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Datasets:
AL-mozahem
/
HRP-Stage06-Synthetic-Room-Rates

Modalities:
Tabular
Text
Formats:
csv
Languages:
Arabic
English
Size:
10K - 100K
Tags:
tabular
regression
synthetic-data
hotel-pricing
educational
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Datasets
pandas
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Auto-converted to Parquet Duplicate
rate_date
string
city_id
int64
property_type
string
star_rating
float64
hotel_avg_rating_prior
float64
hotel_reviews_count_prior
int64
hotel_amenity_count
int64
bed_type
string
bed_count
int64
room_size_sqm
float64
view_type
string
smoking_allowed
int64
breakfast_included
int64
is_refundable
int64
max_occupancy
int64
room_amenity_count
int64
total_quantity
int64
base_price_per_night
float64
minimum_stay_nights
int64
stop_sell
int64
prior_30d_room_bookings
int64
prior_7d_room_bookings
int64
prior_30d_hotel_occupancy_rate
float64
prior_30d_room_cancel_rate
float64
prior_30d_avg_sold_price
float64
city_market_avg_price_prior
float64
booked_quantity_prior
int64
blocked_quantity_prior
int64
available_quantity_prior
int64
occupancy_ratio_prior
float64
availability_ratio_prior
float64
rate_month
int64
rate_dayofweek
int64
rate_weekend
int64
holiday_period
int64
days_to_rate
int64
annual_sin
float64
annual_cos
float64
target_price_per_night
float64
2024-01-01
1
RESORT
2
4.19
283
10
QUEEN
1
26.2
CITY
0
1
1
2
5
6
128
1
0
29
7
0.4887
0.0691
112.27
94.11
4
1
1
0.6667
0.1667
1
0
0
0
11
0.017202
0.999852
203.07
2024-01-01
2
HOTEL
null
4.37
107
15
DOUBLE
3
34.1
SEA
0
0
1
4
7
11
120.19
1
0
25
7
0.7881
0.2491
114.82
104.56
5
0
6
0.4545
0.5455
1
0
0
0
58
0.017202
0.999852
172.85
2024-01-01
2
HOTEL
5
4.27
267
9
QUEEN
1
52.7
SEA
0
1
1
3
11
10
181.32
2
0
31
4
0.3429
0.1466
192.48
113.28
6
0
4
0.6
0.4
1
0
0
0
26
0.017202
0.999852
209.92
2024-01-01
2
HOTEL
2
4.78
481
14
DOUBLE
1
27.3
CITY
0
0
1
3
8
13
99.06
1
0
20
1
0.412
0.1582
109.28
77.37
8
1
4
0.6154
0.3077
1
0
0
0
15
0.017202
0.999852
133.29
2024-01-01
2
RESORT
5
4.22
511
14
TWIN
1
47
CITY
0
1
0
3
4
6
178.65
1
0
29
7
0.6815
0.2114
190.83
106.62
2
1
3
0.3333
0.5
1
0
0
0
16
0.017202
0.999852
239.68
2024-01-01
1
BOUTIQUE
4
3.77
290
13
KING
1
39.7
CITY
0
1
1
2
8
9
152.26
1
0
24
5
0.4377
0.0524
159.09
86.51
3
1
5
0.3333
0.5556
1
0
0
0
37
0.017202
0.999852
155.63
2024-01-01
12
RESORT
4
null
197
13
KING
1
43.3
CITY
0
1
0
3
7
12
187.59
1
0
30
4
0.5636
0.2984
175.26
144.78
8
1
3
0.6667
0.25
1
0
0
0
19
0.017202
0.999852
225.37
2024-01-01
9
BOUTIQUE
4
4.37
432
15
TWIN
1
25.5
NONE
0
1
1
2
5
14
120.78
4
0
12
0
0.567
0.1467
150.6
119.53
2
9
3
0.1429
0.2143
1
0
0
0
7
0.017202
0.999852
161.4
2024-01-01
1
HOTEL
4
4
578
17
DOUBLE
1
43.8
CITY
0
1
1
3
4
14
144.65
1
0
21
6
0.5367
0.2181
163.8
111.61
11
1
2
0.7857
0.1429
1
0
0
0
20
0.017202
0.999852
198.52
2024-01-01
8
HOTEL
2
3.67
132
18
QUEEN
2
33
SEA
0
0
0
4
6
7
100.56
1
0
15
3
0.7025
0.2926
110.96
86.8
4
1
2
0.5714
0.2857
1
0
0
0
19
0.017202
0.999852
133.51
2024-01-01
4
HOTEL
4
3.94
60
14
KING
1
19.9
SEA
0
0
1
2
4
8
134.92
1
0
22
7
0.5591
0.1659
123.26
109.44
6
1
1
0.75
0.125
1
0
0
0
37
0.017202
0.999852
199.2
2024-01-01
10
HOTEL
4
5
184
13
KING
2
23.6
GARDEN
0
1
0
4
4
10
110.01
3
1
26
2
0.7977
0.1731
107.19
116.83
3
0
7
0.3
0.7
1
0
0
0
18
0.017202
0.999852
156.39
2024-01-02
5
HOTEL
4
3.56
41
11
TWIN
1
12
CITY
0
1
1
3
5
4
113.23
1
0
15
4
0.6948
0.2247
130.39
119.66
3
1
0
0.75
0
1
1
0
0
28
0.034398
0.999408
175.75
2024-01-02
11
HOTEL
3
4.38
333
10
QUEEN
2
12.2
CITY
1
1
1
4
10
11
93.67
1
0
15
4
0.5282
0.0563
105.52
96.19
1
10
0
0.0909
0
1
1
0
0
42
0.034398
0.999408
132.18
2024-01-02
3
RESORT
4
3.8
257
14
SINGLE
1
24.4
CITY
0
1
0
3
7
10
150.18
1
0
31
6
0.6412
0.275
137.24
111.95
2
4
4
0.2
0.4
1
1
0
0
9
0.034398
0.999408
193.22
2024-01-02
4
APARTMENT
5
4.8
544
17
QUEEN
2
31.9
SEA
0
1
1
3
6
13
165.17
1
0
23
6
0.6077
0.3861
164.02
141.03
0
13
0
0
0
1
1
0
0
11
0.034398
0.999408
204.3
2024-01-02
2
HOTEL
3
3.87
122
11
DOUBLE
1
39.1
SEA
0
0
0
2
2
13
105.26
1
0
14
3
0.4689
0.3008
109.68
95.63
5
2
6
0.3846
0.4615
1
1
0
0
71
0.034398
0.999408
145.93
2024-01-02
5
BOUTIQUE
4
3.5
275
9
QUEEN
1
42.3
NONE
0
1
1
2
7
12
113.31
3
0
18
2
0.3753
0.3814
109.09
114.52
0
11
1
0
0.0833
1
1
0
0
22
0.034398
0.999408
136.45
2024-01-02
5
APARTMENT
5
4.44
700
11
TWIN
1
49.7
NONE
0
0
0
3
4
9
168.9
1
0
27
4
0.6908
0.2993
null
114.42
4
5
0
0.4444
0
1
1
0
0
33
0.034398
0.999408
173.7
2024-01-02
1
HOTEL
3
3.88
188
6
TWIN
3
12
MOUNTAIN
0
1
1
5
4
8
111.33
1
0
19
7
0.2694
0.0498
131.09
104.1
6
2
0
0.75
0
1
1
0
0
29
0.034398
0.999408
171.72
2024-01-02
10
APARTMENT
3
3.66
280
7
DOUBLE
1
37.3
CITY
0
1
1
3
7
16
131.07
1
0
17
0
0.5165
0.0979
125.53
139.27
11
5
0
0.6875
0
1
1
0
0
12
0.034398
0.999408
201.55
2024-01-02
1
APARTMENT
3
3.85
375
11
QUEEN
1
44.6
MOUNTAIN
0
0
0
3
9
9
143.41
1
0
14
0
0.4011
0.1479
153.98
94.22
1
4
4
0.1111
0.4444
1
1
0
0
98
0.034398
0.999408
150.44
2024-01-02
3
BOUTIQUE
4
3.78
315
7
DOUBLE
2
18.7
GARDEN
0
0
0
3
5
11
115.56
1
0
19
5
0.2237
0.1718
144.41
113.18
6
5
0
0.5455
0
1
1
0
0
21
0.034398
0.999408
148.67
2024-01-02
4
HOTEL
5
4.17
252
9
KING
1
37.5
NONE
0
0
1
3
4
16
158.74
1
0
18
7
0.2659
0.0434
150.06
110.9
10
6
0
0.625
0
1
1
0
0
21
0.034398
0.999408
198.14
2024-01-02
11
HOTEL
4
4.45
125
17
QUEEN
1
52.2
NONE
0
1
1
2
5
12
137.43
1
0
22
10
0.7367
0.3707
129.13
141.06
2
0
10
0.1667
0.8333
1
1
0
0
44
0.034398
0.999408
177.78
2024-01-03
6
RESORT
4
3.91
457
11
TWIN
1
33.7
NONE
0
1
1
2
7
11
145.3
2
0
28
11
0.6133
0.2624
167.13
107.42
1
0
10
0.0909
0.9091
1
2
0
0
8
0.051584
0.998669
203.81
2024-01-03
3
HOTEL
4
4.47
196
9
DOUBLE
1
35.4
GARDEN
0
0
1
3
8
13
102.42
3
0
15
6
0.5598
0.3821
108.19
106.91
5
7
1
0.3846
0.0769
1
2
0
0
43
0.051584
0.998669
146.2
2024-01-03
10
APARTMENT
4
4.31
73
12
TWIN
2
63.6
MOUNTAIN
0
1
0
3
9
15
147.52
1
0
20
4
0.5952
0.1733
131.45
137.9
0
6
9
0
0.6
1
2
0
0
17
0.051584
0.998669
174.49
2024-01-03
6
HOTEL
4
3.12
132
16
TWIN
1
45.8
CITY
1
1
1
3
2
13
120.77
1
0
22
6
0.7095
0.1366
135.99
116.91
9
4
0
0.6923
0
1
2
0
0
23
0.051584
0.998669
190
2024-01-03
3
RESORT
3
3.97
90
11
DOUBLE
2
35.2
GARDEN
0
0
1
4
4
6
127.41
1
0
23
4
0.4919
0.1371
123.95
90.13
5
0
1
0.8333
0.1667
1
2
0
0
27
0.051584
0.998669
196.87
2024-01-03
7
APARTMENT
2
4.38
366
17
TWIN
2
54.4
SEA
0
0
0
3
5
12
134.99
1
0
14
4
0.625
0.062
159.26
103.2
10
2
0
0.8333
0
1
2
0
0
12
0.051584
0.998669
183.55
2024-01-03
5
APARTMENT
5
4.2
129
13
KING
2
36.6
CITY
0
0
0
3
5
7
155.99
1
0
19
6
0.7507
0.0562
153.15
150.94
4
3
0
0.5714
0
1
2
0
0
26
0.051584
0.998669
188.6
2024-01-03
4
HOTEL
4
3.42
455
15
TWIN
2
36.9
CITY
0
1
1
3
7
12
136.8
1
0
28
5
0.6728
0.4163
160.93
138.78
8
4
0
0.6667
0
1
2
0
0
38
0.051584
0.998669
203.04
2024-01-03
2
RESORT
4
4.22
103
10
SINGLE
2
31.3
null
0
0
0
4
8
16
118.42
1
0
18
6
0.7607
0.0129
110.92
97.39
9
6
1
0.5625
0.0625
1
2
0
0
15
0.051584
0.998669
164.94
2024-01-03
7
APARTMENT
2
null
287
14
KING
1
34.5
GARDEN
0
1
0
2
9
13
120.02
1
0
11
6
0.3135
0.226
145.59
108.24
2
8
3
0.1538
0.2308
1
2
0
0
24
0.051584
0.998669
139.41
2024-01-03
7
HOTEL
1
4.01
152
14
TWIN
2
26.7
CITY
0
1
1
4
2
13
69.47
1
0
15
2
0.5394
0.1874
69.72
97.32
7
4
2
0.5385
0.1538
1
2
0
0
5
0.051584
0.998669
117.73
2024-01-04
10
HOTEL
4
3.83
109
12
KING
2
33.8
NONE
0
0
1
4
11
16
136.33
1
0
16
4
0.6284
0.4442
122.84
137.21
8
4
4
0.5
0.25
1
3
0
0
91
0.068755
0.997634
166.7
2024-01-04
4
RESORT
3
3.4
301
14
QUEEN
3
50.3
CITY
0
0
0
4
5
15
115.9
1
0
23
6
0.7565
0.1783
107.13
113.58
2
0
13
0.1333
0.8667
1
3
0
0
12
0.068755
0.997634
169.82
2024-01-04
11
RESORT
3
3.09
548
12
SINGLE
3
20.6
SEA
0
0
1
5
6
16
123.85
1
0
29
10
0.5162
0.1615
119.72
131.21
9
2
5
0.5625
0.3125
1
3
0
0
39
0.068755
0.997634
185.61
2024-01-04
6
APARTMENT
5
4.07
392
8
QUEEN
2
22.2
CITY
0
1
1
3
11
16
140.13
1
0
14
2
0.891
0.068
null
132.83
9
7
0
0.5625
0
1
3
0
0
58
0.068755
0.997634
214.01
2024-01-04
3
APARTMENT
4
4.33
187
10
TWIN
1
12.1
GARDEN
0
0
1
3
3
11
105.48
1
0
21
8
0.3938
0.0956
100.57
116.56
8
3
0
0.7273
0
1
3
0
0
45
0.068755
0.997634
158.01
2024-01-04
8
HOTEL
2
4.23
188
11
QUEEN
1
48.3
MOUNTAIN
1
0
0
2
4
10
94.71
2
0
9
1
0.6996
0.5015
null
90.81
4
5
1
0.4
0.1
1
3
0
0
4
0.068755
0.997634
125.2
2024-01-04
7
HOTEL
2
4.23
94
13
KING
2
44.6
CITY
0
1
1
4
3
14
112.11
1
0
18
2
0.1338
0.2027
125.52
61.58
8
6
0
0.5714
0
1
3
0
0
18
0.068755
0.997634
139.98
2024-01-04
4
BOUTIQUE
3
4.02
72
10
TWIN
2
14.7
SEA
0
1
0
4
7
11
109.11
3
0
21
4
0.5901
0.4126
111.88
92.18
0
8
3
0
0.2727
1
3
0
0
19
0.068755
0.997634
156.45
2024-01-04
4
APARTMENT
2
4.31
212
18
DOUBLE
1
37.2
NONE
0
1
0
2
9
9
117.23
1
0
16
2
0.1729
0.2414
122.91
80.53
5
1
3
0.5556
0.3333
1
3
0
0
17
0.068755
0.997634
130.9
2024-01-04
3
HOTEL
2
4.15
290
18
DOUBLE
1
28.1
NONE
0
1
1
2
1
10
92.34
3
0
15
5
0.4712
0.2134
70
99.05
1
0
9
0.1
0.9
1
3
0
0
42
0.068755
0.997634
127.9
2024-01-04
7
RESORT
2
4.21
576
17
KING
1
52.6
NONE
0
1
0
2
5
15
136.46
1
0
23
3
0.5506
0.3219
118.89
108.3
9
4
2
0.6
0.1333
1
3
0
0
31
0.068755
0.997634
195.44
2024-01-04
11
HOTEL
3
3.98
45
11
KING
1
41.8
CITY
0
0
1
3
7
14
105
1
0
17
3
0.9762
0.5124
106.62
140.33
8
4
2
0.5714
0.1429
1
3
0
0
42
0.068755
0.997634
172.68
2024-01-04
9
HOTEL
2
4.77
228
6
DOUBLE
1
30.3
CITY
0
1
1
3
2
13
89.44
1
0
18
8
0.719
0.1421
96.01
95.95
2
0
11
0.1538
0.8462
1
3
0
0
17
0.068755
0.997634
140.01
2024-01-04
10
RESORT
5
4.49
32
12
TWIN
2
32.2
MOUNTAIN
0
1
1
4
3
13
152.26
1
0
36
7
0.9097
0.0625
146.82
161.77
0
9
4
0
0.3077
1
3
0
0
17
0.068755
0.997634
195.19
2024-01-04
5
HOTEL
5
3.98
123
9
DOUBLE
1
34.8
GARDEN
0
1
1
3
1
11
140.43
1
0
25
10
0.8389
0.3934
142.95
117.04
7
3
1
0.6364
0.0909
1
3
0
0
26
0.068755
0.997634
198.68
2024-01-04
9
HOTEL
4
3.69
333
15
QUEEN
2
15.8
CITY
0
0
1
3
7
21
106.72
1
0
21
7
0.7706
0.3192
86.06
136.06
16
0
5
0.7619
0.2381
1
3
0
0
9
0.068755
0.997634
167.03
2024-01-04
6
BOUTIQUE
2
3.3
227
6
QUEEN
2
31.3
NONE
0
0
0
3
7
7
77.46
1
0
12
2
0.8361
0.1266
87.67
91.25
1
0
6
0.1429
0.8571
1
3
0
0
23
0.068755
0.997634
108.02
2024-01-04
6
RESORT
2
4.66
178
11
QUEEN
1
39.6
SEA
0
1
1
3
7
11
132.64
1
0
20
5
0.6977
0.2885
142.07
100.72
9
1
1
0.8182
0.0909
1
3
0
0
35
0.068755
0.997634
215.43
2024-01-04
6
HOTEL
4
4.05
222
10
KING
1
25.7
MOUNTAIN
0
0
0
2
6
17
137.19
2
0
20
5
0.3557
0.1333
154.79
105.21
4
13
0
0.2353
0
1
3
0
0
50
0.068755
0.997634
170.9
2024-01-04
9
HOTEL
2
4.1
170
18
KING
2
46.4
SEA
0
1
1
4
7
9
154.64
1
0
11
5
0.347
0.273
138.32
113.53
2
0
7
0.2222
0.7778
1
3
0
0
34
0.068755
0.997634
193.61
2024-01-05
2
HOTEL
4
4.05
266
13
QUEEN
2
29.3
MOUNTAIN
0
0
0
3
2
8
144.92
1
0
34
9
0.5253
0.0513
131.03
89.58
6
1
1
0.75
0.125
1
4
1
0
20
0.085906
0.996303
178.18
2024-01-05
1
HOTEL
4
4.16
284
10
TWIN
1
37.4
NONE
0
1
0
2
7
12
128.47
2
0
17
5
0.5828
0.3282
97.54
121.49
5
3
4
0.4167
0.3333
1
4
1
0
34
0.085906
0.996303
171.94
2024-01-05
2
APARTMENT
null
3.44
128
17
SINGLE
3
null
MOUNTAIN
0
1
0
5
4
7
100.17
2
0
12
1
0.5612
0.2414
96.86
76.03
5
1
1
0.7143
0.1429
1
4
1
0
33
0.085906
0.996303
164.19
2024-01-05
2
APARTMENT
5
3.92
275
15
KING
3
20
SEA
0
1
1
5
4
6
144.24
1
0
21
5
0.448
0.1722
156.58
111.91
2
0
4
0.3333
0.6667
1
4
1
0
42
0.085906
0.996303
195.48
2024-01-05
1
APARTMENT
null
4.72
420
11
QUEEN
2
31.8
SEA
0
1
0
4
3
18
136.45
1
0
17
5
0.5917
0.2161
153.02
108.96
7
8
3
0.3889
0.1667
1
4
1
0
18
0.085906
0.996303
181.29
2024-01-05
7
HOTEL
null
4.18
44
19
TWIN
2
12.9
NONE
0
1
1
3
3
18
97.22
1
0
24
5
0.5607
0.1599
85.08
95.72
6
0
12
0.3333
0.6667
1
4
1
0
15
0.085906
0.996303
152.34
2024-01-05
1
HOTEL
3
4.97
327
13
TWIN
1
21.8
CITY
0
1
1
3
6
13
94.6
1
0
19
4
0.98
0.178
89
96.96
8
4
1
0.6154
0.0769
1
4
1
0
13
0.085906
0.996303
180.87
2024-01-05
6
APARTMENT
3
3.62
105
22
QUEEN
1
13.2
SEA
0
1
1
3
10
9
101.33
1
0
16
1
0.7337
0.2504
115.49
124.86
0
8
1
0
0.1111
1
4
1
0
41
0.085906
0.996303
156.08
2024-01-05
5
HOTEL
4
4.78
277
9
SINGLE
2
18.7
MOUNTAIN
0
0
1
4
7
12
122.15
1
0
22
7
0.6123
0.0569
115.4
122.87
3
8
1
0.25
0.0833
1
4
1
0
38
0.085906
0.996303
167.51
2024-01-05
12
HOTEL
3
4.4
123
9
KING
1
32.1
NONE
0
1
1
2
2
14
114.67
1
0
17
3
0.7965
0.0408
112.4
117.45
1
1
12
0.0714
0.8571
1
4
1
0
42
0.085906
0.996303
189.2
2024-01-05
4
BOUTIQUE
null
3.81
65
9
QUEEN
1
34.9
null
1
1
1
2
1
9
110
2
0
25
4
0.23
0.1935
120.76
71.95
5
3
1
0.5556
0.1111
1
4
1
0
7
0.085906
0.996303
159.32
2024-01-06
7
HOTEL
4
4.75
470
9
KING
2
27.9
NONE
0
1
0
3
5
17
130.42
1
0
24
7
0.9468
0.2376
116.65
141.66
2
6
9
0.1176
0.5294
1
5
1
0
25
0.103031
0.994678
182.7
2024-01-06
6
HOTEL
5
3.96
190
11
TWIN
1
39.7
NONE
1
0
1
2
4
10
146.67
1
0
27
6
0.6682
0.0839
143.86
135.78
8
0
2
0.8
0.2
1
5
1
0
8
0.103031
0.994678
188.16
2024-01-06
5
HOTEL
3
4.79
188
10
SINGLE
2
44.7
CITY
0
0
0
4
6
16
122.05
1
0
26
1
0.6253
0.0709
155.13
85.8
3
9
4
0.1875
0.25
1
5
1
0
13
0.103031
0.994678
158.43
2024-01-06
4
HOTEL
3
3.94
264
12
DOUBLE
3
14.9
GARDEN
0
0
1
4
2
5
87.64
1
0
12
2
0.3514
0.0326
79.78
87.87
2
1
2
0.4
0.4
1
5
1
0
33
0.103031
0.994678
124.18
2024-01-06
3
HOTEL
3
3.54
189
10
DOUBLE
1
50.7
CITY
0
1
1
3
9
12
149.72
1
0
15
1
0.6716
0.1607
149.03
82.24
0
11
1
0
0.0833
1
5
1
0
65
0.103031
0.994678
201.08
2024-01-06
3
RESORT
4
4.22
102
8
KING
2
41.4
GARDEN
0
1
1
4
4
12
172.64
1
0
27
7
0.4033
0.2873
188.79
121.16
8
3
1
0.6667
0.0833
1
5
1
0
35
0.103031
0.994678
242.49
2024-01-06
4
HOTEL
3
4.07
255
9
DOUBLE
3
37.2
CITY
0
0
1
4
2
9
95.1
1
0
25
10
0.6954
0.1474
92.96
100.34
3
2
4
0.3333
0.4444
1
5
1
0
18
0.103031
0.994678
155.65
2024-01-06
6
HOTEL
4
4.35
48
17
DOUBLE
1
25.8
MOUNTAIN
0
1
0
3
6
11
139.21
2
0
19
11
0.7208
0.5145
133.16
125.19
0
7
4
0
0.3636
1
5
1
0
31
0.103031
0.994678
171.57
2024-01-06
9
APARTMENT
3
3.53
219
17
QUEEN
3
34
CITY
0
0
1
4
6
10
109.22
1
0
18
8
0.7691
0.1149
114.11
141.61
4
4
2
0.4
0.2
1
5
1
0
19
0.103031
0.994678
162.83
2024-01-06
6
HOTEL
5
4.44
196
10
TWIN
2
42.9
NONE
0
0
0
4
3
8
147.47
1
0
18
0
0.665
0.2867
152.92
131.02
3
2
3
0.375
0.375
1
5
1
0
32
0.103031
0.994678
189.17
2024-01-06
7
RESORT
4
3.75
52
13
QUEEN
1
31.4
SEA
0
1
1
3
7
14
166.58
1
0
36
11
0.6509
0.3648
163.44
136.81
3
4
7
0.2143
0.5
1
5
1
0
34
0.103031
0.994678
232.16
2024-01-06
1
HOTEL
3
3.16
87
15
TWIN
3
26.7
NONE
0
0
1
4
9
11
102.67
4
0
17
3
0.6068
0.1028
102.7
115.68
4
0
7
0.3636
0.6364
1
5
1
0
59
0.103031
0.994678
169.91
2024-01-06
8
HOTEL
4
3.2
338
12
QUEEN
1
39.7
SEA
0
0
1
3
8
12
151.97
2
0
24
9
0.3794
0.3959
143.97
133.8
7
3
2
0.5833
0.1667
1
5
1
0
22
0.103031
0.994678
197.97
2024-01-06
7
RESORT
4
4.06
282
10
TWIN
2
null
GARDEN
0
1
1
3
9
12
129.47
1
0
27
7
0.7093
0.1655
133.79
113.45
6
1
5
0.5
0.4167
1
5
1
0
31
0.103031
0.994678
187.2
2024-01-07
10
HOTEL
4
4.62
503
15
DOUBLE
1
35
SEA
0
1
0
3
7
13
157.44
1
0
22
3
0.6222
0.2338
176.01
175.5
1
10
2
0.0769
0.1538
1
6
0
0
12
0.120126
0.992759
217.38
2024-01-07
1
HOTEL
4
3.93
212
16
KING
1
26.5
GARDEN
0
1
1
3
7
9
141.76
3
0
15
1
0.5989
0.0974
129.68
101.13
2
0
7
0.2222
0.7778
1
6
0
0
14
0.120126
0.992759
199.52
2024-01-07
3
HOTEL
3
4.6
195
7
TWIN
2
38.5
MOUNTAIN
0
0
1
3
8
15
103.72
1
0
19
4
0.8907
0.0085
111.58
79.72
0
10
5
0
0.3333
1
6
0
0
23
0.120126
0.992759
138.53
2024-01-07
6
RESORT
4
3.8
169
10
KING
2
25.6
SEA
1
1
0
3
7
14
171.82
1
0
36
11
0.6436
0.154
191.75
135.3
5
9
0
0.3571
0
1
6
0
0
9
0.120126
0.992759
236.01
2024-01-07
2
APARTMENT
4
4.28
194
17
DOUBLE
1
46.7
CITY
1
0
1
2
8
11
123.28
1
0
20
4
0.7463
0.0826
115
127.82
4
1
6
0.3636
0.5455
1
6
0
0
32
0.120126
0.992759
154.08
2024-01-07
5
HOTEL
4
3.73
184
14
DOUBLE
2
36.8
CITY
0
1
1
3
10
9
133.79
1
0
15
3
0.4049
0.4653
133.58
98.04
5
0
4
0.5556
0.4444
1
6
0
0
35
0.120126
0.992759
151.63
2024-01-07
12
APARTMENT
3
4.56
360
11
KING
1
47.4
CITY
0
1
1
3
2
7
104.05
1
0
20
2
0.5016
0.0987
93.48
120.05
0
3
4
0
0.5714
1
6
0
0
25
0.120126
0.992759
162.35
2024-01-07
3
HOTEL
4
4.56
216
11
SINGLE
1
38.3
MOUNTAIN
0
1
0
2
8
16
123.67
1
0
18
1
0.8734
0.1525
134.38
94.53
5
2
9
0.3125
0.5625
1
6
0
0
27
0.120126
0.992759
176.32
2024-01-07
5
RESORT
4
4.36
225
10
KING
1
43.6
CITY
0
1
0
2
5
20
165.41
1
0
22
3
0.201
0.1296
167.31
159.07
2
9
9
0.1
0.45
1
6
0
0
15
0.120126
0.992759
197.11
2024-01-07
3
HOTEL
5
3.98
151
7
QUEEN
2
25.2
CITY
0
1
0
4
18
10
168.96
2
0
24
9
0.4578
0.1686
164.04
118.56
6
3
1
0.6
0.1
1
6
0
0
44
0.120126
0.992759
205.26
2024-01-07
7
HOTEL
null
4.09
257
9
KING
1
39.6
CITY
0
0
0
2
6
18
128.09
1
0
22
2
0.3692
0.137
154.86
138.04
5
1
12
0.2778
0.6667
1
6
0
0
33
0.120126
0.992759
149.06
2024-01-07
1
APARTMENT
2
4.01
182
6
DOUBLE
2
35.1
MOUNTAIN
0
1
1
4
1
7
72.6
1
0
14
3
0.8029
0.1767
68.03
78.85
1
5
1
0.1429
0.1429
1
6
0
0
37
0.120126
0.992759
127.95
2024-01-07
10
APARTMENT
3
3.8
45
11
DOUBLE
2
27.1
NONE
0
1
1
4
3
9
92.47
1
0
16
8
0.9242
0.2121
89.4
127.24
3
1
5
0.3333
0.5556
1
6
0
0
7
0.120126
0.992759
161.83
2024-01-07
7
HOTEL
2
4.34
149
11
KING
3
36.3
NONE
0
1
0
4
2
5
109.56
1
0
14
2
0.4677
0.3315
114.99
85.62
1
2
2
0.2
0.4
1
6
0
0
52
0.120126
0.992759
133.72
2024-01-07
2
HOTEL
2
3.44
354
8
SINGLE
2
39.2
GARDEN
0
1
1
4
5
20
90.61
1
0
13
3
0.6383
0.0465
106.59
null
12
6
2
0.6
0.1
1
6
0
0
31
0.120126
0.992759
156.74
2024-01-07
6
HOTEL
3
4.56
153
12
DOUBLE
2
21.3
CITY
0
0
1
4
10
12
111.44
1
0
13
1
0.6706
0.1188
118.25
89.08
5
1
6
0.4167
0.5
1
6
0
0
72
0.120126
0.992759
151.85
2024-01-08
8
RESORT
4
4.22
381
17
KING
2
43.5
GARDEN
0
0
1
4
4
8
178.16
3
0
28
8
0.3525
0.2686
233.56
123.26
1
3
4
0.125
0.5
1
0
0
0
7
0.137185
0.990545
218.42
2024-01-08
4
BOUTIQUE
5
3.6
43
9
QUEEN
1
50.4
MOUNTAIN
0
1
1
3
4
8
156.4
1
0
16
3
0.0743
0.1607
179.12
129.51
3
0
5
0.375
0.625
1
0
0
0
10
0.137185
0.990545
158.61
2024-01-08
11
APARTMENT
5
4.23
120
9
DOUBLE
2
12
CITY
1
1
0
3
8
12
117.53
1
0
29
8
0.721
0.3292
118.56
141.17
1
3
8
0.0833
0.6667
1
0
0
0
29
0.137185
0.990545
165.48
End of preview. Expand in Data Studio

HRP — Stage 06: Synthetic Date-Specific Room Rate Dataset

وصف البيانات

مجموعة بيانات اصطناعية بالكامل من المرحلة السادسة لمشروع HRP لتدريب نموذج انحدار يتوقع target_price_per_night بناءً على خصائص الفندق ونوع الغرفة والطلب التاريخي والموسمية.

  • 18,000 سجل، 39 عمودًا منشورًا (37 خاصية + تاريخ + Target).
  • تقسيم زمني أصلي: Train 12,600، Validation 2,700، Test 2,700.
  • الترتيب الأصلي قبل التقسيم: rate_date ثم rate_observation_id. استبعدنا الـ ID من النسخة المنشورة بعد تحديد التقسيم الزمني.
  • استبعدنا rate_observation_id وhotel_id وroom_type_id غير المستخدمة في النموذج؛ وحافظنا على جميع الخصائص الـ37 والتاريخ والهدف.
  • القيم الناقصة بقيت كما هي لأن النموذج المحفوظ يعالجها داخل Pipeline.
  • المبالغ الاصطناعية بوحدة USD كما في نموذج المصدر؛ ليست أسعارًا تشغيلية حقيقية بالريال اليمني.

البيانات والقيود

المصدر: HRP Stage 06 original synthetic dataset and package. البيانات ليست بيانات عملاء حقيقيين، ولا يُوصى باستخدام النموذج لاتخاذ قرارات مالية فعلية أو تغيير أسعار النظام تلقائيًا.

Data Leakage: لا تستخدم سعر التاريخ المستهدف نفسه، أو حجوزات/معلومات مستقبلية لم تكن متاحة في لحظة إعداد السعر، كمدخلات.

العمود المستهدف

target_price_per_night: قيمة رقمية مستمرة لسعر الليلة الاصطناعي (USD).

Model Repository

https://huggingface.co/AL-mozahem/HRP-Stage06-Room-Rate-Prediction

Files

train.csv, validation.csv, test.csv, data_dictionary.csv, dataset_summary.json.
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