This dataset provides comprehensive information about population demographics including age, income, gender, number of homes & spending patterns. The data is aggregated by geohash7 (152.9m x 152.4m) for a more precise understanding of the population distribution. This dataset offers valuable insights into the demographic profile of a specific population, with data on factors such as age, income, and gender distribution, as well as number of homes and spending habits categorized into major expenditure categories such as food, transportation, and healthcare. The data is geocoded using geohash7 (152.9m x 152.4m), providing a more accurate representation of the population distribution. This information is a valuable resource for companies, researchers, and policymakers looking to gain a deeper understanding of the economic and social landscape of a community. Utilizing this data, they can make informed decisions related to resource allocation, planning, and policy development, and tailor initiatives to effectively address the challenges and opportunities facing the population. The dataset can be provided by country, state, municipality, colony, zone, polygon, etc.