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_1314
13
21
4,535
0
0
506
5
2
1,700
bus_only
5,627
4,535
586
69
512
700.4
23,290.3
22,589.9
0
0
1
0
0
0
15
0
1001_1314
14
21
3,015
1,650
0
361
47
1
1,750
bus+train
5,629
4,665
603
44
512
721.3
21,354
8,482
12,150.8
0
1
1
0
0
15
0
1001_1314
15
21
3,563
1,650
0
361
47
1
1,750
bus+train
6,123
5,213
549
44
458
657.2
22,657.3
9,849.4
12,150.8
0
1
1
0
0
15
0
1001_1314
16
21
4,655
0
0
875
5
2
1,700
bus_only
6,124
4,655
594
69
520
709.8
22,523
21,813.2
0
0
1
0
0
0
15
0
1001_1314
17
21
2,564
1,650
0
524
47
3
1,750
bus+train
5,318
4,214
580
44
489
693.8
21,847.6
9,003.1
12,150.8
0
1
1
0
0
15
0
1001_1314
18
21
4,615
0
0
614
5
3
1,700
bus_only
5,823
4,615
594
69
520
709.8
22,523
21,813.2
0
0
1
0
0
0
15
0
1001_1314
19
21
2,474
1,650
0
524
47
3
1,750
bus+train
5,259
4,124
611
44
520
730.7
21,709.3
8,827.8
12,150.8
0
1
1
0
0
15
0
1001_1314
20
21
4,729
0
0
355
150
2
1,700
bus_only
5,823
4,729
739
69
520
884
22,674.1
21,790.1
0
0
1
0
0
0
15
0
1001_1317
0
10
2,576
1,110
0
826
43
2
1,850
bus+train
4,627
3,686
115
69
3
135.8
30,135.7
14,656.7
15,343.2
0
1
1
0
0
26
0.1
1001_1317
1
10
2,085
1,410
0
891
169
1
1,950
bus+train
4,627
3,495
241
69
3
287.7
30,428.6
12,360.9
17,780
0
1
1
0
0
26
0.1
1001_1317
2
10
6,076
0
0
515
6
1
1,800
bus_only
6,760
6,076
169
69
94
200.4
27,812.6
27,612.2
0
0
1
0
0
0
26
0.1
1001_1317
3
10
6,328
0
0
1,055
5
1
1,800
bus_only
7,676
6,328
293
69
219
349.6
29,263.3
28,913.7
0
0
1
0
0
0
26
0.1
1001_1317
4
10
6,137
0
0
1,055
5
1
1,800
bus_only
7,486
6,137
294
69
220
350.2
28,925.9
28,575.7
0
0
1
0
0
0
26
0.1
1001_1317
5
10
6,375
0
0
590
5
1
1,800
bus_only
7,419
6,375
454
69
380
540.9
29,313.5
28,772.6
0
0
1
0
0
0
26
0.1
1001_1317
6
10
6,810
0
0
590
5
1
1,800
bus_only
7,821
6,810
421
69
347
502.7
29,926.6
29,423.9
0
0
1
0
0
0
26
0.1
1001_1317
7
10
5,912
0
0
972
5
2
1,800
bus_only
7,345
5,912
461
69
387
550.2
29,322.8
28,772.6
0
0
1
0
0
0
26
0.1
1001_1317
8
10
6,887
0
0
530
5
1
1,800
bus_only
7,998
6,887
581
69
507
694.4
30,344.6
29,650.2
0
0
1
0
0
0
26
0.1
1001_1317
9
10
6,391
0
0
1,115
5
1
1,800
bus_only
8,066
6,391
560
69
486
668.9
29,948.9
29,280.1
0
0
1
0
0
0
26
0.1
1001_1319
0
5
0
3,330
0
757
17
2
2,050
train_only
4,224
3,330
137
44
76
163.3
35,631.3
0
35,468
0
0
1
0
0
23
0
1001_1319
1
5
2,137
1,800
0
993
169
1
2,050
bus+train
5,244
3,937
314
69
76
375
36,602.1
12,360.9
23,866.1
0
1
1
0
0
23
0
1001_1319
2
5
0
3,330
0
2,196
18
1
2,050
train_only
5,647
3,330
121
44
59
143.6
39,093.8
0
38,950.2
0
0
1
0
23
23
1
1001_1319
3
5
7,001
0
0
641
6
1
1,900
bus_only
7,899
7,001
257
69
182
306.5
34,330.3
34,023.9
0
0
1
0
0
0
23
0
1001_1319
4
5
6,783
0
0
701
6
1
1,900
bus_only
8,068
6,783
584
69
509
697.1
34,095
33,397.9
0
0
1
0
0
0
23
0
1001_1450
0
2
202
1,410
0
376
16
1
1,550
bus+train
2,107
1,612
119
44
59
140.7
13,816.5
623.9
13,051.9
0
1
1
0
0
92
0
1001_1450
1
2
0
1,290
0
451
0
0
1,550
train_only
2,107
1,290
366
307
59
437.1
12,710.9
0
12,273.8
0
0
1
0
92
92
1
1001_1451
0
2
225
1,530
0
347
16
1
1,550
bus+train
2,196
1,755
94
44
34
111.7
14,784.6
623.9
14,049
0
1
1
0
0
27
0
1001_1451
1
2
0
1,410
0
445
0
0
1,550
train_only
2,196
1,410
341
307
34
408.2
13,679
0
13,270.8
0
0
1
0
27
27
1
1001_1452
0
2
255
1,650
0
605
16
1
1,650
bus+train
2,577
1,905
67
44
7
79.1
15,673.9
623.9
14,970.9
0
1
1
0
0
68
0
1001_1452
1
2
0
1,530
0
733
0
0
1,550
train_only
2,577
1,530
314
307
7
375.5
14,568.3
0
14,192.7
0
0
1
0
4
68
1
1001_1453
0
4
262
1,530
0
221
76
1
1,650
bus+train
2,154
1,792
141
30
35
167.3
15,635.2
1,300.1
14,167.8
0
1
1
0
0
110
0
1001_1453
1
4
0
1,650
0
162
0
0
1,650
train_only
2,154
1,650
342
307
35
408.8
15,529.6
0
15,120.8
0
0
1
0
110
110
1
1001_1453
2
4
2,334
0
0
157
0
0
1,600
bus_only
2,740
2,334
249
30
219
297.3
15,532.4
15,235
0
0
1
0
0
0
110
0
1001_1453
3
4
2,242
0
0
157
0
0
1,500
bus_only
2,674
2,242
275
30
245
328.5
15,140.8
14,812.3
0
0
1
0
0
0
110
0
1001_1454
0
4
2,574
0
0
630
0
0
1,600
bus_only
3,263
2,574
59
30
29
70
16,017.7
15,947.7
0
0
1
0
0
0
202
0
1001_1454
1
4
167
1,890
0
378
16
1
1,650
bus+train
2,535
2,057
100
44
40
118.6
17,582.4
623.9
16,839.9
0
1
1
0
0
202
0
1001_1454
2
4
2,474
0
0
630
0
0
1,600
bus_only
3,415
2,474
311
30
281
371.9
16,038
15,666.2
0
0
1
0
0
0
202
0
1001_1454
3
4
0
1,770
0
478
0
0
1,650
train_only
2,594
1,770
346
307
39
413.1
16,474.8
0
16,061.7
0
0
1
0
202
202
1
1001_1455
0
3
3,380
0
0
218
0
0
1,600
bus_only
3,708
3,380
110
30
80
131.4
19,240.5
19,109.1
0
0
1
0
0
0
142
0
1001_1455
1
3
213
2,100
0
354
16
1
1,750
bus+train
2,754
2,313
87
44
27
102.6
20,575.4
623.9
19,848.9
0
1
1
0
0
142
0
1001_1455
2
3
0
1,980
0
440
0
0
1,650
train_only
2,754
1,980
334
307
27
399.1
19,469.8
0
19,070.7
0
0
1
0
142
142
1
1001_1456
0
2
261
2,010
0
217
76
1
1,750
bus+train
2,624
2,271
136
30
30
161
20,972.6
1,300.1
19,511.5
0
1
1
0
0
69
0
1001_1456
1
2
0
2,130
0
157
0
0
1,750
train_only
2,624
2,130
337
307
30
402.5
20,867
0
20,464.4
0
0
1
0
69
69
1
1001_1457
0
2
225
2,370
0
228
16
1
1,750
bus+train
2,899
2,595
76
44
16
89.8
23,216.2
623.9
22,502.4
0
1
1
0
0
52
0
1001_1457
1
2
0
2,250
0
326
0
0
1,750
train_only
2,899
2,250
323
307
16
386.3
22,110.5
0
21,724.3
0
0
1
0
51
52
1
1001_151
0
4
0
120
0
304
0
0
1,550
train_only
489
120
65
44
21
77.5
1,259.1
0
1,181.6
0
0
1
0
1,541
1,541
1
1001_151
1
4
142
0
0
166
0
0
1,500
bus_only
739
142
431
77
354
516.2
2,024.1
1,507.9
0
0
1
0
0
0
1,541
0
1001_151
2
4
160
0
0
248
0
0
1,500
bus_only
873
160
465
77
388
556.8
2,081.7
1,525
0
0
1
0
0
0
1,541
0
1001_151
3
4
79
0
0
226
0
0
1,500
bus_only
785
79
480
77
403
573.1
1,389.8
816.7
0
0
1
0
0
0
1,541
0
1001_152
0
11
0
270
0
302
0
0
1,550
train_only
640
270
68
44
24
80.9
1,974.7
0
1,893.8
0
0
1
0
2,045
2,045
1
1001_152
1
11
262
0
0
160
0
0
1,500
bus_only
707
262
285
77
208
340.7
2,230.9
1,890.2
0
0
1
0
0
0
2,045
0
1001_152
2
11
356
0
0
151
0
0
1,500
bus_only
759
356
252
69
183
300.2
2,381.5
2,081.3
0
0
1
0
0
0
2,045
0
1001_152
3
11
300
0
0
160
0
0
1,500
bus_only
720
300
260
77
183
310
2,546.5
2,236.5
0
0
1
0
0
0
2,045
0
1001_152
4
11
394
0
0
113
0
0
1,500
bus_only
779
394
272
69
203
324.4
2,179.5
1,855.1
0
0
1
0
0
0
2,045
0
1001_152
5
11
276
0
0
319
0
0
1,500
bus_only
937
276
342
77
265
408.5
2,651.4
2,242.9
0
0
1
0
0
0
2,045
0
1001_152
6
11
312
0
0
173
0
0
1,500
bus_only
845
312
360
69
291
429.9
2,191.1
1,761.2
0
0
1
0
0
0
2,045
0
1001_152
7
11
224
0
0
222
0
1
1,500
bus_only
814
224
368
77
291
439.7
2,160.7
1,721
0
0
1
0
0
0
2,045
0
1001_152
8
11
290
0
0
275
0
2
1,500
bus_only
933
290
368
77
291
439.4
2,713.2
2,273.9
0
0
1
0
0
0
2,045
0
1001_152
9
11
340
0
0
222
0
1
1,500
bus_only
1,135
340
573
77
496
685.6
2,833.4
2,147.9
0
0
1
0
0
0
2,045
0
1001_152
10
11
507
0
0
744
0
0
1,500
bus_only
1,791
507
540
44
496
645.9
2,851.3
2,205.4
0
0
1
0
0
0
2,045
0
1001_153
0
11
0
390
0
227
0
0
1,550
train_only
669
390
52
44
8
61.1
2,766.3
0
2,705.2
0
0
1
0
544
544
1
1001_153
1
11
326
0
0
176
0
1
1,500
bus_only
704
326
202
77
125
241.4
3,007.5
2,766.2
0
0
1
0
0
0
544
0
1001_153
2
11
393
0
0
128
0
0
1,500
bus_only
808
393
287
69
218
342.3
3,283.1
2,940.8
0
0
1
0
0
0
544
0
1001_153
3
11
355
0
0
128
0
0
1,500
bus_only
805
355
322
69
253
384.7
2,843.6
2,458.9
0
0
1
0
0
0
544
0
1001_153
4
11
446
0
0
376
0
0
1,500
bus_only
1,180
446
358
69
289
427.5
3,136.3
2,708.9
0
0
1
0
0
0
544
0
1001_153
5
11
358
0
0
176
0
1
1,500
bus_only
1,016
358
482
77
405
576.5
3,808.5
3,232
0
0
1
0
0
0
544
0
1001_153
6
11
254
0
0
103
0
0
1,500
bus_only
937
254
580
77
503
693.8
2,830
2,136.2
0
0
1
0
0
0
544
0
1001_153
7
11
390
0
0
376
0
0
1,500
bus_only
1,322
390
556
69
487
665.3
2,981
2,315.7
0
0
1
0
0
0
544
0
1001_153
8
11
424
0
0
499
0
0
1,500
bus_only
1,477
424
554
44
510
662.8
2,868.2
2,205.4
0
0
1
0
0
0
544
0
1001_153
9
11
485
0
0
436
0
0
1,500
bus_only
1,526
485
605
69
536
723.3
3,805.2
3,081.9
0
0
1
0
0
0
544
0
1001_153
10
11
256
0
0
236
0
1
1,500
bus_only
1,115
256
623
77
546
745.1
3,111.6
2,366.4
0
0
1
0
0
0
544
0
1001_154
0
17
0
510
0
338
0
0
1,550
train_only
958
510
110
44
66
131
3,697.5
0
3,566.4
0
0
1
0
668
668
1
1001_154
1
17
496
0
0
47
0
0
1,500
bus_only
834
496
291
69
222
347.1
3,761.4
3,414.2
0
0
1
0
0
0
668
0
1001_154
2
17
542
0
0
346
0
0
1,500
bus_only
1,043
542
155
44
111
184.1
3,751.9
3,567.8
0
0
1
0
0
0
668
0
1001_154
3
17
434
0
0
433
0
0
1,500
bus_only
1,125
434
258
69
189
308.2
3,633.1
3,325
0
0
1
0
0
0
668
0
1001_154
4
17
402
0
0
404
0
0
1,500
bus_only
1,072
402
266
77
189
318
3,798.1
3,480.1
0
0
1
0
0
0
668
0
1001_154
5
17
413
0
0
233
0
1
1,500
bus_only
904
413
258
69
189
308.2
3,633.1
3,325
0
0
1
0
0
0
668
0
1001_154
6
17
587
0
0
346
0
0
1,500
bus_only
1,236
587
303
44
259
362.2
4,188.2
3,826
0
0
1
0
0
0
668
0
1001_154
7
17
474
0
0
344
0
0
1,500
bus_only
1,154
474
336
77
259
401.9
4,240.1
3,838.2
0
0
1
0
0
0
668
0
1001_154
8
17
533
0
0
107
0
0
1,500
bus_only
1,045
533
405
69
336
483.9
4,213.2
3,729.4
0
0
1
0
0
0
668
0
1001_154
9
17
500
0
0
433
0
0
1,500
bus_only
1,302
500
369
69
300
440.3
4,242.6
3,802.3
0
0
1
0
0
0
668
0
1001_154
10
17
512
0
0
346
0
0
1,500
bus_only
1,297
512
439
44
395
524.8
3,802.6
3,277.8
0
0
1
0
0
0
668
0
1001_154
11
17
471
0
0
224
0
2
1,500
bus_only
1,089
471
394
69
325
471.6
4,273.9
3,802.3
0
0
1
0
0
0
668
0
1001_154
12
17
456
0
0
107
0
0
1,500
bus_only
1,123
456
560
69
491
670
3,751.9
3,081.9
0
0
1
0
0
0
668
0
1001_154
13
17
616
0
0
346
0
0
1,500
bus_only
1,462
616
500
44
456
598.5
4,605.1
4,006.6
0
0
1
0
0
0
668
0
1001_154
14
17
489
0
0
233
0
1
1,500
bus_only
1,222
489
500
69
431
598.5
4,422.5
3,824
0
0
1
0
0
0
668
0
1001_154
15
17
503
0
0
344
0
0
1,500
bus_only
1,380
503
533
77
456
638.2
4,657
4,018.8
0
0
1
0
0
0
668
0
1001_154
16
17
324
0
0
323
0
0
1,500
bus_only
1,268
324
621
77
544
743.4
3,745
3,001.6
0
0
1
0
0
0
668
0
1001_155
0
6
0
630
0
136
0
0
1,550
train_only
818
630
52
44
8
61.3
4,436.2
0
4,374.9
0
0
1
0
130
130
1
1001_155
1
6
0
510
0
143
0
0
1,550
train_only
1,147
510
494
307
187
590.7
4,767.8
0
4,177.1
0
0
1
0
0
130
0
1001_155
2
6
604
0
0
258
0
0
1,500
bus_only
1,199
604
337
69
268
403.2
4,884.8
4,481.6
0
0
1
0
0
0
130
0
1001_155
3
6
633
0
0
368
0
0
1,500
bus_only
1,406
633
405
69
336
484.6
4,624.2
4,139.6
0
0
1
0
0
0
130
0
1001_155
4
6
686
0
0
428
0
0
1,500
bus_only
1,563
686
449
69
380
535.5
5,100
4,564.4
0
0
1
0
0
0
130
0
1001_155
5
6
484
0
0
258
0
0
1,500
bus_only
1,333
484
591
69
522
707.8
4,501.3
3,793.5
0
0
1
0
0
0
130
0
1001_156
0
14
0
870
0
291
0
0
1,550
train_only
1,246
870
85
44
41
100.9
5,760.6
0
5,659.7
0
0
1
0
291
291
1
1001_156
1
14
769
0
0
135
0
1
1,500
bus_only
1,082
769
178
77
101
212.6
6,084.1
5,871.5
0
0
1
0
0
0
291
0
1001_156
2
14
843
0
0
192
0
0
1,500
bus_only
1,205
843
170
69
101
202.7
5,919.1
5,716.4
0
0
1
0
0
0
291
0
1001_156
3
14
804
0
0
272
0
0
1,500
bus_only
1,251
804
175
77
98
208.4
5,618.4
5,410
0
0
1
0
0
0
291
0
1001_156
4
14
799
0
0
223
0
1
1,500
bus_only
1,248
799
226
77
149
270.2
6,054.9
5,784.7
0
0
1
0
0
0
291
0
1001_156
5
14
784
0
0
222
0
2
1,500
bus_only
1,204
784
198
77
121
236.1
5,646.1
5,410
0
0
1
0
0
0
291
0
1001_156
6
14
789
0
0
216
0
2
1,500
bus_only
1,231
789
226
77
149
270.2
6,054.9
5,784.7
0
0
1
0
0
0
291
0