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_202
6
13
242
300
0
259
75
1
1,550
bus+train
1,202
542
401
26
300
478.3
5,122.7
1,611.4
3,033.1
0
1
1
0
0
833
0
1003_202
7
13
0
600
0
162
0
0
1,550
train_only
1,219
600
457
26
431
547
5,473.9
0
4,926.9
0
0
1
0
0
833
0
1003_202
8
13
331
300
0
269
57
1
1,550
bus+train
1,330
631
430
26
347
513.2
4,769.2
1,222.9
3,033.1
0
1
1
0
0
833
0
1003_202
9
13
179
300
0
266
75
1
1,550
bus+train
1,193
479
448
26
347
534.7
4,732
1,164.3
3,033.1
0
1
1
0
0
833
0
1003_202
10
13
695
0
0
235
0
0
1,500
bus_only
1,574
695
644
344
300
770.9
5,742.5
4,971.7
0
0
1
0
0
0
833
0
1003_202
11
13
1,403
0
0
288
0
0
1,500
bus_only
2,294
1,403
603
207
396
722.3
6,573.3
5,851
0
0
1
0
0
0
833
0
1003_202
12
13
643
0
0
117
0
0
1,500
bus_only
1,500
643
740
344
396
886
5,401.6
4,515.6
0
0
1
0
0
0
833
0
1003_203
0
13
392
300
0
333
67
1
1,550
bus+train
1,163
692
138
26
45
163.3
5,372.8
2,176.4
3,033.1
0
1
1
0
0
349
0
1003_203
1
13
361
300
0
273
67
1
1,550
bus+train
1,243
661
309
26
216
368
5,342.9
1,941.9
3,033.1
0
1
1
0
0
349
0
1003_203
2
13
793
0
0
181
0
0
1,500
bus_only
1,363
793
389
344
45
465.4
5,961.8
5,496.4
0
0
1
0
0
0
349
0
1003_203
3
13
0
720
0
182
0
0
1,550
train_only
1,340
720
438
26
412
524
6,262.3
0
5,738.2
0
0
1
0
349
349
1
1003_203
4
13
762
0
0
121
0
0
1,500
bus_only
1,443
762
560
344
216
670.1
5,932
5,261.9
0
0
1
0
0
0
349
0
1003_203
5
13
481
300
0
380
57
1
1,550
bus+train
1,641
781
480
26
397
572.2
5,810.6
2,205.4
3,033.1
0
1
1
0
0
349
0
1003_203
6
13
535
300
0
380
57
1
1,550
bus+train
1,725
835
510
26
427
609.5
6,124.9
2,482.3
3,033.1
0
1
1
0
0
349
0
1003_203
7
13
175
450
0
389
134
1
1,550
bus+train
1,540
625
526
26
366
629.2
5,634
790.2
4,214.6
0
1
1
0
0
349
0
1003_203
8
13
97
600
0
332
137
1
1,550
bus+train
1,618
697
589
26
426
704.3
6,268.8
637.7
4,926.9
0
1
1
0
0
349
0
1003_203
9
13
402
300
0
283
67
1
1,550
bus+train
1,599
702
614
26
521
734.2
6,226.2
2,458.9
3,033.1
0
1
1
0
0
349
0
1003_203
10
13
443
300
0
333
67
1
1,550
bus+train
1,753
743
677
26
584
808.6
6,506.1
2,664.5
3,033.1
0
1
1
0
0
349
0
1003_203
11
13
55
600
0
222
153
1
1,550
bus+train
1,577
655
700
26
521
837.4
6,141.9
377.6
4,926.9
0
1
1
0
0
349
0
1003_203
12
13
844
0
0
181
0
0
1,500
bus_only
1,953
844
928
344
584
1,110.7
7,095.2
5,984.5
0
0
1
0
0
0
349
0
1003_204
0
12
475
300
0
282
57
1
1,550
bus+train
1,214
775
157
26
74
185.7
5,876.9
2,658.1
3,033.1
0
1
1
0
179
180
1
1003_204
1
12
415
300
0
222
67
1
1,550
bus+train
1,125
715
188
26
95
223.7
5,921.2
2,664.5
3,033.1
0
1
1
0
0
180
0
1003_204
2
12
909
0
0
175
0
0
1,500
bus_only
1,502
909
418
344
74
499.8
6,484.3
5,984.5
0
0
1
0
0
0
180
0
1003_204
3
12
509
300
0
222
57
1
1,550
bus+train
1,349
809
318
26
235
379.8
6,284.9
2,872.1
3,033.1
0
1
1
0
0
180
0
1003_204
4
12
569
300
0
408
67
1
1,550
bus+train
1,610
869
333
26
240
397.7
6,512.7
3,081.9
3,033.1
0
1
1
0
0
180
0
1003_204
5
12
449
300
0
282
67
1
1,550
bus+train
1,413
749
382
26
289
456
6,530.9
3,041.8
3,033.1
0
1
1
0
0
180
0
1003_204
6
12
61
840
0
348
126
1
1,550
bus+train
1,714
901
465
26
313
555.1
7,719.3
564.6
6,599.5
0
1
1
0
0
180
0
1003_204
7
12
943
0
0
175
0
0
1,500
bus_only
1,751
943
633
344
289
758.1
7,119.9
6,361.8
0
0
1
0
0
0
180
0
1003_204
8
12
614
300
0
408
67
1
1,550
bus+train
1,860
914
538
26
445
643.6
7,090.8
3,414.2
3,033.1
0
1
1
0
0
180
0
1003_204
9
12
405
300
0
279
75
1
1,550
bus+train
1,598
705
614
26
513
732.7
6,861.7
3,096
3,033.1
0
1
1
0
0
180
0
1003_204
10
12
527
300
0
408
67
1
1,550
bus+train
1,845
827
610
26
517
729.3
6,471.2
2,708.9
3,033.1
0
1
1
0
0
180
0
1003_204
11
12
372
300
0
282
67
1
1,550
bus+train
1,657
672
703
26
610
840.9
6,050.4
2,176.4
3,033.1
0
1
1
0
0
180
0
1003_205
0
17
614
300
0
415
97
1
1,550
bus+train
1,499
914
170
26
47
202.2
6,830.3
3,595
3,033.1
0
1
1
0
4
235
0.017316
1003_205
1
17
504
300
0
450
75
2
1,550
bus+train
1,399
804
145
26
44
171.9
6,928.5
3,723.5
3,033.1
0
1
1
0
0
235
0
1003_205
2
17
1,011
0
0
218
0
0
1,500
bus_only
1,614
1,011
385
344
41
460
7,245.1
6,785.1
0
0
1
0
0
0
235
0
1003_205
3
17
659
300
0
355
97
1
1,550
bus+train
1,577
959
263
26
140
313.6
7,033.8
3,687.2
3,033.1
0
1
1
0
0
235
0
1003_205
4
17
635
300
0
425
57
1
1,550
bus+train
1,625
935
265
26
182
316
6,827.4
3,478.4
3,033.1
0
1
1
0
0
235
0
1003_205
5
17
513
300
0
624
75
1
1,550
bus+train
1,709
813
272
26
171
323.3
6,963.9
3,607.5
3,033.1
0
1
1
0
0
235
0
1003_205
6
17
598
300
0
439
67
1
1,550
bus+train
1,654
898
317
26
224
376.6
7,203.2
3,793.5
3,033.1
0
1
1
0
0
235
0
1003_205
7
17
532
300
0
469
75
1
1,550
bus+train
1,626
832
325
26
224
386.1
7,172.4
3,753.3
3,033.1
0
1
1
0
0
235
0
1003_205
8
17
551
300
0
379
67
1
1,550
bus+train
1,591
851
361
26
268
431.2
6,960.5
3,496.2
3,033.1
0
1
1
0
0
235
0
1003_205
9
17
485
300
0
409
75
1
1,550
bus+train
1,563
785
369
26
268
440.7
6,929.7
3,455.9
3,033.1
0
1
1
0
0
235
0
1003_205
10
17
985
0
0
158
0
0
1,500
bus_only
1,619
985
476
344
132
570
7,229.7
6,659.6
0
0
1
0
0
0
235
0
1003_205
11
17
0
750
0
323
0
0
1,550
train_only
1,537
750
464
346
118
554.8
6,878.9
0
6,324.1
0
0
1
0
227
235
0.982684
1003_205
12
17
958
0
0
176
0
0
1,500
bus_only
1,662
958
528
344
184
632
7,599.8
6,967.8
0
0
1
0
0
0
235
0
1003_205
13
17
571
300
0
355
97
1
1,550
bus+train
1,700
871
474
26
351
566.9
6,842.6
3,242.7
3,033.1
0
1
1
0
0
235
0
1003_205
14
17
930
0
0
176
0
0
1,500
bus_only
1,718
930
612
344
268
733.3
7,549.5
6,816.2
0
0
1
0
0
0
235
0
1003_205
15
17
977
0
0
540
0
0
1,500
bus_only
2,085
977
568
344
224
678.7
7,792.2
7,113.5
0
0
1
0
0
0
235
0
1003_205
16
17
593
300
0
510
75
2
1,550
bus+train
2,063
893
660
26
559
788.9
8,044.3
4,222.4
3,033.1
0
1
1
0
0
235
0
1003_206
0
12
245
840
0
380
43
1
1,550
bus+train
1,557
1,085
92
26
23
108.3
8,505.5
1,797.7
6,599.5
0
1
1
0
1
388
0.002577
1003_206
1
12
0
990
0
320
236
1
1,550
train_only
1,587
990
277
26
15
330.3
8,510.1
0
8,179.8
0
0
1
0
387
388
0.997423
1003_206
2
12
294
840
0
440
43
1
1,550
bus+train
1,918
1,134
344
26
275
409.2
9,065.5
2,056.8
6,599.5
0
1
1
0
0
388
0
1003_206
3
12
0
1,030
0
846
90
1
1,550
train_only
2,328
1,030
452
26
336
540.6
8,618.1
0
8,077.6
0
0
1
0
0
388
0
1003_206
4
12
155
840
0
380
43
1
1,550
bus+train
1,922
995
547
26
478
653.9
8,629.6
1,376.3
6,599.5
0
1
1
0
0
388
0
1003_206
5
12
95
1,200
0
326
93
1
1,550
bus+train
2,157
1,295
536
26
417
641
10,480.9
1,147.1
8,692.7
0
1
1
0
0
388
0
1003_206
6
12
798
300
0
597
97
1
1,550
bus+train
2,252
1,098
557
26
434
666.6
8,399
4,699.4
3,033.1
0
1
1
0
0
388
0
1003_206
7
12
322
840
0
380
43
1
1,550
bus+train
2,152
1,162
610
26
541
730.1
9,605.3
2,275.7
6,599.5
0
1
1
0
0
388
0
1003_206
8
12
74
1,080
0
273
103
1
1,550
bus+train
2,055
1,154
628
26
499
752.2
9,300.8
639.8
7,908.9
0
1
1
0
0
388
0
1003_206
9
12
158
720
0
245
45
1
1,550
bus+train
1,848
878
725
344
336
867.1
7,850.1
1,098.5
5,884.5
0
1
1
0
0
388
0
1003_206
10
12
1,469
0
0
363
0
1
1,500
bus_only
2,568
1,469
736
168
568
881.4
10,481.3
9,599.9
0
0
1
0
0
0
388
0
1003_206
11
12
824
300
0
731
97
2
1,550
bus+train
2,546
1,124
691
26
568
827
8,698.4
4,838.3
3,033.1
0
1
1
0
0
388
0
1003_207
0
12
822
300
0
320
57
1
1,550
bus+train
1,541
1,122
99
26
16
116.5
8,361.4
5,211.8
3,033.1
0
1
1
0
333
334
1
1003_207
1
12
770
300
0
320
57
1
1,550
bus+train
1,684
1,070
294
26
211
350
8,399.5
5,016.4
3,033.1
0
1
1
0
0
334
0
1003_207
2
12
351
810
0
903
37
1
1,550
bus+train
2,255
1,161
191
26
128
227.2
9,597.8
802.7
8,567.9
0
1
1
0
0
334
0
1003_207
3
12
736
300
0
507
75
2
1,550
bus+train
1,777
1,036
234
26
133
278.6
8,900.2
5,588.5
3,033.1
0
1
1
0
0
334
0
1003_207
4
12
370
1,440
0
455
40
1
1,550
bus+train
2,532
1,810
267
26
201
318.1
13,426.1
2,543.2
10,564.8
0
1
1
0
0
334
0
1003_207
5
12
724
300
0
317
277
1
1,550
bus+train
1,777
1,024
436
26
133
521.2
8,848.3
5,294
3,033.1
0
1
1
0
0
334
0
1003_207
6
12
732
300
0
320
57
1
1,550
bus+train
1,854
1,032
502
26
419
599.5
8,462.4
4,829.9
3,033.1
0
1
1
0
0
334
0
1003_207
7
12
896
300
0
380
57
1
1,550
bus+train
2,144
1,196
568
26
485
678.2
9,348.2
5,636.9
3,033.1
0
1
1
0
0
334
0
1003_207
8
12
1,756
180
0
246
124
1
1,550
bus+train
2,685
1,936
503
26
353
601.4
15,122.7
11,881
2,640.3
0
1
1
0
0
334
0
1003_207
9
12
340
1,440
0
515
40
1
1,550
bus+train
2,786
1,780
491
26
425
586.5
13,461.1
2,309.8
10,564.8
0
1
1
0
0
334
0
1003_207
10
12
457
810
0
963
37
1
1,550
bus+train
2,765
1,267
535
26
472
638.5
10,400.9
1,194.5
8,567.9
0
1
1
0
0
334
0
1003_207
11
12
242
1,320
0
369
120
1
1,550
bus+train
2,528
1,562
597
26
451
713.9
11,836.8
1,481.1
9,641.9
0
1
1
0
0
334
0
1003_209
0
14
0
1,080
0
758
81
1
1,550
train_only
2,002
1,080
164
26
57
193.9
10,284.3
0
10,090.4
0
0
1
0
2
210
0.009524
1003_209
1
14
110
990
0
448
241
1
1,550
bus+train
1,914
1,100
366
26
99
436.6
10,419.7
736.7
9,246.4
0
1
1
0
0
210
0
1003_209
2
14
750
840
0
524
43
1
1,550
bus+train
2,282
1,590
168
26
99
198.8
10,997.8
4,199.5
6,599.5
0
1
1
0
208
210
0.990476
1003_209
3
14
258
990
0
539
108
1
1,550
bus+train
2,193
1,248
406
26
272
485.2
10,312.4
580.8
9,246.4
0
1
1
0
0
210
0
1003_209
4
14
595
990
0
479
108
1
1,550
bus+train
2,513
1,585
449
26
315
536.9
11,140.4
1,357.1
9,246.4
0
1
1
0
0
210
0
1003_209
5
14
555
990
0
479
108
1
1,550
bus+train
2,492
1,545
468
26
334
560
11,044.7
1,238.3
9,246.4
0
1
1
0
0
210
0
1003_209
6
14
336
990
0
614
37
1
1,550
bus+train
2,437
1,326
497
26
434
593.4
10,535.1
695.4
9,246.4
0
1
1
0
0
210
0
1003_209
7
14
131
990
0
479
108
1
1,550
bus+train
2,204
1,121
604
26
470
722.6
10,337.5
368.5
9,246.4
0
1
1
0
0
210
0
1003_209
8
14
385
990
0
674
37
1
1,550
bus+train
2,614
1,375
565
26
502
675.4
10,790.3
868.5
9,246.4
0
1
1
0
0
210
0
1003_209
9
14
253
990
0
614
37
1
1,550
bus+train
2,451
1,243
594
26
531
710.1
10,427.3
470.8
9,246.4
0
1
1
0
0
210
0
1003_209
10
14
380
990
0
479
108
1
1,550
bus+train
2,452
1,370
603
26
469
721.8
10,869.9
901.7
9,246.4
0
1
1
0
0
210
0
1003_209
11
14
330
990
0
479
108
1
1,550
bus+train
2,410
1,320
611
26
477
730.8
10,730.8
753.6
9,246.4
0
1
1
0
0
210
0
1003_209
12
14
99
990
0
461
240
1
1,550
bus+train
2,277
1,089
727
26
461
870.3
10,529.5
412.7
9,246.4
0
1
1
0
0
210
0
1003_209
13
14
204
990
0
469
241
1
1,550
bus+train
2,517
1,194
854
26
587
1,022.7
11,614
1,344.9
9,246.4
0
1
1
0
0
210
0
1003_210
0
7
0
1,200
0
1,159
81
1
1,550
train_only
2,473
1,200
114
26
7
134.3
11,183
0
11,048.7
0
0
1
0
502
503
1
1003_210
1
7
775
840
0
537
43
1
1,550
bus+train
2,519
1,615
367
26
298
437.8
12,345.3
5,308
6,599.5
0
1
1
0
0
503
0
1003_210
2
7
1,700
0
0
631
0
1
1,500
bus_only
2,694
1,700
363
168
195
434.6
11,632.6
11,198
0
0
1
0
0
0
503
0
1003_210
3
7
1,766
0
0
631
0
1
1,500
bus_only
2,775
1,766
378
168
210
452.6
12,009.4
11,556.8
0
0
1
0
0
0
503
0
1003_210
4
7
722
840
0
597
43
1
1,550
bus+train
2,735
1,562
576
26
507
688.7
12,146.5
4,858.3
6,599.5
0
1
1
0
0
503
0
1003_210
5
7
0
1,170
0
1,150
0
1
1,550
train_only
2,862
1,170
542
26
516
648.8
12,006.3
0
11,357.5
0
0
1
0
0
503
0
1003_210
6
7
1,271
300
0
756
75
2
1,550
bus+train
2,972
1,571
645
26
544
771.4
11,556.4
7,751.9
3,033.1
0
1
1
0
0
503
0
1003_211
0
4
0
1,290
0
450
81
1
1,550
train_only
1,856
1,290
116
26
9
136.4
11,996.6
0
11,860.2
0
0
1
0
960
969
1
1003_211
1
4
316
990
0
370
241
1
1,550
bus+train
2,091
1,306
415
26
148
495.7
12,342.9
2,600.8
9,246.4
0
1
1
0
0
969
0
1003_211
2
4
1,380
360
0
809
113
1
1,550
bus+train
2,835
1,740
286
26
147
339.6
12,247.7
9,399.9
2,508.2
0
1
1
0
0
969
0
1003_211
3
4
1,627
690
0
571
180
1
1,550
bus+train
3,540
2,317
652
26
446
779.5
10,692.6
3,785.4
6,127.7
0
1
1
0
0
969
0
1003_212
0
24
0
1,440
0
371
81
1
1,550
train_only
1,932
1,440
121
26
14
142.9
13,260.5
0
13,117.6
0
0
1
0
997
1,003
0.994018
1003_212
1
24
419
990
0
358
241
1
1,550
bus+train
2,245
1,409
478
26
211
571.5
13,623.7
3,805.9
9,246.4
0
1
1
0
0
1,003
0