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_229
1
18
1,302
60
0
295
156
1
1,550
bus+train
1,876
1,362
219
30
33
261.2
10,294.6
9,067.1
966.4
0
1
1
0
0
152
0.055556
1001_229
2
18
1,580
0
0
757
0
0
1,500
bus_only
2,862
1,580
525
30
495
628.9
11,220.3
10,591.4
0
0
1
0
0
0
152
0.055556
1001_229
3
18
1,762
0
0
335
0
1
1,500
bus_only
2,255
1,762
158
30
128
187.6
11,398.9
11,211.3
0
0
1
0
0
0
152
0.055556
1001_229
4
18
1,873
0
0
254
68
1
1,500
bus_only
2,333
1,873
206
30
108
245.9
11,514.6
11,268.7
0
0
1
0
0
0
152
0.055556
1001_229
5
18
1,800
0
0
189
39
1
1,500
bus_only
2,218
1,800
229
30
160
273.2
11,773.1
11,499.9
0
0
1
0
0
0
152
0.055556
1001_229
6
18
1,615
0
0
331
81
1
1,500
bus_only
2,211
1,615
265
30
154
317.5
10,714.4
10,396.9
0
0
1
0
0
0
152
0.055556
1001_229
7
18
1,434
0
0
204
218
1
1,500
bus_only
2,040
1,434
402
30
154
481
10,248.4
9,767.4
0
0
1
0
0
0
152
0.055556
1001_229
8
18
1,635
0
0
142
0
1
1,500
bus_only
2,177
1,635
400
30
370
479.4
10,770
10,290.5
0
0
1
0
0
0
152
0.055556
1001_229
9
18
1,712
0
0
292
0
1
1,500
bus_only
2,515
1,712
511
30
481
612.5
10,436
9,823.5
0
0
1
0
0
0
152
0.055556
1001_229
10
18
1,548
0
0
202
0
1
1,500
bus_only
2,294
1,548
544
30
514
650.9
10,718.3
10,067.4
0
0
1
0
0
0
152
0.055556
1001_229
11
18
1,698
0
0
142
0
1
1,500
bus_only
2,375
1,698
535
30
505
641.4
11,208.6
10,567.3
0
0
1
0
0
0
152
0.055556
1001_229
12
18
1,505
0
0
431
49
1
1,500
bus_only
2,496
1,505
560
30
481
671.1
11,232.1
10,561
0
0
1
0
0
0
152
0.055556
1001_229
13
18
1,711
0
0
597
0
0
1,500
bus_only
2,883
1,711
575
30
545
689.4
10,474.1
9,784.7
0
0
1
0
0
0
152
0.055556
1001_229
14
18
1,425
0
0
817
0
0
1,500
bus_only
2,885
1,425
643
30
613
770.5
10,439.2
9,668.7
0
0
1
0
0
0
152
0.055556
1001_229
15
18
1,580
0
0
287
0
2
1,500
bus_only
2,510
1,580
643
30
613
770.5
11,582
10,811.6
0
0
1
0
0
0
152
0.055556
1001_229
16
18
1,541
0
0
204
218
1
1,500
bus_only
2,488
1,541
743
30
495
889.4
11,220.3
10,330.8
0
0
1
0
0
0
152
0.055556
1001_229
17
18
1,567
0
0
391
81
1
1,500
bus_only
2,682
1,567
724
30
613
867.5
10,905.2
10,037.7
0
0
1
0
0
0
152
0.055556
1001_230
0
9
1,708
0
0
189
0
0
1,500
bus_only
2,050
1,708
153
30
123
183
10,288.8
10,105.9
0
0
1
0
0
0
274
0
1001_230
1
9
0
1,170
0
450
103
1
1,550
train_only
1,830
1,170
210
44
63
250.8
10,995.9
0
10,745.1
0
0
1
0
270
274
0.985401
1001_230
2
9
1,788
0
0
121
0
0
1,500
bus_only
2,095
1,788
186
30
156
221.7
10,480.7
10,259
0
0
1
0
0
0
274
0
1001_230
3
9
0
1,590
0
342
31
1
1,650
train_only
2,029
1,590
97
44
22
115.4
15,919.4
0
15,804
0
0
1
0
4
274
0.014599
1001_230
4
9
1,739
0
0
127
0
1
1,500
bus_only
2,019
1,739
153
30
123
183
10,288.8
10,105.9
0
0
1
0
0
0
274
0
1001_230
5
9
1,715
0
0
121
0
0
1,500
bus_only
2,091
1,715
255
30
225
304.9
10,154.6
9,849.7
0
0
1
0
0
0
274
0
1001_230
6
9
1,811
0
0
121
0
0
1,500
bus_only
2,293
1,811
361
30
331
432
10,824.6
10,392.6
0
0
1
0
0
0
274
0
1001_230
7
9
1,751
0
0
573
0
0
1,500
bus_only
2,725
1,751
401
30
371
479.9
11,440.8
10,960.8
0
0
1
0
0
0
274
0
1001_230
8
9
1,664
0
0
240
73
1
1,500
bus_only
2,499
1,664
595
30
492
712.3
10,474.5
9,762.1
0
0
1
0
0
0
274
0
1001_231
0
13
2,171
0
0
297
0
2
1,500
bus_only
2,522
2,171
54
30
24
63.5
10,600
10,536.4
0
0
1
0
0
0
104
0
1001_231
1
13
0
1,440
0
671
31
1
1,550
train_only
2,200
1,440
89
44
14
105.5
14,401.4
0
14,296
0
0
1
0
104
104
1
1001_231
2
13
1,688
0
0
496
108
1
1,500
bus_only
2,441
1,688
257
30
119
306.3
13,116.7
12,810.5
0
0
1
0
0
0
104
0
1001_231
3
13
1,719
0
0
436
108
1
1,500
bus_only
2,431
1,719
276
30
138
329.7
13,328.9
12,999.2
0
0
1
0
0
0
104
0
1001_231
4
13
1,697
0
0
641
108
1
1,500
bus_only
2,626
1,697
288
30
150
343.6
13,185.2
12,841.6
0
0
1
0
0
0
104
0
1001_231
5
13
749
510
0
626
227
2
1,550
bus+train
2,261
1,259
376
44
105
448.7
10,612.4
4,490.3
5,673.4
0
1
1
0
0
104
0
1001_231
6
13
1,760
0
0
519
31
1
1,500
bus_only
2,824
1,760
545
30
484
652.6
11,853.2
11,200.6
0
0
1
0
0
0
104
0
1001_231
7
13
1,966
0
0
465
0
1
1,500
bus_only
2,976
1,966
545
30
515
653.7
11,763.8
11,110.1
0
0
1
0
0
0
104
0
1001_231
8
13
2,011
0
0
357
0
2
1,500
bus_only
2,902
2,011
534
30
504
639.7
10,701.6
10,061.9
0
0
1
0
0
0
104
0
1001_231
9
13
1,813
0
0
436
108
1
1,500
bus_only
2,854
1,813
605
30
467
724.3
14,023.3
13,299
0
0
1
0
0
0
104
0
1001_231
10
13
1,545
0
0
521
242
1
1,500
bus_only
2,708
1,545
642
30
370
768.8
12,232.8
11,464
0
0
1
0
0
0
104
0
1001_231
11
13
1,724
0
0
411
341
1
1,500
bus_only
2,905
1,724
770
30
399
922.8
12,943.2
12,020.4
0
0
1
0
0
0
104
0
1001_231
12
13
711
510
0
626
227
2
1,550
bus+train
2,622
1,221
775
44
504
928.1
10,545.6
3,944.2
5,673.4
0
1
1
0
0
104
0
1001_232
0
2
1,312
0
0
222
0
0
1,500
bus_only
1,787
1,312
253
30
223
301.9
11,396.6
11,094.7
0
0
1
0
0
0
203
0.5
1001_232
1
2
1,346
0
0
447
0
1
1,500
bus_only
2,310
1,346
517
30
487
618.3
12,110.5
11,492.2
0
0
1
0
0
0
203
0.5
1001_233
0
10
0
1,200
0
375
31
1
1,550
train_only
1,660
1,200
85
44
10
100.1
12,274.1
0
12,174
0
0
1
0
42
42
1
1001_233
1
10
296
1,050
0
257
182
1
1,550
bus+train
2,144
1,346
541
44
315
647.9
13,184.4
2,106.2
10,430.3
0
1
1
0
0
42
0
1001_233
2
10
1,650
0
0
316
14
1
1,500
bus_only
2,180
1,650
214
30
170
255.6
11,857.3
11,601.7
0
0
1
0
0
0
42
0
1001_233
3
10
1,690
0
0
316
14
1
1,500
bus_only
2,349
1,690
343
30
299
410.2
12,324.9
11,914.6
0
0
1
0
0
0
42
0
1001_233
4
10
1,541
0
0
316
14
1
1,500
bus_only
2,286
1,541
429
30
385
514.1
11,879.9
11,365.8
0
0
1
0
0
0
42
0
1001_233
5
10
1,716
0
0
316
14
1
1,500
bus_only
2,548
1,716
516
30
472
617.4
12,697.7
12,080.3
0
0
1
0
0
0
42
0
1001_233
6
10
1,607
0
0
422
0
1
1,500
bus_only
2,584
1,607
555
30
525
665.2
12,139.1
11,473.9
0
0
1
0
0
0
42
0
1001_233
7
10
244
1,050
0
317
182
1
1,550
bus+train
2,302
1,294
691
44
465
827
12,938.9
1,681.5
10,430.3
0
1
1
0
0
42
0
1001_233
8
10
321
1,050
0
541
182
2
1,550
bus+train
2,533
1,371
621
44
395
743
13,153.2
1,979.9
10,430.3
0
1
1
0
0
42
0
1001_233
9
10
42
1,200
0
306
322
1
1,550
bus+train
2,469
1,242
921
44
555
1,104.1
13,373.1
769.8
11,499.2
0
1
1
0
0
42
0
1001_234
0
3
0
1,050
0
289
0
0
1,550
train_only
1,458
1,050
119
44
75
141.2
10,571.5
0
10,430.3
0
0
1
0
421
421
1
1001_234
1
3
1,372
0
0
510
0
0
1,500
bus_only
2,282
1,372
400
30
370
479.6
10,410
9,930.4
0
0
1
0
0
0
421
0
1001_234
2
3
1,459
0
0
570
0
0
1,500
bus_only
2,345
1,459
316
30
286
376.7
10,629.3
10,252.6
0
0
1
0
0
0
421
0
1001_235
0
12
0
1,170
0
646
31
1
1,550
train_only
1,899
1,170
83
44
8
98.3
11,603.6
0
11,505.3
0
0
1
0
106
106
1
1001_235
1
12
165
960
0
632
35
1
1,550
bus+train
1,869
1,125
112
69
8
132.6
10,020.9
1,087
8,801.3
0
1
1
0
0
106
0
1001_235
2
12
1,572
0
0
520
0
1
1,500
bus_only
2,289
1,572
197
30
167
234.1
11,113.9
10,879.8
0
0
1
0
0
0
106
0
1001_235
3
12
299
750
0
584
115
1
1,550
bus+train
1,959
1,049
326
44
167
388
10,420.7
2,170.9
7,861.7
0
1
1
0
0
106
0
1001_235
4
12
1,530
0
0
520
0
1
1,500
bus_only
2,419
1,530
369
30
339
441.4
11,134.7
10,693.3
0
0
1
0
0
0
106
0
1001_235
5
12
1,669
0
0
520
0
1
1,500
bus_only
2,611
1,669
422
30
392
505.5
11,629
11,123.6
0
0
1
0
0
0
106
0
1001_235
6
12
257
750
0
584
115
1
1,550
bus+train
2,089
1,007
498
44
339
595.4
10,441.5
1,984.4
7,861.7
0
1
1
0
0
106
0
1001_235
7
12
1,510
0
0
455
0
1
1,500
bus_only
2,464
1,510
499
30
469
597.4
11,155.5
10,558.1
0
0
1
0
0
0
106
0
1001_235
8
12
245
750
0
479
115
1
1,550
bus+train
2,033
995
559
44
400
667.5
10,378.5
1,849.2
7,861.7
0
1
1
0
0
106
0
1001_235
9
12
1,626
0
0
663
0
1
1,500
bus_only
2,785
1,626
496
30
466
593.9
11,526.2
10,932.4
0
0
1
0
0
0
106
0
1001_235
10
12
396
750
0
584
115
1
1,550
bus+train
2,281
1,146
551
44
392
659.4
10,935.8
2,414.7
7,861.7
0
1
1
0
0
106
0
1001_235
11
12
1,388
0
0
504
328
1
1,500
bus_only
2,625
1,388
733
30
375
878.5
10,376.7
9,498.2
0
0
1
0
0
0
106
0
1001_236
0
13
1,294
0
0
583
0
1
1,500
bus_only
1,990
1,294
113
69
44
134
9,390.7
9,256.7
0
0
1
0
0
0
129
0.076923
1001_236
1
13
746
300
0
284
56
1
1,550
bus+train
1,668
1,046
338
30
252
403.8
9,898.5
6,612.6
2,882.1
0
1
1
0
0
129
0.076923
1001_236
2
13
155
870
0
637
35
1
1,550
bus+train
1,772
1,025
110
69
6
130.1
9,129.5
1,087
7,912.3
0
1
1
0
0
129
0.076923
1001_236
3
13
1,493
0
0
371
0
2
1,500
bus_only
1,961
1,493
97
30
67
115.3
10,805.5
10,690.2
0
0
1
0
0
0
129
0.076923
1001_236
4
13
1,279
0
0
598
104
1
1,500
bus_only
2,078
1,279
201
30
67
239.3
10,277.3
10,038
0
0
1
0
0
0
129
0.076923
1001_236
5
13
1,444
0
0
431
0
2
1,500
bus_only
2,245
1,444
370
30
340
442.2
10,773.4
10,331.2
0
0
1
0
0
0
129
0.076923
1001_236
6
13
2,005
0
0
497
0
1
1,600
bus_only
2,881
2,005
379
69
310
453.2
15,484
15,030.8
0
0
1
0
0
0
129
0.076923
1001_236
7
13
1,241
0
0
523
0
1
1,500
bus_only
2,218
1,241
454
69
385
542.9
9,416.2
8,873.3
0
0
1
0
0
0
129
0.076923
1001_236
8
13
1,230
0
0
658
104
1
1,500
bus_only
2,362
1,230
474
30
340
566.2
10,245.3
9,679.1
0
0
1
0
0
0
129
0.076923
1001_236
9
13
1,313
0
0
693
104
1
1,500
bus_only
2,478
1,313
472
30
338
564
10,866.7
10,302.7
0
0
1
0
0
0
129
0.076923
1001_236
10
13
1,534
0
0
371
0
2
1,500
bus_only
2,349
1,534
444
30
414
532.4
11,531.8
10,999.4
0
0
1
0
0
0
129
0.076923
1001_236
11
13
1,382
0
0
327
0
1
1,500
bus_only
2,292
1,382
583
30
553
698.9
10,827.4
10,128.4
0
0
1
0
0
0
129
0.076923
1001_236
12
13
249
750
0
461
115
1
1,550
bus+train
2,172
999
712
44
553
852.9
10,563.8
1,849.2
7,861.7
0
1
1
0
0
129
0.076923
1001_237
0
4
1,252
0
0
240
0
0
1,500
bus_only
1,585
1,252
93
69
24
109.4
8,177.8
8,068.4
0
0
1
0
0
0
57
0.25
1001_237
1
4
183
750
0
505
35
1
1,550
bus+train
1,567
933
129
69
25
152.8
7,996.2
1,087
6,756.4
0
1
1
0
0
57
0.25
1001_237
2
4
1,125
0
0
386
0
1
1,500
bus_only
1,809
1,125
298
69
229
356.2
8,870.1
8,513.9
0
0
1
0
0
0
57
0.25
1001_237
3
4
1,088
0
0
386
0
1
1,500
bus_only
1,833
1,088
359
69
290
428.5
8,535.7
8,107.2
0
0
1
0
0
0
57
0.25
1001_238
0
4
880
0
0
172
0
0
1,500
bus_only
1,209
880
157
69
88
185.6
6,152
5,966.5
0
0
1
0
0
0
262
0.25
1001_238
1
4
905
0
0
190
0
1
1,500
bus_only
1,319
905
224
69
155
267.2
6,002
5,734.8
0
0
1
0
0
0
262
0.25
1001_238
2
4
1,388
0
0
346
0
1
1,500
bus_only
2,061
1,388
327
44
283
390.7
7,535.5
7,144.8
0
0
1
0
0
0
262
0.25
1001_238
3
4
1,298
0
0
346
0
1
1,500
bus_only
2,053
1,298
409
44
365
489.7
7,154.1
6,664.4
0
0
1
0
0
0
262
0.25
1001_239
0
9
734
0
0
554
0
0
1,500
bus_only
1,418
734
130
69
61
154.4
4,851.4
4,697
0
0
1
0
0
0
221
0
1001_239
1
9
0
450
0
361
0
0
1,550
train_only
1,462
450
651
371
280
779.3
5,545.8
0
4,766.5
0
0
1
0
215
221
1
1001_239
2
9
1,422
0
0
288
0
0
1,500
bus_only
1,846
1,422
136
49
87
161
8,481.6
8,320.6
0
0
1
0
0
0
221
0
1001_239
3
9
1,489
0
0
228
0
0
1,500
bus_only
2,092
1,489
375
49
326
448.8
8,970.8
8,522
0
0
1
0
0
0
221
0
1001_239
4
9
631
0
0
614
0
0
1,500
bus_only
1,808
631
563
69
494
672.6
4,907.9
4,235.3
0
0
1
0
0
0
221
0
1001_239
5
9
1,540
0
0
288
0
0
1,500
bus_only
2,372
1,540
544
49
495
650.8
9,383.1
8,732.3
0
0
1
0
0
0
221
0
1001_239
6
9
1,208
0
0
213
0
1
1,500
bus_only
2,021
1,208
600
77
523
718.2
6,362.2
5,644
0
0
1
0
0
0
221
0
1001_239
7
9
836
0
0
148
0
1
1,500
bus_only
1,727
836
743
328
415
890.1
5,695
4,804.9
0
0
1
0
0
0
221
0
1001_239
8
9
803
0
0
379
190
1
1,500
bus_only
1,964
803
782
69
523
935.6
6,299.1
5,363.5
0
0
1
0
0
0
221
0
1001_240
0
8
221
270
0
725
35
1
1,550
bus+train
1,333
491
117
69
13
138.4
3,728.1
1,087
2,502.7
0
1
1
0
0
510
0
1001_240
1
8
93
390
0
401
149
1
1,550
bus+train
1,123
483
239
77
13
285
4,658.8
816.7
3,557.2
0
1
1
0
3
510
1
1001_240
2
8
634
0
0
629
0
0
1,500
bus_only
1,481
634
218
69
149
260
3,642.1
3,382
0
0
1
0
0
0
510
0
1001_240
3
8
1,520
0
0
664
0
0
1,500
bus_only
2,390
1,520
206
69
137
245.3
7,069
6,823.8
0
0
1
0
0
0
510
0