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_4701
6
7
1,781
0
0
326
0
1
1,500
bus_only
2,696
1,781
589
77
512
704.6
15,236.4
14,531.8
0
0
1
0
0
0
21
0.142857
1001_4702
0
11
1,897
174
0
383
12
1
1,550
bus+train
2,514
2,071
60
44
4
69
14,240.2
12,520
1,651.2
0
1
1
0
0
31
0.090909
1001_4702
1
11
1,846
0
0
161
0
1
1,500
bus_only
2,210
1,846
203
77
126
242
14,310.6
14,068.6
0
0
1
0
0
0
31
0.090909
1001_4702
2
11
2,226
0
0
452
0
0
1,500
bus_only
2,853
2,226
175
77
98
207.2
14,881
14,673.8
0
0
1
0
0
0
31
0.090909
1001_4702
3
11
1,903
0
0
173
0
1
1,500
bus_only
2,251
1,903
175
77
98
207.2
14,820.5
14,613.4
0
0
1
0
0
0
31
0.090909
1001_4702
4
11
1,951
0
0
113
0
1
1,500
bus_only
2,301
1,951
237
77
160
282.6
15,147.2
14,864.6
0
0
1
0
0
0
31
0.090909
1001_4702
5
11
1,894
0
0
161
0
1
1,500
bus_only
2,292
1,894
237
77
160
282.6
14,602.4
14,319.8
0
0
1
0
0
0
31
0.090909
1001_4702
6
11
2,274
0
0
392
0
0
1,500
bus_only
2,903
2,274
237
77
160
282.6
15,207.6
14,925
0
0
1
0
0
0
31
0.090909
1001_4702
7
11
1,983
0
0
113
0
1
1,600
bus_only
2,542
1,983
446
77
369
533.6
15,584.4
15,050.9
0
0
1
0
0
0
31
0.090909
1001_4702
8
11
1,926
0
0
161
0
1
1,500
bus_only
2,533
1,926
446
77
369
533.6
15,039.6
14,506.1
0
0
1
0
0
0
31
0.090909
1001_4702
9
11
2,306
0
0
392
0
0
1,600
bus_only
3,144
2,306
446
77
369
533.6
15,644.8
15,111.3
0
0
1
0
0
0
31
0.090909
1001_4702
10
11
2,510
0
0
177
23
1
1,600
bus_only
3,291
2,510
604
77
504
722.3
17,201.2
16,478.9
0
0
1
0
0
0
31
0.090909
1001_4703
0
11
2,159
0
0
288
0
0
1,500
bus_only
2,579
2,159
132
77
55
156.9
14,159.1
14,002.1
0
0
1
0
0
0
41
0.090909
1001_4703
1
11
1,783
0
0
180
0
1
1,500
bus_only
2,100
1,783
137
77
60
163.1
14,150.1
13,987
0
0
1
0
0
0
41
0.090909
1001_4703
2
11
1,987
0
0
286
0
0
1,500
bus_only
2,458
1,987
185
44
141
220.1
13,527.3
13,307.2
0
0
1
0
0
0
41
0.090909
1001_4703
3
11
1,848
0
0
302
23
1
1,500
bus_only
2,421
1,848
271
77
171
322.8
14,419.9
14,097.1
0
0
1
0
0
0
41
0.090909
1001_4703
4
11
2,232
0
0
228
0
0
1,500
bus_only
2,740
2,232
280
77
203
334.6
14,566.9
14,232.3
0
0
1
0
0
0
41
0.090909
1001_4703
5
11
1,856
0
0
180
0
1
1,500
bus_only
2,316
1,856
280
77
203
334.6
14,551.8
14,217.3
0
0
1
0
0
0
41
0.090909
1001_4703
6
11
2,139
0
0
228
0
0
1,500
bus_only
2,708
2,139
341
77
264
408.1
14,192.4
13,784.3
0
0
1
0
0
0
41
0.090909
1001_4703
7
11
2,100
0
0
228
0
0
1,500
bus_only
2,901
2,100
573
77
496
685.6
14,260.5
13,574.9
0
0
1
0
0
0
41
0.090909
1001_4703
8
11
1,755
0
0
180
0
1
1,500
bus_only
2,514
1,755
579
77
502
693.1
14,286
13,593
0
0
1
0
0
0
41
0.090909
1001_4703
9
11
2,015
0
0
345
0
1
1,500
bus_only
2,895
2,015
535
44
491
640.5
14,268.3
13,627.8
0
0
1
0
0
0
41
0.090909
1001_4703
10
11
1,840
0
0
352
0
2
1,500
bus_only
2,858
1,840
666
77
589
798.1
14,655.8
13,857.6
0
0
1
0
0
0
41
0.090909
1001_4704
0
5
1,992
0
0
193
0
0
1,500
bus_only
2,243
1,992
58
44
14
67.4
12,587.4
12,520
0
0
1
0
0
0
39
0.2
1001_4704
1
5
2,034
0
0
133
0
0
1,500
bus_only
2,602
2,034
435
44
391
520.1
13,372.9
12,852.8
0
0
1
0
0
0
39
0.2
1001_4704
2
5
1,988
0
0
362
0
0
1,500
bus_only
2,895
1,988
545
77
468
651.6
13,545.1
12,893.5
0
0
1
0
0
0
39
0.2
1001_4704
3
5
1,902
0
0
302
0
0
1,500
bus_only
2,770
1,902
566
77
489
678.2
13,299.2
12,621
0
0
1
0
0
0
39
0.2
1001_4704
4
5
1,942
0
0
157
0
1
1,500
bus_only
2,748
1,942
649
77
572
777.8
13,840.2
13,062.5
0
0
1
0
0
0
39
0.2
1001_4705
0
10
1,727
0
0
270
0
0
1,500
bus_only
2,131
1,727
134
44
90
159.3
11,738
11,578.7
0
0
1
0
0
0
32
0.1
1001_4705
1
10
1,556
0
0
408
0
0
1,500
bus_only
2,105
1,556
141
77
64
167.8
12,010.2
11,842.4
0
0
1
0
0
0
32
0.1
1001_4705
2
10
1,513
0
0
408
0
0
1,500
bus_only
2,153
1,513
232
77
155
276.9
11,933.7
11,656.8
0
0
1
0
0
0
32
0.1
1001_4705
3
10
1,595
0
0
408
0
0
1,500
bus_only
2,273
1,595
270
77
193
323.1
12,286.5
11,963.4
0
0
1
0
0
0
32
0.1
1001_4705
4
10
1,778
0
0
270
0
0
1,500
bus_only
2,430
1,778
382
44
338
456.2
12,431.9
11,975.7
0
0
1
0
0
0
32
0.1
1001_4705
5
10
1,640
0
0
408
0
0
1,500
bus_only
2,477
1,640
429
77
352
513.2
12,617.6
12,104.4
0
0
1
0
0
0
32
0.1
1001_4705
6
10
1,381
0
0
468
0
0
1,500
bus_only
2,381
1,381
532
77
455
636.3
12,002.9
11,366.7
0
0
1
0
0
0
32
0.1
1001_4705
7
10
1,692
0
0
270
0
0
1,500
bus_only
2,493
1,692
531
44
487
635.2
11,851.6
11,216.4
0
0
1
0
0
0
32
0.1
1001_4705
8
10
1,944
0
0
99
0
0
1,500
bus_only
2,574
1,944
531
77
454
635.9
13,368.7
12,732.7
0
0
1
0
0
0
32
0.1
1001_4705
9
10
1,701
0
0
468
0
0
1,500
bus_only
2,795
1,701
626
77
549
749.6
13,147.7
12,398.1
0
0
1
0
0
0
32
0.1
1001_4706
0
2
1,540
0
0
202
0
0
1,500
bus_only
1,939
1,540
197
44
153
234.3
10,944
10,709.7
0
0
1
0
0
0
21
0.5
1001_4706
1
2
1,517
0
0
142
0
0
1,500
bus_only
2,152
1,517
493
44
449
589.6
11,062.7
10,473.1
0
0
1
0
0
0
21
0.5
1001_4707
0
13
1,615
0
0
261
0
0
1,500
bus_only
1,946
1,615
70
44
26
82.6
10,307.2
10,224.6
0
0
1
0
0
0
13
0.076923
1001_4707
1
13
1,357
0
0
228
0
1
1,500
bus_only
1,688
1,357
103
77
26
122.2
10,339.5
10,217.3
0
0
1
0
0
0
13
0.076923
1001_4707
2
13
1,654
0
0
228
0
0
1,500
bus_only
2,196
1,654
314
77
237
375.7
11,242.2
10,866.5
0
0
1
0
0
0
13
0.076923
1001_4707
3
13
1,350
0
0
379
0
1
1,500
bus_only
2,043
1,350
314
77
237
375.7
10,614.1
10,238.5
0
0
1
0
0
0
13
0.076923
1001_4707
4
13
1,679
0
0
261
0
0
1,500
bus_only
2,279
1,679
339
44
295
405.8
10,878.9
10,473.1
0
0
1
0
0
0
13
0.076923
1001_4707
5
13
1,558
0
0
261
0
0
1,500
bus_only
2,227
1,558
408
44
364
487.6
10,371.3
9,883.7
0
0
1
0
0
0
13
0.076923
1001_4707
6
13
1,421
0
0
228
0
1
1,500
bus_only
2,021
1,421
372
77
295
445.5
10,911.2
10,465.7
0
0
1
0
0
0
13
0.076923
1001_4707
7
13
1,298
0
0
228
0
1
1,500
bus_only
1,932
1,298
406
77
329
486
10,398.1
9,912.1
0
0
1
0
0
0
13
0.076923
1001_4707
8
13
1,383
0
0
185
0
1
1,500
bus_only
2,009
1,383
441
77
364
527.3
10,622.5
10,095.2
0
0
1
0
0
0
13
0.076923
1001_4707
9
13
1,747
0
0
228
0
0
1,500
bus_only
2,503
1,747
528
77
451
632.3
11,728.8
11,096.5
0
0
1
0
0
0
13
0.076923
1001_4707
10
13
1,443
0
0
379
0
1
1,500
bus_only
2,350
1,443
528
77
451
632.3
11,100.8
10,468.4
0
0
1
0
0
0
13
0.076923
1001_4707
11
13
1,702
0
0
321
0
0
1,500
bus_only
2,600
1,702
577
44
533
691.2
11,400.9
10,709.7
0
0
1
0
0
0
13
0.076923
1001_4707
12
13
1,444
0
0
288
0
1
1,500
bus_only
2,342
1,444
610
77
533
730.8
11,433.2
10,702.4
0
0
1
0
0
0
13
0.076923
1001_4708
0
20
1,440
263
0
206
20
1
1,550
bus+train
2,013
1,703
104
77
7
122.8
10,168.8
7,877
2,169.1
0
1
1
0
0
77
0.05
1001_4708
1
20
1,587
0
0
133
0
2
1,500
bus_only
1,894
1,587
174
77
97
207.6
11,569.1
11,361.5
0
0
1
0
0
0
77
0.05
1001_4708
2
20
1,774
0
0
454
0
0
1,500
bus_only
2,384
1,774
156
77
79
185.6
11,598.6
11,413
0
0
1
0
0
0
77
0.05
1001_4708
3
20
1,480
0
0
552
0
1
1,500
bus_only
2,206
1,480
174
77
97
207.6
10,992.5
10,784.9
0
0
1
0
0
0
77
0.05
1001_4708
4
20
1,727
0
0
454
0
0
1,500
bus_only
2,513
1,727
332
77
255
397
11,493.5
11,096.5
0
0
1
0
0
0
77
0.05
1001_4708
5
20
1,507
0
0
552
0
1
1,500
bus_only
2,362
1,507
303
77
226
362.5
11,266.8
10,904.2
0
0
1
0
0
0
77
0.05
1001_4708
6
20
1,614
0
0
133
0
2
1,500
bus_only
2,050
1,614
303
77
226
362.5
11,843.3
11,480.8
0
0
1
0
0
0
77
0.05
1001_4708
7
20
1,618
0
0
471
0
2
1,500
bus_only
2,348
1,618
259
77
182
309
10,870.3
10,561.3
0
0
1
0
0
0
77
0.05
1001_4708
8
20
1,433
0
0
612
0
1
1,500
bus_only
2,377
1,433
332
77
255
397
10,865.4
10,468.4
0
0
1
0
0
0
77
0.05
1001_4708
9
20
1,540
0
0
193
0
2
1,500
bus_only
2,065
1,540
332
77
255
397
11,442
11,045
0
0
1
0
0
0
77
0.05
1001_4708
10
20
1,576
0
0
612
0
1
1,500
bus_only
2,518
1,576
330
77
253
394.3
11,727.1
11,332.8
0
0
1
0
0
0
77
0.05
1001_4708
11
20
1,889
0
0
394
0
0
1,500
bus_only
2,753
1,889
470
77
393
562.7
12,319.5
11,756.8
0
0
1
0
0
0
77
0.05
1001_4708
12
20
1,681
0
0
552
0
1
1,500
bus_only
2,703
1,681
470
77
393
562.7
12,341.3
11,778.7
0
0
1
0
0
0
77
0.05
1001_4708
13
20
1,672
0
0
208
0
2
1,500
bus_only
2,350
1,672
470
77
393
562.7
11,646.7
11,084
0
0
1
0
0
0
77
0.05
1001_4708
14
20
1,634
0
0
454
0
0
1,500
bus_only
2,677
1,634
589
77
512
705.3
11,571.8
10,866.5
0
0
1
0
0
0
77
0.05
1001_4708
15
20
1,551
0
0
552
0
1
1,500
bus_only
2,653
1,551
550
77
473
659.1
11,793.3
11,134.2
0
0
1
0
0
0
77
0.05
1001_4708
16
20
1,340
0
0
612
0
1
1,500
bus_only
2,541
1,340
589
77
512
705.3
10,943.7
10,238.5
0
0
1
0
0
0
77
0.05
1001_4708
17
20
1,447
0
0
193
0
2
1,500
bus_only
2,229
1,447
589
77
512
705.3
11,520.3
10,815
0
0
1
0
0
0
77
0.05
1001_4708
18
20
1,803
0
0
251
0
3
1,500
bus_only
2,561
1,803
507
77
430
606.4
12,328.1
11,721.7
0
0
1
0
0
0
77
0.05
1001_4708
19
20
1,648
0
0
224
0
3
1,500
bus_only
2,419
1,648
547
77
470
654.9
12,362.1
11,707.2
0
0
1
0
0
0
77
0.05
1001_4709
0
13
1,544
0
0
455
0
0
1,500
bus_only
2,087
1,544
88
77
11
103
9,107.7
9,004.7
0
0
1
0
0
0
92
0.076923
1001_4709
1
13
1,304
0
0
312
104
1
1,500
bus_only
1,808
1,304
192
77
11
228.2
8,724.1
8,496
0
0
1
0
0
0
92
0.076923
1001_4709
2
13
1,519
0
0
395
0
0
1,500
bus_only
2,162
1,519
248
77
171
295.9
9,152
8,856.2
0
0
1
0
0
0
92
0.076923
1001_4709
3
13
1,631
0
0
214
0
1
1,500
bus_only
1,900
1,631
55
44
11
63.3
10,070.8
10,007.5
0
0
1
0
0
0
92
0.076923
1001_4709
4
13
1,606
0
0
154
0
1
1,500
bus_only
1,975
1,606
215
44
171
256.2
10,115.2
9,859
0
0
1
0
0
0
92
0.076923
1001_4709
5
13
1,572
0
0
455
0
0
1,500
bus_only
2,314
1,572
287
77
210
343.1
9,549.1
9,206
0
0
1
0
0
0
92
0.076923
1001_4709
6
13
1,659
0
0
214
0
1
1,500
bus_only
2,127
1,659
254
44
210
303.4
10,512.3
10,208.8
0
0
1
0
0
0
92
0.076923
1001_4709
7
13
1,279
0
0
312
104
1
1,500
bus_only
1,943
1,279
352
77
171
420.4
8,767.9
8,347.5
0
0
1
0
0
0
92
0.076923
1001_4709
8
13
1,509
0
0
398
0
1
1,500
bus_only
2,329
1,509
422
77
345
503.4
10,748.8
10,245.4
0
0
1
0
0
0
92
0.076923
1001_4709
9
13
1,465
0
0
455
0
0
1,500
bus_only
2,523
1,465
603
77
526
722.1
9,247
8,524.9
0
0
1
0
0
0
92
0.076923
1001_4709
10
13
1,552
0
0
214
0
1
1,500
bus_only
2,336
1,552
570
44
526
682.4
10,210.2
9,527.8
0
0
1
0
0
0
92
0.076923
1001_4709
11
13
1,381
0
0
312
104
1
1,500
bus_only
2,271
1,381
578
77
397
691.7
9,537.4
8,845.7
0
0
1
0
0
0
92
0.076923
1001_4709
12
13
1,225
0
0
372
104
1
1,500
bus_only
2,304
1,225
707
77
526
846.6
8,862.9
8,016.3
0
0
1
0
0
0
92
0.076923
1001_4710
0
5
1,483
0
0
322
0
0
1,500
bus_only
1,911
1,483
106
77
29
124.4
8,001.4
7,877
0
0
1
0
0
0
50
0.2
1001_4710
1
5
948
89
0
520
117
1
1,550
bus+train
1,760
1,037
203
77
9
241
7,729.7
6,314.5
1,174.2
0
1
1
0
0
50
0.2
1001_4710
2
5
1,390
0
0
322
0
0
1,500
bus_only
2,026
1,390
314
77
237
374.5
7,982.8
7,608.2
0
0
1
0
0
0
50
0.2
1001_4710
3
5
1,458
0
0
314
0
1
1,500
bus_only
2,036
1,458
264
69
195
314.7
9,137.7
8,823
0
0
1
0
0
0
50
0.2
1001_4710
4
5
1,564
0
0
262
0
0
1,500
bus_only
2,298
1,564
472
77
395
565.3
8,772.4
8,207.2
0
0
1
0
0
0
50
0.2
1001_4712
0
3
993
0
0
225
0
0
1,500
bus_only
1,349
993
131
77
54
154.7
6,538.6
6,383.9
0
0
1
0
0
0
42
0.333333
1001_4712
1
3
966
0
0
165
0
0
1,500
bus_only
1,613
966
482
77
405
577.5
6,661.3
6,083.8
0
0
1
0
0
0
42
0.333333
1001_4712
2
3
1,058
0
0
225
0
0
1,500
bus_only
1,798
1,058
515
77
438
615.2
7,470.9
6,855.7
0
0
1
0
0
0
42
0.333333
1001_4807
0
7
0
1,830
720
956
132
1
4,700
train+gtx
3,696
2,550
190
49
9
226.4
40,577.5
0
22,174.7
18,176.4
0
1
1
0
13
0
1001_4807
1
7
1,270
2,100
0
509
282
1
1,750
bus+train
4,678
3,370
799
44
473
956.3
25,190.9
4,540.4
19,694.2
0
1
1
0
12
13
1
1001_4807
2
7
1,672
2,220
0
418
115
1
1,850
bus+train
4,821
3,892
511
44
352
611.5
27,093.5
5,652.3
20,829.7
0
1
1
0
0
13
0
1001_4807
3
7
1,499
2,220
0
478
115
1
1,850
bus+train
4,795
3,719
598
44
439
714.7
27,078.7
5,534.3
20,829.7
0
1
1
0
0
13
0
1001_4807
4
7
1,639
2,220
0
781
125
1
1,850
bus+train
5,315
3,859
675
44
506
808.5
28,705.5
7,067.3
20,829.7
0
1
1
0
0
13
0
1001_4807
5
7
2,164
2,220
0
1,054
125
1
1,850
bus+train
6,138
4,384
700
44
531
838.2
28,237.6
6,569.7
20,829.7
0
1
1
0
0
13
0