,517.9
0
0
1
0
0
0
38
0.047619
1002_2747
15
21
1,153
0
0
691
0
2
1,500
bus_only
2,304
1,153
460
51
409
551.1
10,420.9
9,869.9
0
0
1
0
0
0
38
0.047619
1002_2747
16
21
656
720
0
464
111
1
1,550
bus+train
2,366
1,376
526
62
353
628.2
12,488
4,683.9
7,175.9
0
1
1
0
0
38
0.047619
1002_2747
17
21
1,103
0
0
559
111
1
1,500
bus_only
2,254
1,103
592
51
430
708.3
10,931
10,222.6
0
0
1
0
0
0
38
0.047619
1002_2747
18
21
1,536
0
0
966
0
0
1,500
bus_only
3,053
1,536
551
198
353
659.4
12,141.1
11,481.7
0
0
1
0
0
0
38
0.047619
1002_2747
19
21
1,257
0
0
559
111
1
1,500
bus_only
2,477
1,257
661
51
499
791
11,392.2
10,601.2
0
0
1
0
0
0
38
0.047619
1002_2747
20
21
1,632
0
0
966
0
0
1,500
bus_only
3,264
1,632
666
198
468
798.2
12,932.8
12,134.5
0
0
1
0
0
0
38
0.047619
1002_2749
0
14
593
610
0
1,021
84
1
1,550
bus+train
2,397
1,203
173
51
38
206.5
12,730.2
6,910.3
5,613.5
0
1
1
0
1
150
0.006667
1002_2749
1
14
1,639
0
0
854
0
1
1,500
bus_only
2,861
1,639
368
51
317
440.8
13,049.5
12,608.7
0
0
1
0
0
0
150
0
1002_2749
2
14
2,411
0
0
444
0
0
1,500
bus_only
3,317
2,411
462
198
264
553.4
14,928.9
14,375.5
0
0
1
0
0
0
150
0
1002_2749
3
14
2,434
0
0
771
6
2
1,500
bus_only
3,501
2,434
296
51
239
352.9
13,967.7
13,614.7
0
0
1
0
0
0
150
0