Dataset Description: Vancouver Housing Data

The data folder contains structured property information extracted from real estate listings. It includes CSV files where each row represents a property with details such as price, location, size, number of bedrooms and bathrooms, and additional features like heating, cooling, and garage availability. This folder serves as the primary storage for processed real estate data, which can be used for market analysis, pricing trends, and investment insights.

Data Source

Website: Remax Canada Date: February 16th, 2025

Tools & Technologies Used

• requests: Fetches web pages containing housing data
• BeautifulSoup: Parses HTML to extract required information
• pandas: Stores, processes, and exports structured data
• numpy: Handles missing values and numerical processing
• tqdm: Provides a progress bar for tracking the scraping process
• concurrent.futures.ThreadPoolExecutor: Enables parallel requests for faster data collection

Features Collected

• Address Details: streetAddress, addressLocality, addressRegion, postalCode
• Geolocation: latitude, longitude
• Property Description: description
• Pricing Information: price, priceCurrency
• General Property Attributes: Beds, baths, square footage
• Additional Property Features: Heating, cooling, lot size, garage, year built, etc.

Potential Applications

Real Estate Market Analysis: Price trends, demand, and supply insights. Investment Decisions: Identifying profitable locations. Property Feature Analysis: Understanding what factors influence pricing.

Explore the Redfin Canada Real Estate Data, last extracted in June 2022 and available in CSV format. This robust dataset contains over 100,000 records, offering detailed insights into the Canadian housing market.

It includes comprehensive data on property listings, prices, square footage, and more across various cities and provinces.

Ideal for real estate analysis, market trend research, and investment planning, this dataset is a valuable resource for professionals seeking in-depth understanding of the Canadian real estate landscape.

The summary statistics by North American Industry Classification System (NAICS) which include: operating revenue (dollars x 1,000,000), operating expenses (dollars x 1,000,000), salaries wages and benefits (dollars x 1,000,000), and operating profit margin (by percent), of real estate agents, brokers and appraisers (NAICS 53121) & offices of real estate appraisers (NAICS 53132), annual, for five years of data.

Graph and download economic data for Real Residential Property Prices for Canada (QCAR628BIS) from Q1 1970 to Q2 2025 about Canada, residential, HPI, housing, real, price index, indexes, and price.

Explore the Redfin Canada Properties Dataset, available in CSV format and extracted in April 2022. This comprehensive dataset offers detailed insights into the Canadian real estate market, including property listings, prices, square footage, number of bedrooms and bathrooms, and more. Covering various cities and provinces, it’s ideal for market analysis, investment research, and financial modeling.

Key Features:

• Property Details: Includes crucial data such as listing price, property type, square footage, number of bedrooms and bathrooms, and more.
• Geo-Location Data: Provides geographical coordinates, allowing for spatial analysis and mapping.
• Market Trends: Offers historical data to analyze price trends and market fluctuations.

Who Can Use This Dataset:

• Real Estate Professionals: Evaluate market trends and property values to better advise clients or guide investment decisions.
• Investors: Analyze the Canadian housing market to identify investment opportunities and potential returns.
• Data Analysts and Researchers: Use this dataset to study market dynamics, urban development, or economic factors influencing the real estate sector.
• Financial Analysts: Incorporate the data into financial models to forecast market behavior and investment outcomes.

Download the Redfin Canada Properties Dataset to access valuable information on the Canadian housing market, perfect for anyone involved in real estate, finance, or data analysis.

The summary statistics by North American Industry Classification System (NAICS) which include: operating revenue (dollars x 1,000,000), operating expenses (dollars x 1,000,000), salaries wages and benefits (dollars x 1,000,000), and operating profit margin (by percent), of lessors of residential buildings and dwellings (except social housing projects) (NAICS 531111), annual, for five years of data.

Key information about House Prices Growth

• Canada house prices dropped 1.8% YoY in Oct 2025, following a decrease of 1.8% YoY in the previous month.
• YoY growth data is updated monthly, available from Jan 1982 to Oct 2025, with an average growth rate of 5.1%.
• House price data reached an all-time high of 16.5% in Mar 1989 and a record low of -9.7% in Apr 1991.

This table contains 168 series, with data for years 2007 - 2012 (not all combinations necessarily have data for all years) , and was last released on 2015-09-28. This table contains data described by the following dimensions (Not all combinations are available): Geography (14 items: Canada; Newfoundland and Labrador; Prince Edward Island; Nova Scotia; ...), North American Industry Classification System (NAICS) (3 items: Lessors of residential buildings and dwellings (except social housing projects); Non-residential leasing; Real estate property managers), Summary statistics (4 items: Operating revenue; Operating expenses; Salaries, wages and benefits; Operating profit margin).

New housing price index (NHPI). Monthly data are available from January 1981. The table presents data for the most recent reference period and the last four periods. The base period for the index is (201612=100).

The average resale house price in Canada was forecast to reach nearly ******* Canadian dollars in 2026, according to a January forecast. In 2024, house prices increased after falling for the first time since 2019. One of the reasons for the price correction was the notable drop in transaction activity. Housing transactions picked up in 2024 and are expected to continue to grow until 2026. British Columbia, which is the most expensive province for housing, is projected to see the average house price reach *** million Canadian dollars in 2026. Affordability in Vancouver Vancouver is the most populous city in British Columbia and is also infamously expensive for housing. In 2023, the city topped the ranking for least affordable housing market in Canada, with the average homeownership cost outweighing the average household income. There are a multitude of reasons for this, but most residents believe that foreigners investing in the market cause the high housing prices. Victoria housing market The capital of British Columbia is Victoria, where housing prices are also very high. The price of a single family home in Victoria's most expensive suburb, Oak Bay was *** million Canadian dollars in 2024.

In 2023, the Canada Real Estate Market reached a value of USD 302.4 million, and it is projected to surge to USD 428.4 million by 2030.

Canada Foreign Direct Investment: Real Estate & Rental and Leasing data was reported at 42,611.000 CAD mn in 2024. This records an increase from the previous number of 41,481.000 CAD mn for 2023. Canada Foreign Direct Investment: Real Estate & Rental and Leasing data is updated yearly, averaging 5,420.500 CAD mn from Dec 1999 (Median) to 2024, with 26 observations. The data reached an all-time high of 42,611.000 CAD mn in 2024 and a record low of 4,056.000 CAD mn in 2012. Canada Foreign Direct Investment: Real Estate & Rental and Leasing data remains active status in CEIC and is reported by Statistics Canada. The data is categorized under Global Database’s Canada – Table CA.O001: Foreign Direct Investment by Industry.

The Canada Residential Real Estate Market is Segmented by Property Type (Apartments & Condominiums and Villas & Landed Houses), Price Band (Affordable, Mid-Market and Luxury), Mode of Sale (Primary and Secondary), Business Model (Sales and Rental) and Region/Province (Ontario, Quebec, British Columbia, Alberta and Rest of Canada). The Market Forecasts are Provided in Terms of Value (USD).

The average Canadian house price declined slightly in 2023, after four years of consecutive growth. The average house price stood at ******* Canadian dollars in 2023 and was forecast to reach ******* Canadian dollars by 2026. Home sales on the rise The number of housing units sold is also set to increase over the two-year period. From ******* units sold, the annual number of home sales in the country is expected to rise to ******* in 2025. British Columbia and Ontario have traditionally been housing markets with prices above the Canadian average, and both are set to witness an increase in sales in 2025. How did Canadians feel about the future development of house prices? When it comes to consumer confidence in the performance of the real estate market in the next six months, Canadian consumers in 2024 mostly expected that the market would go up. A slightly lower share of the respondents believed real estate prices would remain the same.

The dataset shows the compilation of the number of sales by price range, property transfers, mortgages and acts of financial difficulty registered in the Quebec Land Register. The information is for all of Quebec as well as by administrative region. In Quebec, real estate rights are published as a result of registration in the Land Register. It is governed in particular by the Civil Code of Quebec and by the Regulation respecting land registration. As an authentic legal register created by the legislator, the Quebec Land Register is the official, complete and reliable source of data on the real estate market.

The number of real estate employees in Canada has remained stable in the past years. As of August 2025, there were approximately ******* real estate employees, up from ******* in August 2025. This figure was still below May 2019, when over ********employees were active in the sector - the highest figure recorded during the observation period. The average weekly wage also increased since 2017, peaking in June 2025.

Home affordability has worsened substantially in Canada since 2021. In the first quarter of 2025, the monthly single-family mortgage payment amounted to approximately 61.7 percent of a household's income, on average. In 2021, when affordability had improved slightly, the average mortgage payment constituted 46.5 percent of a household's income.

Residential property values by type of property for Canada, provinces and territories, annual data from 2005 to today.

Housing Index in Canada decreased to 122.20 points in October from 122.70 points in September of 2025. This dataset provides - Canada New Housing Price Index - actual values, historical data, forecast, chart, statistics, economic calendar and news.

This dataset contains Real Estate Rents listings in the Canada broken by Province and City. Data was collected via web scraping using python libraries.

You may use the dataset for Canada rents houses trend analysis (with respect to the location - province/city/longitude/latitude), regression analysis (price prediction), correlation analysis, etc.,

Content

The dataset has 1 CSV file with 18 columns -

rentfaster.csv (25k+ entries)

-**'rentfaster_id'** - id of property on https://www.rentfaster.com . Can be explore with www.rentfaster.ca/rentfaster_id -**'city'** - city of property like 'Toronto', 'Calgary', 'Vancuver' and etc. -**'province'** - province of property like 'Alberta', 'Ontario' and etc. -**'address'** - address of property like '333 Seymour St' and etc -**'latitude'** - latitude coordinate of rental property -**'longitude'** - longitude coordinate of rental property -**'lease_term'** - category of rental period like 'Long Term', 'Negotiable' and etc -**'type'** - category of type a rental property like 'House', 'Apartment', 'Basement' and etc -**'price'** - price in CAD -**'beds'** - count of bedrooms -**'baths'** - count of bathrooms -**'sq_feet'** - area of rental property in square feets -**'link'** - right side of url for getting full details of the property rentfaster.com+'link' -**'furnishing'** - Furnished or not -**'availability_date'** - Date of availability -**'smoking'** - is allow smoke -**'cats'** - is allow cats -**'dogs'** - is allow dogs