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
9926_9997
5
6
527
0
0
486
0
1
1,500
bus_only
1,399
527
386
31
355
462.5
3,225.2
2,762.7
0
0
1
0
0
0
130
0
9926_9999
0
7
922
0
0
147
0
0
1,500
bus_only
1,071
922
2
1
1
1.1
4,924.9
4,923.7
0
0
1
0
0
17
17
1
9926_9999
1
7
833
0
0
147
0
0
1,500
bus_only
1,205
833
225
1
224
268.1
4,993.4
4,725.3
0
0
1
0
0
0
17
0
9926_9999
2
7
1,017
0
0
147
0
0
1,500
bus_only
1,417
1,017
253
1
252
301.7
5,448.6
5,146.9
0
0
1
0
0
0
17
0
9926_9999
3
7
871
0
0
553
0
0
1,500
bus_only
1,818
871
394
1
393
470.8
5,494
5,023.2
0
0
1
0
0
0
17
0
9926_9999
4
7
814
0
0
553
0
0
1,500
bus_only
1,766
814
399
1
398
477.9
5,024.5
4,546.7
0
0
1
0
0
0
17
0
9926_9999
5
7
898
0
0
507
0
0
1,500
bus_only
1,842
898
437
1
436
523.4
4,011.8
3,488.4
0
0
1
0
0
0
17
0
9926_9999
6
7
1,090
0
0
207
0
0
1,500
bus_only
1,836
1,090
539
1
538
644.4
6,068
5,423.6
0
0
1
0
0
0
17
0
9927_1002
0
5
125
330
0
362
61
1
1,550
bus+train
942
455
125
2
62
148.7
4,890.2
722.8
4,018.8
0
1
1
0
32
32
1
9927_1002
1
5
715
0
0
118
0
0
1,500
bus_only
1,127
715
294
2
292
351.4
6,017.3
5,665.9
0
0
1
0
0
0
32
0
9927_1002
2
5
775
0
0
213
25
1
1,500
bus_only
1,213
775
225
2
198
269
6,102.9
5,833.9
0
0
1
0
0
0
32
0
9927_1002
3
5
739
0
0
229
128
1
1,500
bus_only
1,297
739
329
2
199
393.5
6,353.6
5,960.1
0
0
1
0
0
0
32
0
9927_1002
4
5
768
0
0
169
156
1
1,500
bus_only
1,703
768
766
2
608
917.3
6,935.3
6,018
0
0
1
0
0
0
32
0
9927_1003
0
3
110
180
0
285
61
1
1,550
bus+train
664
290
89
2
26
105.7
3,468.7
722.8
2,640.3
0
1
1
0
90
90
1
9927_1003
1
3
390
0
0
163
0
0
1,500
bus_only
816
390
263
2
261
313.5
3,971.9
3,658.4
0
0
1
0
0
0
90
0
9927_1003
2
3
1,730
0
0
256
0
0
1,500
bus_only
2,660
1,730
674
2
672
808.2
14,114.9
13,306.7
0
0
1
0
0
0
90
0
9927_1006
0
10
119
360
0
445
61
1
1,550
bus+train
992
479
68
2
5
80.8
3,960.7
722.8
3,157.1
0
1
1
0
65
66
0.984848
9927_1006
1
10
442
0
0
222
0
0
1,500
bus_only
1,043
442
379
2
377
453.2
3,962.1
3,508.9
0
0
1
0
0
1
66
0.015152
9927_1006
2
10
595
0
0
559
0
0
1,500
bus_only
1,272
595
118
2
116
139.9
3,841.2
3,701.2
0
0
1
0
0
0
66
0
9927_1006
3
10
531
0
0
483
0
1
1,500
bus_only
1,170
531
156
2
154
186.2
3,887.6
3,701.4
0
0
1
0
0
0
66
0
9927_1006
4
10
581
0
0
358
35
1
1,500
bus_only
1,240
581
301
2
264
360.1
4,899.8
4,539.7
0
0
1
0
0
0
66
0
9927_1006
5
10
546
0
0
365
41
1
1,500
bus_only
1,246
546
335
2
292
400.2
4,221
3,820.8
0
0
1
0
0
0
66
0
9927_1006
6
10
493
0
0
222
0
0
1,500
bus_only
1,164
493
449
2
447
536.9
4,329.6
3,792.7
0
0
1
0
0
0
66
0
9927_1006
7
10
467
0
0
294
41
1
1,500
bus_only
1,236
467
475
2
432
568
4,577
4,009
0
0
1
0
0
0
66
0
9927_1006
8
10
581
0
0
412
35
1
1,500
bus_only
1,456
581
463
2
426
554.7
4,976.4
4,421.7
0
0
1
0
0
0
66
0
9927_1006
9
10
510
0
0
354
41
1
1,500
bus_only
1,365
510
501
2
458
599.3
4,954.2
4,355
0
0
1
0
0
0
66
0
9927_10276
0
3
1,233
0
0
252
0
0
1,500
bus_only
1,488
1,233
3
2
1
2.7
8,110.4
8,107.7
0
0
1
0
0
16
16
1
9927_10276
1
3
1,107
0
0
252
0
0
1,500
bus_only
1,786
1,107
427
2
425
511.3
8,242.3
7,731
0
0
1
0
0
0
16
0
9927_10276
2
3
1,318
0
0
312
0
0
1,500
bus_only
2,071
1,318
441
2
439
527.6
9,048.6
8,521
0
0
1
0
0
0
16
0
9927_10424
0
4
812
0
0
460
0
0
1,500
bus_only
1,275
812
3
2
1
3
6,481.4
6,478.4
0
0
1
0
0
27
31
0.870968
9927_10424
1
4
800
0
0
314
0
1
1,500
bus_only
1,117
800
3
2
1
3
6,481.4
6,478.4
0
0
1
0
0
4
31
0.129032
9927_10424
2
4
852
0
0
520
0
0
1,500
bus_only
1,708
852
336
2
334
401.7
7,195.3
6,793.6
0
0
1
0
0
0
31
0
9927_10424
3
4
839
0
0
374
0
1
1,500
bus_only
1,549
839
336
2
334
401.7
7,195.3
6,793.6
0
0
1
0
0
0
31
0
9927_10600
0
2
736
0
0
75
0
0
1,500
bus_only
814
736
3
2
1
2.6
5,135.3
5,132.7
0
0
1
0
0
15
15
1
9927_10600
1
2
780
0
0
75
0
0
1,500
bus_only
1,220
780
365
2
363
436.9
5,891.8
5,454.9
0
0
1
0
0
0
15
0
9927_10617
0
5
695
0
0
225
0
0
1,500
bus_only
923
695
3
2
1
2.9
4,998.4
4,995.6
0
0
1
0
0
13
13
1
9927_10617
1
5
660
0
0
225
0
0
1,500
bus_only
1,098
660
213
2
211
254.6
5,063.6
4,809
0
0
1
0
0
0
13
0
9927_10617
2
5
785
0
0
225
0
0
1,500
bus_only
1,287
785
277
2
275
331.5
5,570.8
5,239.3
0
0
1
0
0
0
13
0
9927_10617
3
5
624
0
0
457
0
0
1,500
bus_only
1,456
624
375
2
373
448.9
5,122.8
4,673.9
0
0
1
0
0
0
13
0
9927_10617
4
5
695
0
0
517
0
0
1,500
bus_only
1,636
695
424
2
422
507.3
5,639.9
5,132.7
0
0
1
0
0
0
13
0
9927_10628
0
5
634
0
0
171
0
0
1,500
bus_only
810
634
5
2
3
5.8
4,814.8
4,809
0
0
1
0
0
17
17
1
9927_10628
1
5
671
0
0
171
0
0
1,500
bus_only
1,054
671
212
2
210
254.1
5,249.7
4,995.6
0
0
1
0
0
0
17
0
9927_10628
2
5
615
0
0
535
0
0
1,500
bus_only
1,334
615
184
2
182
220.4
4,894.3
4,673.9
0
0
1
0
0
0
17
0
9927_10628
3
5
768
0
0
231
0
0
1,500
bus_only
1,379
768
380
2
378
455.3
5,694.6
5,239.3
0
0
1
0
0
0
17
0
9927_10628
4
5
691
0
0
595
0
0
1,500
bus_only
1,669
691
383
2
381
458.6
5,591.3
5,132.7
0
0
1
0
0
0
17
0
9927_13579
0
7
856
0
0
218
0
0
1,500
bus_only
1,077
856
3
2
1
3
5,572.3
5,569.3
0
0
1
0
0
21
21
1
9927_13579
1
7
761
0
0
106
0
0
1,500
bus_only
1,191
761
324
2
322
388.2
5,845.1
5,457
0
0
1
0
0
0
21
0
9927_13579
2
7
895
0
0
278
0
0
1,500
bus_only
1,471
895
298
2
296
356.4
6,204.9
5,848.4
0
0
1
0
0
0
21
0
9927_13579
3
7
803
0
0
218
0
0
1,500
bus_only
1,394
803
373
2
371
447.3
5,686.6
5,239.3
0
0
1
0
0
0
21
0
9927_13579
4
7
725
0
0
166
0
0
1,500
bus_only
1,300
725
409
2
407
488.9
5,621.5
5,132.7
0
0
1
0
0
0
21
0
9927_13579
5
7
813
0
0
166
0
0
1,500
bus_only
1,427
813
448
2
446
536.2
6,291.9
5,755.7
0
0
1
0
0
0
21
0
9927_13579
6
7
969
0
0
278
0
0
1,500
bus_only
1,671
969
424
2
422
507.7
6,533.9
6,026.1
0
0
1
0
0
0
21
0
9927_150
0
3
1,062
0
0
182
0
0
1,500
bus_only
1,314
1,062
70
2
68
82.6
7,101.3
7,018.7
0
0
1
0
0
0
102
0
9927_150
1
3
153
510
0
415
61
1
1,550
bus+train
1,185
663
107
2
44
127.9
6,524
722.8
5,673.4
0
1
1
0
102
102
1
9927_150
2
3
1,476
0
0
182
0
0
1,500
bus_only
2,058
1,476
400
2
398
478.7
10,105.3
9,626.5
0
0
1
0
0
0
102
0
9927_151
0
6
125
660
0
484
61
1
1,550
bus+train
1,353
785
84
2
21
100.3
7,678
722.8
6,854.9
0
1
1
0
150
150
1
9927_151
1
6
1,053
0
0
179
0
0
1,500
bus_only
1,556
1,053
324
2
322
387.9
8,940.4
8,552.6
0
0
1
0
0
0
150
0
9927_151
2
6
1,190
0
0
179
0
0
1,500
bus_only
1,798
1,190
429
2
427
513.8
9,716.5
9,202.7
0
0
1
0
0
0
150
0
9927_151
3
6
1,017
0
0
243
0
1
1,500
bus_only
1,585
1,017
325
2
323
389.4
8,916
8,526.6
0
0
1
0
0
0
150
0
9927_151
4
6
1,106
0
0
266
0
1
1,500
bus_only
1,707
1,106
335
2
333
400.5
9,574
9,173.5
0
0
1
0
0
0
150
0
9927_151
5
6
954
0
0
243
0
1
1,500
bus_only
1,602
954
405
2
403
483.8
8,319.2
7,835.4
0
0
1
0
0
0
150
0
9927_152
0
9
138
810
0
446
61
1
1,550
bus+train
1,481
948
87
2
24
103.7
8,393.6
722.8
7,567.2
0
1
1
0
162
162
1
9927_152
1
9
1,264
0
0
317
0
1
1,500
bus_only
1,878
1,264
297
2
295
355.2
9,094.8
8,739.6
0
0
1
0
0
0
162
0
9927_152
2
9
1,250
0
0
272
0
0
1,500
bus_only
1,943
1,250
421
2
419
504.1
9,047.7
8,543.6
0
0
1
0
0
0
162
0
9927_152
3
9
1,338
0
0
431
0
1
1,500
bus_only
1,954
1,338
185
2
183
220.7
9,475.9
9,255.2
0
0
1
0
0
0
162
0
9927_152
4
9
1,302
0
0
491
0
1
1,500
bus_only
1,991
1,302
198
2
196
236.3
9,145.2
8,908.9
0
0
1
0
0
0
162
0
9927_152
5
9
1,444
0
0
375
9
1
1,500
bus_only
2,033
1,444
214
2
203
254.8
9,128.5
8,873.7
0
0
1
0
0
0
162
0
9927_152
6
9
1,312
0
0
377
0
1
1,500
bus_only
1,956
1,312
267
2
265
319.2
9,580.8
9,261.6
0
0
1
0
0
0
162
0
9927_152
7
9
1,321
0
0
528
0
2
1,500
bus_only
2,180
1,321
331
2
329
396.3
9,781.4
9,385.1
0
0
1
0
0
0
162
0
9927_152
8
9
1,372
0
0
390
0
1
1,500
bus_only
2,257
1,372
495
2
493
592
9,749.6
9,157.6
0
0
1
0
0
0
162
0
9927_153
0
7
147
930
0
306
61
1
1,550
bus+train
1,454
1,077
71
2
8
83.9
9,185.3
722.8
8,378.6
0
1
1
0
21
23
0.913043
9927_153
1
7
1,333
0
0
380
0
0
1,500
bus_only
2,126
1,333
413
2
411
494.4
9,649.3
9,154.9
0
0
1
0
0
0
23
0
9927_153
2
7
1,333
60
0
585
96
1
1,550
bus+train
2,212
1,393
234
2
136
279.8
10,010.7
9,154.9
576
0
1
1
0
2
23
0.086957
9927_153
3
7
1,466
0
0
517
9
1
1,500
bus_only
2,247
1,466
264
2
253
315.2
10,274.8
9,959.5
0
0
1
0
0
0
23
0
9927_153
4
7
1,428
0
0
517
9
1
1,500
bus_only
2,228
1,428
283
2
272
338
9,815.6
9,477.6
0
0
1
0
0
0
23
0
9927_153
5
7
1,391
0
0
486
0
1
1,500
bus_only
2,389
1,391
512
2
510
613.2
9,779.7
9,166.5
0
0
1
0
0
0
23
0
9927_153
6
7
392
1,060
0
434
168
1
1,550
bus+train
2,371
1,452
485
2
315
579.7
12,875
2,824.7
9,470.6
0
1
1
0
0
23
0
9927_154
0
11
138
1,050
0
375
61
1
1,550
bus+train
1,692
1,188
129
2
66
153.8
10,116.4
722.8
9,239.8
0
1
1
0
47
47
1
9927_154
1
11
1,463
0
0
539
0
1
1,500
bus_only
2,217
1,463
215
2
213
257.4
10,560.7
10,303.4
0
0
1
0
0
0
47
0
9927_154
2
11
1,417
0
0
478
0
0
1,500
bus_only
2,361
1,417
466
2
464
557.6
10,577.9
10,020.3
0
0
1
0
0
0
47
0
9927_154
3
11
1,685
0
0
488
0
1
1,500
bus_only
2,286
1,685
113
2
111
134.5
11,932
11,797.5
0
0
1
0
0
0
47
0
9927_154
4
11
1,733
0
0
488
0
1
1,500
bus_only
2,482
1,733
261
2
259
312.6
12,368.3
12,055.8
0
0
1
0
0
0
47
0
9927_154
5
11
1,562
0
0
641
0
1
1,500
bus_only
2,464
1,562
261
2
259
312.6
11,169.5
10,856.9
0
0
1
0
0
0
47
0
9927_154
6
11
1,534
0
0
599
0
1
1,500
bus_only
2,432
1,534
299
2
297
357.5
11,138.2
10,780.7
0
0
1
0
0
0
47
0
9927_154
7
11
1,530
0
0
624
0
2
1,500
bus_only
2,415
1,530
261
2
259
312.6
10,974
10,661.5
0
0
1
0
0
0
47
0
9927_154
8
11
1,655
0
0
488
0
1
1,500
bus_only
2,540
1,655
397
2
395
475.1
11,982.7
11,507.6
0
0
1
0
0
0
47
0
9927_154
9
11
1,542
0
0
603
0
1
1,500
bus_only
2,578
1,542
433
2
431
519
11,312.5
10,793.5
0
0
1
0
0
0
47
0
9927_154
10
11
1,558
0
0
846
9
1
1,500
bus_only
2,906
1,558
502
2
491
600.4
10,701
10,100.6
0
0
1
0
0
0
47
0
9927_155
0
12
116
1,170
0
432
61
1
1,550
bus+train
1,789
1,286
71
2
8
84.1
10,855.1
722.8
10,048.3
0
1
1
0
14
15
0.933333
9927_155
1
12
1,528
0
0
135
0
1
1,500
bus_only
1,969
1,528
306
2
304
366.9
11,979
11,612.1
0
0
1
0
0
0
15
0
9927_155
2
12
1,527
0
0
338
0
0
1,500
bus_only
2,096
1,527
231
2
229
275.8
11,735.8
11,460
0
0
1
0
0
0
15
0
9927_155
3
12
1,445
0
0
574
35
1
1,500
bus_only
2,255
1,445
236
2
199
280.4
11,387
11,106.6
0
0
1
0
0
0
15
0
9927_155
4
12
1,634
0
0
259
0
2
1,500
bus_only
2,141
1,634
248
2
246
297.3
12,339.7
12,042.4
0
0
1
0
0
0
15
0
9927_155
5
12
1,626
0
0
277
9
1
1,500
bus_only
2,238
1,626
335
2
324
399
11,557.3
11,158.3
0
0
1
0
0
0
15
0
9927_155
6
12
754
630
0
483
122
1
1,550
bus+train
2,178
1,384
311
2
187
371.3
11,167.2
5,665.9
5,130.1
0
1
1
0
1
15
0.066667
9927_155
7
12
1,613
0
0
390
0
1
1,500
bus_only
2,385
1,613
382
2
380
456
11,698.8
11,242.8
0
0
1
0
0
0
15
0
9927_155
8
12
1,385
0
0
338
0
0
1,500
bus_only
2,233
1,385
510
2
508
610.5
11,382.5
10,772
0
0
1
0
0
0
15
0
9927_155
9
12
1,561
0
0
395
106
1
1,500
bus_only
2,500
1,561
544
2
436
650.7
12,629.2
11,978.4
0
0
1
0
0
0
15
0
9927_155
10
12
591
810
0
483
45
1
1,550
bus+train
2,409
1,401
525
2
478
628.1
11,951.2
4,756.9
6,566.2
0
1
1
0
0
15
0
9927_155
11
12
1,576
0
0
259
0
2
1,500
bus_only
2,378
1,576
543
2
541
650.8
12,375.7
11,724.9
0
0
1
0
0
0
15
0