Context

The dataset is originated from Sydney Suburb Reviews. It includes 30 features over 421 suburbs in Sydney. The features are:

Name Region Population (rounded)* Postcode Ethnic Breakdown 2016 Median House Price (2020) Median House Price (2021) % Change Median House Rent (per week) Median Apartment Price (2020) Median Apartment Rent (per week) Public Housing % Avg. Years Held Time to CBD (Public Transport) [Town Hall St] Time to CBD (Driving) [Town Hall St] Nearest Train Station Highlights/Attractions Ideal for Traffic Public Transport Affordability (Rental) Affordability (Buying) Nature Noise Things to See/Do Family-Friendliness Pet Friendliness Safety Overall Rating Review Link

Australia's café and restaurant scene continues to thrive, with New South Wales leading the way with over 19,225 establishments in operation at the end of the 2024 financial year. The second-leading state in terms of the number of cafés and restaurants was Victoria. As Australia's two largest states in terms of population, the concentration of food service establishments in New South Wales and Victoria mirrors Australia's population distribution, reflecting the urban-centric nature of the country's café and restaurant landscape. Gastronomy: a key economic sector In recent years, the number of cafés and restaurants throughout the country has shown relatively consistent growth, exceeding 55,700 in the 2024 financial year, up from approximately 41,570 in 2017. Australia's cafés, restaurants, and takeaway food services turnover experienced steady annual increases for many years up until the start of the COVID-19 pandemic. Nevertheless, since 2021, the industry's revenue has been on the recovery, hitting a record of over 65 billion Australian dollars in 2024. Additionally, food services represent a key source of gross value added to the tourism industry. An added boost from coffee Coffee plays an important role in the Australian food service sector, with the beverage topping the list of regularly consumed drinks among Australians in a 2024 survey. Several international chains like McCafé operate alongside popular domestic coffee franchises, including The Coffee Club, in the country. Alongside this, the country's annual domestic coffee consumption remains robust, consistently exceeding two million sixty-kilogram bags in recent years, underscoring the enduring nature of Australia's coffee culture. Nonetheless, recent cost-of-living pressures have led to a shift in consumer behavior, with more Australians opting to brew their coffee at home.