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
1003_1508
1
11
0
3,825
0
1,149
118
3
2,450
train_only
5,287
3,825
313
26
169
372.3
61,046.7
0
60,674.5
0
0
1
0
13
14
0.928571
1003_1508
2
11
2,094
2,769
0
1,319
28
2
2,550
bus+train
6,525
4,863
343
168
147
408.6
61,610.9
13,325.5
47,876.8
0
1
1
0
1
14
0.071429
1003_1508
3
11
3,167
2,610
0
864
249
2
2,550
bus+train
7,059
5,777
418
28
141
500.3
63,620.8
37,579.1
25,541.3
0
1
1
0
0
14
0
1003_1508
4
11
3,810
1,157
0
1,882
176
4
2,650
bus+train
7,395
4,967
546
26
344
652.3
65,766.2
50,768
14,346
0
1
1
0
0
14
0
1003_1508
5
11
3,652
1,157
0
1,524
176
4
2,550
bus+train
6,958
4,809
625
26
423
746.1
65,553.2
50,461.1
14,346
0
1
1
0
0
14
0
1003_1508
6
11
3,278
2,610
0
933
249
3
2,550
bus+train
7,460
5,888
639
28
362
765.3
64,264.5
37,957.8
25,541.3
0
1
1
0
0
14
0
1003_1508
7
11
3,953
1,157
0
1,464
176
4
2,650
bus+train
7,324
5,110
750
26
548
896.5
66,589.8
51,347.3
14,346
0
1
1
0
0
14
0
1003_1508
8
11
3,860
1,157
0
1,548
176
4
2,650
bus+train
7,315
5,017
750
26
548
896.5
66,214.9
50,972.4
14,346
0
1
1
0
0
14
0
1003_1508
9
11
3,878
1,157
0
1,409
176
4
2,650
bus+train
7,227
5,035
783
26
581
936.9
66,250.4
50,967.5
14,346
0
1
1
0
0
14
0
1003_1508
10
11
3,072
2,610
0
933
249
3
2,550
bus+train
7,445
5,682
830
28
553
994.2
63,670.2
37,134.7
25,541.3
0
1
1
0
0
14
0
1003_1509
0
3
0
4,150
0
875
118
3
2,450
train_only
5,198
4,150
173
26
29
204.3
65,175.2
0
64,970.9
0
0
1
0
20
21
0.952381
1003_1509
1
3
2,078
3,009
0
966
28
2
2,650
bus+train
6,278
5,087
225
168
29
267.1
65,765.8
13,325.5
52,173.2
0
1
1
0
1
21
0.047619
1003_1509
2
3
4,269
0
0
2,942
241
3
2,400
bus_only
8,210
4,269
999
168
590
1,194.6
57,281.5
56,086.9
0
0
1
0
0
0
21
0
1003_151
0
2
0
450
0
102
0
0
1,550
train_only
599
450
47
26
21
55.3
4,269.9
0
4,214.6
0
0
1
0
3,769
3,769
1
1003_151
1
2
534
0
0
75
0
0
1,500
bus_only
1,378
534
769
344
425
921.6
5,098.5
4,176.9
0
0
1
0
0
0
3,769
0
1003_1511
0
2
0
4,760
0
1,525
118
3
2,650
train_only
6,462
4,760
177
26
33
209.4
78,587.6
0
78,378.2
0
0
1
0
22
22
1
1003_1511
1
2
2,113
3,180
0
763
347
2
2,950
bus+train
6,462
5,293
406
26
33
484.4
80,706.3
24,541.2
55,680.7
0
1
1
0
0
22
0
1003_152
0
6
0
600
0
426
0
0
1,550
train_only
1,076
600
50
26
24
58.6
4,985.5
0
4,926.9
0
0
1
0
3,886
3,886
1
1003_152
1
6
736
0
0
108
0
0
1,500
bus_only
1,396
736
552
344
208
661
5,911.5
5,250.4
0
0
1
0
0
0
3,886
0
1003_152
2
6
777
0
0
108
0
0
1,500
bus_only
1,412
777
527
344
183
630.4
6,227.2
5,596.8
0
0
1
0
0
0
3,886
0
1003_152
3
6
703
0
0
168
0
0
1,500
bus_only
1,506
703
635
344
291
760.1
5,841.3
5,081.2
0
0
1
0
0
0
3,886
0
1003_152
4
6
751
0
0
108
0
0
1,500
bus_only
1,497
751
638
344
294
764.6
6,367.7
5,603.2
0
0
1
0
0
0
3,886
0
1003_152
5
6
761
0
0
167
0
0
1,500
bus_only
1,594
761
666
344
322
798.2
6,132
5,333.9
0
0
1
0
0
0
3,886
0
1003_154
0
6
0
840
0
463
0
0
1,550
train_only
1,395
840
92
26
66
108.8
6,708.3
0
6,599.5
0
0
1
0
1,735
1,735
1
1003_154
1
6
1,051
0
0
160
0
0
1,500
bus_only
1,768
1,051
557
344
213
667.1
7,507.4
6,840.4
0
0
1
0
0
0
1,735
0
1003_154
2
6
1,160
0
0
124
0
0
1,500
bus_only
2,023
1,160
739
344
395
884.8
8,734
7,849.2
0
0
1
0
0
0
1,735
0
1003_154
3
6
428
300
0
506
183
1
1,550
bus+train
1,973
728
739
28
528
884.1
6,710.3
3,001.6
2,824.6
0
1
1
0
0
1,735
0
1003_154
4
6
1,162
0
0
160
0
0
1,500
bus_only
2,122
1,162
800
344
456
958.6
8,337.6
7,379.1
0
0
1
0
0
0
1,735
0
1003_154
5
6
917
0
0
184
0
0
1,500
bus_only
1,973
917
872
344
528
1,043.9
7,405.8
6,361.8
0
0
1
0
0
0
1,735
0
1003_155
0
3
0
960
0
239
0
0
1,550
train_only
1,233
960
34
26
8
39
7,447
0
7,408
0
0
1
0
799
799
1
1003_155
1
3
0
840
0
99
0
0
1,550
train_only
1,472
840
533
346
187
637.8
7,618.6
0
6,980.9
0
0
1
0
0
799
0
1003_155
2
3
1,047
0
0
425
0
0
1,500
bus_only
2,364
1,047
892
344
548
1,068.8
8,182.4
7,113.5
0
0
1
0
0
0
799
0
1003_156
0
2
0
1,200
0
129
0
0
1,550
train_only
1,396
1,200
67
26
41
78.7
8,771.4
0
8,692.7
0
0
1
0
972
972
1
1003_156
1
2
1,400
0
0
385
0
0
1,500
bus_only
2,677
1,400
892
344
548
1,069.5
10,229
9,159.5
0
0
1
0
0
0
972
0
1003_15708
0
11
334
1,980
0
358
41
1
1,650
bus+train
2,740
2,314
68
26
1
79
17,366
2,103.2
15,183.8
0
1
1
0
16
16
1
1003_15708
1
11
1,165
840
0
247
43
1
1,650
bus+train
2,535
2,005
283
26
214
337.2
15,655.2
8,718.4
6,599.5
0
1
1
0
0
16
0
1003_15708
2
11
2,352
0
0
241
0
0
1,600
bus_only
3,097
2,352
504
344
160
602.5
17,460
16,857.6
0
0
1
0
0
0
16
0
1003_15708
3
11
368
1,980
0
418
41
1
1,650
bus+train
2,995
2,348
229
26
162
271.5
17,704
2,248.7
15,183.8
0
1
1
0
0
16
0
1003_15708
4
11
429
1,980
0
418
41
1
1,650
bus+train
3,209
2,409
382
26
315
454.9
18,030.9
2,392.2
15,183.8
0
1
1
0
0
16
0
1003_15708
5
11
319
1,980
0
241
63
1
1,650
bus+train
2,968
2,299
428
26
339
510.9
17,381.4
1,686.7
15,183.8
0
1
1
0
0
16
0
1003_15708
6
11
288
1,980
0
358
41
1
1,650
bus+train
3,087
2,268
461
26
394
550.9
17,487.8
1,753.1
15,183.8
0
1
1
0
0
16
0
1003_15708
7
11
469
1,980
0
358
41
1
1,650
bus+train
3,276
2,449
469
26
402
560.8
18,213.4
2,468.8
15,183.8
0
1
1
0
0
16
0
1003_15708
8
11
2,261
300
0
382
67
1
1,650
bus+train
3,523
2,561
580
26
487
693.9
17,062.7
13,335.7
3,033.1
0
1
1
0
0
16
0
1003_15708
9
11
572
1,980
0
358
41
1
1,650
bus+train
3,437
2,552
527
26
460
630.1
18,715
2,901.2
15,183.8
0
1
1
0
0
16
0
1003_15708
10
11
502
1,980
0
358
41
1
1,650
bus+train
3,433
2,482
593
26
526
708.7
18,504.8
2,612.4
15,183.8
0
1
1
0
0
16
0
1003_158
0
2
0
1,440
0
99
0
0
1,550
train_only
1,614
1,440
75
26
49
88.1
10,652.9
0
10,564.8
0
0
1
0
1,262
1,262
1
1003_158
1
2
0
1,230
0
699
0
0
1,550
train_only
2,345
1,230
416
26
390
498.1
12,028
0
11,529.9
0
0
1
0
0
1,262
0
1003_159
0
3
0
1,080
0
135
0
0
1,550
train_only
1,264
1,080
49
26
23
57.2
7,966
0
7,908.9
0
0
1
0
797
797
1
1003_159
1
3
1,194
0
0
159
0
0
1,500
bus_only
2,604
1,194
1,251
344
907
1,499
9,750
8,251
0
0
1
0
0
0
797
0
1003_159
2
3
1,135
0
0
159
0
0
1,500
bus_only
2,664
1,135
1,370
344
1,026
1,642.1
9,443.7
7,801.6
0
0
1
0
0
0
797
0
1003_15906
0
13
735
180
0
604
95
1
1,550
bus+train
1,641
915
122
26
1
144.7
6,042.6
3,257.6
2,640.3
0
1
1
0
17
17
1
1003_15906
1
13
815
0
0
384
49
1
1,500
bus_only
1,703
815
504
306
149
603.1
7,377.8
6,774.7
0
0
1
0
0
0
17
0
1003_15906
2
13
1,084
0
0
413
0
0
1,500
bus_only
1,804
1,084
307
306
1
366.8
6,509.5
6,142.8
0
0
1
0
0
0
17
0
1003_15906
3
13
775
180
0
604
95
1
1,550
bus+train
1,827
955
268
26
147
319.9
6,347.7
3,387.5
2,640.3
0
1
1
0
0
17
0
1003_15906
4
13
669
180
0
664
95
1
1,550
bus+train
1,846
849
333
26
212
396.9
6,072.3
3,035.1
2,640.3
0
1
1
0
0
17
0
1003_15906
5
13
1,018
0
0
473
0
0
1,500
bus_only
2,009
1,018
518
306
212
619
6,539.2
5,920.3
0
0
1
0
0
0
17
0
1003_15906
6
13
857
0
0
384
49
1
1,500
bus_only
1,743
857
502
306
147
600.7
7,610.7
7,010.1
0
0
1
0
0
0
17
0
1003_15906
7
13
851
180
0
604
95
1
1,550
bus+train
2,185
1,031
550
26
429
658.3
6,937.5
3,638.9
2,640.3
0
1
1
0
0
17
0
1003_15906
8
13
1,210
0
0
473
0
0
1,500
bus_only
2,366
1,210
683
306
377
816.4
7,301.6
6,485.2
0
0
1
0
0
0
17
0
1003_15906
9
13
1,183
0
0
253
16
1
1,500
bus_only
2,113
1,183
677
306
355
810.5
6,659.6
5,849
0
0
1
0
0
0
17
0
1003_15906
10
13
933
0
0
384
49
1
1,500
bus_only
2,101
933
784
306
429
939.1
8,200.5
7,261.4
0
0
1
0
0
0
17
0
1003_15906
11
13
1,125
0
0
253
16
1
1,500
bus_only
2,168
1,125
790
306
468
945.9
6,669.8
5,723.9
0
0
1
0
0
0
17
0
1003_15906
12
13
789
0
0
384
49
1
1,500
bus_only
2,019
789
846
306
491
1,013.4
7,478.7
6,465.3
0
0
1
0
0
0
17
0
1003_1703
0
8
0
1,560
0
668
0
0
1,550
train_only
2,263
1,560
35
26
9
40.2
13,954.9
0
13,914.7
0
0
1
0
1,054
1,055
1
1003_1703
1
8
0
1,440
0
518
0
1
1,550
train_only
1,993
1,440
35
26
9
40.2
13,954.9
0
13,914.7
0
0
1
0
0
1,055
0
1003_1703
2
8
1,961
0
0
49
0
0
1,500
bus_only
2,633
1,961
623
306
317
746.4
13,772.3
13,025.9
0
0
1
0
0
0
1,055
0
1003_1703
3
8
1,638
0
0
191
0
1
1,500
bus_only
2,384
1,638
555
306
249
664.8
13,424.2
12,759.4
0
0
1
0
0
0
1,055
0
1003_1703
4
8
1,473
0
0
264
94
1
1,500
bus_only
2,308
1,473
571
306
171
683.9
12,384
11,700.1
0
0
1
0
0
0
1,055
0
1003_1703
5
8
1,938
0
0
49
0
0
1,500
bus_only
2,725
1,938
738
306
432
883.7
13,568.4
12,684.7
0
0
1
0
0
0
1,055
0
1003_1703
6
8
1,583
0
0
264
94
1
1,500
bus_only
2,545
1,583
698
306
298
835.5
12,793.6
11,958.1
0
0
1
0
0
0
1,055
0
1003_1703
7
8
1,593
0
0
191
0
1
1,500
bus_only
2,502
1,593
718
306
412
860.1
13,263.2
12,403.1
0
0
1
0
0
0
1,055
0
1003_1704
0
3
0
1,740
0
136
0
0
1,650
train_only
1,905
1,740
29
26
3
32.9
16,353.6
0
16,320.8
0
0
1
0
468
468
1
1003_1704
1
3
1,706
0
0
566
0
1
1,500
bus_only
3,140
1,706
868
306
562
1,039.7
14,545.4
13,505.6
0
0
1
0
0
0
468
0
1003_1704
2
3
2,365
0
0
189
0
0
1,500
bus_only
3,422
2,365
868
306
562
1,039.7
15,828.9
14,789.2
0
0
1
0
0
0
468
0
1003_1707
0
8
0
1,410
0
816
17
1
1,750
train_only
2,291
1,410
65
28
20
76.1
20,218.6
0
20,142.5
0
0
1
0
0
254
0
1003_1707
1
8
0
2,160
0
535
0
0
1,750
train_only
2,741
2,160
46
26
20
53.7
22,741.9
0
22,688.2
0
0
1
0
254
254
1
1003_1707
2
8
645
1,260
0
536
147
1
1,650
bus+train
2,894
1,905
453
28
278
541.7
20,491.6
1,995.9
17,953.9
0
1
1
0
0
254
0
1003_1707
3
8
533
1,260
0
536
147
1
1,650
bus+train
2,815
1,793
486
28
311
581.3
20,400.3
1,865.1
17,953.9
0
1
1
0
0
254
0
1003_1707
4
8
398
1,260
0
536
147
1
1,650
bus+train
2,804
1,658
610
28
435
730
20,331.6
1,647.7
17,953.9
0
1
1
0
0
254
0
1003_1707
5
8
744
1,260
0
601
65
2
1,750
bus+train
3,206
2,004
601
28
508
719.9
21,178.1
2,504.3
17,953.9
0
1
1
0
0
254
0
1003_1707
6
8
600
1,260
0
479
277
1
1,650
bus+train
3,152
1,860
813
28
508
973.8
20,580.1
1,652.3
17,953.9
0
1
1
0
0
254
0
1003_1707
7
8
527
1,260
0
492
296
1
1,650
bus+train
3,111
1,787
832
28
508
996.4
20,544.6
1,594.2
17,953.9
0
1
1
0
0
254
0
1003_1711
0
9
0
2,250
0
1,005
53
1
2,050
train_only
3,373
2,250
118
28
37
140.5
38,841.9
0
38,701.4
0
0
1
0
0
500
0
1003_1711
1
9
0
2,550
0
700
0
1
1,950
train_only
3,313
2,550
63
26
37
74
32,598.4
0
32,524.4
0
0
1
0
1
500
0.002
1003_1711
2
9
0
3,000
0
970
0
0
1,950
train_only
4,033
3,000
63
26
37
74
33,113.1
0
33,039.1
0
0
1
0
499
500
0.998
1003_1711
3
9
2,796
0
0
409
4
1
1,800
bus_only
3,602
2,796
397
168
225
474.1
27,515.2
27,041.1
0
0
1
0
0
0
500
0
1003_1711
4
9
2,622
0
0
469
4
1
1,800
bus_only
3,566
2,622
475
168
303
566.9
27,146.9
26,580
0
0
1
0
0
0
500
0
1003_1711
5
9
2,922
0
0
409
4
1
1,800
bus_only
3,911
2,922
580
168
408
694.2
27,911.2
27,216.9
0
0
1
0
0
0
500
0
1003_1711
6
9
2,777
0
0
960
4
2
1,800
bus_only
4,335
2,777
598
168
426
715.4
27,937.1
27,221.7
0
0
1
0
0
0
500
0
1003_1711
7
9
2,482
0
0
592
8
2
1,800
bus_only
3,760
2,482
686
168
510
820.5
27,495.5
26,675
0
0
1
0
0
0
500
0
1003_1711
8
9
1,216
960
0
624
104
1
1,850
bus+train
3,760
2,176
960
346
510
1,149.6
27,785.1
17,165.5
9,470
0
1
1
0
0
500
0
1003_1712
0
6
0
1,950
0
877
53
1
2,050
train_only
2,933
1,950
106
28
25
126.6
36,345
0
36,218.4
0
0
1
0
0
382
0
1003_1712
1
6
455
1,800
0
564
139
1
2,050
bus+train
3,342
2,255
523
28
356
625.6
36,483
1,802.3
34,055.2
0
1
1
0
0
382
0
1003_1712
2
6
0
3,180
0
1,502
0
0
2,050
train_only
4,733
3,180
51
26
25
60.1
35,582.2
0
35,522.1
0
0
1
0
382
382
1
1003_1712
3
6
839
1,800
0
564
139
1
2,050
bus+train
3,776
2,639
573
28
406
685.4
37,133.5
2,392.9
34,055.2
0
1
1
0
0
382
0
1003_1712
4
6
1,327
1,800
0
963
146
1
2,050
bus+train
4,755
3,127
665
28
491
795.8
38,948.6
4,097.6
34,055.2
0
1
1
0
0
382
0
1003_1712
5
6
1,269
1,800
0
731
146
2
2,050
bus+train
4,465
3,069
665
28
491
795.8
38,948.6
4,097.6
34,055.2
0
1
1
0
0
382
0
1003_171330
0
11
1,340
180
0
634
95
2
1,550
bus+train
2,278
1,520
124
26
3
147
9,214.5
6,427.1
2,640.3
0
1
1
0
0
18
0
1003_171330
1
11
1,097
330
0
559
192
2
1,550
bus+train
2,207
1,427
221
26
3
262.3
11,407.2
7,105.1
4,039.8
0
1
1
0
18
18
1
1003_171330
2
11
1,795
0
0
461
0
0
1,500
bus_only
2,565
1,795
309
306
3
369.1
10,973.6
10,604.4
0
0
1
0
0
0
18
0