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_221
0
8
272
1,110
0
461
80
2
1,550
bus+train
2,097
1,382
254
168
6
301.9
12,334.2
1,220
10,812.3
0
1
1
0
0
116
0
1003_221
1
8
0
1,260
0
445
40
1
1,550
train_only
2,097
1,260
392
346
6
468.4
12,245
0
11,776.6
0
0
1
0
113
116
0.982609
1003_221
2
8
1,794
0
0
451
0
2
1,500
bus_only
2,524
1,794
279
168
111
333.1
12,579.3
12,246.1
0
0
1
0
0
0
116
0
1003_221
3
8
1,320
180
0
656
124
1
1,550
bus+train
2,493
1,500
337
26
187
401.5
12,807.3
9,765.5
2,640.3
0
1
1
0
0
116
0
1003_221
4
8
1,240
180
0
656
124
1
1,550
bus+train
2,468
1,420
392
26
242
467.8
12,377.4
9,269.3
2,640.3
0
1
1
0
2
116
0.017391
1003_221
5
8
1,769
0
0
269
0
2
1,500
bus_only
2,451
1,769
413
168
245
494.2
13,058.8
12,564.6
0
0
1
0
0
0
116
0
1003_221
6
8
1,689
0
0
329
0
2
1,500
bus_only
2,471
1,689
453
168
285
541.9
12,610.4
12,068.5
0
0
1
0
0
0
116
0
1003_221
7
8
1,862
0
0
451
0
2
1,500
bus_only
2,831
1,862
518
168
350
620
13,268.6
12,648.6
0
0
1
0
0
0
116
0
1003_222
0
11
1,170
180
0
532
124
1
1,550
bus+train
2,161
1,350
279
26
129
331.6
11,786.2
8,814.3
2,640.3
0
1
1
0
0
239
0
1003_222
1
11
0
893
0
942
103
2
1,550
train_only
2,121
893
286
26
157
341.3
11,552.2
0
11,210.9
0
0
1
0
239
239
1
1003_222
2
11
1,794
0
0
590
0
0
1,500
bus_only
2,807
1,794
423
168
255
506.5
12,371.8
11,865.3
0
0
1
0
0
0
239
0
1003_222
3
11
1,256
300
0
781
57
2
1,550
bus+train
2,564
1,556
227
26
144
269.9
12,574.8
9,271.8
3,033.1
0
1
1
0
0
239
0
1003_222
4
11
1,142
180
0
670
124
1
1,550
bus+train
2,247
1,322
255
26
105
303.1
11,793.7
8,850.2
2,640.3
0
1
1
0
0
239
0
1003_222
5
11
1,352
300
0
459
57
1
1,550
bus+train
2,449
1,652
338
26
255
403.7
12,847
9,410.2
3,033.1
0
1
1
0
0
239
0
1003_222
6
11
1,099
180
0
532
124
1
1,550
bus+train
2,236
1,279
425
26
275
507.5
11,702.9
8,555.1
2,640.3
0
1
1
0
0
239
0
1003_222
7
11
617
540
0
656
155
1
1,550
bus+train
2,249
1,157
436
26
255
521.4
9,926.3
4,771.3
4,633.6
0
1
1
0
0
239
0
1003_222
8
11
1,215
300
0
459
57
1
1,550
bus+train
2,539
1,515
565
26
482
674.9
12,411.6
8,703.6
3,033.1
0
1
1
0
0
239
0
1003_222
9
11
1,657
0
0
590
0
0
1,500
bus_only
2,844
1,657
597
168
429
715
11,873.7
11,158.7
0
0
1
0
0
0
239
0
1003_222
10
11
509
540
0
656
155
1
1,550
bus+train
2,365
1,049
660
26
479
788.9
9,487.2
4,064.7
4,633.6
0
1
1
0
0
239
0
1003_223
0
9
1,149
0
0
1,056
0
1
1,500
bus_only
2,478
1,149
273
168
105
324.6
7,721.9
7,397.3
0
0
1
0
0
0
117
0
1003_223
1
9
0
1,020
0
545
40
1
1,550
train_only
2,001
1,020
436
346
50
520.5
10,233.1
0
9,712.6
0
0
1
0
114
117
1
1003_223
2
9
2,586
0
0
298
0
0
1,500
bus_only
3,332
2,586
448
343
105
535.2
14,645.5
14,110.3
0
0
1
0
0
0
117
0
1003_223
3
9
1,188
180
0
543
124
3
1,550
bus+train
2,117
1,368
206
26
56
245.2
10,428.1
7,542.6
2,640.3
0
1
1
0
0
117
0
1003_223
4
9
1,092
180
0
493
124
2
1,550
bus+train
2,135
1,272
370
26
220
441.7
10,811.3
7,729.2
2,640.3
0
1
1
0
0
117
0
1003_223
5
9
1,020
180
0
493
124
2
1,550
bus+train
2,117
1,200
424
26
274
505.7
10,362.4
7,216.4
2,640.3
0
1
1
0
0
117
0
1003_223
6
9
1,108
0
0
996
0
1
1,500
bus_only
2,612
1,108
508
168
340
608.2
7,668.8
7,060.6
0
0
1
0
0
0
117
0
1003_223
7
9
2,545
0
0
238
0
0
1,500
bus_only
3,466
2,545
683
343
340
818.8
14,592.3
13,773.6
0
0
1
0
0
0
117
0
1003_223
8
9
1,358
180
0
543
124
3
1,550
bus+train
2,683
1,538
602
26
452
720
11,259.1
7,898.8
2,640.3
0
1
1
0
0
117
0
1003_224
0
13
1,136
180
0
726
30
1
1,550
bus+train
2,176
1,316
134
26
78
158.5
8,520.3
7,361.9
999.9
0
1
1
0
0
47
0
1003_224
1
13
282
780
0
430
80
2
1,550
bus+train
1,744
1,062
252
168
4
298.7
9,629.9
1,220
8,111.2
0
1
1
0
0
47
0
1003_224
2
13
1,908
0
0
602
0
0
1,500
bus_only
2,893
1,908
383
306
77
457.8
11,589.7
11,131.9
0
0
1
0
0
0
47
0
1003_224
3
13
1,050
180
0
879
30
2
1,550
bus+train
2,267
1,230
158
26
102
187.8
8,578.4
7,390.7
999.9
0
1
1
0
0
47
0
1003_224
4
13
933
300
0
570
159
1
1,550
bus+train
2,134
1,233
331
168
4
394.8
10,228.2
6,840.4
2,993.1
0
1
1
0
0
47
0
1003_224
5
13
0
930
0
424
40
1
1,550
train_only
1,744
930
390
346
4
465.2
9,540.7
0
9,075.5
0
0
1
0
47
47
1
1003_224
6
13
1,035
180
0
726
30
1
1,550
bus+train
2,306
1,215
365
26
309
436.5
8,437.4
7,000.9
999.9
0
1
1
0
0
47
0
1003_224
7
13
1,583
0
0
224
0
1
1,500
bus_only
2,215
1,583
408
306
102
488
10,098.9
9,610.9
0
0
1
0
0
0
47
0
1003_224
8
13
1,525
0
0
284
0
1
1,500
bus_only
2,358
1,525
549
306
243
656.5
10,069
9,412.5
0
0
1
0
0
0
47
0
1003_224
9
13
1,850
0
0
602
0
0
1,500
bus_only
3,001
1,850
549
306
243
656.5
11,590
10,933.5
0
0
1
0
0
0
47
0
1003_224
10
13
1,667
0
0
224
0
1
1,500
bus_only
2,636
1,667
745
306
439
893
10,814.6
9,921.6
0
0
1
0
0
0
47
0
1003_224
11
13
1,992
0
0
542
0
0
1,500
bus_only
3,279
1,992
745
306
439
893
12,335.6
11,442.6
0
0
1
0
0
0
47
0
1003_224
12
13
1,321
0
0
340
342
2
1,500
bus_only
2,621
1,321
960
168
450
1,150
8,570.9
7,420.9
0
0
1
0
0
0
47
0
1003_225
0
18
0
840
0
915
105
2
1,550
train_only
1,913
840
158
26
27
185.8
7,979.4
0
7,793.6
0
0
1
0
0
39
0
1003_225
1
18
0
780
0
720
40
1
1,550
train_only
1,913
780
413
346
27
493.1
8,088.9
0
7,595.8
0
0
1
0
0
39
0
1003_225
2
18
0
1,950
0
1,019
31
1
1,650
train_only
3,053
1,950
84
26
27
98.7
19,108.7
0
19,010
0
0
1
0
39
39
1
1003_225
3
18
1,134
210
0
1,337
26
2
1,550
bus+train
2,856
1,344
175
26
123
207.9
8,848
7,478
1,162.1
0
1
1
0
0
39
0
1003_225
4
18
1,267
0
0
684
84
1
1,500
bus_only
2,259
1,267
308
168
56
367
8,250
7,883
0
0
1
0
0
0
39
0
1003_225
5
18
1,717
300
0
785
57
1
1,550
bus+train
3,075
2,017
273
26
190
324.3
14,494.5
11,137.1
3,033.1
0
1
1
0
0
39
0
1003_225
6
18
1,520
0
0
314
0
1
1,500
bus_only
2,239
1,520
405
306
99
484
11,322.9
10,838.9
0
0
1
0
0
0
39
0
1003_225
7
18
1,428
0
0
1,137
0
1
1,500
bus_only
2,856
1,428
291
168
123
348.1
9,046.1
8,698
0
0
1
0
0
0
39
0
1003_225
8
18
1,571
300
0
785
57
1
1,550
bus+train
2,980
1,871
324
26
241
386
14,103.4
10,684.4
3,033.1
0
1
1
0
0
39
0
1003_225
9
18
1,234
0
0
744
84
1
1,500
bus_only
2,474
1,234
496
168
244
593.3
8,180
7,586.7
0
0
1
0
0
0
39
0
1003_225
10
18
1,086
210
0
1,397
26
2
1,550
bus+train
3,153
1,296
460
26
408
548.7
8,933.8
7,222.9
1,162.1
0
1
1
0
0
39
0
1003_225
11
18
1,193
210
0
1,337
26
2
1,550
bus+train
3,202
1,403
462
26
410
551.4
9,657.2
7,943.6
1,162.1
0
1
1
0
0
39
0
1003_225
12
18
1,380
0
0
1,197
0
1
1,500
bus_only
3,153
1,380
576
168
408
688.9
9,131.9
8,443
0
0
1
0
0
0
39
0
1003_225
13
18
1,341
0
0
684
84
1
1,500
bus_only
2,687
1,341
662
168
410
792
8,994.4
8,202.4
0
0
1
0
0
0
39
0
1003_225
14
18
1,472
0
0
314
0
1
1,500
bus_only
2,500
1,472
714
306
408
854.7
11,438.6
10,583.9
0
0
1
0
0
0
39
0
1003_225
15
18
1,579
0
0
254
0
1
1,500
bus_only
2,549
1,579
716
306
410
857.4
12,162
11,304.6
0
0
1
0
0
0
39
0
1003_225
16
18
1,549
300
0
843
57
2
1,550
bus+train
3,256
1,849
564
26
481
674.1
14,741.1
11,034
3,033.1
0
1
1
0
0
39
0
1003_225
17
18
1,099
0
0
923
73
2
1,500
bus_only
2,744
1,099
722
168
481
863.7
7,733.8
6,870.1
0
0
1
0
0
0
39
0
1003_226
0
3
919
0
0
377
0
0
1,500
bus_only
1,627
919
331
168
163
395.1
7,235.5
6,840.4
0
0
1
0
0
0
105
0
1003_226
1
3
0
630
0
198
0
0
1,550
train_only
1,224
630
396
346
50
473.5
6,555.9
0
6,082.4
0
0
1
0
105
105
1
1003_226
2
3
860
0
0
377
0
0
1,500
bus_only
1,854
860
617
168
449
737.9
6,926.4
6,188.5
0
0
1
0
0
0
105
0
1003_227
0
17
0
1,590
0
514
31
1
1,650
train_only
2,189
1,590
85
26
28
100.1
16,012
0
15,911.9
0
0
1
0
148
148
1
1003_227
1
17
288
600
0
515
80
2
1,550
bus+train
1,679
888
276
168
28
327.9
8,250.6
1,220
6,702.7
0
1
1
0
0
148
0
1003_227
2
17
1,302
0
0
331
0
1
1,500
bus_only
1,973
1,302
340
168
172
406.3
8,378.3
7,972
0
0
1
0
0
0
148
0
1003_227
3
17
1,444
0
0
331
0
1
1,500
bus_only
2,124
1,444
349
168
181
417
8,751.5
8,334.6
0
0
1
0
0
0
148
0
1003_227
4
17
1,028
120
0
356
159
1
1,550
bus+train
1,859
1,148
355
168
28
423.9
8,849
6,840.4
1,584.6
0
1
1
0
0
148
0
1003_227
5
17
798
180
0
420
95
2
1,550
bus+train
1,771
978
373
26
252
446.3
8,384.2
5,297.6
2,640.3
0
1
1
0
0
148
0
1003_227
6
17
0
750
0
515
40
1
1,550
train_only
1,679
750
414
346
28
494.4
8,161.5
0
7,667
0
0
1
0
0
148
0
1003_227
7
17
927
330
0
466
131
1
1,550
bus+train
2,141
1,257
418
26
261
498.6
10,915
6,376.6
4,039.8
0
1
1
0
0
148
0
1003_227
8
17
836
180
0
420
95
2
1,550
bus+train
1,868
1,016
432
26
311
515.6
9,015.8
5,859.9
2,640.3
0
1
1
0
0
148
0
1003_227
9
17
1,008
0
0
205
0
1
1,500
bus_only
1,771
1,008
558
306
252
668.4
7,330.2
6,661.8
0
0
1
0
0
0
148
0
1003_227
10
17
437
480
0
452
86
2
1,550
bus+train
1,842
917
473
168
219
563.9
8,317.8
2,635.8
5,118.1
0
1
1
0
0
148
0
1003_227
11
17
965
330
0
466
131
1
1,550
bus+train
2,277
1,295
516
26
359
617.4
11,596
6,938.9
4,039.8
0
1
1
0
0
148
0
1003_227
12
17
1,046
0
0
205
0
1
1,500
bus_only
1,868
1,046
617
306
311
737.7
7,961.8
7,224.1
0
0
1
0
0
0
148
0
1003_227
13
17
149
630
0
452
46
1
1,550
bus+train
1,842
779
611
346
219
730.4
8,228.6
1,415.8
6,082.4
0
1
1
0
0
148
0
1003_227
14
17
1,374
180
0
847
95
2
1,550
bus+train
2,848
1,554
447
26
326
534.7
8,570
5,394.9
2,640.3
0
1
1
0
0
148
0
1003_227
15
17
1,542
0
0
699
0
2
1,500
bus_only
2,735
1,542
494
168
326
591.1
8,262.5
7,671.5
0
0
1
0
0
0
148
0
1003_227
16
17
1,677
0
0
426
0
1
1,500
bus_only
2,735
1,677
632
306
326
756.8
9,563.5
8,806.7
0
0
1
0
0
0
148
0
1003_228
0
8
819
0
0
221
0
1
1,500
bus_only
1,407
819
367
306
61
438.6
6,459.6
6,021
0
0
1
0
0
0
346
0.125
1003_228
1
8
765
0
0
67
0
0
1,500
bus_only
1,353
765
521
306
215
623.7
6,391.3
5,767.6
0
0
1
0
0
0
346
0.125
1003_228
2
8
834
0
0
127
0
0
1,500
bus_only
1,465
834
504
306
198
603.2
6,773.2
6,169.9
0
0
1
0
0
0
346
0.125
1003_228
3
8
804
0
0
844
0
0
1,500
bus_only
2,125
804
477
306
171
570.3
6,598.4
6,028.1
0
0
1
0
0
0
346
0.125
1003_228
4
8
772
0
0
166
0
1
1,500
bus_only
1,456
772
518
306
212
620
6,658.4
6,038.3
0
0
1
0
0
0
346
0.125
1003_228
5
8
715
0
0
166
0
1
1,500
bus_only
1,454
715
573
306
267
686.1
6,407.2
5,721.1
0
0
1
0
0
0
346
0.125
1003_228
6
8
804
0
0
226
0
1
1,500
bus_only
1,831
804
801
306
495
959.8
7,274
6,314.2
0
0
1
0
0
0
346
0.125
1003_228
7
8
883
0
0
844
0
0
1,500
bus_only
2,566
883
839
306
533
1,005.7
7,374.9
6,369.2
0
0
1
0
0
0
346
0.125
1003_229
0
16
0
1,380
0
394
31
1
1,550
train_only
1,864
1,380
90
26
33
105.5
13,970.8
0
13,865.3
0
0
1
0
346
348
0.994253
1003_229
1
16
0
930
0
512
153
2
1,550
train_only
1,654
930
212
26
33
252.1
9,058.5
0
8,806.5
0
0
1
0
1
348
0.002874
1003_229
2
16
1,349
0
0
114
0
0
1,500
bus_only
1,896
1,349
433
306
127
516.8
7,370.4
6,853.5
0
0
1
0
0
0
348
0
1003_229
3
16
982
180
0
426
95
1
1,550
bus+train
1,863
1,162
275
26
154
329
6,937.7
3,968.4
2,640.3
0
1
1
0
1
348
0.002874
1003_229
4
16
828
60
0
361
156
1
1,550
bus+train
1,744
888
495
306
33
591.8
7,325.8
5,767.6
966.4
0
1
1
0
0
348
0
1003_229
5
16
907
180
0
444
95
1
1,550
bus+train
2,054
1,087
523
26
402
625.9
6,905
3,638.9
2,640.3
0
1
1
0
0
348
0
1003_229
6
16
1,015
0
0
243
136
2
1,500
bus_only
1,854
1,015
596
306
154
714.2
7,435.5
6,721.3
0
0
1
0
0
0
348
0
1003_229
7
16
964
0
0
212
218
1
1,500
bus_only
1,854
964
678
306
154
811.6
7,279.5
6,467.9
0
0
1
0
0
0
348
0
1003_229
8
16
1,094
180
0
426
95
1
1,550
bus+train
2,316
1,274
616
26
495
737.4
7,909.6
4,531.8
2,640.3
0
1
1
0
0
348
0
1003_229
9
16
905
180
0
426
95
1
1,550
bus+train
2,177
1,085
666
26
545
797.9
7,038.3
3,600.1
2,640.3
0
1
1
0
0
348
0
1003_229
10
16
1,461
0
0
54
0
0
1,500
bus_only
2,316
1,461
801
306
495
959.5
8,376.5
7,417
0
0
1
0
0
0
348
0
1003_229
11
16
1,272
0
0
54
0
0
1,500
bus_only
2,177
1,272
851
306
545
1,020
7,505.2
6,485.2
0
0
1
0
0
0
348
0
1003_229
12
16
1,076
0
0
212
218
1
1,500
bus_only
2,307
1,076
1,019
306
495
1,220.1
8,251.4
7,031.3
0
0
1
0
0
0
348
0