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
9997_75087
0
4
546
0
0
400
0
0
1,500
bus_only
955
546
9
1
8
9.5
2,580.3
2,570.8
0
0
1
0
0
21
21
1
9997_75087
1
4
597
0
0
400
0
0
1,500
bus_only
1,165
597
168
1
167
200.3
2,919.9
2,719.6
0
0
1
0
0
0
21
0
9997_75087
2
4
666
0
0
460
0
0
1,500
bus_only
1,544
666
418
1
417
499.3
3,450.1
2,950.7
0
0
1
0
0
0
21
0
9997_75087
3
4
491
0
0
460
0
0
1,500
bus_only
1,452
491
501
1
500
598.6
2,726.9
2,128.3
0
0
1
0
0
0
21
0
9997_75088
0
12
597
0
0
659
0
0
1,500
bus_only
1,258
597
2
1
1
1.1
2,720.7
2,719.6
0
0
1
0
0
36
38
0.947368
9997_75088
1
12
539
0
0
719
0
0
1,500
bus_only
1,422
539
164
1
163
194.4
2,765.2
2,570.8
0
0
1
0
0
0
38
0
9997_75088
2
12
687
0
0
719
0
0
1,500
bus_only
1,663
687
257
1
256
306.5
3,257.3
2,950.7
0
0
1
0
0
0
38
0
9997_75088
3
12
439
150
0
473
75
2
1,550
bus+train
1,324
589
262
1
186
312.1
4,033.6
1,724.2
1,997.3
0
1
1
0
0
38
0
9997_75088
4
12
485
150
0
473
75
2
1,550
bus+train
1,381
635
273
1
197
325.8
4,228.3
1,905.2
1,997.3
0
1
1
0
0
38
0
9997_75088
5
12
170
150
0
774
86
2
1,550
bus+train
1,409
320
315
1
228
375.9
3,831.4
1,458.2
1,997.3
0
1
1
0
0
38
0
9997_75088
6
12
326
150
0
533
75
2
1,550
bus+train
1,416
476
407
1
331
485.5
3,886.1
1,403.3
1,997.3
0
1
1
0
0
38
0
9997_75088
7
12
381
150
0
473
75
2
1,550
bus+train
1,440
531
436
1
360
521.9
4,013.6
1,494.4
1,997.3
0
1
1
0
0
38
0
9997_75088
8
12
283
250
0
253
38
1
1,550
bus+train
1,324
533
538
314
186
644.1
4,122.8
561.9
2,916.8
0
1
1
0
0
38
0
9997_75088
9
12
329
250
0
253
38
1
1,550
bus+train
1,381
579
549
314
197
657.8
4,317.5
742.9
2,916.8
0
1
1
0
0
38
0
9997_75088
10
12
356
0
0
384
378
1
1,500
bus_only
1,313
356
573
1
194
686.1
3,021
2,334.9
0
0
1
0
0
2
38
0.052632
9997_75088
11
12
410
0
0
384
378
1
1,500
bus_only
1,411
410
617
1
238
738.5
3,220.3
2,481.8
0
0
1
0
0
0
38
0
9997_75089
0
9
675
0
0
371
0
0
1,500
bus_only
1,048
675
2
1
1
1.4
2,952.2
2,950.7
0
0
1
0
0
22
22
1
9997_75089
1
9
178
150
0
592
86
2
1,550
bus+train
1,044
328
124
1
37
145.7
3,601.2
1,458.2
1,997.3
0
1
1
0
0
22
0
9997_75089
2
9
613
0
0
371
0
0
1,500
bus_only
1,245
613
261
1
260
312.4
3,032
2,719.6
0
0
1
0
0
0
22
0
9997_75089
3
9
716
0
0
431
0
0
1,500
bus_only
1,493
716
346
1
345
413.6
3,681.6
3,268
0
0
1
0
0
0
22
0
9997_75089
4
9
164
150
0
450
37
1
1,550
bus+train
1,125
314
361
1
323
431.4
3,590.9
1,162.3
1,997.3
0
1
1
0
0
22
0
9997_75089
5
9
565
0
0
431
0
0
1,500
bus_only
1,410
565
414
1
413
494
3,064.8
2,570.8
0
0
1
0
0
0
22
0
9997_75089
6
9
14
250
0
380
49
1
1,550
bus+train
1,044
264
400
314
37
477.7
3,690.4
295.9
2,916.8
0
1
1
0
0
22
0
9997_75089
7
9
786
0
0
431
0
0
1,500
bus_only
1,759
786
542
1
541
648.3
4,096.8
3,448.5
0
0
1
0
0
0
22
0
9997_75089
8
9
0
250
0
238
0
0
1,550
train_only
1,125
250
637
314
323
763.4
3,680.1
0
2,916.8
0
0
1
0
0
22
0
9997_75090
0
6
692
0
0
430
0
0
1,500
bus_only
1,124
692
2
1
1
0.9
3,268.9
3,268
0
0
1
0
0
26
26
1
9997_75090
1
6
164
150
0
464
37
1
1,550
bus+train
832
314
54
1
16
63.9
3,223.4
1,162.3
1,997.3
0
1
1
0
0
26
0
9997_75090
2
6
762
0
0
490
0
0
1,500
bus_only
1,440
762
188
1
187
223.9
3,672.4
3,448.5
0
0
1
0
0
0
26
0
9997_75090
3
6
651
0
0
490
0
0
1,500
bus_only
1,454
651
313
1
312
374.5
3,325.2
2,950.7
0
0
1
0
0
0
26
0
9997_75090
4
6
0
250
0
312
0
0
1,550
train_only
889
250
327
314
13
391.1
3,307.9
0
2,916.8
0
0
1
0
0
26
0
9997_75090
5
6
802
0
0
490
0
0
1,500
bus_only
1,826
802
534
1
533
639.6
4,399.7
3,760.1
0
0
1
0
0
0
26
0
9997_75091
0
7
691
0
0
137
0
0
1,500
bus_only
830
691
2
1
1
1.1
3,449.6
3,448.5
0
0
1
0
0
25
25
1
9997_75091
1
7
149
150
0
372
37
2
1,550
bus+train
900
299
229
1
191
273.7
3,433.2
1,162.3
1,997.3
0
1
1
0
0
25
0
9997_75091
2
7
633
0
0
197
0
0
1,500
bus_only
1,008
633
178
1
177
210.9
3,478.9
3,268
0
0
1
0
0
0
25
0
9997_75091
3
7
47
250
0
347
124
1
1,550
bus+train
936
297
292
1
167
347
3,688.4
424.6
2,916.8
0
1
1
0
0
25
0
9997_75091
4
7
729
0
0
197
0
0
1,500
bus_only
1,262
729
336
1
335
401.6
4,161.8
3,760.1
0
0
1
0
0
0
25
0
9997_75091
5
7
0
250
0
205
0
0
1,550
train_only
936
250
481
314
167
575.3
3,492
0
2,916.8
0
0
1
0
0
25
0
9997_75091
6
7
592
0
0
197
0
0
1,500
bus_only
1,305
592
516
1
515
617.9
3,568.7
2,950.7
0
0
1
0
0
0
25
0
9997_75092
0
8
889
0
0
482
0
0
1,500
bus_only
1,373
889
2
1
1
1.4
3,978.7
3,977.2
0
0
1
0
0
17
17
1
9997_75092
1
8
849
0
0
140
0
1
1,500
bus_only
991
849
2
1
1
1.4
3,978.7
3,977.2
0
0
1
0
0
0
17
0
9997_75092
2
8
931
0
0
482
0
0
1,500
bus_only
1,552
931
139
1
138
165.5
4,265.5
4,100.1
0
0
1
0
0
0
17
0
9997_75092
3
8
891
0
0
140
0
1
1,500
bus_only
1,170
891
139
1
138
165.5
4,265.5
4,100.1
0
0
1
0
0
0
17
0
9997_75092
4
8
866
0
0
542
0
0
1,500
bus_only
1,639
866
231
1
230
275.2
4,035.3
3,760.1
0
0
1
0
0
0
17
0
9997_75092
5
8
826
0
0
200
0
1
1,500
bus_only
1,257
826
231
1
230
275.2
4,035.3
3,760.1
0
0
1
0
0
0
17
0
9997_75092
6
8
170
260
0
445
37
1
1,550
bus+train
1,213
430
338
1
300
403.7
4,497.3
1,162.3
2,931.3
0
1
1
0
0
17
0
9997_75092
7
8
0
360
0
239
0
0
1,550
train_only
1,175
360
576
314
262
690.5
4,541.3
0
3,850.8
0
0
1
0
0
17
0
9997_7816
0
25
1,460
0
0
226
0
1
1,500
bus_only
1,812
1,460
126
109
17
150.9
10,614
10,463.1
0
0
1
0
0
16
16
1
9997_7816
1
25
164
963
0
422
37
2
1,550
bus+train
1,785
1,127
236
1
198
281.2
10,877.6
1,162.3
9,434.1
0
1
1
0
0
16
0
9997_7816
2
25
1,224
360
0
481
72
1
1,550
bus+train
2,302
1,584
237
1
164
282.2
11,530
7,907.7
3,340.1
0
1
1
0
0
16
0
9997_7816
3
25
2,088
0
0
433
8
2
1,500
bus_only
2,777
2,088
256
1
247
305.7
12,122.9
11,817.2
0
0
1
0
0
0
16
0
9997_7816
4
25
1,916
0
0
427
29
1
1,500
bus_only
2,613
1,916
270
1
240
322.1
12,927.6
12,605.6
0
0
1
0
0
0
16
0
9997_7816
5
25
437
840
0
341
159
1
1,550
bus+train
1,942
1,277
324
1
164
386.8
11,012.3
3,107.1
7,518.4
0
1
1
0
0
16
0
9997_7816
6
25
2,483
0
0
292
8
1
1,500
bus_only
3,052
2,483
277
1
268
330.7
12,159.5
11,828.8
0
0
1
0
0
0
16
0
9997_7816
7
25
2,131
0
0
426
29
1
1,500
bus_only
2,855
2,131
298
1
268
355.1
12,825.5
12,470.4
0
0
1
0
0
0
16
0
9997_7816
8
25
1,460
0
0
399
0
1
1,500
bus_only
2,229
1,460
370
109
261
443.5
10,870.6
10,427.1
0
0
1
0
0
0
16
0
9997_7816
9
25
1,808
0
0
545
105
1
3,000
bus_only
2,687
1,808
334
1
228
397.3
8,856.9
8,459.6
0
0
1
0
0
0
16
0
9997_7816
10
25
2,234
0
0
366
29
1
1,500
bus_only
2,932
2,234
332
1
302
395.6
13,031.3
12,635.7
0
0
1
0
0
0
16
0
9997_7816
11
25
1,843
0
0
416
0
2
1,500
bus_only
2,559
1,843
300
1
299
359.2
13,509.5
13,150.3
0
0
1
0
0
0
16
0
9997_7816
12
25
1,407
0
0
459
0
1
1,500
bus_only
2,315
1,407
449
109
340
537.8
10,705.8
10,168
0
0
1
0
0
0
16
0
9997_7816
13
25
1,720
0
0
963
47
1
1,500
bus_only
3,030
1,720
347
1
299
415.3
9,593.1
9,177.8
0
0
1
0
0
0
16
0
9997_7816
14
25
1,829
0
0
542
105
1
1,500
bus_only
2,781
1,829
410
1
304
489.6
8,961.5
8,472
0
0
1
0
0
0
16
0
9997_7816
15
25
1,964
0
0
263
61
1
1,500
bus_only
2,678
1,964
451
1
389
539.4
13,758.9
13,219.5
0
0
1
0
0
0
16
0
9997_7816
16
25
1,807
0
0
547
105
1
1,500
bus_only
2,776
1,807
422
1
316
504.2
8,979.8
8,475.6
0
0
1
0
0
0
16
0
9997_7816
17
25
1,501
0
0
456
0
2
1,500
bus_only
2,365
1,501
408
109
299
489.4
11,169.8
10,680.4
0
0
1
0
0
0
16
0
9997_7816
18
25
1,829
0
0
234
107
1
1,500
bus_only
2,562
1,829
499
1
391
595.5
12,811.3
12,215.8
0
0
1
0
0
0
16
0
9997_7816
19
25
2,077
0
0
263
61
1
1,500
bus_only
2,830
2,077
490
1
428
585.3
14,493.5
13,908.2
0
0
1
0
0
0
16
0
9997_7816
20
25
1,942
0
0
234
107
1
1,500
bus_only
2,712
1,942
536
1
428
640.1
13,544.7
12,904.5
0
0
1
0
0
0
16
0
9997_7816
21
25
1,395
0
0
286
0
1
1,500
bus_only
2,319
1,395
638
109
529
763.9
10,737.6
9,973.8
0
0
1
0
0
0
16
0
9997_7816
22
25
1,679
0
0
219
226
1
1,500
bus_only
2,525
1,679
627
1
400
750.2
12,180.2
11,430
0
0
1
0
0
0
16
0
9997_7816
23
25
351
790
0
465
225
2
1,550
bus+train
2,199
1,141
593
1
367
709.2
10,684.8
2,236.3
7,739.3
0
1
1
0
0
16
0
9997_7816
24
25
468
700
0
486
83
2
1,550
bus+train
2,267
1,168
613
1
529
733.2
10,605.8
3,048.2
6,824.4
0
1
1
0
0
16
0
9997_7891
0
16
1,732
0
0
508
45
2
1,500
bus_only
2,287
1,732
47
1
1
54.5
12,510.4
12,455.9
0
0
1
0
0
0
13
0
9997_7891
1
16
557
700
0
596
83
2
1,550
bus+train
1,938
1,257
85
1
1
99.8
10,880.8
3,956.6
6,824.4
0
1
1
0
0
13
0
9997_7891
2
16
1,463
0
0
714
0
1
1,500
bus_only
2,287
1,463
110
109
1
130.9
11,013.1
10,882.2
0
0
1
0
0
13
13
1
9997_7891
3
16
1,158
450
0
493
72
1
1,550
bus+train
2,463
1,608
362
1
289
431
12,519.5
7,907.7
4,180.8
0
1
1
0
0
13
0
9997_7891
4
16
452
930
0
332
159
1
1,550
bus+train
2,111
1,382
397
1
237
473.4
11,939.7
3,107.1
8,359.1
0
1
1
0
0
13
0
9997_7891
5
16
1,998
0
0
255
29
1
1,500
bus_only
2,687
1,998
434
1
404
518.4
14,812.4
14,293.9
0
0
1
0
0
0
13
0
9997_7891
6
16
1,154
0
0
199
209
1
1,500
bus_only
1,938
1,154
585
375
1
699.7
9,826.2
9,126.4
0
0
1
0
0
0
13
0
9997_7891
7
16
2,122
0
0
485
99
1
1,500
bus_only
3,103
2,122
496
1
396
593.8
13,156
12,562.3
0
0
1
0
0
0
13
0
9997_7891
8
16
1,867
0
0
692
105
1
1,500
bus_only
3,061
1,867
502
1
396
600.8
9,279.1
8,678.3
0
0
1
0
0
0
13
0
9997_7891
9
16
1,964
0
0
315
29
1
1,500
bus_only
2,835
1,964
556
1
526
665.4
14,508.5
13,843.1
0
0
1
0
0
0
13
0
9997_7891
10
16
1,666
0
0
568
45
2
1,500
bus_only
2,730
1,666
496
1
450
593.1
12,629.8
12,036.8
0
0
1
0
0
0
13
0
9997_7891
11
16
1,397
0
0
774
0
1
1,500
bus_only
2,730
1,397
559
109
450
669.4
11,132.5
10,463.1
0
0
1
0
0
0
13
0
9997_7891
12
16
491
700
0
656
83
2
1,550
bus+train
2,381
1,191
534
1
450
638.3
11,000.2
3,537.5
6,824.4
0
1
1
0
0
13
0
9997_7891
13
16
1,828
0
0
508
45
2
1,500
bus_only
2,940
1,828
604
1
558
723.8
13,675.9
12,952
0
0
1
0
0
0
13
0
9997_7891
14
16
1,559
0
0
714
0
1
1,500
bus_only
2,940
1,559
667
109
558
800.2
12,178.5
11,378.3
0
0
1
0
0
0
13
0
9997_7891
15
16
1,250
0
0
199
209
1
1,500
bus_only
2,591
1,250
1,142
375
558
1,369
10,991.6
9,622.6
0
0
1
0
0
0
13
0
9997_8001391
0
8
1,036
0
0
413
0
0
1,500
bus_only
1,451
1,036
2
1
1
0.9
5,039.4
5,038.5
0
0
1
0
0
15
15
1
9997_8001391
1
8
183
390
0
560
94
2
1,550
bus+train
1,366
573
233
1
138
277.7
5,809.8
1,533
3,999.1
0
1
1
0
0
15
0
9997_8001391
2
8
991
0
0
413
0
0
1,500
bus_only
1,788
991
384
1
383
459.2
5,158
4,698.7
0
0
1
0
0
0
15
0
9997_8001391
3
8
164
390
0
520
37
1
1,550
bus+train
1,380
554
306
1
268
364.8
5,526.1
1,162.3
3,999.1
0
1
1
0
0
15
0
9997_8001391
4
8
1,086
0
0
473
0
0
1,500
bus_only
2,042
1,086
483
1
482
577.7
6,101
5,523.3
0
0
1
0
0
0
15
0
9997_8001391
5
8
19
490
0
408
57
1
1,550
bus+train
1,420
509
503
314
132
603
5,892.3
370.7
4,918.6
0
1
1
0
0
15
0
9997_8001391
6
8
0
490
0
308
0
0
1,550
train_only
1,380
490
582
314
268
696.8
5,615.3
0
4,918.6
0
0
1
0
0
15
0
9997_8001391
7
8
217
390
0
620
94
2
1,550
bus+train
1,841
607
614
1
519
734.5
6,638.5
1,904.9
3,999.1
0
1
1
0
0
15
0
9997_8002607
0
6
196
0
0
408
0
0
1,500
bus_only
606
196
2
1
1
0.9
1,066.2
1,065.3
0
0
1
0
0
223
223
1
9997_8002607
1
6
186
0
0
161
0
1
1,500
bus_only
349
186
2
1
1
0.9
1,066.2
1,065.3
0
0
1
0
0
0
223
0
9997_8002607
2
6
158
0
0
150
0
0
1,500
bus_only
391
158
83
1
82
98.1
1,260.3
1,162.3
0
0
1
0
0
0
223
0
9997_8002607
3
6
124
0
0
90
0
0
1,500
bus_only
502
124
288
1
287
344
1,155.1
811.1
0
0
1
0
0
0
223
0
9997_8002607
4
6
287
0
0
408
0
0
1,500
bus_only
1,174
287
479
1
478
573.3
2,063.1
1,489.8
0
0
1
0
0
0
223
0