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Dataset Overview This dataset provides a snapshot of real estate transactions in London for 2024. It includes key property details such as the number of bedrooms, bathrooms, living space size, lot size, and transaction price. Additionally, it incorporates information about property features like waterfront views, renovation history, and construction quality. Designed for educational and research purposes, the dataset offers insights into London's real estate market trends and serves as a valuable resource for data analysis and machine learning applications.
Data Science Applications This dataset is ideal for students, researchers, and professionals seeking to apply data science techniques to real-world real estate data. Potential applications include:
Exploratory Data Analysis (EDA): Investigate price trends, property characteristics, and geographical distribution of transactions. Price Prediction Models: Develop machine learning models to predict property prices based on features like size, location, and condition. Trend Analysis: Analyze historical and geographical trends in property prices and features. Geospatial Analysis: Map properties based on latitude and longitude to identify hotspots or underserved areas.
Column Descriptions
Column Name | Description |
---|---|
id | Unique identifier for the property listing. |
date | Transaction date in YYYYMMDDT000000 format. |
price | Sale price of the property in GBP (£). |
bedrooms | Number of bedrooms in the property. |
bathrooms | Number of bathrooms in the property. |
sqft_living | Living area size in square feet. |
sqft_lot | Lot size in square feet. |
floors | Number of floors in the property. |
waterfront | Indicates if the property has a waterfront view (1: Yes, 0: No). |
view | Property view rating (scale of 0–4). |
condition | Property condition rating (scale of 1–5, 5 being best). |
grade | Property construction and design rating (scale of 1–13, higher is better). |
sqft_above | Square footage of the property above ground level. |
sqft_basement | Square footage of the basement area. |
yr_built | Year the property was built. |
yr_renovated | Year the property was last renovated (0 if never renovated). |
zipcode | Zip code of the property's location. |
lat | Latitude coordinate of the property. |
long | Longitude coordinate of the property. |
sqft_living15 | Average living area square footage of 15 nearby properties. |
sqft_lot15 | Average lot size square footage of 15 nearby properties. |
Ethically Mined Data This dataset was ethically sourced from publicly available property listings. It does not include any Personally Identifiable Information (PII) or data that could infringe on individual privacy. All information represents public details about properties for sale in London.
Acknowledgements
Data Source: Real estate data provided from publicly accessible resources. Image Credit: Unsplash for real estate-themed visuals. Use this dataset responsibly for educational and analytical purposes!
The monthly house price index in London has been steadily increasing in recent years. In June 2024, the index reached 129.9, up from 129 a year before. Nevertheless, prices widely varied in different London boroughs, with Kensington and Chelsea being the priciest boroughs for an apartment purchase.
According to the forecast, house prices in London are expected to fall slightly in 2024, followed by a recovery in the following years. The decline can be explained with the cost of living crisis and the dramatic increase in borrowing costs. As the economy recovers in the next five-years, house prices for mainstream properties are forecast to rise by almost 14 percent. In 2023, the average house price in London ranged between 350,000 British pounds and 1.4 million British pounds, depending on the borough. Barking and Dagenham, Bexley, Newham, and Croydon were some of the most affordable boroughs to buy a house.
All London boroughs exhibited a declining number of housing transactions in 2023. Wandsworth, Bromley, and Croydon were the boroughs with the most active housing markets in London in 2023. All three boroughs recorded more than 3,000 housing transactions in that period. At the other end of the spectrum was the City of London - one of the priciest housing markets in London, where 146 sales took place.
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The UK residential real estate market, valued at approximately £360.27 billion in 2025, is projected to experience robust growth, driven by several key factors. Strong population growth, particularly in urban centers, fuels consistent demand for housing, while low interest rates and government initiatives aimed at boosting homeownership further stimulate market activity. The market is segmented into apartments and condominiums, and landed houses and villas, with each segment exhibiting unique growth trajectories. Apartments and condominiums, particularly in London and other major cities, are expected to see higher demand due to affordability concerns and lifestyle preferences, while landed houses and villas continue to appeal to those seeking more space and privacy, particularly in suburban or rural areas. Competition among major developers such as Berkeley Group, Barratt Developments, and others influences pricing and construction activity. While challenges exist, such as fluctuating economic conditions and rising construction costs, the overall outlook for the UK residential real estate market remains positive. The market's performance is also influenced by broader economic factors, such as inflation and employment rates, and is likely to see regional variations, with London and the South East generally commanding higher prices. The market's growth is expected to continue through 2033, with a compound annual growth rate (CAGR) of 5.75%. This growth will likely be influenced by factors such as evolving demographic trends (including increasing urbanization and family sizes), government policies impacting the housing market, and technological advancements impacting the construction and sales processes. International investment continues to play a significant role, especially in prime London properties. However, the market is susceptible to external shocks, such as changes in interest rates or economic downturns. Understanding these factors is crucial for investors and stakeholders operating within the UK residential real estate sector. Market analysis suggests continued demand for sustainable and energy-efficient housing, influencing the development of future projects. This comprehensive report provides an in-depth analysis of the UK residential real estate market, covering the period from 2019 to 2033. With a base year of 2025 and a forecast period spanning 2025-2033, this research offers invaluable insights for investors, developers, and industry professionals seeking to navigate this dynamic market. The report leverages extensive data analysis, covering key segments, emerging trends, and major players, to provide a clear understanding of market dynamics and future growth potential. High-search-volume keywords like UK property market, UK house prices, London property market, UK residential real estate investment, build-to-rent UK, multifamily UK, and UK housing market forecast are integrated throughout to ensure maximum online visibility. Recent developments include: May 2023: A UAE-based investment manager, Rasmala Investment Bank, has launched a USD 2bn ( €1.8bn) UK multifamily strategy for a five-year period to build a USD 2bn portfolio of UK residential properties. The strategy is focused on the UK market for multifamily properties through a Shariah-compliant investment vehicle, initially targeting the serviced apartment (SAP) and BTR (build-to-rent) subsectors within and around London. Seeded by Rasmala Group, the strategy is backed by an active investment pipeline for the next 12 – 18 months., November 2022: ValuStrat, a Middle East consulting company, increased its foothold in the UK by acquiring an interest in Capital Value Surveyors, a real estate advisory services company with offices in London. The UK continues to be one of the most established real estate markets worldwide and attracts foreign investors regularly. They are excited to expand their presence there to better serve all of their clients, both in the UK and the Middle East.. Key drivers for this market are: Demand for New Dwellings Units, Government Initiatives are driving the market. Potential restraints include: Supply Chain Disruptions, Lack of Skilled Labour. Notable trends are: Increasing in the United Kingdom House Prices.
Prices for prime residential real estate in Outer London are expected to grow year-on-year, achieving a cumulative increase of over 15 percent until 2028. According to a August 2024 forecast, prices growth will be slower at first, but accelerate toward the end of the period. Meanwhile, Central London prime property prices are projected to experience a stronger growth rate.
This statistic shows the annual number of residential property transactions on the London real estate market (UK) from 2005 to 2014. The revised data for 2013 showed approximately 145 thousand residential property transactions on the London market. That number increased by approximately 10 thousand, according to the provisional data for 2014.
The house price index in London reached 129.9 index points in June 2024, which was an increase from a year ago, despite a mild correction. The house price index (HPI) is an easy way of illustrating trends in the house sales market and help simplify house purchase decisions. By using hedonic regression, the index models property price data for all dwellings and shows how much the price has changed since January 2015. How have regional house prices in the UK developed? House prices in other UK regions have risen even more than in London. In the North West, the house price index exceeded 160 index points, ranking it among the regions with the highest property appreciation. The UK house price index stood at 151 index points, suggesting an increase of 51 percent since 2015. Average house prices Location plays a huge role in the price of a home. Kensington and Chelsea and City of Westminster are undoubtedly the most expensive boroughs in London, with an average house price that can exceed one million British pounds. In comparison, a house in Barking and Dagenham cost approximately one third. Nevertheless, the housing market is the busiest in the boroughs with average house prices.
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The UK commercial real estate market, valued at approximately £149.67 million in 2025, exhibits a robust growth trajectory, projected to expand at a Compound Annual Growth Rate (CAGR) of 4.31% from 2025 to 2033. This growth is fueled by several key drivers. Increasing urbanization and population density within major UK cities like London, Manchester, and Birmingham are creating heightened demand for office, retail, and industrial spaces. The burgeoning e-commerce sector is significantly boosting demand for logistics and warehousing facilities, further propelling market expansion. Government initiatives promoting sustainable development and infrastructure improvements are also contributing positively. However, economic uncertainties, fluctuating interest rates, and potential supply chain disruptions pose challenges to sustained growth. The market segmentation reveals a diversified landscape with offices, retail, and industrial & logistics sectors holding significant shares. The hospitality sector, while facing its own unique challenges, shows resilience, and the "other types" category, encompassing schools and recreational areas, indicates growth opportunities within specialized commercial real estate niches. Key players such as Land Securities Group PLC, Segro PLC, and British Land are strategically positioned to benefit from these market dynamics. Their expertise in property management, development, and investment strategies enables them to effectively navigate the evolving market landscape. The forecast period (2025-2033) suggests a consistent upward trend, albeit with potential fluctuations reflecting broader economic conditions. The diverse regional distribution of commercial real estate across the UK, encompassing London and other major cities, indicates opportunities for regional specialization and targeted investment. While challenges exist, the underlying strength of the UK economy and its attractiveness as a business hub support a positive outlook for the commercial real estate market over the long term. The relatively high CAGR suggests a healthy growth environment, particularly if factors such as improved infrastructure and ongoing investment in sustainable practices are maintained. This indicates considerable potential for investors and developers keen to capitalise on the ongoing expansion and diversification of the UK commercial real estate sector. Recent developments include: October 2023: British Land received a resolution to grant planning permission for an approximately 140,000 sq. ft multi-level last-mile logistics scheme on Mandela Way, Southwark. This project represents the latest addition to British Land’s 2.9 million sq. ft pipeline. Situated near the junction of New Kent Road, Old Kent Road, and Tower Bridge Road, the site will serve as a last-mile logistics hub for Southwark and central London., July 2023: British Land and Landsec formulated a comprehensive set of recommendations aimed at regenerating UK towns and cities. Their goal is to stimulate more growth, create additional homes, and generate more job opportunities by enhancing how the planning system supports brownfield regeneration. As major players behind some of Britain’s most significant regeneration projects, including Landsec’s 24-acre Mayfield neighborhood in central Manchester and British Land and AustralianSuper’s 53-acre Canada Water development in London, these property companies bring extensive experience in large-scale, complex urban developments. The insights gained from such projects have been applied and refined in their latest paper.. Key drivers for this market are: Growth in the Country's Logistics Sector and Warehouse Space, Increasing Demand for Co-working Office Spaces; Increasing Infrastructure Investments. Potential restraints include: Growth in the Country's Logistics Sector and Warehouse Space, Increasing Demand for Co-working Office Spaces; Increasing Infrastructure Investments. Notable trends are: Office Segment Showing Significant Growth in the Market.
More than half of London's boroughs witnessed an annual decrease in residential property prices as of June 2024. The City of Westminster, one of the most expensive areas for housing in London, experienced the greatest decline in prices, amounting to 22 percent year-on-year. In Bexley, the borough with the highest increase, the cost of buying a residential property rose by 5.1 percent. The City of Westminster, Kensington and Chelsea, and the City of London, which happen to be
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United Kingdom GVA: London: Real Estate Activities data was reported at 63,272.000 GBP mn in 2016. This records an increase from the previous number of 61,179.000 GBP mn for 2015. United Kingdom GVA: London: Real Estate Activities data is updated yearly, averaging 35,496.000 GBP mn from Dec 1997 (Median) to 2016, with 20 observations. The data reached an all-time high of 63,272.000 GBP mn in 2016 and a record low of 20,643.000 GBP mn in 1997. United Kingdom GVA: London: Real Estate Activities data remains active status in CEIC and is reported by Office for National Statistics. The data is categorized under Global Database’s UK – Table UK.A040: ESA 2010: GVA: by Region and Sector: SIC 2007.
Rental rates of prime rental properties in Central London are forecast to increase by about one percent more than prime properties in the commuter zone between 2024 and 2028. Rental growth during this period is expected to reach 19 percent in Central London and almost 17 percent in Outer London. Most of the increase is forecast to take place in 2026. In comparison, rents of mainstream properties are expected to increase at a lower rate.
This dataset provides information about the number of properties, residents, and average property values for London Drive cross streets in High Point, NC.
Prices for prime residential real estate in Central London were expected to decline slightly in 2024, followed by a gradual increase until 2028, according to a August 2024 forecast. During the five-year period, the prices are forecast to rise by 16.4 percent. In comparison, regional prime property prices and Outer London prime property prices are forecast to grow at a lower rate.
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The global luxury real estate market size was valued at approximately USD 289.6 billion in 2023 and is projected to reach around USD 515.3 billion by 2032, growing at a CAGR of 6.5% from 2024 to 2032. The growth of this market is primarily driven by increasing urbanization, rising disposable incomes, and a growing number of high-net-worth individuals (HNWIs) worldwide.
One of the primary growth factors contributing to the expansion of the luxury real estate market is the surge in the population of high-net-worth individuals. According to recent data, the number of millionaires and billionaires is increasing globally, especially in emerging economies. This demographic tends to invest heavily in luxury properties to diversify their asset portfolios and leverage real estate as a stable investment. Additionally, many of these HNWIs are inclined towards acquiring properties in prime locations, further fueling the demand for high-end real estate.
Another significant factor driving the luxury real estate market is the growing trend of second homes and vacation properties. With the rise in global travel and tourism, affluent individuals are purchasing luxury vacation homes in exotic locations, such as beachfront properties, mountain retreats, and exclusive urban residences. This trend is particularly evident in regions like the Mediterranean, the Caribbean, and Southeast Asia. The availability of luxury amenities, coupled with the desire for privacy and exclusivity, makes these properties highly attractive investments.
Technological advancements and the adoption of smart home technologies have also played a crucial role in the growth of the luxury real estate market. High-end properties are increasingly equipped with state-of-the-art home automation systems, energy-efficient solutions, and top-notch security features. These technological innovations not only enhance the living experience but also significantly boost the property's market value. Furthermore, the integration of eco-friendly and sustainable building practices in luxury properties is becoming a growing trend, appealing to environmentally conscious buyers.
The concept of Property Franchise is gaining traction in the luxury real estate sector, offering a unique business model that combines the benefits of franchising with the lucrative potential of high-end properties. By leveraging established brand names and proven business systems, property franchises provide investors with a structured approach to entering the luxury market. This model allows franchisees to tap into the expertise and resources of a larger network, while maintaining the flexibility to cater to local market demands. As the luxury real estate market continues to expand, property franchises are becoming an attractive option for entrepreneurs seeking a foothold in this competitive industry. The ability to offer a consistent brand experience across various locations is a key advantage, appealing to both investors and clients looking for reliability and prestige in their property transactions.
From a regional perspective, the Asia Pacific region is witnessing substantial growth in the luxury real estate market. Countries such as China, India, and Australia are experiencing rapid urbanization and economic growth, leading to an increasing demand for luxury properties. In North America, the United States and Canada continue to dominate the market, driven by strong economic fundamentals and high levels of disposable income. Europe remains a key player in the luxury real estate market, with cities like London, Paris, and Berlin attracting global investors due to their historical significance and robust real estate infrastructure. The Middle East and Africa region is also emerging as a significant market, particularly in cities like Dubai and Cape Town, renowned for their luxury real estate offerings.
The luxury real estate market can be segmented by property type into residential, commercial, and industrial properties. The residential segment dominates the luxury real estate market, driven by the high demand for luxurious homes, villas, and apartments in prime locations. High-net-worth individuals and affluent families seek exclusive residential properties that offer privacy, security, and top-notch amenities. The trend of owning multiple residen
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70% of White British households owned their own homes – the highest percentage out of all ethnic groups.
This dataset provides information about the number of properties, residents, and average property values for London Drive cross streets in Traverse City, MI.
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The size of the Europe Office Real Estate Market was valued at USD XX Million in 2023 and is projected to reach USD XXX Million by 2032, with an expected CAGR of 4.00">> 4.00% during the forecast period. The Europe office real estate market refers to the segment of the property market focused on the development, leasing, and sale of office spaces across European countries. This market includes a wide range of properties, from high-rise office buildings in major cities to smaller office spaces in suburban areas. The demand for office real estate is influenced by various factors, including economic growth, corporate expansion, and trends in workforce dynamics. In recent years, the rise of hybrid and remote working models has reshaped the office real estate landscape, leading to a greater focus on flexible workspaces, coworking spaces, and adaptable office layouts that accommodate changing business needs. Key markets for office real estate in Europe include major business hubs such as London, Paris, Frankfurt, and Amsterdam, where demand is driven by multinational corporations, financial institutions, and tech companies. These cities tend to have higher rental rates and more competitive markets due to the concentration of businesses and economic activity. Secondary cities and regional markets are also growing, offering more affordable office space and appealing to companies looking to decentralize or relocate to less expensive areas. Recent developments include: May 2023: CBRE Group, Inc. announced that its property management group has formed a global strategic partnership with Deepki that will bring Deepki Ready, one of the world's most extensive landlord-focused real estate sustainability data intelligence platforms to the commercial properties CBRE manages for investors around the world. CBRE has been using Deepki for properties it manages in the United Kingdom for more than two years; Deepki is now being deployed across CBRE-managed properties throughout Continental Europe, with plans to begin using Deepki in the Americas and the Pacific region as the next step in a global rollout., April 2023: Global real estate professional services firm JLL and iO Partners announce that JLL will transfer its existing Leasing, Capital Markets, Valuation Advisory, Consulting, and Project Management delivery businesses to iO Partners in the Czech Republic, Hungary, Romania, and Slovakia. The two companies have formed a preferred partnership enabling them to service clients in the Czech Republic, Hungary, Romania and Slovakia. The agreement will give iO Partners a strong presence in these four countries with experienced employees, efficient systems and processes, and a strong ongoing partnership with JLL.. Key drivers for this market are: Economic Growth, Urbanization and Urban Renewal; Foreign Investments in the Sector. Potential restraints include: The Uncertainty Surrounding Brexit. Notable trends are: Offices Remain a Core Sector.
This dataset provides information about the number of properties, residents, and average property values for New London Road cross streets in New Market, MD.
This dataset provides information about the number of properties, residents, and average property values for Shady Lane cross streets in London, KY.
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Dataset Overview This dataset provides a snapshot of real estate transactions in London for 2024. It includes key property details such as the number of bedrooms, bathrooms, living space size, lot size, and transaction price. Additionally, it incorporates information about property features like waterfront views, renovation history, and construction quality. Designed for educational and research purposes, the dataset offers insights into London's real estate market trends and serves as a valuable resource for data analysis and machine learning applications.
Data Science Applications This dataset is ideal for students, researchers, and professionals seeking to apply data science techniques to real-world real estate data. Potential applications include:
Exploratory Data Analysis (EDA): Investigate price trends, property characteristics, and geographical distribution of transactions. Price Prediction Models: Develop machine learning models to predict property prices based on features like size, location, and condition. Trend Analysis: Analyze historical and geographical trends in property prices and features. Geospatial Analysis: Map properties based on latitude and longitude to identify hotspots or underserved areas.
Column Descriptions
Column Name | Description |
---|---|
id | Unique identifier for the property listing. |
date | Transaction date in YYYYMMDDT000000 format. |
price | Sale price of the property in GBP (£). |
bedrooms | Number of bedrooms in the property. |
bathrooms | Number of bathrooms in the property. |
sqft_living | Living area size in square feet. |
sqft_lot | Lot size in square feet. |
floors | Number of floors in the property. |
waterfront | Indicates if the property has a waterfront view (1: Yes, 0: No). |
view | Property view rating (scale of 0–4). |
condition | Property condition rating (scale of 1–5, 5 being best). |
grade | Property construction and design rating (scale of 1–13, higher is better). |
sqft_above | Square footage of the property above ground level. |
sqft_basement | Square footage of the basement area. |
yr_built | Year the property was built. |
yr_renovated | Year the property was last renovated (0 if never renovated). |
zipcode | Zip code of the property's location. |
lat | Latitude coordinate of the property. |
long | Longitude coordinate of the property. |
sqft_living15 | Average living area square footage of 15 nearby properties. |
sqft_lot15 | Average lot size square footage of 15 nearby properties. |
Ethically Mined Data This dataset was ethically sourced from publicly available property listings. It does not include any Personally Identifiable Information (PII) or data that could infringe on individual privacy. All information represents public details about properties for sale in London.
Acknowledgements
Data Source: Real estate data provided from publicly accessible resources. Image Credit: Unsplash for real estate-themed visuals. Use this dataset responsibly for educational and analytical purposes!