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_2814
24
25
1,223
1,780
0
572
18
1
1,650
bus+train
4,075
3,003
500
44
438
598.5
20,475.8
7,881.6
11,995.7
0
1
1
0
0
29
0.04
1001_2816
0
19
2,488
0
0
478
0
1
1,600
bus_only
3,165
2,488
199
44
155
236.8
17,768
17,531.2
0
0
1
0
0
0
19
0
1001_2816
1
19
2,195
0
0
367
0
2
1,600
bus_only
2,861
2,195
299
77
222
357.1
18,287.6
17,930.5
0
0
1
0
0
0
19
0
1001_2816
2
19
2,774
0
0
310
0
1
1,600
bus_only
3,346
2,774
262
44
218
312.7
17,337.7
17,025
0
0
1
0
0
0
19
0
1001_2816
3
19
2,155
0
0
668
0
2
1,600
bus_only
3,022
2,155
199
44
155
236.8
17,357.3
17,120.5
0
0
1
0
0
0
19
0
1001_2816
4
19
0
1,900
0
836
103
1
1,750
train_only
2,939
1,900
203
44
56
242
21,108.4
0
20,866.4
0
0
1
0
19
19
1
1001_2816
5
19
2,420
0
0
605
0
1
1,600
bus_only
3,287
2,420
262
44
218
312.7
17,204.7
16,892
0
0
1
0
0
0
19
0
1001_2816
6
19
2,472
0
0
485
0
1
1,600
bus_only
3,252
2,472
295
77
218
352.4
17,669.8
17,317.4
0
0
1
0
0
0
19
0
1001_2816
7
19
2,382
0
0
434
46
1
1,600
bus_only
3,149
2,382
333
69
218
396.8
18,989
18,592.2
0
0
1
0
0
0
19
0
1001_2816
8
19
2,259
0
0
367
0
2
1,600
bus_only
2,921
2,259
295
77
218
352.4
18,759.2
18,406.8
0
0
1
0
0
0
19
0
1001_2816
9
19
2,698
0
0
310
0
1
1,600
bus_only
3,330
2,698
322
44
278
384.8
16,933.6
16,548.8
0
0
1
0
0
0
19
0
1001_2816
10
19
2,356
0
0
605
0
1
1,600
bus_only
3,283
2,356
322
44
278
384.8
16,800.6
16,415.8
0
0
1
0
0
0
19
0
1001_2816
11
19
2,408
0
0
485
0
1
1,600
bus_only
3,248
2,408
355
77
278
424.5
17,265.7
16,841.2
0
0
1
0
0
0
19
0
1001_2816
12
19
2,318
0
0
434
46
1
1,600
bus_only
3,145
2,318
393
69
278
468.8
18,584.8
18,116
0
0
1
0
0
0
19
0
1001_2816
13
19
2,201
0
0
608
0
2
1,600
bus_only
3,159
2,201
350
44
306
418.7
17,976.8
17,558.1
0
0
1
0
0
0
19
0
1001_2816
14
19
2,285
0
0
431
44
3
1,600
bus_only
3,045
2,285
329
77
208
392.8
19,145.4
18,752.6
0
0
1
0
0
0
19
0
1001_2816
15
19
2,281
0
0
780
169
1
1,600
bus_only
3,580
2,281
519
44
306
620.5
18,378.9
17,758.5
0
0
1
0
0
0
19
0
1001_2816
16
19
2,688
0
0
595
0
2
1,600
bus_only
3,842
2,688
559
44
515
668.8
17,764.6
17,095.8
0
0
1
0
0
0
19
0
1001_2816
17
19
2,623
0
0
596
0
3
1,700
bus_only
3,755
2,623
536
44
492
642
20,837
20,195
0
0
1
0
0
0
19
0
1001_2816
18
19
2,436
0
0
1,105
0
2
1,600
bus_only
4,118
2,436
577
44
533
690.9
16,860.7
16,169.9
0
0
1
0
0
0
19
0
1001_2817
0
20
2,461
0
0
364
0
1
1,700
bus_only
2,930
2,461
105
44
61
124.2
21,856.8
21,732.6
0
0
1
0
0
0
15
0.05
1001_2817
1
20
2,407
0
0
220
0
2
1,700
bus_only
2,822
2,407
195
44
151
232.6
20,247.1
20,014.4
0
0
1
0
0
0
15
0.05
1001_2817
2
20
2,308
0
0
460
0
3
1,600
bus_only
2,852
2,308
84
44
40
99.4
19,323.9
19,224.5
0
0
1
0
0
0
15
0.05
1001_2817
3
20
2,607
0
0
331
24
1
1,700
bus_only
3,090
2,607
152
44
84
180.2
23,249.4
23,069.2
0
0
1
0
0
0
15
0.05
1001_2817
4
20
2,477
0
0
429
54
1
1,700
bus_only
3,088
2,477
182
44
84
216.7
21,491.3
21,274.6
0
0
1
0
0
0
15
0.05
1001_2817
5
20
2,468
0
0
366
0
1
1,600
bus_only
3,029
2,468
195
44
151
232.6
18,878.3
18,645.6
0
0
1
0
0
0
15
0.05
1001_2817
6
20
2,363
0
0
445
0
1
1,600
bus_only
3,003
2,363
195
44
151
232.6
18,914
18,681.3
0
0
1
0
0
0
15
0.05
1001_2817
7
20
2,672
0
0
391
24
1
1,700
bus_only
3,546
2,672
483
44
415
576.9
24,094.4
23,517.5
0
0
1
0
0
0
15
0.05
1001_2817
8
20
2,510
0
0
874
0
2
1,600
bus_only
3,789
2,510
405
44
361
484.4
19,224.6
18,740.1
0
0
1
0
0
0
15
0.05
1001_2817
9
20
2,380
0
0
406
0
3
1,600
bus_only
3,213
2,380
427
44
383
510.5
19,470.8
18,960.3
0
0
1
0
0
0
15
0.05
1001_2817
10
20
2,374
0
0
857
0
2
1,600
bus_only
3,661
2,374
430
69
361
514.3
19,102.5
18,588.2
0
0
1
0
0
0
15
0.05
1001_2817
11
20
2,999
0
0
238
125
1
1,800
bus_only
3,762
2,999
525
44
356
627.7
26,514.4
25,886.7
0
0
1
0
0
0
15
0.05
1001_2817
12
20
2,569
0
0
331
24
1
1,700
bus_only
3,484
2,569
584
44
516
698
23,364
22,666.1
0
0
1
0
0
0
15
0.05
1001_2817
13
20
2,511
0
0
258
209
1
1,600
bus_only
3,383
2,511
614
44
361
735.1
19,337.5
18,602.3
0
0
1
0
0
0
15
0.05
1001_2817
14
20
2,524
0
0
364
0
1
1,700
bus_only
3,489
2,524
601
44
557
719
22,890
22,171
0
0
1
0
0
0
15
0.05
1001_2817
15
20
2,473
0
0
198
209
1
1,600
bus_only
3,307
2,473
636
44
383
761.2
19,088.4
18,327.2
0
0
1
0
0
0
15
0.05
1001_2817
16
20
2,557
0
0
352
0
2
1,600
bus_only
3,475
2,557
566
77
489
678.4
19,229.5
18,551.1
0
0
1
0
0
0
15
0.05
1001_2817
17
20
2,464
0
0
316
162
1
1,600
bus_only
3,475
2,464
695
44
489
832.1
20,179.8
19,347.8
0
0
1
0
0
0
15
0.05
1001_2817
18
20
2,537
0
0
814
0
2
1,600
bus_only
3,920
2,537
569
44
525
680.9
19,623
18,942.1
0
0
1
0
0
0
15
0.05
1001_2817
19
20
2,401
0
0
797
0
2
1,600
bus_only
3,792
2,401
594
69
525
710.7
19,500.9
18,790.1
0
0
1
0
0
0
15
0.05
1001_2819
0
18
2,440
180
0
552
109
2
1,650
bus+train
3,356
2,620
184
44
31
219.4
19,329.6
17,312.2
1,798
0
1
1
0
0
43
0.055556
1001_2819
1
18
2,530
0
0
400
0
2
1,700
bus_only
3,398
2,530
468
69
399
560.5
20,778.5
20,217.9
0
0
1
0
0
0
43
0.055556
1001_2819
2
18
2,514
70
0
1,105
102
1
1,750
bus+train
3,866
2,584
177
44
31
211.1
22,061.3
20,964.7
885.4
0
1
1
0
0
43
0.055556
1001_2819
3
18
2,734
0
0
401
0
1
1,600
bus_only
3,487
2,734
352
44
308
420.3
19,990.8
19,570.6
0
0
1
0
0
0
43
0.055556
1001_2819
4
18
2,650
0
0
401
0
1
1,600
bus_only
3,444
2,650
393
44
349
469.8
19,328.1
18,858.3
0
0
1
0
0
0
43
0.055556
1001_2819
5
18
3,144
0
0
564
0
2
1,600
bus_only
4,025
3,144
317
44
273
378.7
19,754.5
19,375.8
0
0
1
0
0
0
43
0.055556
1001_2819
6
18
3,056
0
0
384
0
3
1,700
bus_only
3,738
3,056
298
77
221
356.6
23,192.6
22,836
0
0
1
0
0
0
43
0.055556
1001_2819
7
18
3,238
0
0
564
0
2
1,600
bus_only
4,171
3,238
369
44
325
441.9
20,005
19,563.1
0
0
1
0
0
0
43
0.055556
1001_2819
8
18
2,614
0
0
460
0
2
1,700
bus_only
3,544
2,614
470
69
401
562.2
21,492.4
20,930.1
0
0
1
0
0
0
43
0.055556
1001_2819
9
18
2,689
0
0
637
0
2
1,700
bus_only
3,771
2,689
445
44
401
532
21,220.7
20,688.6
0
0
1
0
0
0
43
0.055556
1001_2819
10
18
3,165
0
0
486
0
1
1,700
bus_only
4,129
3,165
478
77
401
571.7
23,297.1
22,725.3
0
0
1
0
0
0
43
0.055556
1001_2819
11
18
2,766
0
0
387
0
2
1,700
bus_only
3,631
2,766
478
77
401
571.7
21,259
20,687.3
0
0
1
0
0
0
43
0.055556
1001_2819
12
18
3,101
0
0
742
17
1
1,700
bus_only
4,409
3,101
566
44
505
676.1
24,700.5
24,024.4
0
0
1
0
0
0
43
0.055556
1001_2819
13
18
2,772
0
0
577
0
2
1,700
bus_only
3,911
2,772
562
44
518
673
21,748.6
21,075.6
0
0
1
0
0
0
43
0.055556
1001_2819
14
18
3,163
0
0
742
17
1
1,700
bus_only
4,470
3,163
565
44
504
675.3
25,092.7
24,417.4
0
0
1
0
0
0
43
0.055556
1001_2819
15
18
3,248
0
0
426
0
1
1,700
bus_only
4,269
3,248
595
77
518
712.6
23,825
23,112.3
0
0
1
0
0
0
43
0.055556
1001_2819
16
18
2,940
0
0
624
0
2
1,600
bus_only
4,113
2,940
549
44
505
656.6
19,816.1
19,159.5
0
0
1
0
0
0
43
0.055556
1001_2819
17
18
2,849
0
0
327
0
2
1,700
bus_only
3,771
2,849
595
77
518
712.6
21,786.9
21,074.3
0
0
1
0
0
0
43
0.055556
1001_2820
0
23
2,461
160
0
420
102
1
1,750
bus+train
3,193
2,621
152
44
6
181.3
22,892.6
20,964.7
1,746.6
0
1
1
0
0
24
0.043478
1001_2820
1
23
2,752
0
0
335
0
2
1,700
bus_only
3,305
2,752
218
44
174
259.6
21,580.8
21,321.2
0
0
1
0
0
0
24
0.043478
1001_2820
2
23
3,328
0
0
453
0
0
1,700
bus_only
3,929
3,328
148
44
104
175.7
21,910.1
21,734.4
0
0
1
0
0
0
24
0.043478
1001_2820
3
23
2,979
0
0
403
0
2
1,700
bus_only
3,548
2,979
166
44
122
196.3
22,684
22,487.7
0
0
1
0
0
0
24
0.043478
1001_2820
4
23
2,928
0
0
298
0
1
1,700
bus_only
3,394
2,928
168
44
124
199.6
22,475.9
22,276.3
0
0
1
0
0
0
24
0.043478
1001_2820
5
23
3,146
0
0
192
0
1
1,800
bus_only
3,556
3,146
218
44
174
259.6
25,768.8
25,509.1
0
0
1
0
0
0
24
0.043478
1001_2820
6
23
2,823
0
0
458
0
1
1,700
bus_only
3,499
2,823
218
44
174
259.6
21,756.9
21,497.3
0
0
1
0
0
0
24
0.043478
1001_2820
7
23
3,238
0
0
223
3
1
1,700
bus_only
3,693
3,238
232
44
185
277.2
22,473.9
22,196.8
0
0
1
0
0
0
24
0.043478
1001_2820
8
23
2,779
0
0
294
54
1
1,700
bus_only
3,345
2,779
272
44
174
324.2
21,947.6
21,623.4
0
0
1
0
0
0
24
0.043478
1001_2820
9
23
2,999
0
0
339
17
1
1,700
bus_only
3,590
2,999
252
44
191
298.7
23,919.1
23,620.4
0
0
1
0
0
0
24
0.043478
1001_2820
10
23
2,933
0
0
343
0
2
1,700
bus_only
3,496
2,933
220
44
176
261.9
22,521.2
22,259.2
0
0
1
0
0
0
24
0.043478
1001_2820
11
23
2,727
0
0
473
153
1
1,700
bus_only
3,539
2,727
339
44
142
404.9
22,994.5
22,589.5
0
0
1
0
0
0
24
0.043478
1001_2820
12
23
2,905
0
0
256
161
1
1,700
bus_only
3,504
2,905
343
44
138
409.4
23,912.4
23,503
0
0
1
0
0
0
24
0.043478
1001_2820
13
23
2,912
0
0
279
17
1
1,700
bus_only
3,646
2,912
455
44
394
543
23,949
23,406
0
0
1
0
0
0
24
0.043478
1001_2820
14
23
3,045
0
0
279
17
1
1,700
bus_only
3,766
3,045
442
44
381
528.2
24,328.1
23,799.8
0
0
1
0
0
0
24
0.043478
1001_2820
15
23
2,960
0
0
238
0
1
1,700
bus_only
3,650
2,960
452
44
408
541.3
23,264
22,722.7
0
0
1
0
0
0
24
0.043478
1001_2820
16
23
3,013
0
0
343
0
2
1,700
bus_only
3,729
3,013
373
44
329
445.8
23,108.8
22,663.1
0
0
1
0
0
0
24
0.043478
1001_2820
17
23
3,360
0
0
393
0
0
1,700
bus_only
4,205
3,360
452
44
408
541.3
22,722.1
22,180.8
0
0
1
0
0
0
24
0.043478
1001_2820
18
23
2,879
0
0
343
0
2
1,700
bus_only
3,666
2,879
444
44
400
531.2
22,583.1
22,051.9
0
0
1
0
0
0
24
0.043478
1001_2820
19
23
2,939
0
0
256
161
1
1,700
bus_only
3,729
2,939
534
44
329
637.9
24,316.2
23,678.3
0
0
1
0
0
0
24
0.043478
1001_2820
20
23
2,889
0
0
298
0
1
1,700
bus_only
3,732
2,889
545
44
501
652.9
22,592.4
21,939.5
0
0
1
0
0
0
24
0.043478
1001_2820
21
23
3,289
0
0
453
0
0
1,700
bus_only
4,287
3,289
545
44
501
652.9
22,050.5
21,397.5
0
0
1
0
0
0
24
0.043478
1001_2820
22
23
2,805
0
0
256
161
1
1,700
bus_only
3,666
2,805
605
44
400
723.4
23,790.5
23,067.1
0
0
1
0
0
0
24
0.043478
1001_309
0
4
0
330
360
885
24
1
3,200
train+gtx
1,676
690
101
49
28
119.1
11,815.9
0
3,307.1
8,389.7
0
1
1
81
104
1
1001_309
1
4
1,843
0
0
102
0
0
1,500
bus_only
2,424
1,843
479
69
410
572.5
14,738.1
14,165.6
0
0
1
0
0
0
104
0
1001_309
2
4
1,567
0
0
235
0
2
1,500
bus_only
2,411
1,567
609
69
540
729.4
12,480.5
11,751.1
0
0
1
0
0
0
104
0
1001_309
3
4
1,912
0
0
373
125
1
1,500
bus_only
3,436
1,912
1,151
69
957
1,378.2
15,791.1
14,412.9
0
0
1
0
0
0
104
0
1001_310
0
9
0
120
360
347
24
1
3,200
train+gtx
921
480
94
49
21
111
10,479.7
0
1,979
8,389.7
0
1
1
194
261
1
1001_310
1
9
193
0
360
485
63
1
3,200
bus+gtx
1,340
553
302
49
190
360.9
10,785.4
2,034.8
0
8,389.7
1
0
1
0
261
0
1001_310
2
9
1,686
0
0
335
0
0
1,500
bus_only
2,116
1,686
95
69
26
112.1
11,900.5
11,788.4
0
0
1
0
0
0
261
0
1001_310
3
9
529
0
360
257
67
1
3,200
bus+gtx
1,453
889
307
49
191
367.1
10,880.5
2,123.7
0
8,389.7
1
0
1
0
261
0
1001_310
4
9
684
0
360
315
91
1
3,200
bus+gtx
1,756
1,044
397
49
257
474.6
11,847.4
2,983.1
0
8,389.7
1
0
1
0
261
0
1001_310
5
9
221
0
360
446
63
1
3,200
bus+gtx
1,514
581
487
49
375
582.7
10,745.5
1,773.1
0
8,389.7
1
0
1
0
261
0
1001_310
6
9
1,458
0
0
335
0
0
1,500
bus_only
2,237
1,458
444
69
375
531
11,964.6
11,433.6
0
0
1
0
0
0
261
0
1001_310
7
9
1,176
0
0
545
0
0
1,500
bus_only
2,290
1,176
569
379
190
682.2
10,845.4
10,163.2
0
0
1
0
0
0
261
0
1001_310
8
9
585
0
360
315
91
1
3,200
bus+gtx
1,918
945
658
49
518
787.7
11,861.6
2,684.2
0
8,389.7
1
0
1
0
261
0
1001_311
0
4
0
0
360
401
0
0
3,200
gtx_only
835
360
74
49
25
87.1
8,476.8
0
0
8,389.7
0
0
1
0
33
0.25
1001_311
1
4
997
0
0
105
0
0
1,500
bus_only
1,313
997
211
69
142
251.9
8,733.2
8,481.3
0
0
1
0
0
0
33
0.25
1001_311
2
4
1,080
0
0
105
0
0
1,500
bus_only
1,634
1,080
449
69
380
537.7
9,239.3
8,701.6
0
0
1
0
0
0
33
0.25
1001_311
3
4
874
0
0
165
0
0
1,500
bus_only
1,657
874
618
69
549
739.4
8,713.4
7,974.1
0
0
1
0
0
0
33
0.25
1001_312
0
8
0
90
360
524
24
1
3,200
train+gtx
1,060
450
86
49
13
101.4
9,766.2
0
1,275.2
8,389.7
0
1
1
10
90
1
1001_312
1
8
283
0
360
331
49
1
3,200
bus+gtx
1,199
643
225
49
127
269
10,090.8
1,432.2
0
8,389.7
1
0
1
0
90
0