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
10020_225
0
8
1,076
0
0
601
0
1
1,500
bus_only
1,734
1,076
57
1
56
66.8
6,337.6
6,270.8
0
0
1
0
0
0
14
0
10020_225
1
8
219
540
0
425
94
1
1,550
bus+train
1,471
759
287
166
27
342.1
6,197.5
710.8
5,144.7
0
1
1
0
3
14
0.214286
10020_225
2
8
977
0
0
785
0
1
1,500
bus_only
1,886
977
124
1
123
148.3
6,222.3
6,074
0
0
1
0
0
0
14
0
10020_225
3
8
222
450
0
852
159
1
1,550
bus+train
1,711
672
187
1
27
223
5,674.8
1,273.5
4,178.3
0
1
1
0
11
14
0.785714
10020_225
4
8
1,045
0
0
661
0
1
1,500
bus_only
1,951
1,045
245
1
244
293.1
6,267.6
5,974.5
0
0
1
0
0
0
14
0
10020_225
5
8
1,208
0
0
918
0
2
1,500
bus_only
2,355
1,208
229
1
228
273.3
6,700.5
6,427.2
0
0
1
0
0
0
14
0
10020_225
6
8
1,150
0
0
601
0
1
1,500
bus_only
2,162
1,150
411
1
410
491.8
7,082
6,590.2
0
0
1
0
0
0
14
0
10020_225
7
8
930
0
0
845
0
1
1,500
bus_only
2,184
930
409
1
408
489.1
6,308.1
5,819
0
0
1
0
0
0
14
0
10020_239
0
17
627
1,080
0
593
81
1
1,550
bus+train
2,437
1,707
137
20
36
163.5
13,529.5
3,305.4
10,060.6
0
1
1
0
15
15
1
10020_239
1
17
813
840
0
749
61
2
1,550
bus+train
2,935
1,653
533
178
294
638.5
11,174.1
3,098.8
7,436.8
0
1
1
0
0
15
0
10020_239
2
17
2,683
0
0
783
0
1
1,500
bus_only
3,978
2,683
512
107
405
612
15,072.1
14,460
0
0
1
0
0
0
15
0
10020_239
3
17
2,103
0
0
1,221
38
3
1,600
bus_only
3,689
2,103
365
1
326
437.1
15,859.7
15,422.6
0
0
1
0
0
0
15
0
10020_239
4
17
2,033
0
0
669
38
2
1,500
bus_only
3,146
2,033
444
1
405
530.8
15,363.6
14,832.8
0
0
1
0
0
0
15
0
10020_239
5
17
2,354
0
0
760
38
3
1,600
bus_only
3,480
2,354
366
1
327
438.4
15,735.1
15,296.6
0
0
1
0
0
0
15
0
10020_239
6
17
1,835
0
0
832
38
3
1,500
bus_only
3,111
1,835
444
1
405
530.8
14,377.7
13,846.8
0
0
1
0
0
0
15
0
10020_239
7
17
2,637
0
0
338
0
2
1,500
bus_only
3,480
2,637
505
178
327
605.3
15,335.4
14,730.1
0
0
1
0
0
0
15
0
10020_239
8
17
1,930
0
0
566
67
1
1,500
bus_only
3,147
1,930
651
178
406
778.2
13,183.4
12,405.2
0
0
1
0
0
0
15
0
10020_239
9
17
2,576
0
0
720
38
2
1,600
bus_only
3,858
2,576
562
1
523
672.8
16,278
15,605.2
0
0
1
0
0
0
15
0
10020_239
10
17
1,732
0
0
669
67
2
1,500
bus_only
3,061
1,732
660
178
415
790.9
12,210.1
11,419.2
0
0
1
0
0
0
15
0
10020_239
11
17
2,274
0
0
820
38
3
1,600
bus_only
3,656
2,274
562
1
523
672.8
15,686.3
15,013.5
0
0
1
0
0
0
15
0
10020_239
12
17
2,802
0
0
355
0
1
1,600
bus_only
3,858
2,802
701
178
523
839.7
17,195.8
16,356.1
0
0
1
0
0
0
15
0
10020_239
13
17
2,150
0
0
1,281
38
3
1,600
bus_only
3,965
2,150
534
1
495
639.1
16,272
15,632.9
0
0
1
0
0
0
15
0
10020_239
14
17
2,491
0
0
844
9
1
1,500
bus_only
4,022
2,491
687
178
500
822.4
15,430.7
14,608.3
0
0
1
0
0
0
15
0
10020_239
15
17
2,575
0
0
509
0
2
1,500
bus_only
3,762
2,575
678
178
500
812.5
15,781.9
14,969.3
0
0
1
0
0
0
15
0
10020_239
16
17
2,557
0
0
398
0
2
1,500
bus_only
3,678
2,557
723
178
545
865.3
15,312.3
14,447
0
0
1
0
0
0
15
0
10020_333
0
5
1,260
270
0
560
50
2
1,550
bus+train
2,148
1,530
58
1
7
68
10,605.3
7,802.2
2,735
0
1
1
0
17
18
1
10020_333
1
5
1,569
0
0
457
0
1
1,500
bus_only
2,264
1,569
238
1
237
284.6
10,941.7
10,657
0
0
1
0
0
0
18
0
10020_333
2
5
1,634
0
0
517
0
1
1,500
bus_only
2,429
1,634
278
1
277
331
11,448.3
11,117.3
0
0
1
0
0
0
18
0
10020_333
3
5
1,850
0
0
666
0
2
1,500
bus_only
2,871
1,850
355
1
354
425.4
11,889.1
11,463.7
0
0
1
0
0
0
18
0
10020_333
4
5
1,688
0
0
441
132
2
1,500
bus_only
2,825
1,688
696
1
563
833.7
11,693.1
10,859.4
0
0
1
0
0
0
18
0
10020_4311
0
18
1,677
669
0
1,039
13
3
1,750
bus+train
3,421
2,346
36
1
22
42.1
22,031.1
9,875.9
12,113.1
0
1
1
0
0
21
0
10020_4311
1
18
261
1,637
0
736
164
3
1,750
bus+train
2,821
1,898
187
1
22
222.2
22,696.5
1,256.1
21,218.2
0
1
1
0
0
21
0
10020_4311
2
18
4,074
0
0
712
66
1
1,700
bus_only
5,161
4,074
375
1
308
448.3
25,412.3
24,964
0
0
1
0
0
0
21
0
10020_4311
3
18
1,094
1,350
0
842
112
2
1,850
bus+train
3,421
2,444
135
1
22
161.4
25,771.5
6,827.7
18,782.4
0
1
1
0
0
21
0
10020_4311
4
18
225
1,637
0
969
267
2
1,750
bus+train
3,121
1,862
290
1
22
346.1
22,837.8
1,273.5
21,218.2
0
1
1
0
21
21
1
10020_4311
5
18
2,683
0
0
1,331
12
2
1,700
bus_only
4,222
2,683
208
1
195
248.7
23,962.4
23,713.7
0
0
1
0
0
0
21
0
10020_4311
6
18
2,868
0
0
1,331
12
2
1,700
bus_only
4,405
2,868
206
1
193
245.8
24,205.1
23,959.3
0
0
1
0
0
0
21
0
10020_4311
7
18
3,224
0
0
970
3
2
1,700
bus_only
4,606
3,224
412
1
408
492.3
22,832.5
22,340.1
0
0
1
0
0
0
21
0
10020_4311
8
18
3,152
0
0
733
64
2
1,900
bus_only
4,361
3,152
476
1
411
569
34,499.5
33,930.5
0
0
1
0
0
0
21
0
10020_4311
9
18
3,110
0
0
1,122
70
2
1,800
bus_only
4,643
3,110
411
1
340
491.8
25,794.3
25,302.5
0
0
1
0
0
0
21
0
10020_4311
10
18
2,881
0
0
916
0
3
1,900
bus_only
4,209
2,881
412
1
411
492.4
32,099.3
31,606.9
0
0
1
0
0
0
21
0
10020_4311
11
18
3,311
0
0
461
0
1
1,900
bus_only
4,361
3,311
589
178
411
704.7
34,010.1
33,305.4
0
0
1
0
0
0
21
0
10020_4311
12
18
3,365
0
0
822
0
2
1,700
bus_only
4,669
3,365
482
1
481
576.9
23,285.3
22,708.3
0
0
1
0
0
0
21
0
10020_4311
13
18
4,673
0
0
890
31
1
1,900
bus_only
5,967
4,673
404
178
195
483.1
33,142.1
32,658.9
0
0
1
0
0
0
21
0
10020_4311
14
18
2,879
0
0
1,269
70
3
1,800
bus_only
4,576
2,879
428
1
357
512.4
25,593.4
25,081
0
0
1
0
0
0
21
0
10020_4311
15
18
3,307
0
0
822
0
2
1,700
bus_only
4,660
3,307
531
1
530
636
23,124.2
22,488.1
0
0
1
0
0
0
21
0
10020_4311
16
18
2,885
0
0
540
135
2
1,800
bus_only
4,158
2,885
733
178
420
877.9
30,139
29,261.1
0
0
1
0
0
0
21
0
10020_4311
17
18
4,949
0
0
890
31
1
1,900
bus_only
6,388
4,949
549
178
340
656.6
33,717.3
33,060.7
0
0
1
0
0
0
21
0
10020_70664
0
6
175
0
0
102
0
0
1,500
bus_only
279
175
2
1
1
1.6
957.8
956.3
0
0
1
0
0
305
305
1
10020_70664
1
6
123
0
0
102
0
0
1,500
bus_only
486
123
261
1
260
312.4
1,037.3
724.9
0
0
1
0
0
0
305
0
10020_70664
2
6
85
0
0
102
0
0
1,500
bus_only
529
85
342
1
341
409.8
1,013.5
603.8
0
0
1
0
0
0
305
0
10020_70664
3
6
227
0
0
102
0
0
1,500
bus_only
688
227
359
1
358
429.7
1,703.2
1,273.5
0
0
1
0
0
0
305
0
10020_70664
4
6
55
0
0
102
0
0
1,500
bus_only
585
55
428
1
427
513.1
876.4
363.3
0
0
1
0
0
0
305
0
10020_70664
5
6
303
0
0
928
0
0
1,500
bus_only
1,737
303
506
1
505
606.3
2,011.4
1,405.1
0
0
1
0
0
0
305
0
10020_70758
0
6
358
0
0
567
43
1
1,500
bus_only
970
358
45
1
1
52
1,727.2
1,675.2
0
0
1
0
0
17
17
1
10020_70758
1
6
207
0
0
579
43
1
1,500
bus_only
1,109
207
323
1
279
385.1
1,949.5
1,564.4
0
0
1
0
0
0
17
0
10020_70758
2
6
823
0
0
181
0
0
1,500
bus_only
1,316
823
312
107
205
371.8
2,100.8
1,729
0
0
1
0
0
0
17
0
10020_70758
3
6
276
0
0
627
43
1
1,500
bus_only
1,171
276
268
1
224
318.7
1,794.9
1,476.1
0
0
1
0
0
0
17
0
10020_70758
4
6
730
0
0
181
0
0
1,500
bus_only
1,390
730
479
107
372
573
2,095
1,522
0
0
1
0
0
0
17
0
10020_70758
5
6
157
0
0
567
43
1
1,500
bus_only
1,314
157
590
1
546
705.8
1,800.7
1,094.9
0
0
1
0
0
0
17
0
10020_70761
0
12
726
0
0
435
0
1
1,500
bus_only
1,169
726
8
1
7
8.6
3,649.7
3,641.1
0
0
1
0
0
8
22
0.363636
10020_70761
1
12
740
0
0
269
0
2
1,500
bus_only
1,017
740
8
1
7
8.6
3,649.7
3,641.1
0
0
1
0
0
0
22
0
10020_70761
2
12
746
0
0
336
58
1
1,500
bus_only
1,148
746
66
1
7
77.7
3,800.4
3,722.7
0
0
1
0
0
0
22
0
10020_70761
3
12
754
0
0
279
0
1
1,500
bus_only
1,201
754
168
1
167
200
3,964.9
3,764.8
0
0
1
0
0
0
22
0
10020_70761
4
12
982
0
0
251
42
2
1,500
bus_only
1,401
982
168
20
106
200.2
5,324.5
5,124.3
0
0
1
0
0
0
22
0
10020_70761
5
12
674
0
0
279
0
1
1,500
bus_only
1,215
674
262
1
261
313.4
3,683.8
3,370.4
0
0
1
0
0
0
22
0
10020_70761
6
12
768
0
0
269
0
2
1,500
bus_only
1,269
768
232
1
231
277.8
4,127.3
3,849.5
0
0
1
0
0
0
22
0
10020_70761
7
12
762
0
0
495
0
1
1,500
bus_only
1,601
762
344
1
343
410.8
4,378.6
3,967.9
0
0
1
0
0
0
22
0
10020_70761
8
12
906
0
0
629
0
1
1,500
bus_only
1,870
906
335
1
334
401.2
4,343.4
3,942.2
0
0
1
0
0
14
22
0.636364
10020_70761
9
12
967
0
0
629
0
1
1,500
bus_only
2,016
967
420
1
419
503.3
4,586.9
4,083.6
0
0
1
0
0
0
22
0
10020_70761
10
12
795
0
0
251
42
2
1,500
bus_only
1,570
795
524
20
462
627
5,258.5
4,631.5
0
0
1
0
0
0
22
0
10020_70761
11
12
798
0
0
158
132
1
1,500
bus_only
1,570
798
614
20
462
735.1
5,496.4
4,761.3
0
0
1
0
0
0
22
0
10020_70762
0
21
847
0
0
1,041
0
1
1,500
bus_only
1,897
847
9
1
8
10.2
3,952.4
3,942.2
0
0
1
0
0
26
26
1
10020_70762
1
21
780
0
0
336
132
1
1,500
bus_only
1,413
780
297
20
145
354.6
5,115.9
4,761.3
0
0
1
0
0
0
26
0
10020_70762
2
21
697
0
0
1,174
0
1
1,500
bus_only
1,970
697
99
1
98
118
4,085.8
3,967.9
0
0
1
0
0
0
26
0
10020_70762
3
21
677
0
0
835
0
1
1,500
bus_only
1,658
677
146
1
145
174.1
3,938.9
3,764.8
0
0
1
0
0
0
26
0
10020_70762
4
21
729
0
0
824
58
1
1,500
bus_only
1,710
729
157
1
98
187.1
4,236.5
4,049.4
0
0
1
0
0
0
26
0
10020_70762
5
21
1,794
0
0
571
0
1
1,500
bus_only
2,485
1,794
120
1
119
143.5
9,596.1
9,452.6
0
0
1
0
0
0
26
0
10020_70762
6
21
914
0
0
1,041
0
1
1,500
bus_only
2,123
914
168
1
167
200.1
4,283.7
4,083.6
0
0
1
0
0
0
26
0
10020_70762
7
21
816
0
0
491
132
2
1,500
bus_only
1,643
816
336
20
184
400.4
5,454.5
5,054.1
0
0
1
0
0
0
26
0
10020_70762
8
21
701
0
0
1,041
0
1
1,500
bus_only
2,083
701
341
1
340
408.2
4,049.5
3,641.3
0
0
1
0
0
0
26
0
10020_70762
9
21
693
0
0
824
58
1
1,500
bus_only
1,916
693
399
1
340
477.3
4,200
3,722.7
0
0
1
0
0
0
26
0
10020_70762
10
21
743
0
0
496
39
1
1,500
bus_only
1,713
743
474
166
269
566.4
5,229.3
4,662.9
0
0
1
0
0
0
26
0
10020_70762
11
21
976
0
0
1,041
0
1
1,500
bus_only
2,396
976
379
1
378
454
4,726
4,271.9
0
0
1
0
0
0
26
0
10020_70762
12
21
808
0
0
496
39
1
1,500
bus_only
1,796
808
492
166
287
588.8
5,337.9
4,749.1
0
0
1
0
0
0
26
0
10020_70762
13
21
735
0
0
815
0
1
1,500
bus_only
2,029
735
479
1
478
574
4,291.7
3,717.7
0
0
1
0
0
0
26
0
10020_70762
14
21
718
0
0
496
39
1
1,500
bus_only
1,759
718
545
166
340
652.2
5,188.8
4,536.6
0
0
1
0
0
0
26
0
10020_70762
15
21
889
0
0
336
132
1
1,500
bus_only
1,798
889
573
20
421
685.7
5,939.7
5,254
0
0
1
0
0
0
26
0
10020_70762
16
21
863
0
0
496
39
1
1,500
bus_only
1,950
863
591
166
386
706.9
5,579.7
4,872.8
0
0
1
0
0
0
26
0
10020_70762
17
21
454
270
0
575
137
1
1,550
bus+train
1,900
724
601
20
444
720.6
4,896.1
2,056.7
2,118.7
0
1
1
0
0
26
0
10020_70762
18
21
740
0
0
1,174
0
1
1,500
bus_only
2,459
740
545
1
544
652.7
5,027.2
4,374.5
0
0
1
0
0
0
26
0
10020_70762
19
21
772
0
0
875
58
1
1,500
bus_only
2,250
772
603
1
544
721.8
5,177.9
4,456.1
0
0
1
0
0
0
26
0
10020_70762
20
21
915
0
0
496
39
1
1,500
bus_only
2,111
915
700
166
495
837.9
5,827.1
4,989.2
0
0
1
0
0
0
26
0
10020_70763
0
23
998
0
0
853
0
1
1,500
bus_only
1,852
998
1
1
0
0.8
4,084.4
4,083.6
0
0
1
0
0
15
15
1
10020_70763
1
23
727
0
0
470
0
2
1,500
bus_only
1,388
727
191
1
190
228.5
4,196.4
3,967.9
0
0
1
0
0
0
15
0
10020_70763
2
23
931
0
0
853
0
1
1,500
bus_only
1,945
931
161
1
160
191.8
4,134
3,942.2
0
0
1
0
0
0
15
0
10020_70763
3
23
752
0
0
720
0
1
1,500
bus_only
1,658
752
186
1
185
222.2
3,987
3,764.8
0
0
1
0
0
0
15
0
10020_70763
4
23
1,063
0
0
853
0
1
1,500
bus_only
2,129
1,063
213
1
212
254.9
4,526.9
4,271.9
0
0
1
0
0
0
15
0
10020_70763
5
23
785
0
0
469
132
1
1,500
bus_only
1,590
785
336
20
184
401.5
5,162.7
4,761.3
0
0
1
0
0
0
15
0
10020_70763
6
23
740
0
0
968
0
1
1,500
bus_only
1,966
740
258
1
257
308.2
4,276.1
3,967.9
0
0
1
0
0
0
15
0