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Datasets:
AL-mozahem
/
HRP-Stage07-Synthetic-Occupancy

Modalities:
Tabular
Text
Formats:
csv
Languages:
Arabic
English
Size:
10K - 100K
Tags:
synthetic-data
hotel-occupancy
time-series-forecasting
tabular-regression
Libraries:
Datasets
pandas
Polars
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snapshot_at
string
city_id
int64
property_type
string
star_rating
float64
hotel_avg_rating_prior
float64
hotel_reviews_count_prior
int64
hotel_amenity_count
int64
hotel_prior_confirmation_rate
float64
hotel_recent_rejection_rate
float64
favorite_count_prior
int64
bed_type
string
bed_count
int64
room_size_sqm
float64
view_type
string
breakfast_included
int64
is_refundable
int64
smoking_allowed
int64
max_occupancy
int64
room_amenity_count
int64
total_quantity
int64
base_price_per_night
float64
prior_7d_occupancy_rate
float64
prior_30d_occupancy_rate
float64
prior_90d_occupancy_rate
float64
prior_7d_booking_count
int64
prior_30d_booking_count
int64
prior_30d_cancel_rate
float64
prior_30d_no_show_rate
float64
prior_30d_avg_lead_days
float64
prior_30d_avg_nights
float64
prior_30d_avg_guests
float64
prior_30d_avg_sold_price
float64
prior_30d_revenue
float64
next_7d_avg_planned_rate
float64
rate_to_base_ratio
float64
minimum_stay_nights
int64
stop_sell_days_next_7d
int64
on_books_room_nights
int64
on_books_occupancy_next_7d
float64
available_room_nights_at_snapshot
int64
availability_ratio_next_7d
float64
forecast_month
int64
forecast_dayofweek
int64
forecast_weekend_days
int64
holiday_share_next_7d
float64
annual_sin
float64
annual_cos
float64
days_since_last_booking
int64
target_next_7d_occupancy_rate
float64
2024-03-01
10
APARTMENT
4
3.35
36
11
0.5702
0.0354
7
DOUBLE
1
33.7
SEA
0
1
0
3
11
8
124.73
0.5471
0.586
0.5407
6
17
0.0605
0.0101
80.7
1.94
2.59
142.27
4,696.11
143.78
1.1527
1
0
24
0.4286
32
0.5714
3
5
2
0
0.875539
0.483147
1
0.857143
2024-03-01
3
HOTEL
5
3.72
398
14
0.895
0.0862
5
KING
1
45.9
SEA
0
1
0
3
5
9
170.72
0.9313
0.8908
0.6491
7
21
0.0548
0.0223
21.25
2.16
2.06
197.56
8,946.89
187.98
1.1011
1
0
48
0.7619
15
0.2381
3
5
2
0
0.875539
0.483147
1
0.968254
2024-03-01
10
HOTEL
3
3.95
255
13
0.4718
0.223
0
SINGLE
2
30.8
SEA
0
0
0
3
5
9
136.6
0.3762
0.4255
0.553
3
21
0.2044
0.0839
33.96
3.96
2.57
89.45
7,433.48
163.8
1.1992
1
0
19
0.3016
44
0.6984
3
5
2
0
0.875539
0.483147
4
0.698413
2024-03-01
11
HOTEL
4
4.19
151
13
0.795
0.0736
2
TWIN
2
42
CITY
1
1
0
3
3
14
134.22
0.8483
0.6595
0.5338
11
22
0.6683
0.0601
5.44
4.25
1.07
140.41
13,141.91
156.42
1.1653
1
0
62
0.6327
36
0.3673
3
5
2
0
0.875539
0.483147
14
0.918367
2024-03-01
5
HOTEL
3
4.21
63
12
0.8681
0.2627
4
DOUBLE
2
32.3
MOUNTAIN
0
0
0
4
3
11
99.14
0.4268
0.4294
0.3852
5
20
0.0355
0.0135
3.16
3.24
2.69
122.68
7,944.73
108.41
1.0935
3
0
24
0.3117
53
0.6883
3
5
2
0
0.875539
0.483147
1
0.753247
2024-03-01
9
RESORT
4
3.66
235
11
0.6829
0.1154
4
DOUBLE
1
18.2
CITY
1
0
0
2
11
15
142.64
0.6025
0.6072
0.4691
7
29
0.129
0.1758
11.26
1.94
1.37
156.27
8,793.32
169.56
1.1888
2
0
58
0.5524
47
0.4476
3
5
2
0
0.875539
0.483147
2
0.885714
2024-03-01
11
RESORT
3
4.83
157
13
0.965
0.0646
0
DOUBLE
1
39.4
SEA
1
0
1
3
4
11
164.14
0.6375
0.595
0.5425
12
21
0.2801
0.0793
34.51
3.27
2.52
168.94
11,610.12
182.64
1.1127
1
0
48
0.6234
29
0.3766
3
5
2
0
0.875539
0.483147
7
0.896104
2024-03-01
6
RESORT
4
3.6
255
7
0.8162
0.3269
6
KING
1
13.3
CITY
0
1
0
2
3
16
148.04
0.6296
0.6918
0.5435
9
44
0.0373
0.0415
2.39
3.37
3.4
147.05
21,827.98
161.14
1.0885
1
0
76
0.6786
36
0.3214
3
5
2
0
0.875539
0.483147
3
0.919643
2024-03-01
2
RESORT
3
4.02
287
4
0.7308
0.0352
4
KING
1
null
NONE
0
0
0
2
7
12
126.44
0.678
0.6305
0.5337
14
24
0.0227
0.0239
27.56
2.95
1.54
133.31
9,453.97
137.46
1.0871
2
0
54
0.6429
30
0.3571
3
5
2
0
0.875539
0.483147
4
0.904762
2024-03-01
6
HOTEL
3
3.51
102
10
0.6581
0.0899
1
DOUBLE
1
44
CITY
1
1
0
3
7
10
127.29
0.8941
0.744
0.6134
6
30
0.2269
0.0539
3.65
2.72
1.47
112.59
9,173.6
139.85
1.0987
1
0
53
0.7571
17
0.2429
3
5
2
0
0.875539
0.483147
9
0.957143
2024-03-01
10
HOTEL
null
4.42
207
17
0.7416
0.0389
6
KING
1
31.7
CITY
1
1
0
3
2
10
122.19
0.6744
0.507
0.5428
6
22
0.0594
0.0338
21.51
3.9
2.16
127.62
10,944.51
137.38
1.1243
2
0
47
0.6714
23
0.3286
3
5
2
0
0.875539
0.483147
27
0.928571
2024-03-01
5
HOTEL
4
3.47
470
11
0.9915
0.2628
2
TWIN
1
12.5
NONE
1
1
0
2
5
8
105.96
0.1379
0.3541
0.5318
1
15
0.1183
0.0038
8.62
1.69
1.48
109.89
2,791.83
110.75
1.0452
1
0
15
0.2679
41
0.7321
3
5
2
0.1429
0.875539
0.483147
1
0.785714
2024-03-01
2
RESORT
5
4.72
288
10
0.4833
0.2811
2
KING
2
35.7
CITY
0
1
0
3
5
16
169.31
0.6623
0.7188
0.6115
12
41
0.2881
0.0895
22.99
4.58
2.89
148.54
27,919.66
194.81
1.1506
2
0
61
0.5446
51
0.4554
3
5
2
0
0.875539
0.483147
3
0.901786
2024-03-02
9
APARTMENT
3
3.42
174
15
0.9395
0.31
5
DOUBLE
1
33.3
CITY
0
1
0
3
8
13
111.16
0.3785
0.2458
0.302
3
14
0.4089
0.0209
21.14
3.04
1.76
114.34
4,864.13
124.82
1.1229
1
0
35
0.3846
56
0.6154
3
6
2
0
0.88372
0.468015
4
0.736264
2024-03-02
9
HOTEL
3
4.07
377
13
0.8971
0.0374
2
KING
2
36.7
CITY
1
1
0
3
4
10
112.85
0.4336
0.4286
0.3904
5
15
0.2767
0.1616
21.53
2.16
2.82
98.21
3,178.41
130.89
1.1599
1
0
29
0.4143
41
0.5857
3
6
2
0
0.88372
0.468015
4
0.814286
2024-03-02
1
RESORT
5
4.36
66
8
0.8625
0.1635
4
KING
1
32.8
NONE
0
1
0
3
6
13
169.72
0.7926
0.7588
0.6263
10
25
0.3831
0.0765
19.45
2.73
1.1
186.45
12,705.59
184.33
1.0861
1
0
58
0.6374
33
0.3626
3
6
2
0
0.88372
0.468015
2
0.923077
2024-03-02
12
HOTEL
5
3.87
403
11
0.7771
0.0312
6
QUEEN
1
53.5
null
1
1
0
3
7
15
144.08
0.9429
0.7654
0.7242
11
24
0.0634
0.2355
7.98
2.52
1.51
157.96
9,548.03
157.03
1.0899
1
2
82
0.781
23
0.219
3
6
2
0
0.88372
0.468015
11
0.971429
2024-03-02
6
HOTEL
3
4.91
521
14
0.8931
0.0965
6
QUEEN
1
40.2
NONE
0
1
0
2
7
9
113.87
0.2236
0.1989
0.3247
1
9
0.2557
0.0288
51.54
2.39
1.79
128.76
2,765.91
121.02
1.0628
2
0
24
0.381
39
0.619
3
6
2
0
0.88372
0.468015
0
0.698413
2024-03-02
12
BOUTIQUE
4
3.74
117
19
0.6891
0.1475
2
KING
1
24.7
null
0
1
1
3
1
13
114.68
0.6095
0.666
0.6282
6
33
0.0303
0.1097
28.39
3.12
1.91
107.42
11,048.36
130.39
1.137
1
0
48
0.5275
43
0.4725
3
6
2
0
0.88372
0.468015
14
0.89011
2024-03-02
1
APARTMENT
2
5
156
14
0.805
0.2673
6
TWIN
1
34.6
SEA
0
0
0
2
11
7
107.95
0.5835
0.5578
0.4935
4
14
0.2545
0.1577
21.63
3.86
1.8
104.15
5,621.21
122.44
1.1342
1
0
26
0.5306
23
0.4694
3
6
2
0
0.88372
0.468015
8
0.877551
2024-03-02
7
HOTEL
3
4.45
499
9
0.5563
0.1069
6
KING
1
31.6
CITY
1
1
1
2
6
14
130.71
0.8731
0.8339
0.8331
17
34
0.2389
0.1486
9.35
2.63
2.11
127.6
11,404.99
145.76
1.1151
2
0
54
0.551
44
0.449
3
6
2
0
0.88372
0.468015
0
0.938776
2024-03-02
7
APARTMENT
3
4
624
13
0.9402
0.1879
3
TWIN
1
25.5
NONE
1
1
0
2
5
13
119.89
0.7193
0.6161
0.3849
13
29
0.3133
0.0378
10.42
2.39
1.71
97.93
6,780.7
137.83
1.1496
1
0
54
0.5934
37
0.4066
3
6
2
0
0.88372
0.468015
2
0.923077
2024-03-02
2
HOTEL
3
3.82
137
8
0.7634
0.264
2
TWIN
1
27.7
CITY
1
1
0
3
9
14
99.88
0.6914
0.5938
0.498
16
24
0.2994
0.0678
41.11
3.05
1.5
108.51
7,932.18
110.04
1.1017
1
1
54
0.551
44
0.449
3
6
2
0
0.88372
0.468015
6
0.928571
2024-03-02
11
HOTEL
4
4.18
185
9
0.7073
0.1844
4
DOUBLE
1
40.7
null
0
1
0
2
4
13
110.69
0.4592
0.3925
0.3544
4
14
0.193
0.0787
13.89
1.74
1.92
91.72
2,237.84
125.81
1.1366
2
1
42
0.4615
49
0.5385
3
6
2
0
0.88372
0.468015
0
0.758242
2024-03-02
5
HOTEL
2
3.85
107
16
0.8632
0.0755
3
TWIN
3
42
CITY
0
0
1
5
9
15
97.83
0.6317
0.6242
0.6144
12
27
0.0939
0.0612
24.12
3.69
2.33
null
9,741.9
109.42
1.1185
3
0
50
0.4762
55
0.5238
3
6
2
0
0.88372
0.468015
1
0.866667
2024-03-02
10
HOTEL
3
3.76
252
16
0.5604
0.2242
1
DOUBLE
1
24.1
GARDEN
1
1
0
3
4
6
128.99
0.5453
0.6607
0.7853
4
14
0.2922
0.0731
2.12
3.98
2.35
135.09
7,517.85
129.68
1.0053
1
0
17
0.4048
25
0.5952
3
6
2
0
0.88372
0.468015
13
0.857143
2024-03-02
3
HOTEL
3
4.48
197
8
0.7589
0.208
8
KING
1
31.1
MOUNTAIN
1
0
0
2
5
11
118.26
0.7618
0.5607
0.6316
6
27
0.1015
0.0215
32.86
2.71
1.63
146.59
10,738.82
122.05
1.032
1
0
45
0.5844
32
0.4156
3
6
2
0
0.88372
0.468015
4
0.909091
2024-03-02
2
HOTEL
4
4.26
93
11
0.7964
0.071
4
TWIN
2
31.9
NONE
0
0
0
3
11
12
117.02
0.5367
0.5036
0.4416
5
26
0.2304
0.101
21.04
2.63
1.79
133.31
9,125.28
127.25
1.0874
1
0
40
0.4762
44
0.5238
3
6
2
0
0.88372
0.468015
0
0.869048
2024-03-02
4
HOTEL
3
3.6
240
15
0.8569
0.0922
5
KING
1
42.1
MOUNTAIN
0
1
0
3
7
11
117.44
0.4931
0.54
0.6368
8
20
0.1053
0.021
7.92
1.67
1.45
102.11
3,405.44
127.57
1.0862
1
0
41
0.5325
36
0.4675
3
6
2
0
0.88372
0.468015
0
0.857143
2024-03-02
1
HOTEL
4
3.75
85
8
0.8694
0.0477
5
QUEEN
1
34.1
NONE
1
1
0
3
6
17
118.77
0.47
0.4072
0.401
9
18
0.3207
0.1315
8.85
2.07
3.39
130.25
4,863.19
150.32
1.2656
1
0
44
0.3697
75
0.6303
3
6
2
0
0.88372
0.468015
0
0.823529
2024-03-02
2
HOTEL
3
null
234
17
0.8958
0.0336
4
KING
3
null
NONE
1
1
0
4
10
15
108.41
0.6983
0.6427
0.6521
11
24
0.1204
0.0918
23.98
4.12
3.61
130.4
12,907.32
114.07
1.0522
1
0
56
0.5333
49
0.4667
3
6
2
0.1429
0.88372
0.468015
1
0.904762
2024-03-02
9
HOTEL
4
4.09
348
15
0.7474
0.215
3
KING
2
27.9
GARDEN
0
1
0
4
5
13
125.82
0.2691
0.459
0.48
6
33
0.052
0.162
21.21
3.62
2.19
137.65
16,457.49
131
1.0412
1
1
35
0.3846
56
0.6154
3
6
2
0
0.88372
0.468015
3
0.813187
2024-03-03
2
BOUTIQUE
4
4.54
119
13
0.778
0.1722
8
KING
1
null
NONE
1
1
0
3
8
18
138.94
0.84
0.847
0.7786
7
47
0.1722
0.0282
29.88
3.09
2.34
139.82
20,288.83
148.25
1.067
1
0
67
0.5317
59
0.4683
3
0
2
0
0.89164
0.452745
17
0.968254
2024-03-03
6
RESORT
5
3.23
407
10
0.5231
0.1233
3
QUEEN
2
40.5
CITY
1
1
0
3
4
8
174.54
0.428
0.3001
0.4686
2
15
0.1287
0.1283
31.34
4.35
2.41
163.49
10,662.84
203.24
1.1644
1
0
19
0.3393
37
0.6607
3
0
2
0
0.89164
0.452745
0
0.839286
2024-03-03
7
HOTEL
3
null
280
11
0.5976
0.3889
4
KING
1
14.1
GARDEN
1
0
0
2
7
11
107.56
0.2138
0.2208
0.1482
8
14
0.0564
0.0611
23.66
4.5
1.54
104.24
6,572.83
115.7
1.0757
2
1
28
0.3636
49
0.6364
3
0
2
0
0.89164
0.452745
8
0.623377
2024-03-03
1
HOTEL
4
4.2
191
14
0.7437
0.0669
4
TWIN
1
39.9
null
0
1
0
2
5
9
125.63
0.6907
0.7344
0.7208
4
14
0.1093
0.1155
21.83
3.56
3.04
120.81
6,021.9
153.13
1.2189
1
0
37
0.5873
26
0.4127
3
0
2
0
0.89164
0.452745
20
0.920635
2024-03-03
8
HOTEL
4
3.99
454
9
0.9236
0.0285
4
QUEEN
1
25.6
NONE
1
0
0
2
6
16
111.52
0.873
0.7951
0.8195
6
31
0.1592
0.2328
5.8
2.54
2.43
125.98
9,906.81
138.81
1.2447
1
0
63
0.5625
49
0.4375
3
0
2
0
0.89164
0.452745
8
0.946429
2024-03-03
2
HOTEL
2
4.29
526
9
0.7301
0.0975
6
KING
2
37.5
NONE
0
1
0
3
6
11
98.76
0.5074
0.4732
0.5771
4
16
0.1444
0.1745
13.56
3.68
2.23
94.35
5,555.83
91.99
0.9315
1
0
38
0.4935
39
0.5065
3
0
2
0
0.89164
0.452745
0
0.779221
2024-03-03
3
BOUTIQUE
4
4.24
156
9
0.7788
0.1269
6
KING
1
34.7
MOUNTAIN
1
0
0
2
6
12
136.78
0.241
0.3748
0.2878
4
17
0.1753
0.2016
17.89
2.52
2.94
141.34
6,046.86
148.23
1.0837
1
0
32
0.381
52
0.619
3
0
2
0
0.89164
0.452745
4
0.738095
2024-03-03
2
HOTEL
3
2.98
136
8
0.7904
0.1584
1
KING
2
39.8
SEA
1
0
1
4
7
11
133.84
0.4795
0.4284
0.4763
8
23
0.0349
0.0884
18.77
4.04
1.23
162.99
15,128.39
150.85
1.1271
1
0
41
0.5325
36
0.4675
3
0
2
0
0.89164
0.452745
0
0.831169
2024-03-03
1
RESORT
4
4.04
57
14
0.8077
0.0922
7
DOUBLE
1
27.9
MOUNTAIN
0
1
1
3
5
10
112.54
0.7658
0.6168
0.4475
7
16
0.068
0.1059
36.73
4.04
1.9
115.52
7,472.09
120.17
1.0678
2
0
42
0.6
28
0.4
3
0
2
0.1429
0.89164
0.452745
6
0.942857
2024-03-03
4
HOTEL
4
null
245
10
0.5035
0.2262
5
KING
1
34.1
SEA
1
1
0
2
6
11
156.45
0.6095
0.4872
0.475
3
28
0.1671
0.1513
5.65
3.38
3.04
176.64
16,700.89
174.67
1.1164
1
0
36
0.4675
41
0.5325
3
0
2
0
0.89164
0.452745
8
0.857143
2024-03-03
9
HOTEL
4
4
440
17
0.737
0.3142
6
SINGLE
2
25.7
NONE
1
1
0
4
7
9
110.69
0.6177
0.6047
0.4589
5
23
0.1017
0.2617
8.56
4.88
1.66
133.62
15,011.66
117.5
1.0615
1
0
32
0.5079
31
0.4921
3
0
2
0
0.89164
0.452745
3
0.904762
2024-03-03
4
HOTEL
3
4.14
266
16
0.7545
0.1017
7
TWIN
2
38.3
SEA
0
0
0
4
4
11
119.06
0.8523
0.8065
0.7728
12
32
0.0379
0.1005
26.73
1.2
2.4
null
4,583.78
129.74
1.0897
1
0
52
0.6753
25
0.3247
3
0
2
0
0.89164
0.452745
3
0.961039
2024-03-03
8
HOTEL
5
4.96
335
14
0.641
0.1963
4
KING
1
31.3
SEA
1
1
0
3
7
10
171.82
0.9039
0.7821
0.6276
12
26
0.0964
0.0039
33.92
3.05
3.23
209.12
16,568.58
185.42
1.0791
1
0
49
0.7
21
0.3
3
0
2
0
0.89164
0.452745
1
0.971429
2024-03-03
10
HOTEL
3
2.9
169
11
0.674
0.1451
4
QUEEN
3
31.6
NONE
1
1
0
4
7
6
119.06
0.5362
0.4578
0.3766
0
12
0.1428
0.0548
24.01
3
3.14
140.98
5,080.69
130.32
1.0946
1
1
17
0.4048
25
0.5952
3
0
2
0
0.89164
0.452745
14
0.833333
2024-03-03
1
BOUTIQUE
4
2.92
142
8
0.7866
0.2506
1
QUEEN
2
31.9
SEA
0
1
0
3
6
16
154.14
0.5946
0.4941
0.6518
13
26
0.0732
0.1328
9.61
4.72
1.51
130.99
16,062.71
168.16
1.091
1
0
53
0.4732
59
0.5268
3
0
2
0
0.89164
0.452745
4
0.892857
2024-03-03
5
HOTEL
null
4.58
284
10
0.8293
0.2583
1
QUEEN
2
34.4
CITY
1
1
0
3
9
13
115.6
0.6816
0.6753
0.6767
7
25
0.2313
0.1325
23.7
3.93
1.02
140.27
13,780.01
139.38
1.2058
1
0
54
0.5934
37
0.4066
3
0
2
0
0.89164
0.452745
17
0.89011
2024-03-04
6
HOTEL
2
3.78
367
7
0.8975
0.1098
9
QUEEN
1
14.6
CITY
0
1
0
2
8
13
72.94
0.5639
0.5585
0.5791
7
30
0.0643
0.2719
19.45
3.47
2.6
76.66
7,972.09
83.32
1.1423
1
0
44
0.4835
47
0.5165
3
1
2
0
0.899296
0.43734
4
0.802198
2024-03-04
3
APARTMENT
3
4.02
335
12
0.6979
0.3618
0
QUEEN
1
25.5
MOUNTAIN
1
1
0
2
2
10
114.02
0.6758
0.5665
0.5919
6
22
0.3978
0.1563
10.45
1.89
1.37
null
4,745.18
142.21
1.2472
1
0
47
0.6714
23
0.3286
3
1
2
0
0.899296
0.43734
3
0.871429
2024-03-04
4
BOUTIQUE
4
3.79
139
14
0.633
0.471
2
KING
1
14.2
NONE
1
0
0
2
5
17
150.66
0.6341
0.7034
0.4565
14
31
0.3458
0.1094
21.21
3.29
1.55
149.74
15,281.99
172.42
1.1444
1
0
68
0.5714
51
0.4286
3
1
2
0
0.899296
0.43734
4
0.915966
2024-03-04
10
HOTEL
3
3.3
360
11
0.8125
0.1313
8
DOUBLE
1
30.4
MOUNTAIN
1
1
0
3
5
15
108.37
0.6
0.7087
0.4857
9
35
0.4278
0.0261
23.05
3.56
2.25
91.79
11,447.45
117.51
1.0843
1
0
60
0.5714
45
0.4286
3
1
2
0.1429
0.899296
0.43734
2
0.895238
2024-03-04
7
APARTMENT
5
4.53
133
15
0.825
0.1325
4
DOUBLE
1
48.3
MOUNTAIN
1
1
0
3
4
13
161.14
0.5705
0.4599
0.3937
6
16
0.365
0.1334
19.58
2.82
1.78
166.18
7,492.09
189.8
1.1778
1
0
61
0.6703
30
0.3297
3
1
2
0
0.899296
0.43734
5
0.89011
2024-03-04
11
HOTEL
3
3.93
78
8
0.8902
0.1554
0
SINGLE
1
44.1
NONE
1
1
0
2
8
11
125.1
0.7552
0.6817
0.5953
3
24
0.2018
0.0286
10.16
2.84
3.46
128.8
8,789.5
120.67
0.9646
1
0
49
0.6364
28
0.3636
3
1
2
0
0.899296
0.43734
1
0.935065
2024-03-04
8
RESORT
4
null
52
15
0.8025
0.1637
7
QUEEN
1
15.1
NONE
1
1
0
3
10
10
150.67
0.8198
0.6339
0.6947
8
19
0.1624
0.0507
5.98
2.81
1.94
180.22
9,605.42
170.51
1.1316
2
0
51
0.7286
19
0.2714
3
1
2
0
0.899296
0.43734
1
0.957143
2024-03-04
2
HOTEL
3
4.68
231
14
0.8117
0.1351
7
QUEEN
1
12
GARDEN
1
1
0
3
10
7
99.56
0.4542
0.5705
0.5678
5
11
0.2773
0.0706
8.78
1.68
1.87
103.6
1,915.17
116.32
1.1684
1
0
24
0.4898
25
0.5102
3
1
2
0
0.899296
0.43734
18
0.857143
2024-03-04
12
HOTEL
5
3.67
58
7
0.6817
0.208
4
SINGLE
1
35.6
GARDEN
1
0
0
2
6
11
147.23
0.8593
0.8131
0.7406
11
26
0.3227
0.2222
64.57
2.6
1
134.72
9,118.59
162.78
1.1056
1
0
59
0.7662
18
0.2338
3
1
2
0
0.899296
0.43734
9
0.948052
2024-03-04
2
APARTMENT
4
3.53
248
7
0.9062
0.0605
5
DOUBLE
1
38.8
GARDEN
1
1
0
2
4
7
122.53
0.5044
0.5153
0.5687
3
17
0.1988
0.0868
20.42
1.34
1.81
106.04
2,424.49
141.07
1.1513
1
0
28
0.5714
21
0.4286
3
1
2
0
0.899296
0.43734
37
0.877551
2024-03-04
7
BOUTIQUE
4
3.5
236
18
0.7888
0.1999
6
QUEEN
1
32.5
NONE
1
1
0
3
10
8
140.98
0.3673
0.4255
0.4612
1
14
0.1299
0.1722
45.22
2.6
1.73
145.91
5,308.06
159.29
1.1299
2
0
12
0.2143
44
0.7857
3
1
2
0
0.899296
0.43734
0
0.732143
2024-03-04
2
HOTEL
5
2.49
166
12
0.7775
0.0744
1
QUEEN
2
58.9
SEA
1
0
0
4
9
10
173.99
0.7269
0.5881
0.4222
11
13
0.1063
0.1272
13.96
4.09
2.79
140.29
7,462.77
185.62
1.0669
2
0
36
0.5143
34
0.4857
3
1
2
0
0.899296
0.43734
17
0.914286
2024-03-05
2
HOTEL
3
4.25
338
17
0.7771
0.0637
5
KING
2
22
NONE
1
1
1
3
5
10
103.8
0.4038
0.4852
0.4231
6
21
0.0225
0.0358
17.35
1.79
1
104.07
3,911.63
108.55
1.0458
1
0
27
0.3857
43
0.6143
3
2
2
0
0.906686
0.421806
0
0.857143
2024-03-05
3
HOTEL
2
3.61
96
13
0.7927
0.0456
5
TWIN
1
48.6
null
1
0
0
2
4
8
92.79
0.3365
0.3383
0.3398
5
12
0.1505
0.166
18.41
3.75
1.54
113.96
5,127.96
99.26
1.0698
1
0
27
0.4821
29
0.5179
3
2
2
0
0.906686
0.421806
5
0.785714
2024-03-05
1
BOUTIQUE
4
4.32
316
10
0.8547
0.0897
2
TWIN
2
35.9
GARDEN
1
1
1
3
8
11
128.28
0.4606
0.4995
0.6303
5
22
0.2339
0.1788
11.01
2.41
2.11
156.45
8,283.85
134.42
1.0479
4
0
31
0.4026
46
0.5974
3
2
2
0
0.906686
0.421806
1
0.857143
2024-03-05
3
RESORT
3
4.52
810
7
0.9468
0.0791
2
QUEEN
1
41.8
CITY
1
1
0
3
4
12
127.97
0.3818
0.4174
0.4318
3
19
0.0773
0.0386
25.75
2.18
1.34
125.67
5,202.07
144.33
1.1279
1
0
42
0.5
42
0.5
3
2
2
0
0.906686
0.421806
2
0.892857
2024-03-05
11
APARTMENT
1
3.58
80
21
0.9066
0.3515
4
KING
1
29.2
SEA
1
1
0
3
5
13
117.68
0.77
0.6612
0.5321
11
17
0.4507
0.0382
9.38
2.87
2.88
138.65
6,771.5
136.91
1.1634
1
1
59
0.6484
32
0.3516
3
2
2
0
0.906686
0.421806
5
0.879121
2024-03-05
6
HOTEL
5
3.91
226
9
0.8866
0.2587
1
KING
1
42.6
SEA
0
1
1
2
9
6
168.55
0.9038
0.9005
0.7149
5
19
0.533
0.0728
23.24
2.24
2.89
162.94
6,930.5
186.05
1.1038
1
0
29
0.6905
13
0.3095
3
2
2
0
0.906686
0.421806
13
0.952381
2024-03-05
11
HOTEL
2
3.19
195
9
0.6436
0.3743
1
KING
1
null
null
1
0
0
2
2
14
90.2
0.5856
0.4697
0.5766
8
19
0.0444
0.0858
9.79
1.91
3.93
74.92
2,722.73
100.67
1.1161
2
0
47
0.4796
51
0.5204
3
2
2
0
0.906686
0.421806
2
0.867347
2024-03-05
5
HOTEL
4
3.74
32
8
0.9339
0.2727
7
DOUBLE
2
null
CITY
0
1
0
3
4
11
106.14
0.699
0.6892
0.5386
8
24
0.2015
0.1709
23.67
3.06
1
87.63
6,440.49
113.26
1.0671
1
0
52
0.6753
25
0.3247
3
2
2
0
0.906686
0.421806
6
0.935065
2024-03-05
9
HOTEL
3
4.67
227
12
0.8053
0.3107
2
TWIN
2
36.4
CITY
1
1
0
4
8
13
110
0.3504
0.303
0.523
8
11
0.2692
0.0622
8.17
3.53
2.95
124.21
4,827.31
129.31
1.1755
1
0
39
0.4286
52
0.5714
3
2
2
0
0.906686
0.421806
10
0.802198
2024-03-05
5
HOTEL
4
2.97
60
11
0.6921
0.2469
3
KING
2
39.1
NONE
1
1
0
4
7
12
139.4
0.9046
0.8469
0.7468
7
31
0.4232
0.0217
7.59
2.31
2.14
135.15
9,660.65
153.71
1.1027
1
0
45
0.5357
39
0.4643
3
2
2
0
0.906686
0.421806
10
0.952381
2024-03-05
2
HOTEL
3
2.97
286
12
0.9074
0.167
4
QUEEN
1
43.5
NONE
1
1
0
3
2
13
117.92
0.4394
0.4959
0.3609
4
20
0.1345
0.1492
15.33
2.33
1.99
145.01
6,762.73
131.5
1.1151
1
0
50
0.5495
41
0.4505
3
2
2
0
0.906686
0.421806
2
0.824176
2024-03-05
1
HOTEL
4
4.06
221
9
0.8737
0.1628
12
QUEEN
1
47.6
MOUNTAIN
1
1
0
2
4
12
128.41
0.7412
0.5976
0.544
8
30
0.1882
0.0631
27.65
2.95
1.76
111.99
9,908.65
139.99
1.0902
2
0
51
0.6071
33
0.3929
3
2
2
0
0.906686
0.421806
3
0.928571
2024-03-05
5
HOTEL
4
2.96
891
14
0.9601
0.2015
6
DOUBLE
2
24.6
NONE
1
1
0
4
6
17
147.17
0.5269
0.4361
0.4666
12
29
0.1666
0.1106
28.93
3.58
1.48
152.28
15,823.17
156.19
1.0612
2
1
72
0.605
47
0.395
3
2
2
0
0.906686
0.421806
2
0.882353
2024-03-05
6
HOTEL
3
3.7
94
3
0.6832
0.3774
4
DOUBLE
1
48.6
MOUNTAIN
0
0
0
2
6
8
111.65
0.6029
0.5875
0.511
8
16
0.1954
0.0943
9.55
4.53
1.5
133.79
9,704.92
122.69
1.0988
1
0
29
0.5179
27
0.4821
3
2
2
0
0.906686
0.421806
29
0.803571
2024-03-05
2
HOTEL
4
4.03
497
11
0.8324
0.1535
6
DOUBLE
2
52
NONE
1
1
1
3
2
9
118.97
0.686
0.6136
0.5309
7
15
0.1735
0.1729
10.73
3.29
2.13
108.14
5,335.08
134.9
1.1339
1
0
33
0.5238
30
0.4762
3
2
2
0
0.906686
0.421806
9
0.904762
2024-03-05
2
APARTMENT
4
4.28
219
7
0.689
0.4185
1
KING
2
19
CITY
1
1
0
4
8
12
126.31
0.6505
0.546
0.591
7
24
0.125
0.1793
51.18
3.4
1.78
110.01
8,981.64
149.97
1.1873
1
0
37
0.4405
47
0.5595
3
2
2
0
0.906686
0.421806
2
0.880952
2024-03-05
1
HOTEL
4
4.21
251
16
0.7599
0.2466
4
SINGLE
1
28.1
SEA
1
0
0
3
9
12
148.6
0.9412
0.7749
0.6138
5
29
0.0846
0.0156
16.04
4.58
2.26
147.08
19,522.98
165.86
1.1161
1
0
55
0.6548
29
0.3452
3
2
2
0
0.906686
0.421806
4
0.964286
2024-03-05
3
HOTEL
3
3.76
211
15
0.8712
0.0545
7
DOUBLE
1
24.4
SEA
1
1
0
3
8
11
122.72
0.4451
0.5212
0.6114
6
17
0.0932
0.0704
7.01
3.35
1.94
110.27
6,287.02
141.91
1.1564
3
0
30
0.3896
47
0.6104
3
2
2
0
0.906686
0.421806
6
0.818182
2024-03-06
7
HOTEL
4
4.31
338
11
0.6889
0.0731
4
KING
1
null
CITY
0
0
0
2
7
15
125.36
0.5875
0.6218
0.5447
6
40
0.1439
0.4011
34.39
2.51
2.69
120.85
12,126.52
150.94
1.2041
1
1
60
0.5714
45
0.4286
3
3
2
0
0.913808
0.406147
4
0.885714
2024-03-06
1
HOTEL
3
3.74
215
7
0.7613
0.0604
6
QUEEN
2
15.9
CITY
1
1
0
3
3
14
89.02
0.7684
0.7997
0.583
10
32
0.1248
0.0431
18.58
1
2.66
116.43
3,725.77
90.44
1.0159
1
0
84
0.8571
14
0.1429
3
3
2
0
0.913808
0.406147
0
0.938776
2024-03-06
2
RESORT
null
3.94
213
6
0.8781
0.0054
3
QUEEN
1
30.8
CITY
1
1
0
2
8
14
147.48
0.3954
0.4557
0.4971
8
25
0.1899
0.1259
11.39
4.24
1
153.19
16,244.13
160.18
1.0861
1
0
33
0.3367
65
0.6633
3
3
2
0
0.913808
0.406147
2
0.765306
2024-03-06
3
APARTMENT
5
4.44
133
16
0.8461
0.0187
4
TWIN
1
51.4
CITY
0
1
0
2
2
8
124.99
0.7541
0.675
0.7081
6
24
0.2231
0.0277
50.48
1.7
2.08
143.31
5,858.37
130.18
1.0415
1
0
30
0.5357
26
0.4643
3
3
2
0
0.913808
0.406147
1
0.910714
2024-03-06
5
HOTEL
3
3.85
117
16
0.948
0.0645
2
SINGLE
2
28.2
NONE
1
1
0
4
3
13
100.27
0.2094
0.3831
0.3528
4
19
0.3845
0.0744
10.93
2.95
2.8
87.9
4,928.02
103.42
1.0315
1
0
33
0.3626
58
0.6374
3
3
2
0
0.913808
0.406147
3
0.736264
2024-03-06
10
RESORT
5
3.7
89
13
0.8861
0.0168
3
SINGLE
2
19
CITY
0
0
0
3
7
8
158.23
0.7893
0.7065
0.7933
6
20
0.1184
0.0355
9.23
2.75
2.13
177.83
9,795.81
181.21
1.1452
2
0
44
0.7857
12
0.2143
3
3
2
0
0.913808
0.406147
11
0.928571
2024-03-06
1
HOTEL
3
4.25
223
8
0.6189
0.0844
1
QUEEN
1
24.4
CITY
1
1
1
3
6
8
104.79
0.344
0.5485
0.7197
4
14
0.3621
0.0726
21.71
1.92
1.82
104.5
2,805.6
118.79
1.1336
1
0
26
0.4643
30
0.5357
3
3
2
0
0.913808
0.406147
14
0.767857
2024-03-06
1
APARTMENT
4
4.81
640
16
0.8211
0.094
7
DOUBLE
1
14.7
CITY
1
1
0
2
6
16
106.61
0.9052
0.8523
0.6811
13
37
0.1712
0.236
11.43
3.56
2.74
100.18
13,194.09
126.36
1.1853
2
0
81
0.7232
31
0.2768
3
3
2
0
0.913808
0.406147
4
0.964286
2024-03-06
8
HOTEL
5
4.12
159
17
0.9009
0.0831
3
QUEEN
2
36.5
NONE
1
0
0
4
8
7
139.14
0.7985
0.6867
0.4197
7
17
0.1218
0.065
10.17
1.85
1.48
131.64
4,132.34
163.63
1.176
2
0
38
0.7755
11
0.2245
3
3
2
0
0.913808
0.406147
4
0.959184
2024-03-06
4
HOTEL
4
4.79
227
12
0.7164
0.2063
3
TWIN
1
60
GARDEN
0
0
0
3
10
13
149.17
0.3555
0.4082
0.5307
11
21
0.0296
0.1628
3.63
2.09
1.64
150.97
6,639.46
148.99
0.9988
2
0
35
0.3846
56
0.6154
3
3
2
0
0.913808
0.406147
0
0.857143
2024-03-06
1
APARTMENT
3
3.29
129
13
0.6755
0.0488
4
QUEEN
1
38.8
MOUNTAIN
0
0
0
3
7
10
106.46
0.5405
0.4709
0.5992
8
24
0.1091
0.086
12.06
5.19
2.88
129.04
16,072.23
110.05
1.0337
1
0
34
0.4857
36
0.5143
3
3
2
0
0.913808
0.406147
8
0.842857
2024-03-06
6
HOTEL
3
4.2
57
17
0.8352
0.1912
5
KING
2
33.8
CITY
0
0
0
3
5
13
91.78
0.8969
0.7178
0.4863
15
31
0.1379
0.0006
23.82
1.28
3.04
96.25
3,823.71
82.32
0.897
1
0
66
0.7253
25
0.2747
3
3
2
0
0.913808
0.406147
1
0.945055
2024-03-06
1
RESORT
2
3.74
231
13
0.8325
0.0628
3
TWIN
2
31.4
CITY
1
1
0
3
4
9
118.72
0.7068
0.6381
0.5333
5
22
0.0432
0.0619
6.98
3.33
1.75
102.76
7,527.62
123.3
1.0386
1
0
37
0.5873
26
0.4127
3
3
2
0
0.913808
0.406147
2
0.936508
2024-03-06
1
HOTEL
3
2.94
167
12
0.5556
0.0356
6
DOUBLE
2
32.3
NONE
1
0
0
3
6
11
95.81
0.2716
0.3076
0.4159
6
12
0.0815
0.1566
17.11
4.16
2.2
97.61
4,867.56
112.56
1.1748
2
0
28
0.3636
49
0.6364
3
3
2
0
0.913808
0.406147
3
0.623377
2024-03-06
7
HOTEL
3
4.1
400
10
0.9796
0.0258
3
TWIN
2
23.6
NONE
0
1
1
3
9
17
98.64
0.3312
0.4987
0.5668
8
40
0.2643
0.0052
21.3
3.25
2.11
108.16
14,062.25
109.8
1.1132
1
0
43
0.3613
76
0.6387
3
3
2
0
0.913808
0.406147
1
0.731092
2024-03-06
8
HOTEL
2
3.84
138
3
0.7239
0.4194
5
QUEEN
1
37.5
GARDEN
1
1
0
2
10
10
106.2
0.5505
0.5326
0.5033
8
20
0.0593
0.226
49.55
2.35
2.37
91.66
4,299.85
122.01
1.1488
1
0
40
0.5714
30
0.4286
3
3
2
0
0.913808
0.406147
0
0.871429
2024-03-06
2
HOTEL
4
3.98
67
7
0.9947
0.0868
5
KING
1
25.3
GARDEN
0
1
0
3
4
9
121.07
0.99
0.9544
0.7683
8
17
0.1662
0.0671
17.63
2.65
1.23
126.23
5,687.05
118.41
0.978
1
0
47
0.746
16
0.254
3
3
2
0
0.913808
0.406147
0
0.984127
2024-03-06
5
HOTEL
1
5
341
15
0.8845
0.257
4
KING
2
26.3
SEA
1
1
0
4
3
17
93.98
0.3016
0.4609
0.6013
6
34
0.092
0.0042
14.5
2.26
2.16
119.35
9,152.61
106.84
1.1369
1
0
48
0.4034
71
0.5966
3
3
2
0
0.913808
0.406147
0
0.89916
2024-03-06
2
RESORT
4
4.09
265
8
0.5772
0.0989
3
SINGLE
1
27.3
GARDEN
0
1
1
2
6
11
114.46
0.7032
0.6824
0.6048
8
21
0.2162
0.1215
21.16
2.77
1.99
99.28
5,785.2
123.86
1.0822
4
0
50
0.6494
27
0.3506
3
3
2
0
0.913808
0.406147
2
0.935065
2024-03-07
3
BOUTIQUE
3
4.25
533
11
0.9253
0.0751
3
QUEEN
1
36
MOUNTAIN
1
0
1
3
8
10
120.43
0.7668
0.6622
0.6413
11
11
0.3167
0.0184
59.92
2.36
2.41
134.81
3,499.64
134.7
1.1185
1
0
42
0.6
28
0.4
3
4
2
0.1429
0.920659
0.390368
2
0.914286
2024-03-07
1
RESORT
5
3.24
174
12
0.7362
0.1042
4
TWIN
2
33
SEA
0
1
0
3
6
11
170.62
0.5098
0.4887
0.546
9
27
0.0409
0.2824
15.62
2.76
2.09
171.85
12,800.02
197.21
1.1558
2
1
33
0.4286
44
0.5714
3
4
2
0
0.920659
0.390368
0
0.831169
2024-03-07
2
RESORT
2
4.8
16
5
0.8942
0.0996
4
KING
1
46
SEA
1
1
0
3
4
14
128.1
0.346
0.539
0.5914
10
28
0.3166
0.0506
4.83
1.45
2.16
137.11
5,564.86
148.83
1.1618
2
0
46
0.4694
52
0.5306
3
4
2
0
0.920659
0.390368
0
0.867347
End of preview. Expand in Data Studio

HRP — Stage 07: Synthetic Next 7-Day Room Occupancy Forecast

نظرة عامة / Overview

بيانات اصطناعية لأغراض التعليم وتوضيح توقع نسبة إشغال نوع غرفة فندقية خلال الأيام السبعة التالية. ليست بيانات حجوزات حقيقية.

Synthetic HRP-shaped hotel room-type snapshot data for 7-day realized occupancy regression. SYNTHETIC / DEMO_ONLY; do not use for real financial or inventory decisions.

  • Rows: 16,000; released columns: 49 (47 features + snapshot date + target).
  • Target: target_next_7d_occupancy_rate; fraction from 0 to 1 (multiply by 100 to get percent).
  • Splits: train 11,200; validation 2,400; test 2,400.
  • Temporal split: original model training sorted by snapshot_at, then by internal snapshot_id; the original identifier is omitted from this public dataset. The split membership is retained as originally determined, including any shared dates across boundaries.
  • Features: historical occupancy, existing reservations, known rates, room/hotel attributes and calendar features.
  • Data dictionary: data_dictionary.csv.
  • Linked model: https://huggingface.co/AL-mozahem/HRP-Stage07-Occupancy-Forecast

Target leakage and privacy

Only features known at the prediction snapshot must be used. Future bookings/realized outcomes are included only in the target. IDs snapshot_id, hotel_id, and room_type_id, and tracking dates for the future period, were removed from released tables. The date snapshot_at is for split/audit, not a model feature. No real customer records are present.

Validation limitation

Metrics from the original synthetic holdout are educational only. They must not be interpreted as validated future hotel-occupancy performance.
Downloads last month
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Number of rows:
16,000
Total file size:
3.8 MB

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