As a Data scientist, who yearns to experiment, learn and explore different techniques applied in this field, one cannot overlook the importance of application of Exploratory Data Analysis on various datasets out there.

This housing dataset provides a thorough analysis of the current state of the housing market. It includes information on housing prices, availability, and key trends, allowing you to gain a better understanding of the market and make informed decisions. Whether you're a homebuyer, investor, or simply interested in the state of the housing market, this dataset has valuable insights to offer.

Sydney had the highest median house value compared to other capital cities in Australia as of April 2025, with a value of over **** million Australian dollars. Brisbane similarly had relatively high average residential housing values, passing Canberra and Melbourne to top the pricing markets for real estate across the country alongside Sydney. Housing affordability in Australia Throughout 2024, the average price of residential dwellings remained high across Australia, with several capital cities breaking price records. Rising house prices continue to be an issue for potential homeowners, with many low- and middle-income earners priced out of the market. In the fourth quarter of 2024, Australia’s house price-to-income ratio declined slightly to ***** index points. With the share of household income spent on mortgage repayments increasing alongside the disparity in supply and demand, inflating construction costs, and low borrowing capacity, the homeownership dream has become an unattainable prospect for the average person in Australia. Does the rental market offer better prospects? Renting for prolonged periods has become inevitable for many Australians due to the country’s largely inaccessible property ladder. However, record low vacancy rates and elevated median weekly house and unit rent prices within Australia’s rental market are making renting a less appealing prospect. In financial year 2024, households in the Greater Sydney metropolitan area reported spending around ** percent of their household income on rent.

About this Dataset

Context

Melbourne real estate is BOOMING. Can you find the insight or predict the next big trend to become a real estate mogul… or even harder, to snap up a reasonably priced 2-bedroom unit?

It was scraped from publicly available results posted every week from Domain.com.au. He cleaned it well, and now it's up to you to make data analysis magic. The dataset includes Address, Type of Real estate, Suburb, Method of Selling, Rooms, Price, Real Estate Agent, Date of Sale and distance from C.B.D.

Notes on Specific Variables Rooms: Number of rooms

Price: Price in dollars

Method: S - property sold; SP - property sold prior; PI - property passed in; PN - sold prior not disclosed; SN - sold not disclosed; NB - no bid; VB - vendor bid; W - withdrawn prior to auction; SA - sold after auction; SS - sold after auction price not disclosed. N/A - price or highest bid not available.

Type: br - bedroom(s); h - house,cottage,villa, semi,terrace; u - unit, duplex; t - townhouse; dev site - development site; o res - other residential.

SellerG: Real Estate Agent

Date: Date sold

Distance: Distance from CBD

Regionname: General Region (West, North West, North, North east …etc)

Propertycount: Number of properties that exist in the suburb.

Bedroom2 : Scraped # of Bedrooms (from different source)

Bathroom: Number of Bathrooms

Car: Number of carspots

Landsize: Land Size

BuildingArea: Building Size

CouncilArea: Governing council for the area

Acknowledgements This is intended as a static (unchanging) snapshot of https://www.kaggle.com/anthonypino/melbourne-housing-market. It was created in September 2017. Additionally, homes with no Price have been removed.

Graph and download economic data for Real Residential Property Prices for Australia (QAUR628BIS) from Q1 1970 to Q2 2025 about Australia, residential, HPI, housing, real, price index, indexes, and price.

The average price of Australian residential property has risen over the past ten years, and in June 2025, it reached over one million Australian dollars. Nonetheless, property experts in Australia have indicated that the country has been in a property bubble over the past decade, with some believing the market will collapse sometime in the near future. Property prices started declining in 2022; however, a gradual upward trend was witnessed throughout 2023, with minor fluctuations in 2024. Australian capital city price differences While the national average residential property price has exhibited growth, individual capital cities display diverse trends, highlighting the complexity of Australia’s property market. Sydney maintains its position as the most expensive residential property market across Australia's capital cities, with a median property value of approximately 1.19 million Australian dollars as of April 2025. Brisbane has emerged as an increasingly pricey capital city for residential property, surpassing both Canberra and Melbourne in median housing values. Notably, Perth experienced the most significant annual increase in its average residential property value, with a 10 percent increase from April 2024, despite being a comparably more affordable market. Hobart and Darwin remain the most affordable capital cities for residential properties in the country. Is the homeownership dream out of reach? The rise in property values coincides with the expansion of Australia's housing stock. In the June quarter of 2025, the number of residential dwellings reached around 11.37 million, representing an increase of about 53,600 dwellings from the previous quarter. However, this growth in housing supply does not necessarily translate to increased affordability or accessibility for many Australians. The country’s house prices remain largely disproportional to income, leaving the majority of low- and middle-income earners priced out of the market. Alongside this, elevated mortgage interest rates in recent years have made taking out a loan increasingly unappealing for many potential property owners, and the share of mortgage holders at risk of mortgage repayment stress has continued to climb.

Graph and download economic data for Housing Inventory: Active Listing Count in Palm Bay-Melbourne-Titusville, FL (CBSA) (ACTLISCOU37340) from Jul 2016 to Oct 2025 about Palm Bay, active listing, FL, listing, and USA.

Dataset

This dataset was created by kamesh

Contents

The Australian luxury residential property market, valued at $23.88 billion in 2025, is poised for robust growth, exhibiting a Compound Annual Growth Rate (CAGR) of 5.75% from 2025 to 2033. This expansion is fueled by several key drivers. Strong economic performance in key cities like Sydney, Melbourne, and Brisbane, coupled with a burgeoning high-net-worth individual (HNWI) population, continues to underpin demand for premium properties. Furthermore, a limited supply of luxury housing stock in prime locations, combined with increasing preference for spacious, high-amenity homes, particularly villas and landed houses, contributes to sustained price appreciation. While rising interest rates present a potential restraint, the resilience of the luxury market segment, driven by wealthier buyers less susceptible to interest rate fluctuations, is expected to mitigate this effect. The market is segmented by property type (apartments/condominiums versus villas/landed houses) and location, with Sydney, Melbourne, and Brisbane dominating market share, reflecting their established luxury real estate markets and strong economic activity. Prominent developers like Metricon Homes, James Michael Homes, and others cater to this discerning clientele, offering bespoke designs and high-end finishes. The sustained growth trajectory indicates a promising outlook for investors and developers alike, although careful consideration of macroeconomic factors and regulatory changes will remain crucial. The forecast period (2025-2033) anticipates consistent market expansion, driven by ongoing demand from both domestic and international high-net-worth individuals. While the "Other Cities" segment demonstrates potential for growth, Sydney, Melbourne, and Brisbane are likely to maintain their dominant positions due to existing infrastructure, established luxury markets, and lifestyle appeal. The preference for villas and landed houses is expected to remain strong, reflecting a shift towards larger properties with increased privacy and outdoor space. However, the market will likely see some adjustments in response to economic conditions, including potential shifts in buyer preferences and developer strategies to meet evolving market demands. Maintaining a keen understanding of these dynamics will be critical for navigating the complexities of this dynamic market. Recent developments include: August 2023: Sydney-based boutique developer Made Property laid plans for a new apartment project along Sydney Harbour amid sustained demand for luxury waterfront properties. The Corsa Mortlake development, positioned on Majors Bay in the harbor city’s inner west, will deliver 20 three-bedroom apartments offering house-sized living spaces and ready access to a 23-berth marina accommodating yachts up to 20 meters. With development approval secured for the project, the company is moving quickly to construction. Made Property expects construction to be completed in late 2025., September 2023: A luxurious collection of private apartment residences planned for a prime double beachfront site in North Burleigh was released to the market for the first time with the official launch of ultra-premium apartment development Burly Residences, being delivered by leading Australian developer David Devine and his team at DD Living. The first stage of Burly Residences released to the market includes prestigious two and three-bedroom apartments – with or without multipurpose rooms – and four-bedroom plus multipurpose room apartments that deliver luxury and space with expansive ocean and beach views.. Key drivers for this market are: 4., Increasing Number of High Net-Worth Individuals (HNWIs). Potential restraints include: 4., Increasing Number of High Net-Worth Individuals (HNWIs). Notable trends are: Ultra High Net Worth Population Driving the Demand for Prime Properties.

The average price of Australian residential property has risen over the past ten years, and in December 2024, it reached 976,800 Australian dollars. Nonetheless, property experts in Australia have indicated that the country has been in a property bubble over the past decade, with some believing the market will collapse sometime in the near future. Property prices started declining in 2022; however, a gradual upward trend was witnessed throughout 2023, with minor fluctuations in 2024. Australian capital city price differences While the national average residential property price has exhibited growth, individual capital cities display diverse trends, highlighting the complexity of Australia’s property market. Sydney maintains its position as the most expensive residential property market across Australia's capital cities, with a median property value of approximately 1.19 million Australian dollars as of April 2025. Brisbane has emerged as an increasingly pricey capital city for residential property, surpassing both Canberra and Melbourne in median housing values. Notably, Perth experienced the most significant annual increase in its average residential property value, with a 10 percent increase from April 2024, despite being a comparably more affordable market. Hobart and Darwin remain the most affordable capital cities for residential properties in the country. Is the homeownership dream out of reach? The rise in property values coincides with the expansion of Australia's housing stock. In the December quarter of 2024, the number of residential dwellings reached around 11.29 million, representing an increase of about 53,200 dwellings from the previous quarter. However, this growth in housing supply does not necessarily translate to increased affordability or accessibility for many Australians. The country’s house prices remain largely disproportional to income, leaving the majority of low- and middle-income earners priced out of the market. Alongside this, elevated mortgage interest rates in recent years have made taking out a loan increasingly unappealing for many potential property owners, and the share of mortgage holders at risk of mortgage repayment stress has continued to climb.

Dataset

This dataset was created by Dang

Released under CC0: Public Domain

Contents

Housing Index in Australia increased to 183.90 points in the fourth quarter of 2021 from 175.60 points in the third quarter of 2021. This dataset provides the latest reported value for - Australia House Price Index - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

The Australia Luxury Residential Property Market is experiencing robust expansion, projected to reach a significant valuation. Driven by a confluence of evolving lifestyle aspirations and robust economic factors, the market is poised for sustained growth. Key drivers include increasing disposable incomes among affluent households, a growing demand for premium amenities and sophisticated designs, and a perception of luxury real estate as a stable and appreciating asset. Furthermore, the influx of high-net-worth individuals, both domestically and internationally, seeking exclusive and well-appointed residences in prime Australian locations is a significant catalyst. The market's trajectory is also influenced by a shift towards smart home technologies, sustainable building practices, and a desire for unique architectural propositions that offer privacy and exclusivity. The current market size stands at an impressive $23.88 million, reflecting the significant value and demand within this elite segment. The luxury residential property market in Australia is projected to grow at a Compound Annual Growth Rate (CAGR) of 5.75% over the forecast period of 2025-2033. This growth will be shaped by distinct market segments, with Apartments and Condominiums, alongside Villas and Landed Houses, representing key areas of activity. Major urban centers such as Sydney, Perth, Melbourne, and Brisbane are anticipated to remain central hubs for luxury property transactions, attracting significant investment and development. However, the market is not without its challenges. Restraints such as rising construction costs, potential fluctuations in global economic conditions, and increasingly stringent regulatory frameworks for property development and foreign investment could temper growth in certain areas. Despite these headwinds, the underlying demand for high-end living, coupled with strategic market initiatives by prominent developers like Metricon Homes and Medallion Homes, suggests a promising outlook for the Australia Luxury Residential Property Market. Key drivers for this market are: 4., Increasing Number of High Net-Worth Individuals (HNWIs). Potential restraints include: 4., Rising Interest Rates. Notable trends are: Ultra High Net Worth Population Driving the Demand for Prime Properties.

Dataset

This dataset was created by Bandhan Singh

Contents

Data collected as part of the City of Melbourne's Census of Land Use and Employment (CLUE). The data covers the period 2002-2023. The dwelling data is based on the Council's property rates database, using a simplified classification schema of Residential Apartment, House/Townhouse and Student Apartment. The count of dwellings per residential building is shown.

For more information about CLUE see http://www.melbourne.vic.gov.au/clue

Explore Melbourne, FL rental market 2025. The average long-term prices $1,911 and short-term $2,205, with trends shaping housing in a city of 85,718 residents.

Australia Real Estate and Co-Living Market valued at USD 1.2 Tn, driven by urbanization, affordable housing demand, and flexible living trends in Sydney, Melbourne, Brisbane.

The data provided is a set of property sales in the suburb of Abbotsford, Victoria, Australia. It includes details such as the address, number of rooms, property type, price, method of sale, and seller information, as well as information on the property's location and characteristics, such as distance from the city center, postcode, bedroom and bathroom count, car spaces, land size, building area, year built, council area, latitude and longitude, region name, and property count.

Discover the booming Australian commercial real estate market! Projected to reach $67.56 billion by 2033 with an 8.46% CAGR, this in-depth analysis reveals key drivers, trends, and top players in Sydney, Melbourne, Brisbane and beyond. Invest wisely with our data-driven insights. Recent developments include: • October 2023: Costco is planning a major expansion in Australia, with several new warehouses under construction and several prime locations being considered for future locations. Costco currently operates 15 warehouses in Australia, with plans to expand to 20 within the next five years, based on current stores and potential locations., • July 2023: A 45-storey BTR tower will be developed by Lendlease and Japanese developer Daiwa House, completing the final phase of Lendlease's Melbourne Quarter project and its second Build-to-Rent (BTR) project in Australia. The USD 650 million deal, similar to Lend lease's first 443-unit BTR project under construction in the 5.5 hectares of mixed-use space at Brisbane Showground, is a stand-alone investment and is separate from the company's ongoing efforts to build a wider BTR partnership, which will include several assets.. Key drivers for this market are: Rapid Urbanization, Government Initiatives Actively promoting the Construction Activities. Potential restraints include: Rapid Urbanization, Government Initiatives Actively promoting the Construction Activities. Notable trends are: Retail real estate is expected to drive the market.

Key information about Australia Gold Production

• Australia Real Residential Property Price Index was reported at 134.815 2010=100 in Jun 2025.
• This records an increase from the previous number of 133.974 2010=100 for Mar 2025.
• Australia Real Residential Property Price Index data is updated quarterly, averaging 48.406 2010=100 from Mar 1970 to Jun 2025, with 222 observations.
• The data reached an all-time high of 141.875 2010=100 in Mar 2022 and a record low of 31.307 2010=100 in Mar 1970.
• Australia Real Residential Property Price Index data remains active status in CEIC and is reported by Bank for International Settlements.
• The data is categorized under World Trend Plus’s Association: Property Sector – Table RK.BIS.RPPI: Selected Real Residential Property Price Index: 2010=100: Quarterly. [COVID-19-IMPACT]

The global mortgage broker market is experiencing robust growth, driven by increasing demand for housing, particularly in rapidly developing economies, and the rising complexity of mortgage products. The market's size in 2025 is estimated at $150 billion, reflecting a significant expansion from previous years. This substantial growth is projected to continue at a Compound Annual Growth Rate (CAGR) of 7% from 2025 to 2033, reaching an estimated $250 billion by 2033. Several factors contribute to this positive outlook. Firstly, the ongoing shift towards online mortgage applications and the rise of fintech companies offering streamlined services are making the process more accessible and efficient for consumers. Secondly, the increasing prevalence of remortgaging, driven by fluctuating interest rates and the desire for better mortgage terms, fuels demand for broker services. Finally, the diversification of mortgage products catering to various needs and financial situations further increases the reliance on mortgage brokers' expertise in navigating this complex landscape. However, market growth is not without challenges. Regulatory changes and increasing competition among mortgage brokers and lenders pose potential restraints. Furthermore, economic downturns can significantly impact the housing market and consequently, the demand for mortgage brokerage services. The market segmentation reveals strong growth in both the charge-based and free-based services, with the buy-to-let segment demonstrating particularly robust expansion. Geographical distribution shows North America and Europe currently dominating the market share, although growth in Asia-Pacific is projected to accelerate significantly over the forecast period, driven by burgeoning urbanization and rising disposable incomes. The success of key players like Mortgage Broker Melbourne, Associated Mortgage Group, and Habito underscores the importance of effective branding, technological adoption, and a robust client service model in securing a competitive edge.