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.

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.

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

Housing markets in the United States and Canada are similar in many respects, but each has fared quite differently since the onset of the financial crisis. A comparison of the two markets suggests that relaxed lending standards likely played a critical role in the U.S. housing bust.

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.

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.

Canada Luxury Residential Real Estate Market Report is Segmented by Property Type (Apartments & Condominiums, Villas & Landed Houses), by Business Model (Sales and Rental), by Mode of Sale (Primary (New-Build) and Secondary (Existing-Home Resale)), and by Province (Ontario, British Columbia, and More). The Report Offers Market Size and Forecasts in Value (USD) for all the Above Segments.

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 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 Canadian housing market, particularly in major urban centers, has experienced a prolonged period of rapid price appreciation, driven by factors such as low interest rates, strong population growth, and limited supply. According to the Canada Mortgage and Housing Corporation (CMHC), the national average house price rose by more than 50% between 2020 and 2022, with prices in some major cities, such as Toronto and Vancouver, increasing by even more. This rapid price growth has made it increasingly difficult for many Canadians to afford a home, especially in the country's most desirable markets. However, the Canadian housing market is starting to show signs of cooling in 2023, as rising interest rates and stricter mortgage lending rules from the government begin to take effect. The CMHC predicts that the national average house price will decline by 7.6% in 2023, with prices in some markets, such as Toronto and Vancouver, expected to fall by even more. This cooling is expected to continue in 2024, with the CMHC predicting a further decline in the national average house price of 3.2%. The long-term outlook for the Canadian housing market is more uncertain, but the CMHC expects that prices will continue to rise, albeit at a more moderate pace. The Canadian housing market is one of the most expensive in the world, with prices in major cities like Toronto and Vancouver soaring to record highs in recent years. This has led to a growing concern about affordability, as many Canadians are being priced out of the market. Key drivers for this market are: Increasing Adoption of Remote and Hybrid Work Model. Potential restraints include: Lack of Privacy. Notable trends are: Pandemic Accelerated Luxury Home Sales in Major Canadian Markets.

A housing market prediction that many experts agree on is that it will be a seller’s market. Home prices are expected to rise for some time due to increased demand and limited supply. Millennials are at the age to start investing in the real estate market for the first time. Hence, the demand for residential and commercial projects is rising with every passing day. The future of real estate will witness a rise in demand and limited supply, resulting in it being a seller’s market.

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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).

Discover the latest trends and insights into Canada's thriving residential real estate market. Explore projected growth, key players, and regional variations in this comprehensive market analysis, covering apartments, condos, villas, and more in major cities like Toronto, Vancouver, and Montreal. Forecast to 2033. Recent developments include: October 2022: Dye & Durham Limited ("Dye & Durham") and Lone Wolf Technologies ("Lone Wolf") have announced a brand-new integration that was created specifically for CREA WEBForms powered by Transactions (TransactionDesk Edition) to enable access to and communication with legal services., September 2022: ApartmentLove Inc., based in Calgary, has recently acquired OwnerDirect.com and finalized a rental listing license agreement with a significant U.S. aggregator as part of its ongoing acquisition and partnership plans. In 30 countries, ApartmentLove (APLV-CN) offers online house, apartment, and vacation rental marketing services.. Key drivers for this market are: Population Growth is the main driving factor, Government Initiatives and Regulatory Aspects for the Residential Real Estate Sector. Potential restraints include: Population Growth is the main driving factor, Government Initiatives and Regulatory Aspects for the Residential Real Estate Sector. Notable trends are: Immigration Policies are Driving the Market.

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.

Context The housing market in Canada has increased tremendously over the past year. This is the dataset contains information on the Canadian housing market from 2021-2022. I think this is a good introductory dataset for learning data visualization and analyzing tabular data.

Content The data is specific to the cost of detached houses in Canada based on data provided by several provincial realtors. There are two datasets. The first is the average home price in Canadian provinces. The columns are as follows,

Area - Canadian province and/or territory Price January 2022 - mean house price in the province as of January 2022 (in CAD) Price January 2021 - mean house price in the province as of January 2021 (in CAD) y/y % change - percent change in mean house price between 2021 and 2022

The second is the average home price in major Canadian cities. The columns are as follows, Major city Province Price 2021-2022 - mean house price in the city between 2021 and 2022 (in CAD) Population

Acknowledgments This data was initially featured in Wowa Canadian House Market reports.

Commercial banks are expected to help the federal government deflate Canada’s housing bubble after the COVID-19 (coronavirus) pandemic.

Discover the booming Canadian luxury housing market! Explore its projected growth exceeding 10% CAGR, key drivers, leading developers (Onni Group, Concord Pacific, etc.), and regional variations. Analyze market trends and forecasts to 2033. Key drivers for this market are: Increasing Adoption of Remote and Hybrid Work Model. Potential restraints include: Lack of Privacy. Notable trends are: Pandemic Accelerated Luxury Home Sales in Major Canadian Markets.

Housing Starts in Canada decreased to 232.80 Thousand units in October from 279.20 Thousand units in September of 2025. This dataset provides the latest reported value for - Canada Housing Starts - plus previous releases, historical high and low, short-term forecast and long-term prediction, economic calendar, survey consensus and news.

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.

In a follow-up to his September article, “Commercial Banks Aid Canada’s Housing Market,” Lead Analyst Samuel Kanda explores deeper issues with Canada’s real estate market.