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_329
2
5
1,086
0
0
169
0
0
1,500
bus_only
1,830
1,086
575
44
531
687.2
7,980.7
7,293.5
0
0
1
0
0
0
94
0.2
1001_329
3
5
1,166
0
0
512
0
1
1,500
bus_only
1,886
1,166
208
44
164
247.8
9,225.5
8,977.7
0
0
1
0
0
0
94
0.2
1001_329
4
5
1,319
0
0
235
74
1
1,500
bus_only
2,129
1,319
575
44
457
688.6
9,057.4
8,368.8
0
0
1
0
0
0
94
0.2
1001_330
0
10
1,315
0
0
510
0
1
1,500
bus_only
2,022
1,315
197
30
167
234.5
9,347.5
9,113
0
0
1
0
0
0
47
0.1
1001_330
1
10
303
1,140
0
257
96
1
1,550
bus+train
1,892
1,443
192
77
19
228.6
12,983.6
2,136.2
10,618.8
0
1
1
0
0
47
0.1
1001_330
2
10
1,314
0
0
814
0
2
1,500
bus_only
2,296
1,314
168
30
138
200.3
9,133.8
8,933.6
0
0
1
0
0
0
47
0.1
1001_330
3
10
1,233
0
0
523
0
1
1,500
bus_only
1,967
1,233
211
44
167
250.7
9,691.7
9,441.1
0
0
1
0
0
0
47
0.1
1001_330
4
10
1,235
0
0
1,059
0
1
1,500
bus_only
2,476
1,235
182
44
138
216.4
9,833.5
9,617.1
0
0
1
0
0
0
47
0.1
1001_330
5
10
1,794
0
0
628
29
1
1,500
bus_only
2,642
1,794
220
44
147
261.4
12,902
12,640.6
0
0
1
0
0
0
47
0.1
1001_330
6
10
1,520
0
0
1,061
0
2
1,500
bus_only
2,758
1,520
177
44
133
210.6
10,676.4
10,465.7
0
0
1
0
0
0
47
0.1
1001_330
7
10
1,190
0
0
463
0
1
1,500
bus_only
2,140
1,190
487
44
443
582.4
9,686.8
9,104.3
0
0
1
0
0
0
47
0.1
1001_330
8
10
1,926
0
0
390
0
2
1,500
bus_only
2,725
1,926
409
77
332
489.6
14,199.1
13,709.5
0
0
1
0
0
0
47
0.1
1001_330
9
10
1,262
0
0
450
0
1
1,500
bus_only
2,246
1,262
534
30
504
639.6
9,139.1
8,499.5
0
0
1
0
0
0
47
0.1
1001_331
0
25
415
1,170
0
485
55
1
1,550
bus+train
2,216
1,585
146
44
47
173
13,150.7
1,998.6
10,979.2
0
1
1
0
0
238
0.04
1001_331
1
25
254
1,260
0
242
96
1
1,550
bus+train
1,976
1,514
220
77
47
262.1
13,937.9
2,136.2
11,539.6
0
1
1
0
0
238
0.04
1001_331
2
25
2,722
0
0
139
0
0
1,600
bus_only
3,284
2,722
423
30
393
505.6
15,624.1
15,118.5
0
0
1
0
0
0
238
0.04
1001_331
3
25
2,502
0
0
361
0
1
1,600
bus_only
2,976
2,502
113
30
83
134.4
15,987.6
15,853.2
0
0
1
0
0
0
238
0.04
1001_331
4
25
2,193
0
0
313
62
1
1,500
bus_only
2,681
2,193
175
30
83
207.6
14,769.1
14,561.5
0
0
1
0
0
0
238
0.04
1001_331
5
25
2,532
0
0
421
0
1
1,600
bus_only
3,123
2,532
170
30
140
202.6
16,248.6
16,046
0
0
1
0
0
0
238
0.04
1001_331
6
25
2,223
0
0
373
62
1
1,500
bus_only
2,828
2,223
232
30
140
275.9
15,030.2
14,754.3
0
0
1
0
0
0
238
0.04
1001_331
7
25
1,242
0
0
1,368
0
1
1,500
bus_only
2,794
1,242
184
44
140
218.8
10,703.2
10,484.4
0
0
1
0
0
0
238
0.04
1001_331
8
25
1,986
0
0
749
29
1
1,500
bus_only
2,957
1,986
222
30
163
264.1
13,271.7
13,007.6
0
0
1
0
0
0
238
0.04
1001_331
9
25
2,001
0
0
525
107
1
1,500
bus_only
2,826
2,001
300
30
163
357.5
13,451
13,093.5
0
0
1
0
0
0
238
0.04
1001_331
10
25
2,031
0
0
968
29
1
1,500
bus_only
3,274
2,031
275
30
216
327.5
13,657.4
13,329.9
0
0
1
0
0
0
238
0.04
1001_331
11
25
2,046
0
0
585
107
1
1,500
bus_only
2,984
2,046
353
30
216
420.9
13,836.7
13,415.8
0
0
1
0
0
0
238
0.04
1001_331
12
25
2,164
0
0
815
0
0
1,500
bus_only
3,371
2,164
392
44
348
468.8
13,588
13,119.2
0
0
1
0
0
0
238
0.04
1001_331
13
25
2,063
0
0
729
0
1
1,500
bus_only
3,170
2,063
378
30
348
452.6
12,747.9
12,295.2
0
0
1
0
0
0
238
0.04
1001_331
14
25
2,077
0
0
464
82
1
1,500
bus_only
2,988
2,077
447
30
335
534.5
14,430.2
13,895.7
0
0
1
0
0
0
238
0.04
1001_331
15
25
2,016
0
0
749
29
1
1,500
bus_only
3,182
2,016
417
30
358
498.1
13,823.9
13,325.8
0
0
1
0
0
0
238
0.04
1001_331
16
25
1,187
0
0
1,308
0
1
1,500
bus_only
2,920
1,187
425
44
381
508.9
10,625.7
10,116.8
0
0
1
0
0
0
238
0.04
1001_331
17
25
1,218
0
0
326
0
2
1,500
bus_only
2,147
1,218
603
77
526
721.8
12,620.3
11,898.5
0
0
1
0
0
0
238
0.04
1001_331
18
25
1,714
0
0
380
0
1
1,500
bus_only
2,697
1,714
603
77
526
721.8
14,474.4
13,752.6
0
0
1
0
0
0
238
0.04
1001_331
19
25
2,454
0
0
235
0
1
1,500
bus_only
3,231
2,454
542
30
512
649.8
15,506.1
14,856.4
0
0
1
0
0
0
238
0.04
1001_331
20
25
1,940
0
0
729
0
1
1,500
bus_only
3,203
1,940
534
30
504
639.4
12,385.2
11,745.8
0
0
1
0
0
0
238
0.04
1001_331
21
25
2,586
0
0
421
0
1
1,600
bus_only
3,533
2,586
526
30
496
629.6
16,992
16,362.4
0
0
1
0
0
0
238
0.04
1001_331
22
25
2,148
0
0
404
82
1
1,500
bus_only
3,134
2,148
582
30
470
696.7
15,130.5
14,433.8
0
0
1
0
0
0
238
0.04
1001_331
23
25
2,277
0
0
373
62
1
1,600
bus_only
3,238
2,277
588
30
496
702.8
15,773.6
15,070.8
0
0
1
0
0
0
238
0.04
1001_331
24
25
1,296
0
0
1,368
0
1
1,500
bus_only
3,204
1,296
540
44
496
645.7
11,446.6
10,800.9
0
0
1
0
0
0
238
0.04
1001_332
0
8
911
390
0
401
115
1
1,550
bus+train
1,885
1,301
183
44
24
216.7
11,935.5
7,680.7
4,038.1
0
1
1
0
0
168
0.125
1001_332
1
8
1,557
0
0
173
0
0
1,500
bus_only
2,043
1,557
313
44
269
373.5
11,303.2
10,929.7
0
0
1
0
0
0
168
0.125
1001_332
2
8
1,959
0
0
539
0
0
1,500
bus_only
2,797
1,959
299
30
269
357.6
12,569.2
12,211.6
0
0
1
0
0
0
168
0.125
1001_332
3
8
1,658
0
0
235
42
1
1,500
bus_only
2,115
1,658
222
44
136
264.5
11,185
10,920.5
0
0
1
0
0
0
168
0.125
1001_332
4
8
1,593
0
0
256
61
1
1,500
bus_only
2,090
1,593
241
44
136
286.6
11,552.8
11,266.2
0
0
1
0
0
0
168
0.125
1001_332
5
8
1,615
0
0
218
0
1
1,500
bus_only
2,150
1,615
317
44
273
378.2
11,402.9
11,024.7
0
0
1
0
0
0
168
0.125
1001_332
6
8
1,508
0
0
173
0
0
1,500
bus_only
2,108
1,508
427
44
383
509.5
10,893.3
10,383.7
0
0
1
0
0
0
168
0.125
1001_332
7
8
2,207
0
0
378
0
0
1,500
bus_only
2,925
2,207
340
44
296
404.9
14,696.5
14,291.6
0
0
1
0
0
0
168
0.125
1001_333
0
5
1,625
0
0
117
0
0
1,500
bus_only
1,964
1,625
222
44
178
264.4
11,863.3
11,598.9
0
0
1
0
0
0
49
0.2
1001_333
1
5
1,692
0
0
57
0
0
1,500
bus_only
2,076
1,692
327
44
283
390.5
12,449.7
12,059.1
0
0
1
0
0
0
49
0.2
1001_333
2
5
2,612
0
0
481
0
0
1,500
bus_only
3,700
2,612
607
44
563
726.6
15,290
14,563.4
0
0
1
0
0
0
49
0.2
1001_333
3
5
2,565
0
0
481
0
0
1,500
bus_only
3,690
2,565
644
44
600
771.8
15,101
14,329.2
0
0
1
0
0
0
49
0.2
1001_333
4
5
2,683
0
0
541
0
0
1,500
bus_only
3,915
2,683
691
44
647
826.8
15,794.4
14,967.6
0
0
1
0
0
0
49
0.2
1001_334
0
8
1,890
0
0
481
0
0
1,500
bus_only
2,505
1,890
134
44
90
158.3
12,944.9
12,786.6
0
0
1
0
0
0
20
0.125
1001_334
1
8
224
1,470
0
431
189
2
1,550
bus+train
2,411
1,694
286
77
20
339.4
15,109.7
1,533.9
13,236.4
0
1
1
0
0
20
0.125
1001_334
2
8
1,829
0
0
481
0
0
1,500
bus_only
2,751
1,829
441
44
397
526.1
12,856.5
12,330.4
0
0
1
0
0
0
20
0.125
1001_334
3
8
2,035
0
0
299
0
1
1,500
bus_only
2,471
2,035
137
44
93
161.8
13,888.3
13,726.5
0
0
1
0
0
0
20
0.125
1001_334
4
8
1,877
0
0
476
0
1
1,500
bus_only
2,521
1,877
168
44
124
200.4
12,933.8
12,733.5
0
0
1
0
0
0
20
0.125
1001_334
5
8
1,996
0
0
299
0
1
1,500
bus_only
2,538
1,996
243
44
199
289.9
13,715.5
13,425.6
0
0
1
0
0
0
20
0.125
1001_334
6
8
1,970
0
0
481
0
0
1,500
bus_only
2,941
1,970
490
44
446
585.6
13,684.1
13,098.6
0
0
1
0
0
0
20
0.125
1001_334
7
8
1,913
0
0
239
0
1
1,500
bus_only
2,714
1,913
562
44
518
672.9
13,834.1
13,161.1
0
0
1
0
0
0
20
0.125
1001_335
0
8
2,190
0
0
498
0
0
1,500
bus_only
2,867
2,190
179
44
135
212.9
13,583.6
13,370.7
0
0
1
0
0
0
41
0.125
1001_335
1
8
446
1,680
0
445
53
1
1,650
bus+train
2,678
2,126
107
44
10
126.3
17,669.2
2,111.9
15,431
0
1
1
0
0
41
0.125
1001_335
2
8
2,270
0
0
498
0
0
1,500
bus_only
3,239
2,270
471
44
427
562.6
14,454.4
13,891.8
0
0
1
0
0
0
41
0.125
1001_335
3
8
2,019
0
0
643
0
1
1,500
bus_only
2,932
2,019
270
44
226
322.2
13,410.6
13,088.4
0
0
1
0
0
0
41
0.125
1001_335
4
8
2,075
0
0
643
0
1
1,500
bus_only
3,038
2,075
320
44
276
381.8
13,929.8
13,548
0
0
1
0
0
0
41
0.125
1001_335
5
8
2,554
0
0
184
0
1
1,600
bus_only
3,152
2,554
414
44
370
495.3
16,010.8
15,515.5
0
0
1
0
0
0
41
0.125
1001_335
6
8
2,103
0
0
498
0
0
1,500
bus_only
3,113
2,103
512
44
468
612.1
13,710.7
13,098.6
0
0
1
0
0
0
41
0.125
1001_335
7
8
1,928
0
0
583
0
1
1,500
bus_only
3,034
1,928
523
44
479
625.9
13,511.5
12,885.6
0
0
1
0
0
0
41
0.125
1001_336
0
5
2,011
0
0
352
0
0
1,500
bus_only
2,646
2,011
283
44
239
338
14,229.8
13,891.8
0
0
1
0
0
0
19
0.2
1001_336
1
5
893
840
0
496
115
2
1,650
bus+train
2,393
1,733
164
44
5
194.7
15,499.3
7,743.8
7,560.8
0
1
1
0
0
19
0.2
1001_336
2
5
1,843
0
0
647
0
0
1,600
bus_only
2,846
1,843
356
44
312
424.5
15,567
15,142.5
0
0
1
0
0
0
19
0.2
1001_336
3
5
2,047
0
0
550
0
1
1,500
bus_only
2,856
2,047
259
44
215
308
14,510.3
14,202.3
0
0
1
0
0
0
19
0.2
1001_336
4
5
1,897
0
0
272
0
3
1,500
bus_only
2,526
1,897
357
44
313
427.1
14,890.7
14,463.6
0
0
1
0
0
0
19
0.2
1001_337
0
4
472
1,890
0
272
53
1
1,650
bus+train
2,747
2,362
113
44
16
134.1
19,195.8
2,111.9
16,949.8
0
1
1
0
0
20
0.25
1001_337
1
4
2,675
0
0
397
42
1
1,600
bus_only
3,263
2,675
191
44
105
227.2
16,920.2
16,693
0
0
1
0
0
0
20
0.25
1001_337
2
4
2,703
0
0
397
42
1
1,600
bus_only
3,591
2,703
491
44
405
587.1
17,731.3
17,144.2
0
0
1
0
0
0
20
0.25
1001_337
3
4
2,646
0
0
397
42
1
1,600
bus_only
3,557
2,646
514
44
428
615.1
17,020.2
16,405.1
0
0
1
0
0
0
20
0.25
1001_338
0
13
2,216
0
0
673
0
0
1,600
bus_only
3,060
2,216
171
44
127
203.9
18,008.4
17,804.5
0
0
1
0
0
0
82
0.076923
1001_338
1
13
2,265
0
0
465
0
3
1,600
bus_only
2,976
2,265
246
77
169
293.6
17,242.8
16,949.2
0
0
1
0
0
0
82
0.076923
1001_338
2
13
2,173
0
0
673
0
0
1,600
bus_only
3,132
2,173
286
44
242
340.7
17,798.8
17,458.1
0
0
1
0
0
0
82
0.076923
1001_338
3
13
2,424
0
0
433
0
1
1,600
bus_only
3,014
2,424
157
30
127
187.8
17,327.7
17,139.9
0
0
1
0
0
0
82
0.076923
1001_338
4
13
410
2,010
0
403
53
1
1,750
bus+train
2,991
2,420
168
108
7
200.6
20,393.7
2,067.9
18,125.3
0
1
1
0
0
82
0.076923
1001_338
5
13
2,381
0
0
433
0
1
1,600
bus_only
3,086
2,381
272
30
242
324.5
17,118
16,793.5
0
0
1
0
0
0
82
0.076923
1001_338
6
13
2,222
0
0
525
0
3
1,600
bus_only
3,066
2,222
319
77
242
380.3
16,983.1
16,602.8
0
0
1
0
0
0
82
0.076923
1001_338
7
13
2,139
0
0
673
0
0
1,600
bus_only
3,338
2,139
526
44
482
629.3
17,837.6
17,208.4
0
0
1
0
0
0
82
0.076923
1001_338
8
13
2,250
0
0
613
0
0
1,600
bus_only
3,383
2,250
520
44
476
621.9
18,708.2
18,086.3
0
0
1
0
0
0
82
0.076923
1001_338
9
13
2,347
0
0
433
0
1
1,600
bus_only
3,292
2,347
512
30
482
613.1
17,156.9
16,543.8
0
0
1
0
0
0
82
0.076923
1001_338
10
13
2,458
0
0
373
0
1
1,600
bus_only
3,337
2,458
506
30
476
605.8
18,027.4
17,421.7
0
0
1
0
0
0
82
0.076923
1001_338
11
13
2,188
0
0
525
0
3
1,600
bus_only
3,272
2,188
559
77
482
668.9
17,022
16,353
0
0
1
0
0
0
82
0.076923
1001_338
12
13
2,299
0
0
465
0
3
1,600
bus_only
3,317
2,299
553
77
476
661.6
17,892.5
17,230.9
0
0
1
0
0
0
82
0.076923
1001_339
0
5
2,433
0
0
245
0
0
1,600
bus_only
2,799
2,433
121
44
77
142.8
19,522.5
19,379.7
0
0
1
0
0
0
34
0.2
1001_339
1
5
2,037
210
0
302
93
1
1,650
bus+train
2,713
2,247
164
44
27
194.2
17,226.9
14,433
2,599.6
0
1
1
0
0
34
0.2
1001_339
2
5
2,695
0
0
202
0
0
1,600
bus_only
3,019
2,695
122
44
78
143.4
18,886.6
18,743.2
0
0
1
0
0
0
34
0.2
1001_339
3
5
2,770
0
0
202
0
0
1,600
bus_only
3,411
2,770
439
44
395
524.9
19,563.5
19,038.7
0
0
1
0
0
0
34
0.2
1001_339
4
5
2,381
0
0
185
0
0
1,600
bus_only
3,111
2,381
545
44
501
652.2
19,510.9
18,858.7
0
0
1
0
0
0
34
0.2
1001_340
0
4
2,233
0
0
183
0
0
1,700
bus_only
2,628
2,233
212
44
168
251.4
21,216.2
20,964.7
0
0
1
0
0
0
25
0.25
1001_340
1
4
2,202
0
0
123
0
0
1,700
bus_only
2,654
2,202
329
44
285
393.8
20,917.7
20,524
0
0
1
0
0
0
25
0.25
1001_340
2
4
2,154
0
0
236
0
1
1,600
bus_only
2,758
2,154
368
44
324
438.7
19,903
19,464.3
0
0
1
0
0
0
25
0.25
1001_340
3
4
2,258
0
0
183
0
0
1,700
bus_only
3,054
2,258
613
44
569
733.9
22,034
21,300
0
0
1
0
0
0
25
0.25
1001_341
0
5
2,316
0
0
516
0
0
1,700
bus_only
3,088
2,316
256
44
212
305.8
21,605.8
21,300
0
0
1
0
0
0
24
0.2
1001_341
1
5
2,659
0
0
313
17
2
1,600
bus_only
3,210
2,659
238
30
191
283.3
19,977.4
19,694.1
0
0
1
0
0
0
24
0.2