Hugging Face's logo

AL-mozahem
/
HRP-Stage07-Occupancy-Forecast

Joblib
catboost
regression
tabular
synthetic-data
hotel-occupancy
Model card Files
xet
 Community
HRP-Stage07-Occupancy-Forecast
File size: 4,694 Bytes
a1f48d9
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
{
  "Low occupancy": {
    "city_id": 4,
    "property_type": "HOTEL",
    "star_rating": 4.0,
    "hotel_avg_rating_prior": 4.24,
    "hotel_reviews_count_prior": 212,
    "hotel_amenity_count": 8,
    "hotel_prior_confirmation_rate": 0.9411,
    "hotel_recent_rejection_rate": 0.1626,
    "favorite_count_prior": 6,
    "bed_type": "SINGLE",
    "bed_count": 1,
    "room_size_sqm": 34.7,
    "view_type": "MOUNTAIN",
    "breakfast_included": 1,
    "is_refundable": 0,
    "smoking_allowed": 1,
    "max_occupancy": 3,
    "room_amenity_count": 9,
    "total_quantity": 11,
    "base_price_per_night": 132.23,
    "prior_7d_occupancy_rate": 0.3547,
    "prior_30d_occupancy_rate": 0.3912,
    "prior_90d_occupancy_rate": 0.4544,
    "prior_7d_booking_count": 6,
    "prior_30d_booking_count": 17,
    "prior_30d_cancel_rate": 0.3204,
    "prior_30d_no_show_rate": 0.0398,
    "prior_30d_avg_lead_days": 15.98,
    "prior_30d_avg_nights": 2.78,
    "prior_30d_avg_guests": 3.32,
    "prior_30d_avg_sold_price": 152.85,
    "prior_30d_revenue": 7216.05,
    "next_7d_avg_planned_rate": 162.06,
    "rate_to_base_ratio": 1.2256,
    "minimum_stay_nights": 2,
    "stop_sell_days_next_7d": 1,
    "on_books_room_nights": 26,
    "on_books_occupancy_next_7d": 0.3377,
    "available_room_nights_at_snapshot": 51,
    "availability_ratio_next_7d": 0.6623,
    "forecast_month": 8,
    "forecast_dayofweek": 3,
    "forecast_weekend_days": 2,
    "holiday_share_next_7d": 0.0,
    "annual_sin": -0.571667,
    "annual_cos": -0.820486,
    "days_since_last_booking": 1
  },
  "Medium occupancy": {
    "city_id": 9,
    "property_type": "HOTEL",
    "star_rating": 3.0,
    "hotel_avg_rating_prior": 3.92,
    "hotel_reviews_count_prior": 101,
    "hotel_amenity_count": 4,
    "hotel_prior_confirmation_rate": 0.8978,
    "hotel_recent_rejection_rate": 0.0823,
    "favorite_count_prior": 1,
    "bed_type": "KING",
    "bed_count": 2,
    "room_size_sqm": 13.7,
    "view_type": "NONE",
    "breakfast_included": 1,
    "is_refundable": 1,
    "smoking_allowed": 0,
    "max_occupancy": 4,
    "room_amenity_count": 1,
    "total_quantity": 13,
    "base_price_per_night": 92.58,
    "prior_7d_occupancy_rate": 0.6841,
    "prior_30d_occupancy_rate": 0.5941,
    "prior_90d_occupancy_rate": 0.5242,
    "prior_7d_booking_count": 8,
    "prior_30d_booking_count": 23,
    "prior_30d_cancel_rate": 0.2126,
    "prior_30d_no_show_rate": 0.0939,
    "prior_30d_avg_lead_days": 13.81,
    "prior_30d_avg_nights": 3.37,
    "prior_30d_avg_guests": 3.16,
    "prior_30d_avg_sold_price": 97.99,
    "prior_30d_revenue": 7602.6,
    "next_7d_avg_planned_rate": 109.76,
    "rate_to_base_ratio": 1.1856,
    "minimum_stay_nights": 2,
    "stop_sell_days_next_7d": 0,
    "on_books_room_nights": 52,
    "on_books_occupancy_next_7d": 0.5714,
    "available_room_nights_at_snapshot": 39,
    "availability_ratio_next_7d": 0.4286,
    "forecast_month": 10,
    "forecast_dayofweek": 5,
    "forecast_weekend_days": 2,
    "holiday_share_next_7d": 0.0,
    "annual_sin": -0.869233,
    "annual_cos": 0.494403,
    "days_since_last_booking": 3
  },
  "High occupancy": {
    "city_id": 11,
    "property_type": "HOTEL",
    "star_rating": 3.0,
    "hotel_avg_rating_prior": 4.47,
    "hotel_reviews_count_prior": 49,
    "hotel_amenity_count": 12,
    "hotel_prior_confirmation_rate": 0.826,
    "hotel_recent_rejection_rate": 0.1344,
    "favorite_count_prior": 4,
    "bed_type": "QUEEN",
    "bed_count": 1,
    "room_size_sqm": 48.1,
    "view_type": "CITY",
    "breakfast_included": 1,
    "is_refundable": 1,
    "smoking_allowed": 0,
    "max_occupancy": 3,
    "room_amenity_count": 4,
    "total_quantity": 9,
    "base_price_per_night": 102.38,
    "prior_7d_occupancy_rate": 0.908,
    "prior_30d_occupancy_rate": 0.9283,
    "prior_90d_occupancy_rate": 0.7907,
    "prior_7d_booking_count": 8,
    "prior_30d_booking_count": 30,
    "prior_30d_cancel_rate": 0.1991,
    "prior_30d_no_show_rate": 0.2776,
    "prior_30d_avg_lead_days": 14.99,
    "prior_30d_avg_nights": 2.37,
    "prior_30d_avg_guests": 2.01,
    "prior_30d_avg_sold_price": 102.88,
    "prior_30d_revenue": 7320.48,
    "next_7d_avg_planned_rate": 133.45,
    "rate_to_base_ratio": 1.3035,
    "minimum_stay_nights": 1,
    "stop_sell_days_next_7d": 0,
    "on_books_room_nights": 48,
    "on_books_occupancy_next_7d": 0.7619,
    "available_room_nights_at_snapshot": 15,
    "availability_ratio_next_7d": 0.2381,
    "forecast_month": 8,
    "forecast_dayofweek": 3,
    "forecast_weekend_days": 2,
    "holiday_share_next_7d": 0.0,
    "annual_sin": -0.571667,
    "annual_cos": -0.820486,
    "days_since_last_booking": 0
  }
}