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
1001_206
10
16
581
0
0
253
0
1
1,500
bus_only
1,410
581
576
77
499
690.1
5,126.5
4,436.4
0
0
1
0
0
0
154
0.0625
1001_206
11
16
539
0
0
221
62
1
1,500
bus_only
1,377
539
617
77
478
737.8
5,216.2
4,478.4
0
0
1
0
0
0
154
0.0625
1001_206
12
16
718
0
0
333
0
1
1,500
bus_only
1,661
718
610
69
541
730.9
5,893
5,162.1
0
0
1
0
0
0
154
0.0625
1001_206
13
16
594
0
0
107
0
0
1,500
bus_only
1,420
594
719
241
478
862.1
5,259.2
4,397.1
0
0
1
0
0
0
154
0.0625
1001_206
14
16
598
0
0
221
62
1
1,500
bus_only
1,523
598
704
77
565
842.7
5,570.2
4,727.5
0
0
1
0
0
0
154
0.0625
1001_206
15
16
772
0
0
107
0
0
1,500
bus_only
1,661
772
782
241
541
938.2
6,234.8
5,296.5
0
0
1
0
0
0
154
0.0625
1001_207
0
16
876
0
0
480
0
0
1,500
bus_only
1,416
876
60
44
16
70.5
5,282.3
5,211.8
0
0
1
0
0
0
216
0.0625
1001_207
1
16
254
420
0
288
29
1
1,550
bus+train
1,104
674
142
77
36
169
5,711
2,136.2
3,405.8
0
1
1
0
0
216
0.0625
1001_207
2
16
827
0
0
480
0
0
1,500
bus_only
1,562
827
255
44
211
304
5,320.5
5,016.4
0
0
1
0
0
0
216
0.0625
1001_207
3
16
998
0
0
184
0
1
1,500
bus_only
1,275
998
93
77
16
110.2
7,546.7
7,436.5
0
0
1
0
0
0
216
0.0625
1001_207
4
16
831
0
0
497
0
1
1,500
bus_only
1,505
831
177
44
133
211.2
5,866.2
5,655
0
0
1
0
0
0
216
0.0625
1001_207
5
16
775
0
0
497
0
1
1,500
bus_only
1,527
775
255
44
211
304
5,670
5,365.9
0
0
1
0
0
0
216
0.0625
1001_207
6
16
949
0
0
184
0
1
1,500
bus_only
1,421
949
288
77
211
343.7
7,584.9
7,241.1
0
0
1
0
0
0
216
0.0625
1001_207
7
16
830
0
0
301
0
0
1,500
bus_only
1,505
830
374
241
133
448.4
6,220.6
5,772.2
0
0
1
0
0
0
216
0.0625
1001_207
8
16
774
0
0
301
0
0
1,500
bus_only
1,527
774
452
241
211
541.3
6,024.4
5,483.1
0
0
1
0
0
0
216
0.0625
1001_207
9
16
788
0
0
480
0
0
1,500
bus_only
1,731
788
463
44
419
553.5
5,383.4
4,829.9
0
0
1
0
0
0
216
0.0625
1001_207
10
16
808
0
0
544
0
1
1,500
bus_only
1,749
808
397
44
353
475
5,640.5
5,165.5
0
0
1
0
0
0
216
0.0625
1001_207
11
16
736
0
0
497
0
1
1,500
bus_only
1,696
736
463
44
419
553.5
5,732.9
5,179.4
0
0
1
0
0
0
216
0.0625
1001_207
12
16
910
0
0
184
0
1
1,500
bus_only
1,590
910
496
77
419
593.2
7,647.8
7,054.6
0
0
1
0
0
0
216
0.0625
1001_207
13
16
945
0
0
540
0
0
1,500
bus_only
2,014
945
529
44
485
632.2
6,269.1
5,636.9
0
0
1
0
0
0
216
0.0625
1001_207
14
16
1,067
0
0
244
0
1
1,500
bus_only
1,873
1,067
562
77
485
671.9
8,533.5
7,861.6
0
0
1
0
0
0
216
0.0625
1001_207
15
16
735
0
0
301
0
0
1,500
bus_only
1,696
735
660
241
419
790.8
6,087.3
5,296.5
0
0
1
0
0
0
216
0.0625
1001_208
0
10
341
510
0
385
29
1
1,550
bus+train
1,423
851
187
77
81
222.2
6,580.2
2,136.2
4,221.8
0
1
1
0
1
332
1
1001_208
1
10
395
540
0
231
119
1
1,550
bus+train
1,473
935
307
77
111
365.9
7,174.4
2,624.2
4,184.2
0
1
1
0
0
332
0
1001_208
2
10
1,300
0
0
369
0
0
1,500
bus_only
1,884
1,300
215
44
171
256.4
6,123.1
5,866.6
0
0
1
0
0
0
332
0
1001_208
3
10
1,196
0
0
281
0
1
1,500
bus_only
1,692
1,196
215
77
138
256.5
6,663.5
6,407
0
0
1
0
0
0
332
0
1001_208
4
10
1,738
0
0
337
0
0
1,500
bus_only
2,434
1,738
359
108
251
429.6
8,977.6
8,548
0
0
1
0
0
0
332
0
1001_208
5
10
1,271
0
0
309
0
0
1,500
bus_only
2,001
1,271
421
44
377
504.2
6,141.1
5,636.9
0
0
1
0
0
0
332
0
1001_208
6
10
1,129
0
0
221
0
1
1,500
bus_only
1,804
1,129
454
77
377
543.9
6,570.9
6,027
0
0
1
0
0
0
332
0
1001_208
7
10
1,244
0
0
281
0
1
1,500
bus_only
1,994
1,244
469
77
392
561
7,238.5
6,677.4
0
0
1
0
0
0
332
0
1001_208
8
10
1,332
0
0
369
0
0
1,500
bus_only
2,244
1,332
543
44
499
649.8
6,839.4
6,189.6
0
0
1
0
0
0
332
0
1001_208
9
10
1,488
0
0
216
0
1
1,500
bus_only
2,236
1,488
532
44
488
636.7
9,505.6
8,868.9
0
0
1
0
0
0
332
0
1001_209
0
8
1,168
0
0
311
0
1
1,500
bus_only
1,622
1,168
143
44
99
169.8
7,937.1
7,767.3
0
0
1
0
0
0
319
0.125
1001_209
1
8
597
300
0
306
18
1
1,550
bus+train
1,386
897
183
108
57
217.3
7,055.7
4,307.8
2,530.5
0
1
1
0
0
319
0.125
1001_209
2
8
1,076
0
0
962
0
1
1,500
bus_only
2,529
1,076
491
44
447
587.6
7,103.6
6,516
0
0
1
0
0
0
319
0.125
1001_209
3
8
1,485
0
0
731
33
2
1,500
bus_only
2,727
1,485
511
44
434
611.1
8,064.4
7,453.4
0
0
1
0
0
0
319
0.125
1001_209
4
8
1,264
0
0
383
0
2
1,500
bus_only
2,278
1,264
631
44
587
755.9
9,131.3
8,375.5
0
0
1
0
0
0
319
0.125
1001_209
5
8
1,528
0
0
791
33
2
1,500
bus_only
2,898
1,528
579
44
502
693.1
8,319.6
7,626.5
0
0
1
0
0
0
319
0.125
1001_209
6
8
1,146
0
0
808
0
1
1,500
bus_only
2,618
1,146
664
77
587
795.5
8,547.4
7,751.9
0
0
1
0
0
0
319
0.125
1001_209
7
8
1,703
0
0
339
186
1
1,500
bus_only
2,845
1,703
803
108
509
963
10,379.6
9,416.5
0
0
1
0
0
0
319
0.125
1001_210
0
7
299
750
0
222
29
1
1,550
bus+train
1,384
1,049
113
77
7
134
8,294.3
2,136.2
6,024.1
0
1
1
0
0
395
0.142857
1001_210
1
7
1,205
0
0
461
0
1
1,500
bus_only
2,008
1,205
342
44
298
408.8
8,271
7,862.2
0
0
1
0
0
0
395
0.142857
1001_210
2
7
1,253
0
0
564
28
1
1,500
bus_only
2,084
1,253
267
44
195
318.4
8,534.9
8,216.6
0
0
1
0
0
0
395
0.142857
1001_210
3
7
1,317
0
0
564
28
1
1,500
bus_only
2,163
1,317
282
44
210
336.4
8,911.7
8,575.4
0
0
1
0
0
0
395
0.142857
1001_210
4
7
1,153
0
0
521
0
1
1,500
bus_only
2,225
1,153
551
44
507
659.7
8,072.1
7,412.4
0
0
1
0
0
0
395
0.142857
1001_210
5
7
1,194
0
0
306
0
1
1,500
bus_only
2,088
1,194
588
44
544
704
8,065.8
7,361.9
0
0
1
0
0
0
395
0.142857
1001_210
6
7
2,226
0
0
945
56
1
1,600
bus_only
3,752
2,226
581
44
481
695.2
17,942.6
17,247.4
0
0
1
0
0
0
395
0.142857
1001_211
0
3
382
870
0
512
29
1
1,550
bus+train
1,871
1,252
107
69
9
126.3
9,138.4
2,176.4
6,835.6
0
1
1
0
2
604
1
1001_211
1
3
1,470
0
0
741
28
1
1,500
bus_only
2,431
1,470
220
44
148
261.4
9,342
9,080.6
0
0
1
0
0
0
604
0
1001_211
2
3
1,967
0
0
1,424
0
2
1,500
bus_only
3,881
1,967
490
44
446
586
10,284.7
9,698.7
0
0
1
0
0
0
604
0
1001_212
0
14
299
1,020
0
273
29
1
1,550
bus+train
1,712
1,319
120
77
14
142.6
10,371.9
2,136.2
8,093.1
0
1
1
0
1
564
1
1001_212
1
14
1,646
0
0
223
0
1
1,500
bus_only
2,113
1,646
244
69
175
291.5
13,133
12,841.5
0
0
1
0
0
0
564
0
1001_212
2
14
1,677
0
0
223
0
1
1,500
bus_only
2,163
1,677
263
69
194
313.9
13,396.7
13,082.8
0
0
1
0
0
0
564
0
1001_212
3
14
1,453
0
0
811
28
1
1,500
bus_only
2,534
1,453
270
44
198
321
10,606.6
10,285.6
0
0
1
0
0
0
564
0
1001_212
4
14
1,776
0
0
223
0
1
1,500
bus_only
2,312
1,776
313
69
244
373.6
14,081.3
13,707.7
0
0
1
0
0
0
564
0
1001_212
5
14
1,509
0
0
304
0
2
1,500
bus_only
2,180
1,509
367
77
290
438.7
12,774
12,335.4
0
0
1
0
0
0
564
0
1001_212
6
14
1,778
0
0
402
0
3
1,500
bus_only
2,460
1,778
280
69
211
334.5
14,505.6
14,171.1
0
0
1
0
0
0
564
0
1001_212
7
14
1,551
0
0
546
0
3
1,500
bus_only
2,385
1,551
288
77
211
344.3
12,956.9
12,612.5
0
0
1
0
0
0
564
0
1001_212
8
14
2,276
0
0
510
0
1
1,500
bus_only
3,158
2,276
372
69
303
445.3
15,352.8
14,907.5
0
0
1
0
0
0
564
0
1001_212
9
14
1,569
0
0
283
0
1
1,500
bus_only
2,388
1,569
536
69
467
641.2
13,147.6
12,506.4
0
0
1
0
0
0
564
0
1001_212
10
14
1,713
0
0
223
0
1
1,500
bus_only
2,504
1,713
568
69
499
679.9
14,053.6
13,373.7
0
0
1
0
0
0
564
0
1001_212
11
14
1,745
0
0
223
0
1
1,500
bus_only
2,577
1,745
609
69
540
729.6
14,140.2
13,410.6
0
0
1
0
0
0
564
0
1001_212
12
14
1,454
0
0
304
0
2
1,500
bus_only
2,337
1,454
579
77
502
693.3
12,832.8
12,139.5
0
0
1
0
0
0
564
0
1001_212
13
14
1,847
0
0
629
0
1
1,600
bus_only
3,090
1,847
614
44
570
735.4
15,849.1
15,113.6
0
0
1
0
0
0
564
0
1001_213
0
19
422
1,140
0
434
29
1
1,550
bus+train
2,178
1,562
182
69
84
216.2
12,007.7
2,176.4
9,615.1
0
1
1
0
0
247
0.052632
1001_213
1
19
1,774
0
0
398
0
2
1,500
bus_only
2,640
1,774
468
69
399
560.4
14,276.3
13,715.9
0
0
1
0
0
0
247
0.052632
1001_213
2
19
2,053
0
0
849
0
1
1,500
bus_only
3,083
2,053
181
44
137
215.3
12,768.6
12,553.3
0
0
1
0
0
0
247
0.052632
1001_213
3
19
2,596
0
0
331
0
2
1,600
bus_only
3,155
2,596
228
69
159
272.1
16,009.9
15,737.8
0
0
1
0
0
0
247
0.052632
1001_213
4
19
2,203
0
0
720
0
2
1,500
bus_only
3,151
2,203
228
69
159
272.1
14,597.7
14,325.7
0
0
1
0
0
0
247
0.052632
1001_213
5
19
2,025
0
0
482
0
3
1,500
bus_only
2,735
2,025
228
69
159
272.1
14,583.7
14,311.6
0
0
1
0
0
0
247
0.052632
1001_213
6
19
2,490
0
0
331
0
2
1,600
bus_only
3,093
2,490
272
69
203
324.4
15,742.7
15,418.3
0
0
1
0
0
0
247
0.052632
1001_213
7
19
2,281
0
0
249
0
1
1,600
bus_only
2,998
2,281
468
69
399
560.4
15,702.5
15,142.2
0
0
1
0
0
0
247
0.052632
1001_213
8
19
1,854
0
0
327
46
1
1,500
bus_only
2,695
1,854
514
69
399
614.6
14,671.1
14,056.6
0
0
1
0
0
0
247
0.052632
1001_213
9
19
2,492
0
0
288
0
1
1,600
bus_only
3,242
2,492
462
69
393
552.3
16,089.8
15,537.5
0
0
1
0
0
0
247
0.052632
1001_213
10
19
2,420
0
0
288
0
1
1,600
bus_only
3,236
2,420
528
69
459
631.2
15,896.8
15,265.5
0
0
1
0
0
0
247
0.052632
1001_213
11
19
2,650
0
0
331
0
2
1,600
bus_only
3,428
2,650
447
69
378
534.5
16,466.9
15,932.4
0
0
1
0
0
0
247
0.052632
1001_213
12
19
2,077
0
0
542
0
3
1,500
bus_only
3,057
2,077
438
69
369
522.2
15,028.4
14,506.2
0
0
1
0
0
0
247
0.052632
1001_213
13
19
2,257
0
0
720
0
2
1,500
bus_only
3,424
2,257
447
69
378
534.5
15,054.7
14,520.2
0
0
1
0
0
0
247
0.052632
1001_213
14
19
1,913
0
0
561
0
2
1,500
bus_only
3,002
1,913
528
69
459
631.2
14,505.4
13,874.2
0
0
1
0
0
0
247
0.052632
1001_213
15
19
3,072
0
0
731
0
2
1,800
bus_only
4,212
3,072
409
44
365
489
26,806.2
26,317.2
0
0
1
0
0
0
247
0.052632
1001_213
16
19
2,366
0
0
309
0
1
1,600
bus_only
3,307
2,366
632
69
563
756
16,560.1
15,804.1
0
0
1
0
0
0
247
0.052632
1001_213
17
19
1,939
0
0
387
46
1
1,500
bus_only
3,004
1,939
678
69
563
810.2
15,528.7
14,718.6
0
0
1
0
0
0
247
0.052632
1001_213
18
19
1,859
0
0
458
0
2
1,500
bus_only
2,949
1,859
632
69
563
756
15,133.9
14,377.9
0
0
1
0
0
0
247
0.052632
1001_214
0
6
622
930
0
317
18
1
1,550
bus+train
2,000
1,552
131
108
5
154.8
12,346.5
4,307.8
7,883.9
0
1
1
0
0
264
0.166667
1001_214
1
6
1,888
0
0
1,200
0
1
1,500
bus_only
3,688
1,888
600
44
556
718.3
12,877.8
12,159.6
0
0
1
0
0
0
264
0.166667
1001_214
2
6
2,495
0
0
644
0
2
1,500
bus_only
3,447
2,495
308
77
231
367.4
15,364
14,996.6
0
0
1
0
0
0
264
0.166667
1001_214
3
6
1,983
0
0
281
0
2
1,500
bus_only
2,889
1,983
625
69
556
748.1
14,137.7
13,389.6
0
0
1
0
0
0
264
0.166667
1001_214
4
6
1,753
0
0
356
116
1
1,500
bus_only
2,889
1,753
780
108
556
934.7
13,154.8
12,220.2
0
0
1
0
0
0
264
0.166667
1001_214
5
6
2,272
0
0
584
0
2
1,500
bus_only
3,492
2,272
636
77
559
761.4
15,436.8
14,675.4
0
0
1
0
0
0
264
0.166667
1001_215
0
2
597
1,080
0
259
18
1
1,550
bus+train
2,070
1,677
134
108
8
159.3
14,141.5
4,307.8
9,674.3
0
1
1
0
0
292
0.5
1001_215
1
2
1,996
0
0
483
0
1
1,600
bus_only
2,832
1,996
353
44
309
421.6
18,173.5
17,751.9
0
0
1
0
0
0
292
0.5
1001_216
0
12
155
1,890
0
461
35
1
1,650
bus+train
2,630
2,045
124
69
20
146.6
16,815.7
1,087
15,582.1
0
1
1
0
1
540
1
1001_216
1
12
2,071
0
0
484
0
2
1,600
bus_only
2,705
2,071
150
69
81
178.4
17,060.2
16,881.8
0
0
1
0
0
0
540
0
1001_216
2
12
2,144
0
0
425
46
1
1,600
bus_only
2,765
2,144
196
69
81
232.6
17,455
17,222.4
0
0
1
0
0
0
540
0
1001_216
3
12
2,754
0
0
588
0
2
1,700
bus_only
3,479
2,754
137
44
93
163
23,602.8
23,439.8
0
0
1
0
0
0
540
0
1001_216
4
12
2,176
0
0
466
0
1
1,600
bus_only
2,913
2,176
271
44
227
322.8
15,880
15,557.2
0
0
1
0
0
0
540
0
1001_216
5
12
2,300
0
0
776
0
1
1,600
bus_only
3,293
2,300
217
44
173
259.4
17,328.7
17,069.3
0
0
1
0
0
0
540
0
1001_216
6
12
2,151
0
0
919
0
1
1,600
bus_only
3,287
2,151
217
44
173
259.4
17,364.4
17,105
0
0
1
0
0
0
540
0
1001_216
7
12
3,316
0
0
589
6
1
1,700
bus_only
4,083
3,316
178
44
128
211.4
23,612.2
23,400.8
0
0
1
0
0
0
540
0
1001_216
8
12
2,245
0
0
670
0
1
1,600
bus_only
3,231
2,245
316
44
272
376.7
17,749.3
17,372.7
0
0
1
0
0
0
540
0