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_213
2
15
0
1,650
0
404
236
1
1,550
train_only
2,436
1,650
382
62
84
455.5
14,336.6
0
13,881.1
0
0
1
0
73
73
1
1002_213
3
15
2,093
150
0
586
57
2
1,550
bus+train
3,085
2,243
256
62
137
304.3
14,512.2
12,553.3
1,654.6
0
1
1
0
0
73
0
1002_213
4
15
2,199
0
0
262
116
1
1,500
bus_only
3,085
2,199
624
371
137
746.7
14,709.8
13,963.1
0
0
1
0
0
0
73
0
1002_213
5
15
1,051
1,050
0
407
112
1
1,650
bus+train
3,081
2,101
573
62
399
685.7
16,209.3
8,209.3
7,314.3
0
1
1
0
0
73
0
1002_213
6
15
1,454
450
0
474
137
2
1,650
bus+train
2,976
1,904
598
62
399
715.5
16,244.8
11,980.9
3,548.4
0
1
1
0
0
73
0
1002_213
7
15
2,604
0
0
1,021
31
3
1,600
bus_only
4,072
2,604
447
38
378
534
16,690.1
16,156.1
0
0
1
0
0
0
73
0
1002_213
8
15
1,992
450
0
558
137
2
1,650
bus+train
3,577
2,442
577
62
378
689.6
17,023.3
12,785.2
3,548.4
0
1
1
0
0
73
0
1002_213
9
15
2,749
0
0
921
31
2
1,600
bus_only
4,198
2,749
528
38
459
630.8
17,532.2
16,901.4
0
0
1
0
0
0
73
0
1002_213
10
15
1,684
450
0
569
137
2
1,650
bus+train
3,361
2,134
658
62
459
786.4
16,473.9
12,139.2
3,548.4
0
1
1
0
0
73
0
1002_213
11
15
1,134
1,050
0
467
112
1
1,650
bus+train
3,388
2,184
737
62
563
881.4
17,066.9
8,871.3
7,314.3
0
1
1
0
0
73
0
1002_213
12
15
2,789
0
0
738
0
1
1,600
bus_only
4,198
2,789
671
212
459
803.7
18,110.4
17,306.7
0
0
1
0
0
0
73
0
1002_213
13
15
1,537
450
0
534
137
2
1,650
bus+train
3,292
1,987
771
62
572
921.5
17,112.8
12,642.9
3,548.4
0
1
1
0
0
73
0
1002_213
14
15
3,925
0
0
517
122
1
1,600
bus_only
5,154
3,925
712
212
378
853.1
18,808.6
17,955.5
0
0
1
0
0
0
73
0
1002_214
0
10
565
1,290
0
704
29
2
1,550
bus+train
2,631
1,855
72
38
5
84.2
14,279.1
3,775.7
10,419.2
0
1
1
0
0
46
0.1
1002_214
1
10
262
1,440
0
231
149
1
1,550
bus+train
2,271
1,702
338
184
5
403
14,590.6
2,338.6
11,849
0
1
1
0
0
46
0.1
1002_214
2
10
2,320
0
0
549
116
1
1,500
bus_only
3,912
2,320
1,043
371
556
1,249.7
14,819.1
13,569.4
0
0
1
0
0
0
46
0.1
1002_214
3
10
2,577
0
0
596
0
4
1,600
bus_only
3,442
2,577
269
38
231
320.5
16,586.1
16,265.5
0
0
1
0
0
0
46
0.1
1002_214
4
10
2,758
0
0
962
0
3
1,600
bus_only
3,989
2,758
269
38
231
321.2
16,600.8
16,279.6
0
0
1
0
0
0
46
0.1
1002_214
5
10
2,578
0
0
740
0
2
1,500
bus_only
3,912
2,578
594
38
556
711
14,462.4
13,751.4
0
0
1
0
0
0
46
0.1
1002_214
6
10
2,354
0
0
536
0
4
1,600
bus_only
3,487
2,354
597
38
559
714.5
16,658.9
15,944.4
0
0
1
0
0
0
46
0.1
1002_214
7
10
2,535
0
0
902
0
3
1,600
bus_only
4,034
2,535
597
38
559
714.5
16,672.9
15,958.5
0
0
1
0
0
0
46
0.1
1002_214
8
10
2,031
450
0
779
153
2
1,650
bus+train
4,034
2,481
774
62
559
925.9
16,913.2
12,438.9
3,548.4
0
1
1
0
0
46
0.1
1002_214
9
10
10,224
0
0
3,103
31
1
3,500
bus_only
14,490
10,224
1,163
416
716
1,393.8
115,776.5
114,382.6
0
0
1
0
0
0
46
0.1
1002_215
0
8
574
1,380
0
888
29
2
1,650
bus+train
2,917
1,954
75
38
8
88.7
16,074
3,775.7
12,209.6
0
1
1
0
0
25
0
1002_215
1
8
460
1,470
0
473
108
2
1,650
bus+train
2,557
1,930
154
38
8
182.6
16,294
3,164.4
12,946.9
0
1
1
0
0
25
0
1002_215
2
8
0
3,330
0
356
31
1
1,950
train_only
3,787
3,330
101
62
8
119.3
31,420.1
0
31,300.8
0
0
1
0
25
25
1
1002_215
3
8
268
1,590
0
358
149
1
1,650
bus+train
2,557
1,858
341
184
8
407.5
16,385.5
2,338.6
13,639.5
0
1
1
0
0
25
0
1002_215
4
8
2,990
0
0
555
0
3
1,700
bus_only
3,891
2,990
346
38
308
412.4
22,940.9
22,528.5
0
0
1
0
0
0
25
0
1002_215
5
8
2,538
0
0
943
0
3
1,600
bus_only
3,827
2,538
346
38
308
412.4
19,728.9
19,316.5
0
0
1
0
0
0
25
0
1002_215
6
8
2,486
480
0
640
40
2
1,750
bus+train
4,016
2,966
410
62
308
489.1
22,990.4
17,083.1
5,418.2
0
1
1
0
0
25
0
1002_215
7
8
2,186
330
0
817
124
2
1,750
bus+train
3,827
2,516
494
62
308
589.1
20,647.9
16,040.1
4,018.8
0
1
1
0
0
25
0
1002_216
0
13
565
1,500
0
812
29
2
1,650
bus+train
2,964
2,065
87
38
20
102.6
16,976
3,775.7
13,097.7
0
1
1
0
0
136
0
1002_216
1
13
311
1,650
0
457
104
2
1,650
bus+train
2,604
1,961
186
62
20
220.2
17,108.8
2,136.2
14,752.3
0
1
1
0
0
136
0
1002_216
2
13
1,388
1,050
0
523
112
1
1,650
bus+train
3,215
2,438
254
62
80
302
18,991.4
11,375.2
7,314.3
0
1
1
0
0
136
0
1002_216
3
13
2,876
0
0
849
0
2
1,600
bus_only
3,844
2,876
119
38
81
141.3
19,016.1
18,874.8
0
0
1
0
0
0
136
0
1002_216
4
13
0
2,010
0
276
236
1
1,650
train_only
2,604
2,010
318
62
20
379
17,742.7
0
17,363.7
0
0
1
0
135
136
0.992647
1002_216
5
13
2,822
150
0
376
57
2
1,650
bus+train
3,640
2,972
292
62
173
348.4
19,108
17,105
1,654.6
0
1
1
0
1
136
0.007353
1002_216
6
13
2,855
0
0
811
0
2
1,600
bus_only
3,931
2,855
265
38
227
315.6
17,937.7
17,622.1
0
0
1
0
0
0
136
0
1002_216
7
13
2,796
150
0
399
57
2
1,650
bus+train
3,707
2,946
362
62
243
431.9
19,012.8
16,926.4
1,654.6
0
1
1
0
0
136
0
1002_216
8
13
2,475
330
0
646
124
1
1,650
bus+train
3,880
2,805
429
62
243
512.3
19,745.7
15,214.6
4,018.8
0
1
1
0
0
136
0
1002_216
9
13
2,955
150
0
790
57
2
1,650
bus+train
4,312
3,105
417
62
298
497.2
19,524.5
17,372.7
1,654.6
0
1
1
0
0
136
0
1002_216
10
13
2,093
1,290
0
740
54
1
1,750
bus+train
4,537
3,383
414
62
298
493.5
21,046.6
11,366.7
9,186.4
0
1
1
0
0
136
0
1002_216
11
13
2,235
450
0
663
137
2
1,650
bus+train
3,845
2,685
497
62
298
593.2
19,412.3
15,270.7
3,548.4
0
1
1
0
0
136
0
1002_216
12
13
2,865
150
0
436
57
2
1,650
bus+train
3,998
3,015
547
62
428
654.1
19,671.8
17,363.1
1,654.6
0
1
1
0
0
136
0
1002_217
0
11
592
1,650
0
1,079
29
2
1,650
bus+train
3,399
2,242
78
38
11
91.9
18,214.3
3,775.7
14,346.7
0
1
1
0
0
20
0
1002_217
1
11
492
1,650
0
433
29
2
1,650
bus+train
2,799
2,142
224
184
11
266.9
18,271.7
3,658.1
14,346.7
0
1
1
0
0
20
0
1002_217
2
11
0
3,120
0
355
31
1
1,850
train_only
3,579
3,120
104
62
11
122.5
29,286.2
0
29,163.7
0
0
1
0
20
20
1
1002_217
3
11
2,551
0
0
625
0
2
1,600
bus_only
3,360
2,551
184
38
146
218.4
18,789.2
18,570.7
0
0
1
0
0
0
20
0
1002_217
4
11
1,984
330
0
298
124
1
1,650
bus+train
2,944
2,314
332
62
146
395.1
18,398.7
13,984.8
4,018.8
0
1
1
0
0
20
0
1002_217
5
11
2,146
330
0
361
124
2
1,750
bus+train
3,373
2,476
536
62
350
640.6
21,566
16,906.6
4,018.8
0
1
1
0
0
20
0
1002_217
6
11
44
1,475
0
746
301
2
1,650
bus+train
2,813
1,519
548
62
185
653.5
17,547
424.7
16,468.9
0
1
1
0
0
20
0
1002_217
7
11
2,620
0
0
565
0
2
1,600
bus_only
3,711
2,620
526
38
488
629.2
19,795.6
19,166.4
0
0
1
0
0
0
20
0
1002_217
8
11
2,053
330
0
238
124
1
1,650
bus+train
3,295
2,383
674
62
488
805.9
19,405.1
14,580.5
4,018.8
0
1
1
0
0
20
0
1002_217
9
11
111
1,475
0
806
301
2
1,650
bus+train
3,105
1,586
713
62
350
851.7
18,101.9
781.3
16,468.9
0
1
1
0
0
20
0
1002_217
10
11
113
1,475
0
746
301
2
1,650
bus+train
3,185
1,588
851
62
488
1,016.9
18,506.1
1,020.3
16,468.9
0
1
1
0
0
20
0
1002_219
0
17
2,115
0
0
612
0
1
1,500
bus_only
2,994
2,115
267
150
117
319.3
12,758.8
12,439.5
0
0
1
0
0
0
45
0
1002_219
1
17
1,801
0
0
257
0
1
1,500
bus_only
2,756
1,801
698
416
282
836.5
12,890.5
12,054
0
0
1
0
0
0
45
0
1002_219
2
17
1,729
150
0
820
57
2
1,650
bus+train
2,935
1,879
236
62
117
280.7
15,854.1
13,918.7
1,654.6
0
1
1
0
0
45
0
1002_219
3
17
1,786
150
0
740
57
1
1,650
bus+train
2,965
1,936
289
62
170
344.8
16,132.1
14,132.7
1,654.6
0
1
1
0
0
45
0
1002_219
4
17
1,337
300
0
804
134
2
1,550
bus+train
2,807
1,637
366
62
170
437.1
14,886.1
11,612.8
2,836.2
0
1
1
0
0
45
0
1002_219
5
17
1,279
300
0
804
134
2
1,550
bus+train
2,774
1,579
391
62
195
467.8
14,503.4
11,199.5
2,836.2
0
1
1
0
0
45
0
1002_219
6
17
1,631
330
0
683
124
1
1,650
bus+train
3,112
1,961
468
62
282
558.7
16,402.1
11,824.6
4,018.8
0
1
1
0
0
45
0
1002_219
7
17
2,363
0
0
305
0
1
1,600
bus_only
3,155
2,363
487
184
303
582.6
17,392
16,809.4
0
0
1
0
0
0
45
0
1002_219
8
17
1,686
150
0
740
57
1
1,650
bus+train
3,113
1,836
537
62
418
641.2
15,785
13,489.2
1,654.6
0
1
1
0
44
45
1
1002_219
9
17
1,914
150
0
756
57
2
1,650
bus+train
3,350
2,064
530
62
411
632.9
16,399.3
14,111.8
1,654.6
0
1
1
0
0
45
0
1002_219
10
17
1,906
0
0
257
0
1
1,500
bus_only
2,882
1,906
719
416
303
862
13,432.5
12,570.5
0
0
1
0
0
0
45
0
1002_219
11
17
2,018
0
0
389
90
1
1,500
bus_only
3,122
2,018
715
416
209
857.2
13,745.3
12,888.1
0
0
1
0
0
0
45
0
1002_219
12
17
1,501
300
0
854
134
3
1,550
bus+train
3,262
1,801
607
62
411
726.1
15,154.7
11,592.4
2,836.2
0
1
1
0
0
45
0
1002_219
13
17
1,263
300
0
858
134
3
1,550
bus+train
3,108
1,563
687
62
491
822.1
14,628.1
10,969.8
2,836.2
0
1
1
0
0
45
0
1002_219
14
17
1,675
0
0
186
300
1
1,500
bus_only
2,798
1,675
937
416
221
1,122.6
15,100.9
13,978.3
0
0
1
0
0
0
45
0
1002_219
15
17
1,617
0
0
186
300
1
1,500
bus_only
2,767
1,617
964
416
248
1,155.6
14,720.5
13,564.9
0
0
1
0
0
0
45
0
1002_219
16
17
1,601
0
0
300
300
2
1,500
bus_only
3,108
1,601
1,207
416
491
1,446.3
14,781.6
13,335.3
0
0
1
0
0
0
45
0
1002_228
0
21
1,468
0
0
495
120
2
1,500
bus_only
2,182
1,468
219
38
61
260.6
8,683.4
8,422.8
0
0
1
0
0
0
49
0
1002_228
1
21
736
330
0
379
95
2
1,550
bus+train
1,814
1,066
369
62
212
440.9
9,133.9
4,674.1
4,018.8
0
1
1
0
0
49
0
1002_228
2
21
1,388
0
0
253
0
0
1,500
bus_only
2,280
1,388
639
416
223
765.3
8,934.7
8,169.3
0
0
1
0
0
0
49
0
1002_228
3
21
794
330
0
786
95
2
1,550
bus+train
2,128
1,124
218
62
61
259.5
8,935.1
4,656.8
4,018.8
0
1
1
0
0
49
0
1002_228
4
21
1,420
0
0
413
120
1
1,500
bus_only
2,152
1,420
319
38
161
381
8,550.4
8,169.4
0
0
1
0
0
0
49
0
1002_228
5
21
745
330
0
699
95
1
1,550
bus+train
2,092
1,075
318
62
161
379.9
8,802.1
4,403.4
4,018.8
0
1
1
0
0
49
0
1002_228
6
21
1,486
0
0
413
120
1
1,500
bus_only
2,255
1,486
356
38
198
425.2
8,997
8,571.8
0
0
1
0
0
0
49
0
1002_228
7
21
811
330
0
699
95
1
1,550
bus+train
2,195
1,141
355
62
198
424.1
9,248.7
4,805.7
4,018.8
0
1
1
0
49
49
1
1002_228
8
21
862
480
0
427
131
1
1,550
bus+train
2,174
1,342
405
62
212
483.9
11,655.3
5,753.1
5,418.2
0
1
1
0
0
49
0
1002_228
9
21
681
330
0
439
95
2
1,550
bus+train
1,861
1,011
411
62
254
491.2
8,866.9
4,356.9
4,018.8
0
1
1
0
0
49
0
1002_228
10
21
722
330
0
263
225
1
1,550
bus+train
1,814
1,052
499
62
212
596.1
9,012.4
4,397.5
4,018.8
0
1
1
0
0
49
0
1002_228
11
21
807
480
0
427
131
1
1,550
bus+train
2,174
1,287
460
62
267
550.1
11,404.2
5,435.9
5,418.2
0
1
1
0
0
49
0
1002_228
12
21
963
120
0
331
235
1
1,550
bus+train
1,926
1,083
512
62
215
612
7,758.1
5,767.6
1,378.4
0
1
1
0
0
49
0
1002_228
13
21
1,029
120
0
391
235
1
1,550
bus+train
2,057
1,149
517
62
220
617.7
8,166
6,169.9
1,378.4
0
1
1
0
0
49
0
1002_228
14
21
667
330
0
323
225
1
1,550
bus+train
1,861
997
541
62
254
646.4
8,745.5
4,080.3
4,018.8
0
1
1
0
0
49
0
1002_228
15
21
1,362
0
0
671
0
0
1,500
bus_only
2,634
1,362
601
416
185
720.5
8,748
8,027.5
0
0
1
0
0
0
49
0
1002_228
16
21
1,322
0
0
253
0
0
1,500
bus_only
2,297
1,322
722
416
306
865.3
8,632.2
7,767
0
0
1
0
0
0
49
0
1002_228
17
21
1,088
480
0
309
131
1
1,550
bus+train
2,498
1,568
621
62
428
742.8
12,743.2
6,582.1
5,418.2
0
1
1
0
0
49
0
1002_228
18
21
767
330
0
439
95
2
1,550
bus+train
2,188
1,097
652
62
495
780.7
9,749.5
4,950.1
4,018.8
0
1
1
0
0
49
0
1002_228
19
21
893
480
0
487
131
1
1,550
bus+train
2,548
1,373
688
62
495
823.7
12,270.9
6,029
5,418.2
0
1
1
0
0
49
0
1002_228
20
21
753
330
0
323
225
1
1,550
bus+train
2,188
1,083
782
62
495
935.8
9,628.1
4,673.5
4,018.8
0
1
1
0
0
49
0
1002_229
0
16
1,367
0
0
474
0
1
1,500
bus_only
2,020
1,367
179
51
128
212.5
10,274.8
10,062.4
0
0
1
0
0
0
47
0
1002_229
1
16
998
330
0
435
95
1
1,550
bus+train
2,074
1,328
311
62
154
372
8,359.1
3,968.4
4,018.8
0
1
1
0
47
47
1
1002_229
2
16
1,737
0
0
432
0
0
1,500
bus_only
2,712
1,737
543
416
127
649.5
9,502.5
8,852.9
0
0
1
0
0
0
47
0
1002_229
3
16
1,539
0
0
773
0
2
1,500
bus_only
2,503
1,539
191
51
140
227.5
10,947
10,719.6
0
0
1
0
0
0
47
0
1002_229
4
16
1,560
0
0
585
107
1
1,500
bus_only
2,444
1,560
299
51
141
356.5
11,449.2
11,092.7
0
0
1
0
0
0
47
0
1002_229
5
16
1,117
330
0
793
95
1
1,550
bus+train
2,767
1,447
527
62
370
631
10,276.6
5,626.8
4,018.8
0
1
1
0
0
47
0
1002_229
6
16
1,246
0
0
713
0
2
1,500
bus_only
2,469
1,246
510
51
459
611
10,316.1
9,705.1
0
0
1
0
0
0
47
0