_id
stringlengths
1
5
city
stringclasses
10 values
realSum
float64
34.8
18.5k
room_type
stringclasses
3 values
room_shared
bool
2 classes
room_private
bool
2 classes
person_capacity
float64
2
6
host_is_superhost
bool
2 classes
multi
int64
0
1
biz
int64
0
1
cleanliness_rating
float64
2
10
guest_satisfaction_overall
float64
20
100
bedrooms
int64
0
10
dist
float64
0.02
25.3
metro_dist
float64
0
14.3
attr_index
float64
15.2
4.51k
attr_index_norm
float64
0.93
100
rest_index
float64
19.6
6.7k
rest_index_norm
float64
0.59
100
lng
float64
-9.23
23.8
lat
float64
38
52.6
day_type
stringclasses
2 values
0
Amsterdam
194.033698
Private room
false
true
2
false
1
0
10
93
1
5.022964
2.53938
78.690379
4.166708
98.253896
6.846473
4.90569
52.41772
weekdays
1
Amsterdam
344.245776
Private room
false
true
4
false
0
0
8
85
1
0.488389
0.239404
631.176378
33.421209
837.280757
58.342928
4.90005
52.37432
weekdays
2
Amsterdam
264.101422
Private room
false
true
2
false
0
1
9
87
1
5.748312
3.651621
75.275877
3.985908
95.386955
6.6467
4.97512
52.36103
weekdays
3
Amsterdam
433.529398
Private room
false
true
4
false
0
1
9
90
2
0.384862
0.439876
493.272534
26.119108
875.033098
60.973565
4.89417
52.37663
weekdays
4
Amsterdam
485.552926
Private room
false
true
2
true
0
0
10
98
1
0.544738
0.318693
552.830324
29.272733
815.30574
56.811677
4.90051
52.37508
weekdays
5
Amsterdam
552.808567
Private room
false
true
3
false
0
0
8
100
2
2.13142
1.904668
174.788957
9.255191
225.201662
15.692376
4.87699
52.38966
weekdays
6
Amsterdam
215.124317
Private room
false
true
2
false
0
0
10
94
1
1.881092
0.729747
200.167652
10.59901
242.765524
16.916251
4.9157
52.38296
weekdays
7
Amsterdam
2,771.307384
Entire home/apt
false
false
4
true
0
0
10
100
3
1.686807
1.458404
208.808109
11.056528
272.313823
18.975219
4.88467
52.38749
weekdays
8
Amsterdam
1,001.80442
Entire home/apt
false
false
4
false
0
0
9
96
2
3.719141
1.196112
106.226456
5.624761
133.876202
9.328686
4.86459
52.40175
weekdays
9
Amsterdam
276.521454
Private room
false
true
2
false
1
0
10
88
1
3.142361
0.924404
206.252862
10.921226
238.291258
16.604478
4.876
52.347
weekdays
10
Amsterdam
909.474375
Entire home/apt
false
false
2
false
0
0
10
96
1
1.009922
0.917115
409.858124
21.70226
555.114276
38.681161
4.87956
52.36953
weekdays
11
Amsterdam
319.640053
Private room
false
true
2
true
1
0
10
97
1
2.182707
1.590381
191.501339
10.140123
229.297401
15.977773
4.92496
52.37107
weekdays
12
Amsterdam
675.60284
Entire home/apt
false
false
4
false
0
0
8
87
1
2.933046
0.628073
214.923342
11.380334
269.624904
18.787851
4.88934
52.34697
weekdays
13
Amsterdam
552.808567
Entire home/apt
false
false
2
true
0
0
10
100
1
1.305494
1.342162
325.255952
17.222519
390.912052
27.239314
4.87417
52.37509
weekdays
14
Amsterdam
209.031472
Private room
false
true
2
false
1
0
8
96
1
7.304535
3.720814
59.776181
3.165188
75.701057
5.274959
4.99679
52.35645
weekdays
15
Amsterdam
368.851499
Private room
false
true
2
true
0
0
10
98
1
1.031101
0.557885
359.921932
19.058105
439.950562
30.656388
4.90809
52.37455
weekdays
16
Amsterdam
368.851499
Private room
false
true
2
false
0
0
10
90
1
1.327797
0.119528
539.012884
28.54109
573.896572
39.989939
4.88971
52.36148
weekdays
17
Amsterdam
337.91859
Private room
false
true
2
true
1
0
10
97
1
1.366334
0.534933
576.082826
30.503968
845.957616
58.947544
4.88368
52.36239
weekdays
18
Amsterdam
313.547208
Private room
false
true
2
true
1
0
10
96
1
1.289759
0.552116
528.940556
28.007754
1,023.904785
71.347159
4.8839
52.3631
weekdays
19
Amsterdam
447.589811
Entire home/apt
false
false
2
false
1
0
9
93
1
1.057619
1.065339
422.852906
22.390342
476.696992
33.216932
4.87757
52.37336
weekdays
20
Amsterdam
243.245143
Private room
false
true
2
true
1
0
10
96
1
2.870633
1.278894
169.695755
8.985503
210.267692
14.651755
4.85206
52.36734
weekdays
21
Amsterdam
933.845757
Entire home/apt
false
false
4
false
0
0
10
96
2
1.014066
0.377104
477.79407
25.299513
664.053251
46.272186
4.89088
52.36422
weekdays
22
Amsterdam
251.915731
Private room
false
true
2
false
1
0
10
97
1
1.247084
1.098774
267.32599
14.155089
366.46465
25.535784
4.88642
52.38367
weekdays
23
Amsterdam
377.287746
Private room
false
true
2
false
0
0
10
98
1
1.167492
0.983743
278.800595
14.762677
383.577893
26.728259
4.88799
52.38325
weekdays
24
Amsterdam
245.588545
Private room
false
true
2
true
1
0
10
96
1
4.230634
2.687144
92.213602
4.882772
116.217144
8.098178
4.89595
52.41122
weekdays
25
Amsterdam
217.70206
Private room
false
true
2
false
1
0
8
93
1
4.180815
2.808438
93.270764
4.938749
117.759656
8.205662
4.89375
52.41081
weekdays
26
Amsterdam
295.034331
Private room
false
true
2
false
1
0
10
95
1
3.366019
0.225882
170.028697
9.003133
217.155231
15.131689
4.895
52.343
weekdays
27
Amsterdam
295.034331
Private room
false
true
2
false
0
0
10
94
1
4.12728
0.839325
129.229699
6.842798
164.405009
11.455978
4.84631
52.34966
weekdays
28
Amsterdam
1,032.971668
Entire home/apt
false
false
4
false
1
0
9
96
2
2.161608
1.424169
183.365259
9.709312
222.389689
15.496434
4.92432
52.37676
weekdays
29
Amsterdam
270.428608
Private room
false
true
4
true
0
0
10
98
1
4.885478
1.094837
91.666212
4.853787
114.674343
7.990673
4.82174
52.37781
weekdays
30
Amsterdam
524.687742
Entire home/apt
false
false
2
false
0
1
9
89
1
1.126327
1.121071
386.364966
20.458282
462.805934
32.248983
4.87657
52.37288
weekdays
31
Amsterdam
599.676611
Entire home/apt
false
false
4
false
0
0
9
94
3
3.363591
0.697422
156.237115
8.272859
198.874121
13.857835
4.90806
52.34442
weekdays
32
Amsterdam
516.017154
Entire home/apt
false
false
4
false
0
0
9
100
2
1.071168
0.382535
487.873022
25.833201
702.928876
48.981095
4.88881
52.36397
weekdays
33
Amsterdam
602.254353
Entire home/apt
false
false
3
false
0
0
10
100
2
3.85629
0.727962
148.724103
7.87504
184.259848
12.839491
4.86021
52.34502
weekdays
34
Amsterdam
504.065803
Entire home/apt
false
false
4
false
0
0
9
94
2
4.075248
1.873411
98.636634
5.222875
122.125542
8.509883
4.94798
52.38786
weekdays
35
Amsterdam
1,609.917278
Entire home/apt
false
false
6
false
1
0
10
96
3
2.988589
1.750003
207.952474
11.011222
241.778127
16.847448
4.86225
52.35413
weekdays
36
Amsterdam
310.969465
Entire home/apt
false
false
2
false
1
0
9
94
0
4.147087
0.038355
118.778885
6.289421
151.376393
10.548125
4.92058
52.33997
weekdays
37
Amsterdam
202.704286
Private room
false
true
2
false
0
0
10
94
1
5.61175
3.911722
71.345009
3.777766
89.084486
6.207535
4.885
52.42343
weekdays
38
Amsterdam
796.288051
Entire home/apt
false
false
4
false
0
0
10
94
2
2.854992
1.702583
202.843105
10.740677
271.381325
18.910241
4.8588
52.35848
weekdays
39
Amsterdam
504.065803
Private room
false
true
2
false
0
0
9
96
1
6.411657
4.143227
67.215397
3.5591
83.998426
5.853131
4.98597
52.36376
weekdays
40
Amsterdam
319.640053
Private room
false
true
2
false
0
1
10
95
1
0.540354
0.338658
558.609922
29.578767
816.910377
56.92349
4.90032
52.37525
weekdays
41
Amsterdam
614.440044
Private room
false
true
4
false
0
1
9
96
1
0.495828
0.332742
717.446444
37.989266
848.404842
59.11807
4.89969
52.37513
weekdays
42
Amsterdam
467.040049
Private room
false
true
3
false
0
1
10
94
1
0.514356
0.277211
589.280802
31.20281
873.364299
60.857281
4.90027
52.37469
weekdays
43
Amsterdam
716.378038
Entire home/apt
false
false
5
true
0
0
10
96
2
3.695005
0.397528
116.723996
6.180613
147.252275
10.26075
4.841
52.38253
weekdays
44
Amsterdam
350.104281
Private room
false
true
2
false
1
0
10
91
0
1.097869
0.956928
293.06067
15.517757
426.571886
29.724143
4.88774
52.38254
weekdays
45
Amsterdam
319.640053
Private room
false
true
2
false
0
1
10
97
1
0.384612
0.312638
666.907625
35.313202
811.486344
56.545536
4.89831
52.37457
weekdays
46
Amsterdam
467.040049
Private room
false
true
3
false
0
1
10
96
1
0.471547
0.143263
767.098827
40.618393
825.05277
57.490864
4.90002
52.37341
weekdays
47
Amsterdam
983.291543
Entire home/apt
false
false
3
true
0
0
10
100
2
1.430511
1.352587
322.018769
17.051108
423.352724
29.499827
4.87317
52.36917
weekdays
48
Amsterdam
298.783774
Private room
false
true
2
true
0
0
9
94
0
4.224209
1.519311
108.745892
5.758167
138.786731
9.670859
4.93986
52.34829
weekdays
49
Amsterdam
196.61144
Private room
false
true
4
false
0
0
9
94
1
6.198279
2.371267
65.76108
3.482093
81.384267
5.670973
4.96617
52.40648
weekdays
50
Amsterdam
430.248635
Entire home/apt
false
false
2
false
0
0
10
96
1
3.019441
0.792407
144.549984
7.654018
182.761984
12.735118
4.84941
52.37788
weekdays
51
Amsterdam
319.640053
Private room
false
true
2
false
0
1
9
95
1
0.363345
0.20964
1,238.466777
65.577639
755.132221
52.6187
4.89843
52.3734
weekdays
52
Amsterdam
405.642912
Private room
false
true
4
true
0
0
9
98
1
5.036498
1.246611
87.204732
4.617548
109.09581
7.601953
4.82115
52.38375
weekdays
53
Amsterdam
334.169147
Private room
false
true
2
true
1
0
10
97
1
1.151764
0.897026
425.345885
22.522347
628.012449
43.760811
4.881
52.366
weekdays
54
Amsterdam
491.880112
Private room
false
true
2
false
0
1
9
98
1
0.375135
0.190395
1,888.550428
100
747.801249
52.107867
4.89861
52.37326
weekdays
55
Amsterdam
319.640053
Private room
false
true
2
false
0
1
9
95
1
0.360507
0.223507
1,030.28114
54.554071
761.552854
53.066099
4.89837
52.37355
weekdays
56
Amsterdam
780.352916
Private room
false
true
4
false
0
1
10
100
5
1.395579
0.857239
311.014115
16.468404
350.850364
24.447758
4.91319
52.37075
weekdays
57
Amsterdam
355.025426
Entire home/apt
false
false
2
false
0
0
9
90
1
1.483371
0.536238
334.98271
17.737557
370.014462
25.78314
4.91113
52.36575
weekdays
58
Amsterdam
1,044.688679
Entire home/apt
false
false
4
false
0
0
10
98
2
1.505924
0.175795
304.279396
16.111796
364.862825
25.424167
4.9075
52.36296
weekdays
59
Amsterdam
847.842898
Entire home/apt
false
false
4
false
0
0
10
98
3
1.267328
1.158
363.994123
19.273731
480.583786
33.48777
4.87652
52.36806
weekdays
60
Amsterdam
373.772643
Private room
false
true
2
true
1
0
10
98
1
0.975069
1.104997
355.612611
18.829924
528.580622
36.832258
4.884
52.38
weekdays
61
Amsterdam
613.268343
Entire home/apt
false
false
4
false
1
0
9
84
1
0.227261
0.459807
562.265306
29.772322
798.40677
55.634132
4.89248
52.37524
weekdays
62
Amsterdam
238.323999
Private room
false
true
2
true
0
0
10
98
1
5.839438
3.833065
73.916233
3.913914
92.569208
6.450356
4.97698
52.36234
weekdays
63
Amsterdam
430.248635
Entire home/apt
false
false
2
false
0
0
10
97
1
3.029522
0.911247
139.934971
7.40965
176.924589
12.32836
4.85087
52.38181
weekdays
64
Amsterdam
347.995219
Entire home/apt
false
false
3
false
0
1
6
77
2
4.416817
0.446809
117.231069
6.207463
148.952353
10.379214
4.84034
52.35015
weekdays
65
Amsterdam
330.419703
Entire home/apt
false
false
2
false
0
0
10
98
1
2.564052
1.248153
167.55416
8.872104
209.167773
14.575111
4.85619
52.3778
weekdays
66
Amsterdam
1,179.668643
Entire home/apt
false
false
4
true
1
0
10
99
2
0.626568
0.581534
542.747913
28.738863
676.572745
47.144562
4.88428
52.37163
weekdays
67
Amsterdam
259.180278
Private room
false
true
2
true
1
0
10
98
1
5.241484
0.671241
100.422653
5.317446
124.576523
8.680671
4.859
52.331
weekdays
68
Amsterdam
277.927495
Private room
false
true
2
true
0
0
10
97
1
3.832914
2.391801
114.086735
6.040968
144.912157
10.097688
4.94543
52.36055
weekdays
69
Amsterdam
467.040049
Entire home/apt
false
false
3
false
0
0
9
96
2
2.387891
1.430394
181.674668
9.619794
225.9475
15.744347
4.85835
52.37612
weekdays
70
Amsterdam
583.741476
Entire home/apt
false
false
2
true
0
0
10
99
1
2.572843
1.472441
148.999173
7.889605
189.311403
13.191491
4.87162
52.39226
weekdays
71
Amsterdam
374.944344
Private room
false
true
4
false
0
1
6
88
1
0.944521
0.727107
320.239939
16.956918
458.132692
31.923345
4.89075
52.3816
weekdays
72
Amsterdam
372.366602
Private room
false
true
2
false
0
0
10
97
1
3.893254
0.657434
147.229707
7.795911
179.489842
12.50711
4.86119
52.3442
weekdays
73
Amsterdam
479.22574
Shared room
true
false
2
true
0
0
10
96
1
1.377243
0.077917
549.51296
29.097076
555.058679
38.677287
4.89
52.361
weekdays
74
Amsterdam
454.854358
Entire home/apt
false
false
2
true
0
0
10
98
1
2.284945
1.827556
164.164339
8.692611
210.692793
14.681377
4.87652
52.39109
weekdays
75
Amsterdam
206.45373
Private room
false
true
2
false
0
0
9
95
1
6.792812
2.443817
69.097378
3.658752
85.690117
5.971011
4.79837
52.35413
weekdays
76
Amsterdam
497.738617
Private room
false
true
2
false
1
0
10
95
1
1.095053
0.985207
295.52828
15.648419
431.270812
30.051571
4.88712
52.38237
weekdays
77
Amsterdam
399.550067
Entire home/apt
false
false
2
true
0
0
10
97
1
9.335519
0.380486
49.325673
2.611827
61.589477
4.291643
4.98057
52.30865
weekdays
78
Amsterdam
761.840039
Private room
false
true
4
false
0
0
9
93
2
1.091182
1.216675
367.627857
19.466139
434.212405
30.256545
4.87953
52.37845
weekdays
79
Amsterdam
317.062311
Private room
false
true
2
false
1
0
8
90
1
2.632238
1.172167
151.036443
7.99748
191.455726
13.34091
4.86247
52.38767
weekdays
80
Amsterdam
319.405713
Private room
false
true
2
false
0
0
10
96
1
0.353082
0.495734
500.523488
26.503051
797.979604
55.604367
4.89344
52.3764
weekdays
81
Amsterdam
209.031472
Private room
false
true
2
true
1
0
10
97
1
4.687725
3.632031
90.394841
4.786467
112.986177
7.873039
4.96166
52.36943
weekdays
82
Amsterdam
209.031472
Private room
false
true
2
true
1
0
10
98
1
4.612476
3.625933
92.04662
4.87393
115.156898
8.024298
4.9604
52.36854
weekdays
83
Amsterdam
640.451808
Entire home/apt
false
false
2
false
0
0
9
96
1
1.732621
0.504431
386.060012
20.442134
430.870639
30.023686
4.89663
52.35781
weekdays
84
Amsterdam
209.031472
Private room
false
true
2
true
1
0
10
98
1
4.686897
3.595893
90.276074
4.780178
112.802152
7.860216
4.96173
52.37003
weekdays
85
Amsterdam
934.080097
Private room
false
true
4
true
1
0
10
96
1
1.119915
0.382406
373.35897
19.769606
414.245934
28.865253
4.90714
52.36799
weekdays
86
Amsterdam
210.203173
Private room
false
true
2
false
1
0
9
88
1
2.478895
1.333444
172.830974
9.151515
215.364029
15.006875
4.85743
52.37769
weekdays
87
Amsterdam
221.217163
Private room
false
true
2
false
0
0
9
94
1
6.058989
1.748167
77.949077
4.127455
96.975873
6.757418
4.80823
52.3569
weekdays
88
Amsterdam
441.262625
Private room
false
true
2
false
1
0
10
91
1
0.792226
0.733824
362.7605
19.20841
522.445133
36.404729
4.88958
52.38002
weekdays
89
Amsterdam
325.498559
Private room
false
true
2
false
1
0
8
80
1
0.925
0.781788
327.09543
17.31992
478.723414
33.358136
4.88956
52.38126
weekdays
90
Amsterdam
792.772948
Entire home/apt
false
false
4
false
0
0
10
97
2
5.902076
1.940554
78.757127
4.170242
97.756497
6.811813
4.80772
52.36412
weekdays
91
Amsterdam
213.952616
Private room
false
true
2
true
0
0
10
93
1
7.017907
0.218256
68.854928
3.645914
86.897952
6.055174
4.94459
52.3186
weekdays
92
Amsterdam
1,557.19073
Entire home/apt
false
false
4
true
0
0
9
98
2
0.750395
0.808683
834.247624
44.173966
603.660474
42.06393
4.88228
52.37451
weekdays
93
Amsterdam
317.062311
Private room
false
true
2
true
0
0
10
99
1
3.400897
1.512649
112.415486
5.952475
140.577946
9.795674
4.91
52.402
weekdays
94
Amsterdam
319.640053
Entire home/apt
false
false
2
true
0
0
10
95
1
3.403098
0.707723
159.627163
8.452364
201.239597
14.022665
4.90258
52.3432
weekdays
95
Amsterdam
1,044.688679
Entire home/apt
false
false
2
false
0
0
10
98
1
3.003069
1.634463
146.789247
7.772588
189.398213
13.19754
4.93297
52.3617
weekdays
96
Amsterdam
310.969465
Entire home/apt
false
false
2
false
0
0
9
94
1
3.571401
2.619749
118.862549
6.293851
151.681488
10.569384
4.94479
52.3678
weekdays
97
Amsterdam
295.034331
Entire home/apt
false
false
2
false
0
0
9
92
1
4.665411
2.97748
84.345339
4.466142
105.923455
7.380899
4.89443
52.41516
weekdays
98
Amsterdam
344.245776
Entire home/apt
false
false
2
false
0
0
7
82
0
4.15707
0.101232
118.84801
6.293081
151.478276
10.555224
4.91979
52.33963
weekdays
99
Amsterdam
3,004.944579
Entire home/apt
false
false
4
false
0
0
9
95
4
1.615295
1.402539
216.669036
11.472769
283.617712
19.76289
4.88478
52.38683
weekdays

Dataset Card for Dataset Name

Dataset Summary

This dataset contains accommodation offers from the AirBnb platform from 10 European cities.
It has been copied from https://zenodo.org/record/4446043#.ZEV8d-zMI-R to make it available as a Huggingface Dataset.
It was originally published as supplementary material for the article: Determinants of Airbnb prices in European cities: A spatial econometrics approach
(DOI: https://doi.org/10.1016/j.tourman.2021.104319)

Dataset Structure

Data Fields

The data fields contain all fields from the source dataset along with additional city field denoting the city of the offer. all split contains an additional field day_type denoting whether the offer is for weekdays or weekends.

  • city: the city of the offer,
  • realSum: the full price of accommodation for two people and two nights in EUR,
  • room_type: the type of the accommodation,
  • room_shared: dummy variable for shared rooms,
  • room_private: dummy variable for private rooms,
  • person_capacity: the maximum number of guests,
  • host_is_superhost: dummy variable for superhost status,
  • multi: dummy variable if the listing belongs to hosts with 2-4 offers,
  • biz: dummy variable if the listing belongs to hosts with more than 4 offers,
  • cleanliness_rating: cleanliness rating,
  • guest_satisfaction_overall: overall rating of the listing,
  • bedrooms: number of bedrooms (0 for studios),
  • dist: distance from city centre in km,
  • metro_dist: distance from nearest metro station in km,
  • attr_index: attraction index of the listing location,
  • attr_index_norm: normalised attraction index (0-100),
  • rest_index: restaurant index of the listing location,
  • attr_index_norm: normalised restaurant index (0-100),
  • lng: longitude of the listing location,
  • lat: latitude of the listing location,

all config contains additionally:

  • day_type: either weekdays or weekends

Data Splits

name train
weekdays 25500
weekends 26207
all 51707

Additional Information

Licensing Information

The data is released under the licensing scheme from the original authors - CC-BY-4.0 (source).

Citation Information

@dataset{gyodi_kristof_2021_4446043,
  author       = {Gy贸di, Krist贸f and
                  Nawaro, 艁ukasz},
  title        = {{Determinants of Airbnb prices in European cities: 
                   A spatial econometrics approach (Supplementary
                   Material)}},
  month        = jan,
  year         = 2021,
  note         = {{This research was supported by National Science 
                   Centre, Poland: Project number 2017/27/N/HS4/00951}},
  publisher    = {Zenodo},
  doi          = {10.5281/zenodo.4446043},
  url          = {https://doi.org/10.5281/zenodo.4446043}
}
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