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_153
2
17
1,247
0
0
287
0
0
1,500
bus_only
2,236
1,247
702
291
411
840.8
9,995.6
9,154.9
0
0
1
0
0
0
20
0
9947_153
3
17
1,794
0
0
248
0
1
1,500
bus_only
2,261
1,794
219
1
218
261
14,490.7
14,229.8
0
0
1
0
0
0
20
0
9947_153
4
17
199
930
0
308
253
1
1,550
bus+train
1,699
1,129
262
1
8
311.4
9,667.5
977.5
8,378.6
0
1
1
0
1
20
0.05
9947_153
5
17
1,747
0
0
248
0
1
1,500
bus_only
2,249
1,747
254
1
253
303.4
14,051.2
13,747.8
0
0
1
0
0
0
20
0
9947_153
6
17
1,359
0
0
372
0
2
1,500
bus_only
1,950
1,359
219
1
218
261
10,429.8
10,168.8
0
0
1
0
0
0
20
0
9947_153
7
17
1,312
0
0
372
0
2
1,500
bus_only
1,938
1,312
254
1
253
303.4
9,990.3
9,686.9
0
0
1
0
0
0
20
0
9947_153
8
17
517
880
0
387
56
1
1,550
bus+train
2,118
1,397
334
1
277
399
13,406.3
4,481.6
8,525.7
0
1
1
0
0
20
0
9947_153
9
17
1,457
0
0
710
9
2
1,500
bus_only
2,466
1,457
299
1
289
356.1
10,342.1
9,986
0
0
1
0
0
0
20
0
9947_153
10
17
1,312
0
0
512
0
1
1,500
bus_only
2,328
1,312
504
1
503
602.6
10,016
9,413.4
0
0
1
0
0
0
20
0
9947_153
11
17
1,306
0
0
350
0
1
1,500
bus_only
2,200
1,306
544
291
253
651.7
10,571
9,919.3
0
0
1
0
0
0
20
0
9947_153
12
17
1,290
0
0
315
0
2
1,500
bus_only
2,109
1,290
504
1
503
602.6
10,007.1
9,404.4
0
0
1
0
0
0
20
0
9947_153
13
17
1,259
0
0
350
0
1
1,500
bus_only
2,172
1,259
563
291
272
674.5
10,111.9
9,437.3
0
0
1
0
0
0
20
0
9947_153
14
17
1,315
0
0
521
0
2
1,500
bus_only
2,347
1,315
511
1
510
611.4
10,027.4
9,416.1
0
0
1
0
0
0
20
0
9947_153
15
17
1,395
0
0
710
9
2
1,500
bus_only
2,602
1,395
497
1
487
593.9
10,186.8
9,592.9
0
0
1
0
0
0
20
0
9947_153
16
17
1,513
0
0
770
9
2
1,500
bus_only
2,829
1,513
546
1
536
651.8
11,011
10,359.1
0
0
1
0
0
0
20
0
9947_154
0
20
196
1,050
0
330
61
1
1,550
bus+train
1,704
1,246
128
1
66
152
10,373.1
981.3
9,239.8
0
1
1
0
36
36
1
9947_154
1
20
1,516
0
0
433
0
2
1,500
bus_only
2,163
1,516
214
1
213
255.6
10,817.5
10,561.9
0
0
1
0
0
0
36
0
9947_154
2
20
1,401
0
0
139
0
0
1,500
bus_only
2,295
1,401
755
291
464
904
10,924.2
10,020.3
0
0
1
0
0
0
36
0
9947_154
3
20
1,595
0
0
555
0
2
1,500
bus_only
2,262
1,595
112
1
111
132.7
10,930
10,797.3
0
0
1
0
0
0
36
0
9947_154
4
20
1,578
0
0
516
0
1
1,500
bus_only
2,284
1,578
190
1
189
226.9
10,984.2
10,757.3
0
0
1
0
0
0
36
0
9947_154
5
20
1,567
0
0
444
0
2
1,500
bus_only
2,201
1,567
190
1
189
226.9
10,984.2
10,757.3
0
0
1
0
0
0
36
0
9947_154
6
20
1,658
0
0
456
0
1
1,500
bus_only
2,374
1,658
260
1
259
310.8
11,426.2
11,115.4
0
0
1
0
0
0
36
0
9947_154
7
20
1,509
0
0
601
0
2
1,500
bus_only
2,320
1,509
210
1
209
251
11,382.8
11,131.8
0
0
1
0
0
0
36
0
9947_154
8
20
1,643
0
0
444
0
2
1,500
bus_only
2,388
1,643
301
1
300
359
11,593.6
11,234.7
0
0
1
0
0
0
36
0
9947_154
9
20
1,462
0
0
368
0
1
1,500
bus_only
2,295
1,462
465
1
464
555.8
10,834.6
10,278.8
0
0
1
0
0
0
36
0
9947_154
10
20
1,514
0
0
166
0
1
1,500
bus_only
2,163
1,514
483
270
213
578.1
11,211.6
10,633.5
0
0
1
0
0
0
36
0
9947_154
11
20
1,561
0
0
555
0
2
1,500
bus_only
2,512
1,561
396
1
395
473.3
10,980.7
10,507.4
0
0
1
0
0
0
36
0
9947_154
12
20
1,689
0
0
456
0
1
1,500
bus_only
2,602
1,689
457
1
456
547.1
11,843.1
11,296
0
0
1
0
0
0
36
0
9947_154
13
20
1,847
0
0
245
156
1
1,500
bus_only
2,574
1,847
482
1
325
576.3
12,344.1
11,767.8
0
0
1
0
0
0
36
0
9947_154
14
20
1,599
0
0
493
0
2
1,500
bus_only
2,524
1,599
432
1
431
517.2
11,578.2
11,060.9
0
0
1
0
0
0
36
0
9947_154
15
20
1,631
0
0
444
0
2
1,500
bus_only
2,526
1,631
451
1
450
539.7
12,077.6
11,538
0
0
1
0
0
0
36
0
9947_154
16
20
1,463
0
0
601
0
2
1,500
bus_only
2,560
1,463
496
1
495
593.4
11,102.5
10,509.1
0
0
1
0
0
0
36
0
9947_154
17
20
1,597
0
0
166
0
1
1,500
bus_only
2,489
1,597
726
270
456
869.6
12,002.1
11,132.5
0
0
1
0
0
0
36
0
9947_154
18
20
1,570
0
0
215
0
1
1,500
bus_only
2,526
1,570
741
291
450
887.8
12,167.3
11,279.5
0
0
1
0
0
0
36
0
9947_154
19
20
1,527
0
0
236
301
1
1,500
bus_only
2,560
1,527
797
1
495
954.5
11,922
10,967.5
0
0
1
0
0
0
36
0
9947_1804
0
8
423
1,170
0
508
115
1
1,650
bus+train
2,224
1,593
123
1
7
145.9
15,973.3
3,083.2
12,744.2
0
1
1
0
17
23
1
9947_1804
1
8
3,630
0
0
364
5
2
1,600
bus_only
4,335
3,630
341
1
335
408
16,084.6
15,676.6
0
0
1
0
0
0
23
0
9947_1804
2
8
4,962
0
0
987
0
1
1,700
bus_only
6,462
4,962
513
1
512
614.7
23,751.2
23,136.5
0
0
1
0
0
0
23
0
9947_1804
3
8
4,721
0
0
257
0
2
1,700
bus_only
5,265
4,721
287
1
286
343.5
22,801
22,457.5
0
0
1
0
0
0
23
0
9947_1804
4
8
4,001
0
0
364
5
2
1,600
bus_only
4,759
4,001
394
1
388
471.1
16,762.6
16,291.5
0
0
1
0
0
0
23
0
9947_1804
5
8
4,802
0
0
257
0
2
1,700
bus_only
5,572
4,802
513
1
512
614.7
23,330.9
22,716.2
0
0
1
0
0
0
23
0
9947_1804
6
8
4,059
0
0
778
5
3
1,600
bus_only
5,359
4,059
522
1
516
624.4
18,907.9
18,283.5
0
0
1
0
0
0
23
0
9947_1804
7
8
1,064
1,710
0
831
99
1
1,650
bus+train
4,589
2,774
984
262
623
1,178.1
19,392.1
2,391.1
15,822.8
0
1
1
0
0
23
0
9947_202
0
10
1,330
0
0
637
0
1
1,500
bus_only
2,089
1,330
122
1
121
145.6
8,947.8
8,802.1
0
0
1
0
0
0
13
0
9947_202
1
10
1,263
0
0
42
0
0
1,500
bus_only
1,717
1,263
412
291
121
493.8
9,046.4
8,552.6
0
0
1
0
0
0
13
0
9947_202
2
10
1,230
0
0
102
0
0
1,500
bus_only
1,970
1,230
638
291
347
764
8,946.9
8,183
0
0
1
0
0
0
13
0
9947_202
3
10
1,345
0
0
637
0
1
1,500
bus_only
2,283
1,345
301
1
300
359.4
9,248
8,888.6
0
0
1
0
0
0
13
0
9947_202
4
10
1,296
0
0
697
0
1
1,500
bus_only
2,341
1,296
348
1
347
415.8
8,857.3
8,441.5
0
0
1
0
0
0
13
0
9947_202
5
10
1,282
0
0
196
0
1
1,500
bus_only
1,995
1,282
517
291
226
619.2
9,358.8
8,739.6
0
0
1
0
0
0
13
0
9947_202
6
10
1,275
0
0
417
0
0
1,500
bus_only
2,283
1,275
591
291
300
707.6
9,337.6
8,630.1
0
0
1
0
0
0
13
0
9947_202
7
10
1,269
0
0
87
0
1
1,500
bus_only
1,947
1,269
591
291
300
707.6
9,337.6
8,630.1
0
0
1
0
0
0
13
0
9947_202
8
10
217
660
0
690
61
2
1,550
bus+train
2,122
877
555
1
493
664.7
8,500.9
981.3
6,854.9
0
1
1
0
0
13
0
9947_202
9
10
215
660
0
500
253
1
1,550
bus+train
2,122
875
747
1
493
894
8,726.4
977.5
6,854.9
0
1
1
0
1
13
1
9947_203
0
8
1,403
0
0
298
0
1
1,500
bus_only
1,747
1,403
46
1
45
53.9
9,467.3
9,413.4
0
0
1
0
0
0
21
0
9947_203
1
8
1,378
0
0
238
0
1
1,500
bus_only
1,833
1,378
217
1
216
258.6
9,437.4
9,178.8
0
0
1
0
0
0
21
0
9947_203
2
8
1,333
0
0
565
0
0
1,500
bus_only
2,234
1,333
336
291
45
402.1
9,556.9
9,154.9
0
0
1
0
0
0
21
0
9947_203
3
8
1,308
0
0
505
0
0
1,500
bus_only
2,320
1,308
507
291
216
606.8
9,527.1
8,920.3
0
0
1
0
0
0
21
0
9947_203
4
8
1,456
0
0
298
0
1
1,500
bus_only
2,339
1,456
585
1
584
699.2
10,600.6
9,901.4
0
0
1
0
0
0
21
0
9947_203
5
8
221
930
0
483
61
2
1,550
bus+train
2,173
1,151
539
1
477
645.1
10,005
981.3
8,378.6
0
1
1
0
1
21
0.5
9947_203
6
8
215
930
0
297
253
1
1,550
bus+train
2,173
1,145
731
1
477
874.4
10,230.5
977.5
8,378.6
0
1
1
0
1
21
0.5
9947_203
7
8
1,386
0
0
565
0
0
1,500
bus_only
2,826
1,386
875
291
584
1,047.3
10,690.3
9,642.9
0
0
1
0
0
0
21
0
9947_238
0
21
1,580
0
0
310
0
1
1,500
bus_only
1,979
1,580
89
1
88
104.3
12,288.6
12,184.3
0
0
1
0
0
0
15
0
9947_238
1
21
815
270
0
523
48
2
1,550
bus+train
1,675
1,085
67
1
18
77.9
8,701.6
5,494.1
3,129.6
0
1
1
0
0
15
0
9947_238
2
21
769
360
0
609
128
1
1,550
bus+train
1,885
1,129
147
1
18
173.7
9,446.4
5,254.1
4,018.6
0
1
1
0
4
15
1
9947_238
3
21
1,667
0
0
473
0
2
1,500
bus_only
2,210
1,667
70
1
69
83.1
12,081.3
11,998.2
0
0
1
0
0
0
15
0
9947_238
4
21
1,095
0
0
470
0
2
1,500
bus_only
1,750
1,095
185
1
184
219.7
8,790.7
8,571
0
0
1
0
0
0
15
0
9947_238
5
21
1,591
0
0
463
0
2
1,500
bus_only
2,210
1,591
156
1
155
185.9
12,138.5
11,952.6
0
0
1
0
0
0
15
0
9947_238
6
21
1,404
0
0
477
43
1
1,500
bus_only
2,141
1,404
260
1
216
309.8
9,705.9
9,396.1
0
0
1
0
0
0
15
0
9947_238
7
21
2,141
0
0
642
0
1
1,500
bus_only
2,939
2,141
156
1
155
185.9
13,558.9
13,373
0
0
1
0
0
0
15
0
9947_238
8
21
933
160
0
578
145
1
1,550
bus+train
1,966
1,093
295
1
149
351.8
10,345.3
8,348.8
1,644.7
0
1
1
0
0
15
0
9947_238
9
21
1,653
0
0
273
128
1
1,500
bus_only
2,210
1,653
284
1
155
338.7
12,438.5
12,099.8
0
0
1
0
0
0
15
0
9947_238
10
21
1,659
0
0
463
0
2
1,500
bus_only
2,330
1,659
208
1
207
248.6
12,437.8
12,189.1
0
0
1
0
0
0
15
0
9947_238
11
21
2,209
0
0
642
0
1
1,500
bus_only
3,059
2,209
208
1
207
248.6
13,858.1
13,609.5
0
0
1
0
0
0
15
0
9947_238
12
21
1,721
0
0
273
128
1
1,500
bus_only
2,330
1,721
336
1
207
401.4
12,737.7
12,336.3
0
0
1
0
0
0
15
0
9947_238
13
21
1,762
0
0
424
107
1
1,500
bus_only
2,515
1,762
329
1
221
392.5
12,232.2
11,839.7
0
0
1
0
0
0
15
0
9947_238
14
21
1,552
0
0
479
0
2
1,500
bus_only
2,397
1,552
366
1
365
438.2
12,350.6
11,912.3
0
0
1
0
0
0
15
0
9947_238
15
21
2,097
0
0
625
0
1
1,500
bus_only
3,088
2,097
366
1
365
438.2
13,771
13,332.7
0
0
1
0
0
0
15
0
9947_238
16
21
1,614
0
0
289
128
1
1,500
bus_only
2,397
1,614
494
1
365
591
12,650.6
12,059.5
0
0
1
0
0
0
15
0
9947_238
17
21
1,689
0
0
463
0
2
1,500
bus_only
2,617
1,689
465
1
464
556.1
13,005
12,448.9
0
0
1
0
0
0
15
0
9947_238
18
21
2,239
0
0
642
0
1
1,500
bus_only
3,346
2,239
465
1
464
556.1
14,425.3
13,869.3
0
0
1
0
0
0
15
0
9947_238
19
21
1,751
0
0
273
128
1
1,500
bus_only
2,617
1,751
593
1
464
708.8
13,304.9
12,596.1
0
0
1
0
0
0
15
0
9947_238
20
21
1,856
0
0
269
151
1
1,500
bus_only
2,736
1,856
611
1
459
731.3
12,293
11,561.6
0
0
1
0
0
0
15
0
9947_239
0
15
1,345
0
0
441
0
1
1,500
bus_only
1,848
1,345
62
1
61
73.1
10,987.9
10,914.8
0
0
1
0
0
0
20
0
9947_239
1
15
1,134
0
0
370
0
2
1,500
bus_only
1,566
1,134
62
1
61
73.1
10,013
9,939.9
0
0
1
0
0
0
20
0
9947_239
2
15
1,345
0
0
320
0
0
1,500
bus_only
1,992
1,345
327
1
326
390.8
11,042.4
10,651.7
0
0
1
0
0
0
20
0
9947_239
3
15
1,182
0
0
443
0
2
1,500
bus_only
1,681
1,182
56
1
55
65.9
9,291.6
9,225.7
0
0
1
0
0
0
20
0
9947_239
4
15
1,349
0
0
518
0
1
1,500
bus_only
1,955
1,349
88
1
87
103.6
11,143.6
11,040
0
0
1
0
0
0
20
0
9947_239
5
15
737
480
0
452
128
1
1,550
bus+train
1,834
1,217
165
1
36
196.1
10,570.1
5,254.1
5,120
0
1
1
0
3
20
0.15
9947_239
6
15
1,213
0
0
411
209
1
1,500
bus_only
1,894
1,213
270
1
60
322.9
9,772.5
9,449.6
0
0
1
0
0
0
20
0
9947_239
7
15
1,408
0
0
458
0
1
1,500
bus_only
2,193
1,408
327
1
326
391.4
11,632.9
11,241.5
0
0
1
0
0
0
20
0
9947_239
8
15
1,133
0
0
517
0
1
1,500
bus_only
2,056
1,133
406
1
405
485.1
10,150.8
9,665.7
0
0
1
0
0
0
20
0
9947_239
9
15
178
810
0
658
61
2
1,550
bus+train
2,002
988
356
1
294
425.8
8,843.9
981.3
7,436.8
0
1
1
0
12
20
0.6
9947_239
10
15
1,213
0
0
430
0
2
1,500
bus_only
2,109
1,213
466
1
465
556.8
11,013.2
10,456.5
0
0
1
0
0
0
20
0
9947_239
11
15
1,424
0
0
501
0
1
1,500
bus_only
2,426
1,424
501
1
500
599.9
12,031.3
11,431.4
0
0
1
0
0
0
20
0
9947_239
12
15
1,459
0
0
518
0
1
1,500
bus_only
2,473
1,459
496
1
495
593.4
12,045.2
11,451.8
0
0
1
0
0
0
20
0
9947_239
13
15
1,793
0
0
184
0
1
1,500
bus_only
2,501
1,793
524
1
523
627.1
12,956.5
12,329.5
0
0
1
0
0
0
20
0
9947_239
14
15
484
630
0
326
267
1
1,550
bus+train
2,002
1,114
562
1
294
672.4
9,385.7
3,916.9
4,796.4
0
1
1
0
5
20
0.25
9947_245
0
11
2,292
0
0
443
0
2
1,600
bus_only
2,799
2,292
64
1
63
75
15,138.7
15,063.7
0
0
1
0
0
0
13
0.090909
9947_245
1
11
1,997
0
0
460
21
3
1,600
bus_only
2,542
1,997
85
1
63
99
15,314
15,215
0
0
1
0
0
0
13
0.090909
9947_245
2
11
2,874
0
0
363
32
1
1,700
bus_only
3,551
2,874
314
1
281
373.7
22,990.8
22,617.1
0
0
1
0
0
0
13
0.090909