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
9927_238
12
15
2,093
0
0
687
0
1
1,500
bus_only
3,147
2,093
367
2
365
440
13,514.2
13,074.2
0
0
1
0
0
0
19
0
9927_238
13
15
692
340
0
561
188
2
1,550
bus+train
2,148
1,032
555
2
365
663.6
10,020.2
5,642.6
3,714
0
1
1
0
0
19
0
9927_238
14
15
2,259
0
0
687
0
1
1,500
bus_only
3,412
2,259
466
2
464
557.8
14,168.6
13,610.8
0
0
1
0
0
0
19
0
9927_239
0
15
1,880
0
0
344
0
1
1,500
bus_only
2,287
1,880
63
2
61
74.9
12,151.6
12,076.7
0
0
1
0
0
0
48
0
9927_239
1
15
132
655
0
746
207
2
1,550
bus+train
1,778
787
245
2
36
291.9
8,128.5
722.8
7,113.9
0
1
1
0
46
48
0.958333
9927_239
2
15
1,566
0
0
295
0
0
1,500
bus_only
2,480
1,566
619
293
326
741.1
11,392.8
10,651.7
0
0
1
0
0
0
48
0
9927_239
3
15
1,317
0
0
512
0
2
1,500
bus_only
1,886
1,317
57
2
55
67.7
9,240
9,172.4
0
0
1
0
0
0
48
0
9927_239
4
15
1,391
300
0
353
56
1
1,550
bus+train
2,138
1,691
94
2
36
111.3
12,154
9,143.2
2,899.5
0
1
1
0
1
48
0.020833
9927_239
5
15
706
480
0
666
128
1
1,550
bus+train
2,018
1,186
166
2
36
197.8
10,313.4
4,995.6
5,120
0
1
1
0
1
48
0.020833
9927_239
6
15
132
810
0
557
61
2
1,550
bus+train
1,805
942
306
2
243
365.6
8,525.1
722.8
7,436.8
0
1
1
0
0
48
0
9927_239
7
15
1,531
0
0
745
0
3
1,500
bus_only
2,604
1,531
328
2
326
393.2
9,805.3
9,412.1
0
0
1
0
0
0
48
0
9927_239
8
15
1,968
0
0
404
0
1
1,500
bus_only
2,839
1,968
467
2
465
558.5
13,151.8
12,593.3
0
0
1
0
0
0
48
0
9927_239
9
15
1,575
0
0
459
0
1
1,500
bus_only
2,559
1,575
525
120
405
628.2
11,401.1
10,773
0
0
1
0
0
0
48
0
9927_239
10
15
1,599
0
0
705
0
2
1,500
bus_only
2,721
1,599
417
2
415
499.9
12,849
12,349.2
0
0
1
0
0
0
48
0
9927_239
11
15
1,928
0
0
280
0
1
1,500
bus_only
2,733
1,928
525
2
523
628.9
12,699.8
12,070.9
0
0
1
0
0
0
48
0
9927_239
12
15
1,375
0
0
512
0
2
1,500
bus_only
2,399
1,375
512
2
510
613.8
10,261.9
9,648
0
0
1
0
0
0
48
0
9927_239
13
15
1,197
0
0
580
186
1
1,500
bus_only
2,370
1,197
593
2
405
708.9
8,820.6
8,111.7
0
0
1
0
0
0
48
0
9927_239
14
15
1,586
0
0
805
0
3
1,500
bus_only
2,888
1,586
497
2
495
595.2
10,217.6
9,622.4
0
0
1
0
0
0
48
0
9927_2516
0
14
1,681
0
0
273
0
1
1,500
bus_only
2,078
1,681
124
2
122
146.9
12,360.4
12,213.5
0
0
1
0
0
0
29
0.071429
9927_2516
1
14
1,700
0
0
335
13
2
1,500
bus_only
2,168
1,700
133
2
118
158.7
12,618.9
12,460.2
0
0
1
0
0
0
29
0.071429
9927_2516
2
14
2,400
0
0
525
0
0
1,500
bus_only
3,167
2,400
242
120
122
288.2
15,091.3
14,803.1
0
0
1
0
0
0
29
0.071429
9927_2516
3
14
2,318
0
0
713
0
1
1,500
bus_only
3,152
2,318
121
2
119
143.4
13,976.7
13,833.2
0
0
1
0
0
0
29
0.071429
9927_2516
4
14
2,013
0
0
277
0
2
1,500
bus_only
2,495
2,013
205
2
203
244.9
13,435.2
13,190.3
0
0
1
0
0
0
29
0.071429
9927_2516
5
14
1,726
0
0
273
0
1
1,500
bus_only
2,305
1,726
306
2
304
365.6
13,044.9
12,679.4
0
0
1
0
0
0
29
0.071429
9927_2516
6
14
1,973
0
0
575
0
1
1,500
bus_only
2,787
1,973
239
2
237
285.5
13,083.5
12,798
0
0
1
0
0
0
29
0.071429
9927_2516
7
14
2,284
0
0
653
0
1
1,500
bus_only
3,142
2,284
205
2
203
244.9
13,855.5
13,610.6
0
0
1
0
0
0
29
0.071429
9927_2516
8
14
2,047
0
0
375
0
3
1,500
bus_only
2,661
2,047
239
2
237
285.5
13,857.8
13,572.3
0
0
1
0
0
0
29
0.071429
9927_2516
9
14
2,022
0
0
608
0
2
1,500
bus_only
2,959
2,022
329
2
327
394.1
13,887
13,492.9
0
0
1
0
0
0
29
0.071429
9927_2516
10
14
2,446
0
0
525
0
0
1,600
bus_only
3,395
2,446
424
120
304
506.9
15,775.8
15,269
0
0
1
0
0
0
29
0.071429
9927_2516
11
14
1,982
0
0
277
0
2
1,500
bus_only
2,807
1,982
548
2
546
656.4
13,539.7
12,883.3
0
0
1
0
0
0
29
0.071429
9927_2516
12
14
2,247
0
0
653
0
1
1,500
bus_only
3,448
2,247
548
2
546
656.4
13,960.1
13,303.6
0
0
1
0
0
0
29
0.071429
9927_2516
13
14
2,102
0
0
723
0
3
1,500
bus_only
3,327
2,102
502
2
500
601.4
13,963.9
13,362.5
0
0
1
0
0
0
29
0.071429
9927_2518
0
13
1,971
0
0
499
0
1
1,500
bus_only
2,573
1,971
103
2
101
122.6
12,702.7
12,580.1
0
0
1
0
0
0
14
0
9927_2518
1
13
374
840
0
542
168
1
1,550
bus+train
1,939
1,214
183
2
13
218.1
10,804.9
2,824.7
7,762.1
0
1
1
0
6
14
1
9927_2518
2
13
2,265
0
0
638
0
0
1,500
bus_only
3,141
2,265
238
2
236
284.2
13,189.4
12,905.2
0
0
1
0
0
0
14
0
9927_2518
3
13
2,316
0
0
310
0
1
1,500
bus_only
2,803
2,316
177
2
175
211.8
13,394.9
13,183.1
0
0
1
0
0
0
14
0
9927_2518
4
13
1,922
0
0
439
0
1
1,500
bus_only
2,657
1,922
296
2
294
353.9
12,615.6
12,261.6
0
0
1
0
0
0
14
0
9927_2518
5
13
2,582
0
0
465
0
2
1,500
bus_only
3,230
2,582
183
2
181
217.4
13,026.2
12,808.7
0
0
1
0
0
0
14
0
9927_2518
6
13
2,341
0
0
638
0
0
1,500
bus_only
3,289
2,341
310
2
308
370.5
13,834.6
13,464.1
0
0
1
0
0
0
14
0
9927_2518
7
13
2,376
0
0
310
0
1
1,500
bus_only
3,066
2,376
380
2
378
455.4
13,819.6
13,364.2
0
0
1
0
0
0
14
0
9927_2518
8
13
2,088
0
0
446
0
2
1,500
bus_only
2,881
2,088
347
2
345
415.4
13,517.7
13,102.3
0
0
1
0
0
0
14
0
9927_2518
9
13
1,981
0
0
621
0
2
1,500
bus_only
2,958
1,981
356
2
354
426.1
13,246.5
12,820.5
0
0
1
0
0
0
14
0
9927_2518
10
13
2,272
0
0
637
0
1
1,500
bus_only
3,391
2,272
482
2
480
577.2
14,765.2
14,188.1
0
0
1
0
0
0
14
0
9927_2518
11
13
2,019
0
0
612
0
2
1,500
bus_only
3,088
2,019
457
2
455
548.2
13,429.1
12,880.9
0
0
1
0
0
0
14
0
9927_2518
12
13
2,561
0
0
465
0
2
1,500
bus_only
3,542
2,561
516
2
514
617.7
13,129.3
12,511.6
0
0
1
0
0
0
14
0
9927_2522
0
3
833
0
0
321
0
0
1,500
bus_only
1,286
833
132
2
130
156.2
6,634.6
6,478.4
0
0
1
0
0
0
18
0.333333
9927_2522
1
3
887
0
0
261
0
0
1,500
bus_only
1,339
887
191
2
189
229
7,022.6
6,793.6
0
0
1
0
0
0
18
0.333333
9927_2522
2
3
822
0
0
401
0
1
1,500
bus_only
1,342
822
119
2
117
142.3
6,741.3
6,599
0
0
1
0
0
0
18
0.333333
9927_2529
0
12
1,510
0
0
244
0
1
1,500
bus_only
1,848
1,510
94
2
92
111.1
11,298.3
11,187.2
0
0
1
0
0
0
34
0
9927_2529
1
12
133
420
0
602
81
2
1,550
bus+train
1,259
553
104
2
21
122.6
5,346.2
722.8
4,500.8
0
1
1
0
32
34
0.941176
9927_2529
2
12
414
350
0
694
168
1
1,550
bus+train
1,649
764
191
2
21
227.5
6,765.9
2,824.5
3,714
0
1
1
0
2
34
0.058824
9927_2529
3
12
1,567
0
0
283
0
2
1,500
bus_only
1,884
1,567
34
2
32
39.9
11,336
11,296.1
0
0
1
0
0
0
34
0
9927_2529
4
12
1,609
0
0
343
0
2
1,500
bus_only
2,137
1,609
185
2
183
221.1
11,661.5
11,440.4
0
0
1
0
0
0
34
0
9927_2529
5
12
919
0
0
700
0
2
1,500
bus_only
1,855
919
236
2
234
281.9
7,028.7
6,746.8
0
0
1
0
0
0
34
0
9927_2529
6
12
2,050
0
0
390
21
1
1,600
bus_only
2,709
2,050
269
2
246
321.7
15,452.5
15,130.8
0
0
1
0
0
0
34
0
9927_2529
7
12
1,549
0
0
382
78
1
1,500
bus_only
2,257
1,549
326
2
246
389.9
12,221.7
11,831.8
0
0
1
0
0
0
34
0
9927_2529
8
12
1,626
0
0
566
117
1
1,500
bus_only
2,502
1,626
310
2
191
369.4
11,886.6
11,517.3
0
0
1
0
0
0
34
0
9927_2529
9
12
1,673
0
0
740
55
1
1,500
bus_only
2,821
1,673
408
2
351
489.2
11,966.1
11,476.9
0
0
1
0
0
0
34
0
9927_2529
10
12
1,186
0
0
623
128
1
1,500
bus_only
2,290
1,186
481
2
351
576.5
9,235.4
8,659
0
0
1
0
0
0
34
0
9927_2529
11
12
777
0
0
531
186
2
1,500
bus_only
1,847
777
539
2
351
644.8
6,637.6
5,992.8
0
0
1
0
0
0
34
0
9927_2530
0
18
1,339
0
0
513
0
1
1,500
bus_only
1,861
1,339
9
2
7
9.5
10,577.2
10,567.7
0
0
1
0
0
0
37
0
9927_2530
1
18
846
0
0
305
0
2
1,500
bus_only
1,271
846
120
2
118
143.6
7,284
7,140.4
0
0
1
0
0
0
37
0
9927_2530
2
18
584
200
0
508
45
1
1,550
bus+train
1,434
784
142
2
95
168.2
7,099
4,756.9
2,173.9
0
1
1
0
3
37
0.272727
9927_2530
3
18
1,115
180
0
545
67
1
1,550
bus+train
1,943
1,295
103
2
34
122.8
10,735
8,580.3
2,032
0
1
1
0
4
37
0.363636
9927_2530
4
18
1,319
0
0
339
22
1
1,500
bus_only
1,800
1,319
142
2
118
169.2
11,775
11,605.8
0
0
1
0
0
0
37
0
9927_2530
5
18
364
450
0
455
168
1
1,550
bus+train
1,473
814
204
2
34
243.1
7,538.4
2,824.7
4,470.7
0
1
1
0
4
37
0.363636
9927_2530
6
18
1,361
0
0
475
35
1
1,500
bus_only
2,036
1,361
200
2
163
239.4
11,110.6
10,871.2
0
0
1
0
0
0
37
0
9927_2530
7
18
917
0
0
305
0
2
1,500
bus_only
1,506
917
284
2
282
340.4
7,835.2
7,494.8
0
0
1
0
0
0
37
0
9927_2530
8
18
1,390
0
0
339
22
1
1,500
bus_only
2,035
1,390
306
2
282
365.9
12,326.2
11,960.3
0
0
1
0
0
0
37
0
9927_2530
9
18
885
0
0
398
102
2
1,500
bus_only
1,635
885
352
2
248
420.8
6,511.3
6,090.5
0
0
1
0
0
0
37
0
9927_2530
10
18
1,443
0
0
595
35
1
1,500
bus_only
2,390
1,443
352
2
315
420.6
11,715
11,294.4
0
0
1
0
0
0
37
0
9927_2530
11
18
1,314
0
0
573
0
1
1,500
bus_only
2,265
1,314
378
2
376
451.6
10,687.7
10,236.1
0
0
1
0
0
0
37
0
9927_2530
12
18
964
0
0
184
237
1
1,500
bus_only
1,635
964
487
2
248
583.4
7,633.4
7,050
0
0
1
0
0
0
37
0
9927_2530
13
18
871
0
0
933
0
3
1,500
bus_only
2,081
871
277
2
275
331.2
7,742.4
7,411.2
0
0
1
0
0
0
37
0
9927_2530
14
18
971
0
0
458
102
2
1,500
bus_only
1,848
971
419
2
315
500.5
7,078.2
6,577.7
0
0
1
0
0
0
37
0
9927_2530
15
18
1,117
0
0
608
0
2
1,500
bus_only
2,120
1,117
395
120
275
472.5
10,930.5
10,458.1
0
0
1
0
0
0
37
0
9927_2530
16
18
1,050
0
0
244
237
1
1,500
bus_only
1,848
1,050
554
2
315
663.1
8,200.3
7,537.2
0
0
1
0
0
0
37
0
9927_2530
17
18
1,322
0
0
421
129
1
1,500
bus_only
2,250
1,322
507
2
376
605.7
10,939
10,333.3
0
0
1
0
0
0
37
0
9927_2533
0
9
1,404
0
0
586
9
2
1,500
bus_only
2,026
1,404
36
2
25
40.8
8,866
8,825.2
0
0
1
0
0
0
13
0
9927_2533
1
9
153
840
0
445
81
2
1,550
bus+train
1,572
993
134
2
51
158.3
8,846.2
722.8
7,965.2
0
1
1
0
9
13
1
9927_2533
2
9
1,176
0
0
771
0
0
1,500
bus_only
2,264
1,176
317
2
315
378.5
8,271.5
7,893
0
0
1
0
0
0
13
0
9927_2533
3
9
1,202
0
0
538
9
1
1,500
bus_only
1,877
1,202
137
2
126
162.1
8,323.5
8,161.4
0
0
1
0
0
0
13
0
9927_2533
4
9
1,129
0
0
336
0
1
1,500
bus_only
1,642
1,129
177
2
175
210.7
8,261.8
8,051.2
0
0
1
0
0
0
13
0
9927_2533
5
9
1,630
0
0
510
9
1
1,500
bus_only
2,379
1,630
239
2
228
283.9
11,704.2
11,420.3
0
0
1
0
0
0
13
0
9927_2533
6
9
1,232
0
0
350
0
1
1,500
bus_only
1,916
1,232
334
2
332
399.4
8,999.8
8,600.4
0
0
1
0
0
0
13
0
9927_2533
7
9
1,617
0
0
397
13
1
1,500
bus_only
2,333
1,617
319
2
304
381.1
11,046.8
10,665.7
0
0
1
0
0
0
13
0
9927_2533
8
9
1,169
0
0
350
0
1
1,500
bus_only
1,909
1,169
390
2
388
466.6
8,359.6
7,893
0
0
1
0
0
0
13
0
9927_2534
0
5
1,272
0
0
241
0
1
1,500
bus_only
1,652
1,272
139
2
137
166.4
9,121.2
8,954.8
0
0
1
0
0
0
19
0
9927_2534
1
5
184
810
0
363
157
2
1,550
bus+train
1,752
994
395
2
236
472
9,092
1,052.8
7,567.2
0
1
1
0
1
19
1
9927_2534
2
5
1,356
0
0
433
0
2
1,500
bus_only
1,978
1,356
189
2
187
225.6
9,450.8
9,225.2
0
0
1
0
0
0
19
0
9927_2534
3
5
1,221
0
0
257
0
1
1,500
bus_only
1,848
1,221
370
2
368
442.6
8,969.2
8,526.6
0
0
1
0
0
0
19
0
9927_2534
4
5
1,305
0
0
257
0
1
1,500
bus_only
2,052
1,305
490
2
488
587.2
9,496.1
8,908.9
0
0
1
0
0
0
19
0
9927_2611
0
11
2,025
0
0
690
9
1
1,500
bus_only
2,799
2,025
84
2
73
98.3
14,982.2
14,883.9
0
0
1
0
0
0
19
0
9927_2611
1
11
1,186
510
0
434
128
2
1,550
bus+train
2,355
1,696
225
2
95
268.7
14,530.1
8,588
5,673.4
0
1
1
0
2
19
0.181818
9927_2611
2
11
2,486
0
0
115
0
0
1,600
bus_only
2,948
2,486
347
293
54
414.2
16,836.6
16,422.4
0
0
1
0
0
0
19
0
9927_2611
3
11
643
1,430
0
430
45
1
1,650
bus+train
2,557
2,073
54
2
7
62.5
16,730.5
4,756.9
11,911.1
0
1
1
0
9
19
0.818182
9927_2611
4
11
1,995
0
0
630
9
1
1,500
bus_only
2,964
1,995
339
2
328
405.6
14,955.3
14,549.6
0
0
1
0
0
0
19
0
9927_2611
5
11
1,156
510
0
434
128
2
1,550
bus+train
2,558
1,666
458
2
328
548.4
14,475.5
8,253.7
5,673.4
0
1
1
0
0
19
0
9927_2611
6
11
2,063
0
0
690
9
1
1,600
bus_only
3,234
2,063
481
2
470
575
15,828.2
15,253.2
0
0
1
0
0
0
19
0
9927_2611
7
11
3,044
0
0
207
0
0
1,600
bus_only
3,770
3,044
519
2
517
621.9
19,398.5
18,776.6
0
0
1
0
0
0
19
0