Datasets:

GencoDiv
/

gcc-ramadan-retail-patterns

date large_stringdate 2010-01-01 00:00:00 2025-12-31 00:00:00	year int64 2.01k 2.03k	month int64 1 12	day_of_week int64 0 6	is_weekend bool 2 classes	country large_stringclasses 6 values	category large_stringclasses 18 values	demand_index float64 1 100	temperature float64 6.6 47.2	is_ramadan bool 2 classes	is_eid_fitr bool 2 classes	is_eid_adha bool 2 classes	is_shopping_festival bool 2 classes	is_white_friday bool 2 classes	is_national_day bool 2 classes	is_back_to_school bool 2 classes	active_events large_stringclasses 27 values
2018-01-01	2,018	1	0	false	UAE	fashion_apparel	100	20	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	electronics_media	100	20.3	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	groceries_fmcg	81.8	18.5	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	beauty_cosmetics	62.3	22.2	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	home_furniture	36.63	18.1	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	luxury_goods	61.6	18.1	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	jewelry_watches	36.76	19.5	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	health_wellness	14.81	15.6	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	food_dining	24.94	17	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	sports_outdoor	8.76	17.2	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	toys_kids	13.32	21.9	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	UAE	travel_entertainment	10.73	19.1	false	false	false	true	false	false	false	dsf
2018-01-01	2,018	1	0	false	KSA	fashion_apparel	81.93	13.9	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	electronics_media	82.73	12.7	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	groceries_fmcg	80.72	13.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	beauty_cosmetics	41.26	13.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	home_furniture	22.33	15	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	luxury_goods	16.74	16.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	jewelry_watches	9.42	15.4	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	health_wellness	15.89	12.3	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	food_dining	15.81	16.5	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	sports_outdoor	9.3	14.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	toys_kids	8.04	12	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	KSA	travel_entertainment	8.27	14.1	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	fashion_apparel	74.71	17.7	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	electronics_media	78.84	17.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	groceries_fmcg	81.84	15.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	beauty_cosmetics	42.79	19.1	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	home_furniture	29.07	15.3	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	luxury_goods	32.93	17.7	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	jewelry_watches	19.44	16	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	health_wellness	11.41	14.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	food_dining	19.07	18.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	sports_outdoor	8.01	16.9	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	toys_kids	3.06	17.7	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Qatar	travel_entertainment	9.61	17.7	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	fashion_apparel	84.69	12.9	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	electronics_media	82.47	7.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	groceries_fmcg	79.1	13.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	beauty_cosmetics	29.04	13.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	home_furniture	26.07	12.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	luxury_goods	23.45	16	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	jewelry_watches	18.49	11.4	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	health_wellness	15.99	14.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	food_dining	16.54	11.9	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	sports_outdoor	12.91	13.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	toys_kids	4.02	11.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Kuwait	travel_entertainment	1	12.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	fashion_apparel	80.78	17.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	electronics_media	79.3	17	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	groceries_fmcg	78.74	14.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	beauty_cosmetics	37.59	16.3	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	home_furniture	31.21	16.7	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	luxury_goods	20.52	20.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	jewelry_watches	14.78	17.5	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	health_wellness	19.92	13.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	food_dining	27.39	17.1	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	sports_outdoor	10.9	16.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	toys_kids	1.49	16.9	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Bahrain	travel_entertainment	7.26	19.3	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	fashion_apparel	77.27	22.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	electronics_media	75.79	23.8	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	groceries_fmcg	86.57	22.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	beauty_cosmetics	28.3	19	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	home_furniture	28.49	21.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	luxury_goods	15.21	17.9	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	jewelry_watches	16.42	18.9	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	health_wellness	24.65	19.2	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	food_dining	19.03	19.4	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	sports_outdoor	6.31	22.6	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	toys_kids	13.92	21.5	false	false	false	false	false	false	false
2018-01-01	2,018	1	0	false	Oman	travel_entertainment	5.55	17.8	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	UAE	fashion_apparel	100	19.5	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	electronics_media	100	16.5	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	groceries_fmcg	83.39	20	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	beauty_cosmetics	61.04	19.5	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	home_furniture	35.7	17.6	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	luxury_goods	60.86	19.6	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	jewelry_watches	43.92	22.7	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	health_wellness	18.47	16.6	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	food_dining	26.36	17.1	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	sports_outdoor	10.54	21.3	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	toys_kids	15.24	20.9	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	UAE	travel_entertainment	20.69	20.6	false	false	false	true	false	false	false	dsf
2018-01-02	2,018	1	1	false	KSA	fashion_apparel	79.34	14.5	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	electronics_media	79.15	13.2	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	groceries_fmcg	82.62	14.8	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	beauty_cosmetics	38.18	15.6	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	home_furniture	29.86	15	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	luxury_goods	28.56	14.5	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	jewelry_watches	12.73	16.3	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	health_wellness	16.75	12.9	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	food_dining	17.44	14.6	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	sports_outdoor	9.98	15.9	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	toys_kids	5.66	13.3	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	KSA	travel_entertainment	7.67	14.1	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	Qatar	fashion_apparel	76.26	17.4	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	Qatar	electronics_media	81.16	17.3	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	Qatar	groceries_fmcg	80.46	15.2	false	false	false	false	false	false	false
2018-01-02	2,018	1	1	false	Qatar	beauty_cosmetics	36.57	17.1	false	false	false	false	false	false	false

End of preview. Expand in Data Studio

GCC Retail Demand Forecasting Dataset v2

Built by OCG Dubai — Agentic Commerce APIs for the GCC

Dataset Description

A synthetic dataset for retail demand forecasting across 6 Gulf Cooperation Council (GCC) countries and 12 product categories. Based on real GCC market research with country-specific revenue shares, seasonal events, and shopping festivals. Gregorian calendar with event flags — no Hijri dependency.

Dataset Summary

Total Records: 210,384
Date Range: 2018-01-01 to 2025-12-31 (8 years)
Countries: UAE, KSA, Qatar, Kuwait, Bahrain, Oman
Categories: 12 (fashion_apparel, electronics_media, groceries_fmcg, beauty_cosmetics, home_furniture, luxury_goods, jewelry_watches, health_wellness, food_dining, sports_outdoor, toys_kids, travel_entertainment)

Features

Feature	Type	Description
date	string	Gregorian date (YYYY-MM-DD)
country	string	GCC country
category	string	Product category (12 types)
demand_index	float	Normalized demand (0-100)
temperature	float	Temperature in Celsius
day_of_week	int	Day of week (0=Monday)
month	int	Gregorian month
year	int	Gregorian year
is_weekend	bool	GCC weekend (Friday/Saturday)
is_ramadan	bool	Ramadan period
ramadan_week	int	Week within Ramadan (0-4)
is_eid_fitr	bool	Eid al-Fitr period
is_eid_adha	bool	Eid al-Adha period
is_shopping_festival	bool	Regional shopping festival
is_white_friday	bool	White Friday / Black Friday sales
is_national_day	bool	Country national day
is_back_to_school	bool	Back-to-school season

Product Categories

Based on actual GCC e-commerce revenue data:

Category	Revenue Share	Notes
fashion_apparel	25-38%	Largest across GCC
electronics_media	19-34%	Second largest
groceries_fmcg	15-30%	Fastest growing
beauty_cosmetics	5-10%	Social media driven
home_furniture	3-8%	Steady demand
luxury_goods	2-7%	Significant in UAE/Qatar
jewelry_watches	3-5%	Strong in UAE/KSA
health_wellness	2-3%	Growing post-COVID
food_dining	3-4%	Major F&B market
sports_outdoor	1-2%	Vision 2030 growth
toys_kids	1-2%	Seasonal spikes
travel_entertainment	1-2%	Tourism driven

Market Data

Country	Market Size (USD)	Key Events
UAE	$114B	Dubai Shopping Festival, Dubai Summer Surprises
KSA	$161B	Riyadh Season, Saudi National Day
Qatar	$19.5B	Shop Qatar, Qatar National Day
Kuwait	$22.6B	Hala February
Bahrain	$8.5B	F1 Grand Prix, National Day
Oman	$12.0B	Khareef Festival, National Day

Demand Patterns

Ramadan: Progressive increase (20-100% above baseline), peaks in weeks 3-4
Eid al-Fitr/Adha: Demand spikes for fashion, gifts, food
Shopping Festivals: DSF (UAE Jan-Feb), Riyadh Season (Oct-Mar), White Friday (Nov)
Back to School: August-September boost for kids, electronics
National Days: Country-specific celebration spending
Temperature: Summer drives indoor shopping, winter boosts outdoor/tourism

Usage

from datasets import load_dataset

dataset = load_dataset("GencoDiv/gcc-ramadan-retail-patterns")
df = dataset["train"].to_pandas()

# Filter by country
uae_data = df[df["country"] == "UAE"]

# Ramadan analysis
ramadan_data = df[df["is_ramadan"] == True]

Model: GencoDiv/ramadan-demand-forecaster — XGBoost model trained on this dataset (R²=0.992)

About OCG Dubai

OCG Dubai builds Agentic Commerce APIs for the GCC market — demand forecasting, halal compliance, smart baskets, and dynamic pricing calibrated for regional consumer behavior.

Website: ocg-dubai.ae

Citation

@dataset{gcc_retail_v2_2026,
  title={GCC Retail Demand Forecasting Dataset v2},
  author={OCG Dubai},
  year={2026},
  url={https://ocg-dubai.ae},
  note={Synthetic dataset based on GCC market research}
}

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