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_157
0
18
147
1,530
0
400
61
1
1,550
bus+train
2,149
1,677
72
2
9
85.9
13,090.8
722.8
12,282.2
0
1
1
0
16
16
1
9927_157
1
18
233
220
540
670
283
3
3,450
bus+train+gtx
2,107
993
444
2
159
530.9
17,787.6
1,551.5
1,793.5
13,911.8
1
1
1
0
16
0
9927_157
2
18
1,867
0
0
242
0
1
1,500
bus_only
2,364
1,867
255
2
253
305.8
14,153.8
13,848
0
0
1
0
0
0
16
0
9927_157
3
18
2,849
0
0
258
0
1
1,600
bus_only
3,513
2,849
406
2
404
486.6
19,636.7
19,150
0
0
1
0
0
0
16
0
9927_157
4
18
1,799
0
0
182
0
1
1,500
bus_only
2,478
1,799
497
2
495
595.7
13,753
13,157.3
0
0
1
0
0
0
16
0
9927_157
5
18
1,977
0
0
362
0
1
1,500
bus_only
2,827
1,977
488
2
486
585.3
14,462.7
13,877.4
0
0
1
0
0
0
16
0
9927_157
6
18
650
0
360
551
445
2
3,200
bus+gtx
2,137
1,010
576
2
129
688.5
15,429.1
4,487.1
0
10,253.5
1
0
1
0
16
0
9927_157
7
18
2,177
0
0
552
0
1
1,500
bus_only
3,203
2,177
474
2
472
567.7
14,760.1
14,192.4
0
0
1
0
0
0
16
0
9927_157
8
18
431
220
540
618
226
3
3,450
bus+train+gtx
2,376
1,191
567
2
339
678.4
18,587.9
2,204.3
1,793.5
13,911.8
1
1
1
0
16
0
9927_157
9
18
399
220
540
618
226
3
3,450
bus+train+gtx
2,409
1,159
632
2
404
756
18,360.7
1,899.4
1,793.5
13,911.8
1
1
1
0
16
0
9927_157
10
18
2,320
0
0
309
135
1
1,600
bus_only
3,245
2,320
616
2
479
737.5
15,961.5
15,224
0
0
1
0
0
0
16
0
9927_157
11
18
848
0
360
439
388
2
3,450
bus+gtx
2,376
1,208
729
2
339
873
16,266.4
5,139.9
0
10,253.5
1
0
1
0
16
0
9927_157
12
18
496
220
540
618
226
3
3,450
bus+train+gtx
2,574
1,256
700
2
472
837.1
18,960.8
2,418.5
1,793.5
13,911.8
1
1
1
0
16
0
9927_157
13
18
816
0
360
439
388
2
3,450
bus+gtx
2,409
1,176
794
2
404
950.6
16,039.1
4,835.1
0
10,253.5
1
0
1
0
16
0
9927_157
14
18
277
220
540
709
283
3
3,450
bus+train+gtx
2,500
1,037
754
2
469
902.7
18,712.6
2,104.6
1,793.5
13,911.8
1
1
1
0
16
0
9927_157
15
18
316
220
540
622
283
3
3,450
bus+train+gtx
2,462
1,076
764
2
479
914.2
17,940
1,320.6
1,793.5
13,911.8
1
1
1
0
16
0
9927_157
16
18
913
0
360
439
388
2
3,450
bus+gtx
2,574
1,273
862
2
472
1,031.6
16,639.3
5,354.2
0
10,253.5
1
0
1
0
16
0
9927_157
17
18
694
0
360
530
445
2
3,450
bus+gtx
2,500
1,054
916
2
469
1,097.3
16,391
5,040.3
0
10,253.5
1
0
1
0
16
0
9927_159
0
14
153
1,290
0
423
61
1
1,550
bus+train
1,952
1,443
86
2
23
102.2
11,374.2
722.8
10,549.2
0
1
1
0
23
23
1
9927_159
1
14
1,673
0
0
106
0
1
1,500
bus_only
1,999
1,673
220
2
218
263.5
12,173
11,909.5
0
0
1
0
0
0
23
0
9927_159
2
14
1,684
0
0
496
0
0
1,500
bus_only
2,374
1,684
194
2
192
231.2
12,140.7
11,909.5
0
0
1
0
0
0
23
0
9927_159
3
14
1,775
0
0
217
0
2
1,500
bus_only
2,131
1,775
139
2
137
166.6
11,887.3
11,720.7
0
0
1
0
0
0
23
0
9927_159
4
14
1,635
0
0
496
0
0
1,500
bus_only
2,353
1,635
222
2
220
265.2
11,725.3
11,460
0
0
1
0
0
0
23
0
9927_159
5
14
723
810
0
379
45
1
1,550
bus+train
2,109
1,533
197
2
150
234.8
11,557.9
4,756.9
6,566.2
0
1
1
0
0
23
0
9927_159
6
14
1,624
0
0
166
0
1
1,500
bus_only
2,070
1,624
280
2
278
334
11,794
11,460
0
0
1
0
0
0
23
0
9927_159
7
14
1,829
0
0
269
9
1
1,500
bus_only
2,510
1,829
412
2
401
492.3
12,549.3
12,057
0
0
1
0
0
0
23
0
9927_159
8
14
1,891
0
0
217
0
2
1,500
bus_only
2,469
1,891
361
2
359
432
12,359.5
11,927.5
0
0
1
0
0
0
23
0
9927_159
9
14
1,691
0
0
573
0
1
1,500
bus_only
2,675
1,691
411
2
409
492.2
12,570.9
12,078.7
0
0
1
0
0
0
23
0
9927_159
10
14
1,703
0
0
305
0
2
1,500
bus_only
2,419
1,703
411
2
409
492.2
12,731.9
12,239.7
0
0
1
0
0
0
23
0
9927_159
11
14
1,771
0
0
269
9
1
1,500
bus_only
2,590
1,771
550
2
539
658.2
12,241.3
11,583.1
0
0
1
0
0
0
23
0
9927_159
12
14
1,943
0
0
277
0
2
1,500
bus_only
2,744
1,943
524
2
522
626.7
12,708.2
12,081.6
0
0
1
0
0
0
23
0
9927_159
13
14
1,582
0
0
420
0
2
1,500
bus_only
2,543
1,582
541
2
539
648.3
11,891.1
11,242.8
0
0
1
0
0
0
23
0
9927_1801
0
13
123
900
0
727
61
1
1,550
bus+train
1,832
1,023
82
2
19
97.2
8,907.6
722.8
8,087.6
0
1
1
0
14
14
1
9927_1801
1
13
1,322
0
0
373
0
2
1,500
bus_only
1,956
1,322
261
2
259
311.4
8,793.6
8,482.2
0
0
1
0
0
0
14
0
9927_1801
2
13
1,550
0
0
252
0
1
1,500
bus_only
2,121
1,550
319
120
199
382
10,471.6
10,089.5
0
0
1
0
0
0
14
0
9927_1801
3
13
1,368
0
0
568
0
1
1,500
bus_only
2,269
1,368
333
2
331
397.6
8,879.6
8,482
0
0
1
0
0
0
14
0
9927_1801
4
13
1,373
0
0
482
35
1
1,500
bus_only
2,223
1,373
368
2
331
439.5
9,712.7
9,273.2
0
0
1
0
0
0
14
0
9927_1801
5
13
1,481
0
0
422
35
1
1,500
bus_only
2,296
1,481
393
2
356
471.2
10,089
9,617.7
0
0
1
0
0
0
14
0
9927_1801
6
13
1,598
0
0
319
0
2
1,500
bus_only
2,275
1,598
358
2
356
429.3
12,030.1
11,600.8
0
0
1
0
0
0
14
0
9927_1801
7
13
1,402
0
0
568
0
1
1,500
bus_only
2,426
1,402
456
2
454
546.1
9,452.5
8,906.4
0
0
1
0
0
0
14
0
9927_1801
8
13
1,356
0
0
373
0
2
1,500
bus_only
2,169
1,356
440
2
438
527.4
9,434
8,906.6
0
0
1
0
0
0
14
0
9927_1801
9
13
1,307
0
0
256
221
1
1,500
bus_only
2,117
1,307
554
2
331
662.1
9,330.7
8,668.6
0
0
1
0
0
0
14
0
9927_1801
10
13
1,341
0
0
256
221
1
1,500
bus_only
2,258
1,341
661
2
438
792
9,885
9,093
0
0
1
0
0
0
14
0
9927_1801
11
13
1,904
0
0
766
0
2
1,500
bus_only
3,158
1,904
488
2
486
583.6
10,982.2
10,398.5
0
0
1
0
0
0
14
0
9927_1801
12
13
193
1,020
0
386
96
1
1,550
bus+train
2,564
1,213
965
310
559
1,156.4
10,983.1
1,193.7
8,632.9
0
1
1
0
0
14
0
9927_1804
0
6
125
1,410
0
301
61
1
1,650
bus+train
1,906
1,535
70
2
7
83.7
15,739
722.8
14,932.6
0
1
1
0
16
16
1
9927_1804
1
6
3,308
0
0
452
5
1
1,600
bus_only
3,930
3,308
170
2
163
202.9
16,014
15,811.2
0
0
1
0
0
0
16
0
9927_1804
2
6
3,146
0
0
452
5
1
1,600
bus_only
3,940
3,146
342
2
335
409.8
15,827.9
15,418.1
0
0
1
0
0
0
16
0
9927_1804
3
6
3,446
0
0
452
5
1
1,600
bus_only
4,293
3,446
395
2
388
472.9
16,505.8
16,032.9
0
0
1
0
0
0
16
0
9927_1804
4
6
4,594
0
0
720
0
1
1,700
bus_only
5,828
4,594
514
2
512
616.5
23,494.5
22,878
0
0
1
0
0
0
16
0
9927_1804
5
6
905
1,610
0
711
93
1
1,650
bus+train
4,250
2,515
1,024
310
621
1,226.2
19,278
3,158.6
14,893.3
0
1
1
0
0
16
0
9927_1805
0
5
116
1,950
0
279
61
1
1,650
bus+train
2,469
2,066
124
2
61
148.3
18,623
722.8
17,751.9
0
1
1
0
18
18
1
9927_1805
1
5
116
400
660
885
165
3
3,700
bus+train+gtx
2,289
1,176
228
2
61
271.8
23,608.6
722.8
4,317.4
18,296.5
1
1
1
0
18
0
9927_1805
2
5
4,567
0
0
661
5
1
1,600
bus_only
5,736
4,567
508
2
501
608.7
19,001.2
18,392.5
0
0
1
0
0
0
18
0
9927_1805
3
5
4,567
0
0
613
7
1
1,600
bus_only
5,777
4,567
597
2
588
713.4
18,759.5
18,046.1
0
0
1
0
0
0
18
0
9927_1805
4
5
4,413
0
0
811
91
1
1,600
bus_only
6,165
4,413
941
2
848
1,126.7
20,986.2
19,859.5
0
0
1
0
0
0
18
0
9927_1806
0
6
126
165
660
784
79
2
3,700
bus+train+gtx
1,906
951
171
2
90
203
20,953.9
722.8
1,731.7
18,296.5
1
1
1
0
16
0
9927_1806
1
6
973
0
480
539
182
1
3,700
bus+gtx
2,294
1,453
302
2
118
360.2
20,895.4
5,454.9
0
15,080.2
1
0
1
0
16
0
9927_1806
2
6
126
1,800
0
562
61
1
1,750
bus+train
2,555
1,926
67
2
4
79.4
20,915.1
722.8
20,112.9
0
1
1
0
16
16
1
9927_1806
3
6
952
0
960
439
183
1
4,200
bus+gtx
2,654
1,912
303
2
118
361.4
32,171.6
7,018.7
0
24,791.6
1
0
1
0
16
0
9927_1806
4
6
5,775
0
0
368
5
1
1,700
bus_only
6,590
5,775
447
2
440
535.3
21,381.4
20,846.1
0
0
1
0
0
0
16
0
9927_1806
5
6
5,637
0
0
428
5
1
1,700
bus_only
6,597
5,637
532
2
525
637.4
21,113.6
20,476.2
0
0
1
0
0
0
16
0
9927_201
0
6
1,229
0
0
617
0
0
1,500
bus_only
1,998
1,229
152
2
150
180.9
9,383.6
9,202.7
0
0
1
0
0
0
17
0
9927_201
1
6
942
0
0
370
0
1
1,500
bus_only
1,518
942
206
2
204
246.7
8,082
7,835.4
0
0
1
0
0
0
17
0
9927_201
2
6
973
0
0
319
0
0
1,500
bus_only
1,637
973
345
2
343
411.7
8,222.6
7,811
0
0
1
0
0
0
17
0
9927_201
3
6
118
660
0
490
61
1
1,550
bus+train
1,638
778
370
2
307
442.2
8,019.9
722.8
6,854.9
0
1
1
0
17
17
1
9927_201
4
6
1,001
0
0
178
0
0
1,500
bus_only
1,593
1,001
414
2
412
495.2
8,414
7,918.8
0
0
1
0
0
0
17
0
9927_201
5
6
964
0
0
254
0
1
1,500
bus_only
1,668
964
450
2
448
538.6
8,349.6
7,811
0
0
1
0
0
0
17
0
9927_202
0
7
1,260
0
0
140
0
0
1,500
bus_only
1,523
1,260
123
2
121
147.4
8,691
8,543.6
0
0
1
0
0
0
20
0
9927_202
1
7
151
660
0
368
61
1
1,550
bus+train
1,687
811
508
2
445
607.4
8,185.1
722.8
6,854.9
0
1
1
0
2
20
0.4
9927_202
2
7
1,275
0
0
123
0
0
1,500
bus_only
1,700
1,275
302
2
300
361.2
8,991.3
8,630.1
0
0
1
0
0
3
20
0.6
9927_202
3
7
1,278
0
0
254
0
1
1,500
bus_only
1,760
1,278
228
2
226
272.8
9,012.5
8,739.6
0
0
1
0
0
0
20
0
9927_202
4
7
1,226
0
0
183
0
0
1,500
bus_only
1,758
1,226
349
2
347
417.6
8,600.6
8,183
0
0
1
0
0
0
20
0
9927_202
5
7
202
660
0
455
195
2
1,550
bus+train
1,709
862
392
2
195
470
8,355.3
1,030.4
6,854.9
0
1
1
0
0
20
0
9927_202
6
7
151
810
0
368
61
1
1,550
bus+train
1,875
961
546
2
483
653
8,943
722.8
7,567.2
0
1
1
0
0
20
0
9927_203
0
13
1,332
0
0
492
0
0
1,500
bus_only
1,871
1,332
47
2
45
55.7
9,210.6
9,154.9
0
0
1
0
0
2
16
1
9927_203
1
13
1,349
0
0
246
0
2
1,500
bus_only
1,652
1,349
57
2
55
67.7
9,222.6
9,154.9
0
0
1
0
0
0
16
0
9927_203
2
13
1,307
0
0
432
0
0
1,500
bus_only
1,957
1,307
218
2
216
260.4
9,180.7
8,920.3
0
0
1
0
0
0
16
0
9927_203
3
13
1,324
0
0
246
0
2
1,500
bus_only
1,788
1,324
218
2
216
260.4
9,180.7
8,920.3
0
0
1
0
0
0
16
0
9927_203
4
13
1,393
0
0
443
0
1
1,500
bus_only
2,235
1,393
399
2
397
476.5
9,643.1
9,166.5
0
0
1
0
0
0
16
0
9927_203
5
13
1,411
0
0
414
0
1
1,500
bus_only
2,301
1,411
476
2
474
570
10,202.7
9,632.8
0
0
1
0
0
0
16
0
9927_203
6
13
1,379
0
0
440
0
1
1,500
bus_only
2,295
1,379
476
2
474
570
10,007.3
9,437.3
0
0
1
0
0
0
16
0
9927_203
7
13
1,342
0
0
454
0
3
1,500
bus_only
2,164
1,342
368
2
366
440.4
9,283.7
8,843.3
0
0
1
0
0
0
16
0
9927_203
8
13
1,384
0
0
492
0
0
1,500
bus_only
2,462
1,384
586
2
584
701
10,343.9
9,642.9
0
0
1
0
0
0
16
0
9927_203
9
13
153
930
0
659
61
1
1,550
bus+train
2,282
1,083
540
2
477
646.9
9,748.3
722.8
8,378.6
0
1
1
0
0
16
0
9927_203
10
13
1,379
0
0
411
0
4
1,500
bus_only
2,218
1,379
428
2
426
512.7
9,863.8
9,351.1
0
0
1
0
0
0
16
0
9927_203
11
13
1,401
0
0
306
0
2
1,500
bus_only
2,293
1,401
586
2
584
701
10,343.9
9,642.9
0
0
1
0
0
0
16
0
9927_203
12
13
1,384
0
0
309
0
3
1,500
bus_only
2,216
1,384
523
2
521
626.6
10,064
9,437.3
0
0
1
0
0
0
16
0
9927_238
0
15
757
270
0
487
48
2
1,550
bus+train
1,582
1,027
68
2
18
79.7
8,444.9
5,235.6
3,129.6
0
1
1
0
0
19
0
9927_238
1
15
1,091
0
0
515
0
2
1,500
bus_only
1,824
1,091
218
2
216
260.3
8,572.8
8,312.5
0
0
1
0
0
0
19
0
9927_238
2
15
700
360
0
644
128
1
1,550
bus+train
1,852
1,060
148
2
18
175.5
9,189.7
4,995.6
4,018.6
0
1
1
0
0
19
0
9927_238
3
15
2,050
0
0
660
9
1
1,500
bus_only
2,828
2,050
118
2
107
138.8
13,123.9
12,985.1
0
0
1
0
0
0
19
0
9927_238
4
15
666
630
0
711
45
1
1,550
bus+train
2,211
1,296
204
2
157
242.4
10,677.8
4,756.9
5,678.5
0
1
1
0
1
19
1
9927_238
5
15
2,145
0
0
747
0
1
1,500
bus_only
3,031
2,145
139
2
137
165.2
13,279.6
13,114.5
0
0
1
0
0
0
19
0
9927_238
6
15
2,272
0
0
248
0
1
1,600
bus_only
2,738
2,272
218
2
216
260.3
15,443.4
15,183.1
0
0
1
0
0
0
19
0
9927_238
7
15
2,341
0
0
687
0
1
1,500
bus_only
3,189
2,341
161
2
159
192.7
13,530
13,337.3
0
0
1
0
0
0
19
0
9927_238
8
15
1,456
0
0
783
43
1
1,500
bus_only
2,500
1,456
261
2
216
311.6
9,449.2
9,137.6
0
0
1
0
0
0
19
0
9927_238
9
15
1,043
0
0
414
209
1
1,500
bus_only
1,834
1,043
377
2
166
450.2
8,384.8
7,934.6
0
0
1
0
0
0
19
0
9927_238
10
15
1,220
0
0
728
104
1
1,500
bus_only
2,270
1,220
322
2
216
384.3
8,227.4
7,843.1
0
0
1
0
0
0
19
0
9927_238
11
15
2,225
0
0
687
0
1
1,500
bus_only
3,121
2,225
209
2
207
250.4
13,601.4
13,351
0
0
1
0
0
0
19
0