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
9987_8001060
8
11
324
0
0
797
0
0
1,500
bus_only
1,618
324
497
12
485
595.7
1,894.4
1,298.7
0
0
1
0
0
0
58
0
9987_8001060
9
11
353
0
0
275
0
0
1,500
bus_only
1,201
353
573
12
561
685.8
2,216.5
1,530.7
0
0
1
0
0
0
58
0
9987_8001060
10
11
311
0
0
931
0
0
1,500
bus_only
1,784
311
542
12
530
647.7
2,105.1
1,457.4
0
0
1
0
0
0
58
0
9987_8001754
0
8
474
0
0
118
0
0
1,500
bus_only
610
474
18
12
6
20.9
1,789.8
1,768.9
0
0
1
0
0
0
50
0
9987_8001754
1
8
443
0
0
142
0
0
1,500
bus_only
603
443
18
8
10
19.9
1,784.5
1,764.6
0
0
1
0
0
50
50
1
9987_8001754
2
8
495
0
0
202
0
0
1,500
bus_only
983
495
286
8
278
340.9
2,382.3
2,041.4
0
0
1
0
0
0
50
0
9987_8001754
3
8
528
0
0
118
0
0
1,500
bus_only
968
528
322
12
310
384.5
2,430.1
2,045.6
0
0
1
0
0
0
50
0
9987_8001754
4
8
634
0
0
579
0
0
1,500
bus_only
1,551
634
338
12
326
404.6
1,918.8
1,514.2
0
0
1
0
0
0
50
0
9987_8001754
5
8
548
0
0
601
0
0
1,500
bus_only
1,596
548
447
12
435
535.5
1,883.3
1,347.7
0
0
1
0
0
0
50
0
9987_8001754
6
8
395
0
0
825
0
0
1,500
bus_only
1,679
395
459
12
447
549.6
2,239.6
1,690
0
0
1
0
0
0
50
0
9987_8001754
7
8
518
0
0
397
0
0
1,500
bus_only
1,506
518
591
76
515
706.8
2,639.6
1,932.8
0
0
1
0
0
0
50
0
9987_8001755
0
4
548
0
0
50
0
0
1,500
bus_only
617
548
19
12
7
21
2,064.5
2,043.5
0
0
1
0
0
123
123
1
9987_8001755
1
4
487
0
0
50
0
0
1,500
bus_only
866
487
329
12
317
393.1
2,159.9
1,766.8
0
0
1
0
0
0
123
0
9987_8001755
2
4
639
0
0
110
0
0
1,500
bus_only
1,262
639
513
12
501
613.7
3,114.9
2,501.2
0
0
1
0
0
0
123
0
9987_8001755
3
4
605
0
0
66
0
0
1,500
bus_only
1,250
605
579
12
567
693.9
2,208.2
1,514.2
0
0
1
0
0
0
123
0
9987_8001757
0
4
639
0
0
198
0
0
1,500
bus_only
862
639
25
8
17
28.3
2,785.4
2,757.2
0
0
1
0
0
54
54
1
9987_8001757
1
4
524
0
0
198
0
0
1,500
bus_only
1,035
524
313
8
305
374.5
2,874.1
2,499.6
0
0
1
0
0
0
54
0
9987_8001757
2
4
690
0
0
258
0
0
1,500
bus_only
1,246
690
298
8
290
355.9
3,386.6
3,030.6
0
0
1
0
0
0
54
0
9987_8001757
3
4
794
0
0
303
0
0
1,500
bus_only
1,592
794
495
12
483
591.8
4,386.4
3,794.6
0
0
1
0
0
0
54
0
9987_8001758
0
3
708
0
0
115
0
0
1,500
bus_only
843
708
20
8
12
22.4
3,053.1
3,030.6
0
0
1
0
0
37
37
1
9987_8001758
1
3
653
0
0
115
0
0
1,500
bus_only
1,095
653
327
8
319
391.1
3,148.3
2,757.2
0
0
1
0
0
0
37
0
9987_8001758
2
3
755
0
0
115
0
0
1,500
bus_only
1,213
755
343
8
335
410.4
3,747.7
3,337.4
0
0
1
0
0
0
37
0
9987_8001761
0
4
924
0
0
454
0
0
1,500
bus_only
1,410
924
32
8
24
36
4,205.2
4,169.1
0
0
1
0
0
97
97
1
9987_8001761
1
4
821
0
0
394
0
0
1,500
bus_only
1,588
821
373
8
365
446.5
4,311.9
3,865.4
0
0
1
0
0
0
97
0
9987_8001761
2
4
1,142
0
0
150
0
0
1,500
bus_only
1,678
1,142
386
12
374
462.4
4,317.2
3,854.9
0
0
1
0
0
0
97
0
9987_8001761
3
4
1,004
0
0
454
0
0
1,500
bus_only
1,842
1,004
384
8
376
458
5,014.2
4,556.2
0
0
1
0
0
0
97
0
9987_8001764
0
13
1,779
0
0
513
0
0
1,500
bus_only
2,344
1,779
52
8
44
59.4
6,496.5
6,437.1
0
0
1
0
0
52
52
1
9987_8001764
1
13
55
510
0
659
230
1
1,550
bus+train
1,756
565
532
12
290
634.3
6,778.1
276.6
5,867.1
0
1
1
0
0
52
0
9987_8001764
2
13
1,913
0
0
513
0
0
1,500
bus_only
2,767
1,913
341
8
333
408
7,187.6
6,779.6
0
0
1
0
0
0
52
0
9987_8001764
3
13
2,017
0
0
178
27
1
1,500
bus_only
2,274
2,017
79
12
40
91.9
7,620.1
7,528.2
0
0
1
0
0
0
52
0
9987_8001764
4
13
1,683
0
0
582
4
1
1,500
bus_only
2,522
1,683
257
8
245
305.7
6,583.8
6,278.1
0
0
1
0
0
0
52
0
9987_8001764
5
13
1,649
0
0
513
0
0
1,500
bus_only
2,550
1,649
388
8
380
463.3
6,583.3
6,120
0
0
1
0
0
0
52
0
9987_8001764
6
13
1,921
0
0
233
27
2
1,500
bus_only
2,438
1,921
284
12
245
338.3
7,707.4
7,369
0
0
1
0
0
0
52
0
9987_8001764
7
13
562
300
0
1,022
54
1
1,550
bus+train
2,236
862
352
8
290
418.7
6,661.1
2,499.6
3,742.8
0
1
1
0
0
52
0
9987_8001764
8
13
1,797
0
0
340
27
2
1,500
bus_only
2,473
1,797
336
12
297
401.1
7,947
7,545.9
0
0
1
0
0
0
52
0
9987_8001764
9
13
1,888
0
0
238
27
1
1,500
bus_only
2,553
1,888
427
12
388
510.1
7,721
7,211
0
0
1
0
0
0
52
0
9987_8001764
10
13
2,301
0
0
537
0
1
1,500
bus_only
3,176
2,301
338
12
326
404.8
7,610.3
7,205.5
0
0
1
0
0
0
52
0
9987_8001764
11
13
2,090
0
0
694
0
1
1,500
bus_only
3,198
2,090
414
12
402
495.9
7,321.4
6,825.6
0
0
1
0
0
0
52
0
9987_8001764
12
13
130
510
0
780
279
2
1,550
bus+train
1,920
640
500
12
209
597.8
7,102.6
637.7
5,867.1
0
1
1
0
0
52
0
9987_8002134
0
25
2,088
0
0
364
4
1
1,500
bus_only
2,476
2,088
24
12
8
27.6
7,699.7
7,672
0
0
1
0
0
8
13
0.615385
9987_8002134
1
25
914
300
0
811
84
2
1,550
bus+train
2,270
1,214
245
12
149
291.2
7,418.1
3,384.1
3,742.8
0
1
1
0
0
13
0
9987_8002134
2
25
3,599
0
0
498
0
0
1,500
bus_only
4,347
3,599
250
76
174
297.1
11,502.6
11,205.5
0
0
1
0
0
0
13
0
9987_8002134
3
25
1,508
0
0
781
88
1
1,500
bus_only
2,393
1,508
104
8
8
123.2
6,207.4
6,084.2
0
0
1
0
0
5
13
0.384615
9987_8002134
4
25
1,656
0
0
657
91
1
1,500
bus_only
2,418
1,656
105
8
6
123.5
6,201.7
6,078.2
0
0
1
0
0
0
13
0
9987_8002134
5
25
2,109
0
0
561
0
1
1,500
bus_only
2,871
2,109
201
12
189
240.2
7,475.1
7,234.9
0
0
1
0
0
0
13
0
9987_8002134
6
25
1,897
0
0
420
27
1
1,500
bus_only
2,582
1,897
265
12
226
315.8
7,382.3
7,066.5
0
0
1
0
0
0
13
0
9987_8002134
7
25
1,581
0
0
711
91
1
1,500
bus_only
2,584
1,581
292
8
193
347.7
6,266.3
5,918.6
0
0
1
0
0
0
13
0
9987_8002134
8
25
2,054
0
0
883
5
1
1,500
bus_only
3,162
2,054
225
8
212
268.6
8,127.8
7,859.2
0
0
1
0
0
0
13
0
9987_8002134
9
25
1,550
0
0
668
91
1
1,500
bus_only
2,543
1,550
325
8
226
387.9
6,261.1
5,873.2
0
0
1
0
0
0
13
0
9987_8002134
10
25
1,964
0
0
870
5
1
1,500
bus_only
3,099
1,964
265
8
252
315.8
7,917.6
7,601.8
0
0
1
0
0
0
13
0
9987_8002134
11
25
1,448
180
0
456
135
2
1,550
bus+train
2,426
1,628
342
12
195
406.7
7,327.7
4,859.1
2,062
0
1
1
0
0
13
0
9987_8002134
12
25
2,036
0
0
501
0
1
1,500
bus_only
2,895
2,036
358
12
346
428.8
7,320.6
6,891.8
0
0
1
0
0
0
13
0
9987_8002134
13
25
2,241
0
0
424
4
1
1,500
bus_only
3,052
2,241
387
12
371
462.5
8,472.4
8,009.9
0
0
1
0
0
0
13
0
9987_8002134
14
25
1,135
180
0
620
169
2
3,000
bus+train
2,337
1,315
402
12
221
478.9
6,876.3
4,335.5
2,062
0
1
1
0
0
13
0
9987_8002134
15
25
1,225
180
0
650
135
3
1,550
bus+train
2,396
1,405
341
12
194
405
7,339.8
4,872.9
2,062
0
1
1
0
0
13
0
9987_8002134
16
25
2,018
0
0
870
5
1
1,500
bus_only
3,239
2,018
351
8
338
419.8
8,211
7,791.2
0
0
1
0
0
0
13
0
9987_8002134
17
25
1,064
120
0
838
167
2
1,550
bus+train
2,470
1,184
448
12
269
533.3
6,231.1
4,143.5
1,554.2
0
1
1
0
0
13
0
9987_8002134
18
25
1,700
0
0
771
91
1
1,500
bus_only
2,955
1,700
484
8
385
578.3
6,811.3
6,233.1
0
0
1
0
0
0
13
0
9987_8002134
19
25
1,661
0
0
781
88
1
1,500
bus_only
2,925
1,661
483
8
387
577.9
6,999.9
6,422.1
0
0
1
0
0
0
13
0
9987_8002134
20
25
1,837
0
0
657
91
1
1,500
bus_only
2,978
1,837
484
8
385
578.1
6,993.2
6,415
0
0
1
0
0
0
13
0
9987_8002134
21
25
1,022
300
0
871
84
2
1,550
bus+train
2,660
1,322
467
12
371
556.9
8,086
3,786.3
3,742.8
0
1
1
0
0
13
0
9987_8002134
22
25
2,432
0
0
870
5
1
1,500
bus_only
3,709
2,432
407
8
394
486.7
9,727
9,240.3
0
0
1
0
0
0
13
0
9987_8002134
23
25
3,461
0
0
438
0
0
1,500
bus_only
4,321
3,461
422
76
346
505.2
11,207.4
10,702.2
0
0
1
0
0
0
13
0
9987_8002134
24
25
992
120
0
778
167
2
1,550
bus+train
2,432
1,112
542
12
363
647.2
6,044.7
3,843.3
1,554.2
0
1
1
0
0
13
0
9987_8503016
0
5
1,661
0
0
236
0
0
1,500
bus_only
1,912
1,661
15
8
7
15.5
6,135.5
6,120
0
0
1
0
0
139
139
1
9987_8503016
1
5
574
300
0
727
54
1
1,550
bus+train
2,014
874
413
8
351
493.8
6,736.2
2,499.6
3,742.8
0
1
1
0
0
139
0
9987_8503016
2
5
1,493
0
0
236
0
0
1,500
bus_only
2,114
1,493
385
8
377
459.7
6,188.2
5,728.5
0
0
1
0
0
0
139
0
9987_8503016
3
5
2,307
0
0
248
0
1
1,500
bus_only
2,830
2,307
275
12
263
328.6
7,534.1
7,205.5
0
0
1
0
0
0
139
0
9987_8503016
4
5
1,791
0
0
176
0
0
1,500
bus_only
2,326
1,791
359
8
351
429.4
6,866.6
6,437.1
0
0
1
0
0
0
139
0
9987_9349
0
19
2,066
0
0
130
0
0
1,500
bus_only
2,213
2,066
17
8
9
19.2
7,681.1
7,661.9
0
0
1
0
0
22
22
1
9987_9349
1
19
380
510
0
390
478
2
1,550
bus+train
1,779
890
499
12
9
596.3
7,964.8
1,501.4
5,867.1
0
1
1
0
0
22
0
9987_9349
2
19
2,326
0
0
526
0
0
1,500
bus_only
3,066
2,326
214
12
202
255.3
7,804.4
7,549.1
0
0
1
0
0
0
22
0
9987_9349
3
19
2,145
0
0
130
0
0
1,500
bus_only
2,593
2,145
318
8
310
379.8
8,323.7
7,943.9
0
0
1
0
0
0
22
0
9987_9349
4
19
379
690
0
422
267
2
1,550
bus+train
1,834
1,069
343
12
64
408.7
9,849.7
1,245
8,196
0
1
1
0
0
22
0
9987_9349
5
19
373
510
0
428
279
2
1,550
bus+train
1,791
883
480
12
189
571.9
7,989.2
1,550.2
5,867.1
0
1
1
0
0
22
0
9987_9349
6
19
389
510
0
384
279
2
1,550
bus+train
1,782
899
499
12
208
595.4
7,948.9
1,486.4
5,867.1
0
1
1
0
0
22
0
9987_9349
7
19
473
690
0
546
267
2
1,550
bus+train
2,167
1,163
458
12
179
547.4
10,163.3
1,419.9
8,196
0
1
1
0
0
22
0
9987_9349
8
19
434
690
0
338
307
2
1,550
bus+train
1,958
1,124
496
12
177
592.4
10,518.2
1,729.9
8,196
0
1
1
0
0
22
0
9987_9349
9
19
294
690
0
402
267
2
1,550
bus+train
1,896
984
510
12
231
609
10,085.4
1,280.4
8,196
0
1
1
0
0
22
0
9987_9349
10
19
3,064
0
0
435
0
0
1,500
bus_only
3,990
3,064
491
12
479
587.4
8,924.7
8,337.2
0
0
1
0
0
0
22
0
9987_9349
11
19
445
510
0
342
480
2
1,550
bus+train
1,968
955
671
12
179
802.1
8,115.6
1,446.4
5,867.1
0
1
1
0
0
22
0
9987_9349
12
19
219
690
0
576
267
2
1,550
bus+train
2,140
909
655
12
376
782.8
9,948.9
970.1
8,196
0
1
1
0
0
22
0
9987_9349
13
19
191
690
0
402
267
2
1,550
bus+train
2,046
881
763
12
484
912.7
9,963.6
854.8
8,196
0
1
1
0
0
22
0
9987_9349
14
19
308
510
0
324
279
2
1,550
bus+train
1,965
818
823
12
532
985
8,055.5
1,203.4
5,867.1
0
1
1
0
0
22
0
9987_9349
15
19
492
690
0
362
267
2
1,550
bus+train
2,322
1,182
778
12
499
931.2
10,872.4
1,745.2
8,196
0
1
1
0
0
22
0
9987_9349
16
19
563
690
0
546
267
2
1,550
bus+train
2,557
1,253
758
12
479
906.5
10,821.9
1,719.4
8,196
0
1
1
0
0
22
0
9987_9349
17
19
286
690
0
516
267
2
1,550
bus+train
2,298
976
806
12
527
964.8
10,401.9
1,241.1
8,196
0
1
1
0
0
22
0
9987_9349
18
19
526
510
0
342
480
2
1,550
bus+train
2,349
1,036
971
12
479
1,161.2
8,774.2
1,745.8
5,867.1
0
1
1
0
0
22
0
9987_9400
0
16
1,858
0
0
65
0
0
1,500
bus_only
1,934
1,858
11
8
3
12
7,170.2
7,158.2
0
0
1
0
0
24
24
1
9987_9400
1
16
697
300
0
473
302
2
1,550
bus+train
1,783
997
313
8
3
373.5
7,337
3,220.7
3,742.8
0
1
1
0
0
24
0
9987_9400
2
16
1,799
0
0
125
0
0
1,500
bus_only
2,337
1,799
413
8
405
493
7,272.6
6,779.6
0
0
1
0
0
0
24
0
9987_9400
3
16
754
300
0
435
304
2
1,550
bus+train
1,807
1,054
318
8
6
378.5
7,341.8
3,220.5
3,742.8
0
1
1
0
0
24
0
9987_9400
4
16
753
300
0
624
103
2
1,550
bus+train
2,033
1,053
356
8
245
424.5
7,593.7
3,426.4
3,742.8
0
1
1
0
0
24
0
9987_9400
5
16
680
300
0
684
103
2
1,550
bus+train
2,064
980
400
8
289
477.9
7,395.9
3,175.2
3,742.8
0
1
1
0
0
24
0
9987_9400
6
16
2,217
0
0
170
0
0
1,500
bus_only
2,843
2,217
456
12
444
546.5
8,095.5
7,549.1
0
0
1
0
0
0
24
0
9987_9400
7
16
1,912
0
0
350
0
1
1,500
bus_only
2,774
1,912
512
12
500
613.5
7,439.1
6,825.6
0
0
1
0
0
0
24
0
9987_9400
8
16
619
300
0
684
103
2
1,550
bus+train
2,177
919
574
8
463
685.3
7,401.4
2,973.3
3,742.8
0
1
1
0
0
24
0
9987_9400
9
16
834
300
0
624
103
2
1,550
bus+train
2,339
1,134
581
8
470
695
8,147.1
3,709.4
3,742.8
0
1
1
0
0
24
0
9987_9400
10
16
789
300
0
643
103
2
1,550
bus+train
2,343
1,089
611
8
500
731.2
7,637.6
3,163.6
3,742.8
0
1
1
0
0
24
0
9987_9400
11
16
653
300
0
606
111
2
1,550
bus+train
2,203
953
644
8
525
770.3
7,596.4
3,083.4
3,742.8
0
1
1
0
0
24
0