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
9947_245
3
11
2,534
0
0
618
0
2
1,600
bus_only
3,282
2,534
130
1
129
154.4
16,217.9
16,063.5
0
0
1
0
0
0
13
0.090909
9947_245
4
11
1,972
0
0
357
0
2
1,500
bus_only
2,611
1,972
282
1
281
335.4
15,199.4
14,864
0
0
1
0
0
0
13
0.090909
9947_245
5
11
1,934
0
0
716
0
1
1,500
bus_only
3,004
1,934
354
291
63
423.1
15,000.6
14,577.5
0
0
1
0
0
0
13
0.090909
9947_245
6
11
2,304
0
0
379
113
1
1,600
bus_only
3,078
2,304
395
1
281
470.5
17,079.1
16,608.7
0
0
1
0
0
0
13
0.090909
9947_245
7
11
2,470
0
0
618
0
2
1,600
bus_only
3,473
2,470
385
1
384
460.7
16,132.4
15,671.7
0
0
1
0
0
0
13
0.090909
9947_245
8
11
2,331
0
0
443
0
2
1,600
bus_only
3,269
2,331
495
1
494
593.2
16,040.9
15,447.6
0
0
1
0
0
0
13
0.090909
9947_245
9
11
2,038
0
0
274
301
1
1,600
bus_only
2,954
2,038
642
1
340
767.7
16,090.1
15,322.4
0
0
1
0
0
0
13
0.090909
9947_245
10
11
1,973
0
0
716
0
1
1,500
bus_only
3,474
1,973
785
291
494
941.4
15,902.8
14,961.4
0
0
1
0
0
0
13
0.090909
9947_2517
0
9
2,049
0
0
129
0
1
1,500
bus_only
2,233
2,049
55
1
54
64.9
12,633.4
12,568.5
0
0
1
0
0
0
16
0.111111
9947_2517
1
9
495
1,080
0
520
56
1
1,550
bus+train
2,161
1,575
66
1
9
76.9
14,152.4
4,481.6
9,593.9
0
1
1
0
0
16
0.111111
9947_2517
2
9
1,958
0
0
226
0
1
1,500
bus_only
2,307
1,958
123
1
122
146.3
13,991.3
13,845
0
0
1
0
0
0
16
0.111111
9947_2517
3
9
2,006
0
0
129
0
1
1,500
bus_only
2,313
2,006
178
1
177
212.5
12,578.3
12,365.8
0
0
1
0
0
0
16
0.111111
9947_2517
4
9
1,987
0
0
226
0
1
1,500
bus_only
2,416
1,987
203
1
202
242.1
14,373.3
14,131.1
0
0
1
0
0
0
16
0.111111
9947_2517
5
9
2,104
0
0
129
0
1
1,500
bus_only
2,769
2,104
536
1
535
641.4
13,638.6
12,997.2
0
0
1
0
0
0
16
0.111111
9947_2517
6
9
2,024
0
0
226
0
1
1,500
bus_only
2,799
2,024
549
1
548
657.3
15,103.9
14,446.6
0
0
1
0
0
0
16
0.111111
9947_2517
7
9
1,966
0
0
572
0
1
1,500
bus_only
3,049
1,966
511
1
510
611.7
13,703.9
13,092.1
0
0
1
0
0
0
16
0.111111
9947_2517
8
9
2,223
0
0
379
0
2
1,500
bus_only
3,134
2,223
532
1
531
637.4
15,115.1
14,477.7
0
0
1
0
0
0
16
0.111111
9947_2519
0
10
1,519
0
0
689
0
1
1,500
bus_only
2,265
1,519
57
1
56
67.2
9,908.8
9,841.5
0
0
1
0
0
0
17
0
9947_2519
1
10
463
720
0
495
168
2
1,550
bus+train
1,895
1,183
217
1
48
258.6
9,888.3
3,083
6,546.8
0
1
1
0
13
17
1
9947_2519
2
10
1,911
0
0
831
0
1
1,500
bus_only
2,778
1,911
36
1
35
42.3
13,925.4
13,883.1
0
0
1
0
0
0
17
0
9947_2519
3
10
2,343
0
0
830
0
1
1,500
bus_only
3,450
2,343
277
1
276
331.2
15,301.2
14,970
0
0
1
0
0
0
17
0
9947_2519
4
10
1,454
0
0
689
0
1
1,500
bus_only
2,491
1,454
348
1
347
415.9
9,993.4
9,577.5
0
0
1
0
0
0
17
0
9947_2519
5
10
1,637
0
0
843
25
1
1,500
bus_only
2,794
1,637
314
1
288
374.8
10,391.9
10,017.1
0
0
1
0
0
0
17
0
9947_2519
6
10
1,584
0
0
789
0
2
1,500
bus_only
2,676
1,584
303
1
302
361.1
10,810.6
10,449.6
0
0
1
0
0
0
17
0
9947_2519
7
10
1,673
0
0
749
0
1
1,500
bus_only
2,794
1,673
372
1
371
444
10,678.6
10,234.6
0
0
1
0
0
0
17
0
9947_2519
8
10
2,479
0
0
698
52
1
1,600
bus_only
3,532
2,479
355
1
302
422.6
16,894.7
16,472.1
0
0
1
0
0
0
17
0
9947_2519
9
10
2,310
0
0
830
0
1
1,500
bus_only
3,711
2,310
571
1
570
683.3
15,387.7
14,704.4
0
0
1
0
0
0
17
0
9947_2529
0
10
514
240
0
893
56
1
1,550
bus+train
1,725
754
78
1
21
91.9
7,342.6
4,481.6
2,769.1
0
1
1
0
1
15
1
9947_2529
1
10
464
370
0
471
168
1
1,550
bus+train
1,495
834
190
1
21
225.7
7,022.8
3,083.2
3,714
0
1
1
0
0
15
0
9947_2529
2
10
1,661
0
0
781
0
1
1,500
bus_only
2,535
1,661
93
1
92
109.3
11,555.1
11,445.8
0
0
1
0
0
0
15
0
9947_2529
3
10
1,540
0
0
766
9
1
1,500
bus_only
2,487
1,540
181
1
171
214.8
10,306.2
10,091.4
0
0
1
0
0
0
15
0
9947_2529
4
10
1,061
0
0
833
7
1
3,000
bus_only
2,101
1,061
207
1
199
245.2
7,892
7,646.7
0
0
1
0
0
0
15
0
9947_2529
5
10
878
0
0
919
0
1
1,500
bus_only
2,006
878
209
1
208
248.4
7,734
7,485.6
0
0
1
0
0
0
15
0
9947_2529
6
10
1,025
0
0
483
0
2
1,500
bus_only
1,708
1,025
200
1
199
237.3
7,462.9
7,225.7
0
0
1
0
0
0
15
0
9947_2529
7
10
1,467
0
0
706
9
1
1,500
bus_only
2,394
1,467
221
1
211
263
10,160.8
9,897.8
0
0
1
0
0
0
15
0
9947_2529
8
10
1,388
0
0
766
9
1
1,500
bus_only
2,516
1,388
362
1
352
431.5
10,118.9
9,687.4
0
0
1
0
0
0
15
0
9947_2529
9
10
1,325
0
0
716
128
1
1,500
bus_only
2,521
1,325
480
1
351
574.7
9,492.2
8,917.5
0
0
1
0
0
0
15
0
9947_2530
0
14
475
340
0
763
56
1
1,550
bus+train
1,666
815
88
1
31
102.8
8,110.3
4,481.6
3,525.9
0
1
1
0
1
23
0.333333
9947_2530
1
14
646
200
0
463
45
2
1,550
bus+train
1,470
846
161
1
115
191
7,380.3
5,015.4
2,173.9
0
1
1
0
2
23
0.666667
9947_2530
2
14
768
0
0
880
0
1
1,500
bus_only
1,767
768
119
1
118
141.8
8,132.1
7,990.2
0
0
1
0
0
0
23
0
9947_2530
3
14
918
0
0
514
0
2
1,500
bus_only
1,526
918
94
1
93
110.8
7,509.7
7,398.9
0
0
1
0
0
0
23
0
9947_2530
4
14
1,111
0
0
629
0
1
1,500
bus_only
1,987
1,111
247
1
246
294.8
10,631.6
10,336.8
0
0
1
0
0
0
23
0
9947_2530
5
14
862
0
0
666
0
1
1,500
bus_only
1,832
862
304
1
303
362.6
8,322.8
7,960.3
0
0
1
0
0
0
23
0
9947_2530
6
14
839
0
0
880
0
1
1,500
bus_only
2,002
839
283
1
282
338.6
8,683.2
8,344.7
0
0
1
0
0
0
23
0
9947_2530
7
14
989
0
0
454
0
2
1,500
bus_only
1,726
989
283
1
282
338.6
8,091.9
7,753.4
0
0
1
0
0
0
23
0
9947_2530
8
14
811
0
0
890
0
2
1,500
bus_only
1,948
811
247
1
246
294.8
8,444.6
8,149.8
0
0
1
0
0
0
23
0
9947_2530
9
14
759
0
0
602
281
1
1,500
bus_only
1,761
759
400
1
118
478.9
8,387
7,908.1
0
0
1
0
0
0
23
0
9947_2530
10
14
1,483
0
0
764
39
1
1,500
bus_only
2,568
1,483
321
1
281
382.7
12,000
11,617.4
0
0
1
0
0
0
23
0
9947_2530
11
14
585
200
0
474
45
1
1,550
bus+train
1,710
785
451
291
115
539.2
7,470
4,756.9
2,173.9
0
1
1
0
0
23
0
9947_2530
12
14
1,380
0
0
912
0
1
1,500
bus_only
2,669
1,380
377
1
376
449.8
10,944.4
10,494.6
0
0
1
0
0
0
23
0
9947_2530
13
14
830
0
0
602
281
1
1,500
bus_only
1,996
830
564
1
282
675.7
8,938.2
8,262.5
0
0
1
0
0
0
23
0
9947_2640
0
17
606
1,120
0
845
45
1
1,550
bus+train
2,632
1,726
61
1
15
70.7
14,056.5
5,015.4
8,970.4
0
1
1
0
12
13
1
9947_2640
1
17
1,859
0
0
554
0
3
1,500
bus_only
2,550
1,859
137
1
136
163.5
15,106.4
14,942.9
0
0
1
0
0
0
13
0
9947_2640
2
17
1,794
0
0
920
0
3
1,500
bus_only
2,779
1,794
65
1
64
76.6
13,977.7
13,901
0
0
1
0
0
0
13
0
9947_2640
3
17
1,990
0
0
932
0
2
1,600
bus_only
3,058
1,990
136
1
135
161
15,680.5
15,519.4
0
0
1
0
0
0
13
0
9947_2640
4
17
1,805
0
0
689
66
2
1,500
bus_only
2,696
1,805
202
1
135
239.2
14,820.1
14,580.9
0
0
1
0
0
0
13
0
9947_2640
5
17
1,784
0
0
621
0
2
1,500
bus_only
2,684
1,784
279
1
278
333.5
14,332.6
13,999
0
0
1
0
0
0
13
0
9947_2640
6
17
1,816
0
0
614
0
3
1,500
bus_only
2,717
1,816
287
1
286
343
14,885.7
14,542.6
0
0
1
0
0
0
13
0
9947_2640
7
17
1,947
0
0
932
0
2
1,600
bus_only
3,166
1,947
287
1
286
343
15,462.2
15,119.2
0
0
1
0
0
0
13
0
9947_2640
8
17
1,762
0
0
689
66
2
1,500
bus_only
2,804
1,762
353
1
286
421.2
14,601.9
14,180.7
0
0
1
0
0
0
13
0
9947_2640
9
17
1,803
0
0
380
0
2
1,500
bus_only
2,601
1,803
418
291
127
499.7
15,184
14,684.4
0
0
1
0
0
0
13
0
9947_2640
10
17
1,987
0
0
935
64
1
1,500
bus_only
3,315
1,987
393
1
328
469.8
15,367.9
14,898.1
0
0
1
0
0
0
13
0
9947_2640
11
17
1,717
0
0
621
0
2
1,500
bus_only
2,795
1,717
457
1
456
547.3
14,122.5
13,575.1
0
0
1
0
0
0
13
0
9947_2640
12
17
1,728
0
0
327
0
1
1,500
bus_only
2,674
1,728
619
291
328
741.8
14,482.3
13,740.5
0
0
1
0
0
0
13
0
9947_2640
13
17
1,920
0
0
995
64
1
1,500
bus_only
3,436
1,920
521
1
456
623.5
15,097.7
14,474.2
0
0
1
0
0
0
13
0
9947_2640
14
17
1,760
0
0
380
0
2
1,500
bus_only
2,717
1,760
577
291
286
691.2
14,975.3
14,284.1
0
0
1
0
0
0
13
0
9947_2640
15
17
1,706
0
0
395
66
1
1,500
bus_only
2,773
1,706
672
291
315
804.5
14,726.6
13,922.1
0
0
1
0
0
0
13
0
9947_2640
16
17
1,661
0
0
387
0
1
1,500
bus_only
2,795
1,661
747
291
456
895.5
14,212.1
13,316.6
0
0
1
0
0
0
13
0
9947_319
0
13
1,102
60
0
379
96
2
1,550
bus+train
1,656
1,162
115
1
18
136.7
10,126.1
9,413.4
576
0
1
1
0
2
13
0.153846
9947_319
1
13
1,107
0
0
312
0
2
1,500
bus_only
1,729
1,107
310
1
309
370.4
10,057.3
9,686.9
0
0
1
0
0
0
13
0
9947_319
2
13
171
930
0
565
61
1
1,550
bus+train
1,847
1,101
181
1
119
215.1
9,574.9
981.3
8,378.6
0
1
1
0
11
13
0.846154
9947_319
3
13
1,156
0
0
652
0
2
1,500
bus_only
2,018
1,156
210
1
209
250.7
10,294.1
10,043.3
0
0
1
0
0
0
13
0
9947_319
4
13
1,130
0
0
548
0
1
1,500
bus_only
1,977
1,130
299
1
298
356.5
10,247.8
9,891.3
0
0
1
0
0
0
13
0
9947_319
5
13
1,170
0
0
548
0
1
1,500
bus_only
2,014
1,170
296
1
295
354
10,727.2
10,373.2
0
0
1
0
0
0
13
0
9947_319
6
13
1,147
0
0
372
0
2
1,500
bus_only
1,815
1,147
296
1
295
354
10,522.8
10,168.8
0
0
1
0
0
0
13
0
9947_319
7
13
1,162
100
0
436
119
2
1,550
bus+train
1,997
1,262
299
1
179
356.4
11,151.2
9,901.4
893.3
0
1
1
0
0
13
0
9947_319
8
13
1,234
0
0
469
9
2
1,500
bus_only
2,154
1,234
451
1
441
539.2
10,525.2
9,986
0
0
1
0
0
0
13
0
9947_319
9
13
1,186
0
0
652
0
2
1,500
bus_only
2,299
1,186
461
1
460
552.3
11,061.4
10,509.1
0
0
1
0
0
0
13
0
9947_319
10
13
1,215
0
0
446
101
2
3,000
bus_only
2,233
1,215
572
1
470
683.9
10,369.3
9,685.3
0
0
1
0
0
0
13
0
9947_319
11
13
1,158
0
0
394
0
2
1,500
bus_only
2,121
1,158
569
1
568
681.7
10,106.8
9,425
0
0
1
0
0
0
13
0
9947_319
12
13
1,070
0
0
712
0
2
1,500
bus_only
2,355
1,070
573
1
572
685.5
10,329.1
9,643.6
0
0
1
0
0
0
13
0
9947_31982
0
5
553
0
0
221
0
0
1,500
bus_only
776
553
2
1
1
1.3
4,052.5
4,051.2
0
0
1
0
0
81
81
1
9947_31982
1
5
508
0
0
221
0
0
1,500
bus_only
1,050
508
321
1
320
384.1
4,151.5
3,767.4
0
0
1
0
0
0
81
0
9947_31982
2
5
609
0
0
221
0
0
1,500
bus_only
1,220
609
390
1
389
466.5
4,863.3
4,396.8
0
0
1
0
0
0
81
0
9947_31982
3
5
647
0
0
461
0
1
1,500
bus_only
1,506
647
398
1
397
476.3
4,436.1
3,959.7
0
0
1
0
0
0
81
0
9947_31982
4
5
595
0
0
223
0
0
1,500
bus_only
1,506
595
688
291
397
824.5
4,525.7
3,701.2
0
0
1
0
0
0
81
0
9947_4102
0
6
2,100
0
0
128
0
1
1,600
bus_only
2,343
2,100
115
1
114
137.2
16,253
16,115.8
0
0
1
0
0
0
16
0
9947_4102
1
6
179
1,355
0
775
66
1
1,650
bus+train
2,402
1,534
93
1
26
109.3
15,247.9
981.3
14,157.3
0
1
1
0
16
16
1
9947_4102
2
6
420
1,480
0
307
168
1
1,650
bus+train
2,454
1,900
247
1
78
293.4
16,363.4
3,083.2
12,986.8
0
1
1
0
0
16
0
9947_4102
3
6
2,313
0
0
128
0
1
1,600
bus_only
2,762
2,313
321
1
320
383.6
17,244.7
16,861.1
0
0
1
0
0
0
16
0
9947_4102
4
6
2,264
0
0
188
0
1
1,600
bus_only
2,879
2,264
427
1
426
510.6
16,993.8
16,483.1
0
0
1
0
0
0
16
0
9947_4102
5
6
2,412
0
0
188
0
1
1,600
bus_only
3,070
2,412
470
1
469
562
18,102.7
17,540.7
0
0
1
0
0
0
16
0
9947_4107
0
10
1,649
0
0
534
0
1
1,500
bus_only
2,304
1,649
121
1
120
142.5
11,671.1
11,528.6
0
0
1
0
0
0
20
0
9947_4107
1
10
187
910
0
618
66
2
1,550
bus+train
1,811
1,097
96
1
29
112.8
10,431
981.3
9,336.9
0
1
1
0
0
20
0
9947_4107
2
10
193
910
0
521
157
1
1,550
bus+train
1,811
1,103
187
1
29
221.9
10,536.3
977.5
9,336.9
0
1
1
0
20
20
1
9947_4107
3
10
1,590
0
0
534
0
1
1,500
bus_only
2,406
1,590
282
1
281
337
11,496.9
11,159.8
0
0
1
0
0
0
20
0
9947_4107
4
10
1,884
0
0
264
31
1
1,500
bus_only
2,446
1,884
298
1
266
356.1
13,279.4
12,923.3
0
0
1
0
0
0
20
0
9947_4107
5
10
1,716
0
0
510
0
1
1,500
bus_only
2,536
1,716
310
1
309
369.5
12,261.7
11,892.2
0
0
1
0
0
0
20
0
9947_4107
6
10
1,840
0
0
324
31
1
1,500
bus_only
2,505
1,840
341
1
309
406.4
13,091.8
12,685.5
0
0
1
0
0
0
20
0
9947_4107
7
10
1,713
0
0
633
0
1
1,500
bus_only
2,703
1,713
357
1
356
426.9
12,366.3
11,939.4
0
0
1
0
0
0
20
0