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Baku Residential Property Listings
Comodities & Real Estate
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About
**Data featuring residential property listings from Baku, Azerbaijan. This dataset was collected through a scrape of the bina.az platform on 9 November 2023. It provides specific market insights by detailing characteristics of houses currently available for sale, making it suitable for market analysis, regression modelling, and data cleaning exercises. The listings cover whether properties are new or old buildings, their price, area, and relevant legal and physical statuses.
Columns
- category: Defines the building type, categorised as 'Yeni tikili' (New building) or 'Köhnə tikili' (Old building).
- price: The selling cost of the residential property.
- currency: The unit of exchange for the price, which is exclusively AZN for the valid records.
- price_1m2: The calculation of the cost per one square metre for the property.
- title: The advertisement headline used for the house listing.
- address: The street or district location where the house is situated.
- floor: Indicates the specific floor the house is on, combined with the total number of floors in the building (e.g., 7/9).
- area: The measured size of the house.
- title_deed: A binary indicator ('var' for yes, 'yoxdur' for no) showing if the house possesses a title deed.
- repair: Indicates the repair status of the house, using 'var' for yes and 'yoxdur' for no.
- mortgage: Indicates the potential for securing a mortgage on the property ('var' for yes, 'yoxdur' for no).
- url: The web link leading directly to the house listing.
- room_number: The count of rooms within the house.
Distribution
The data is available in a CSV format (
house_listings.csv), with a file size of 6.43 MB. The structure consists of 13 columns and approximately 35.5 thousand valid records. It is important to note that the dataset is labelled as unclean. Most properties listed are categorised as 'Yeni tikili' (New building), accounting for 75% of the listings. The average number of rooms across the listings is approximately 2.82. The vast majority (77%) of properties include a title deed. Users should be aware that the 'mortgage' column has a significant amount of missing information (67%).Usage
This data is ideal for various applications, including:
- Building machine learning models for housing price prediction (Regression analysis).
- Practising data cleaning and pre-processing techniques using real-world, unclean data.
- Performing market segmentation based on building type (New vs. Old construction).
- Analyzing geographic variations in property value and price per square metre across Baku.
Coverage
The geographic coverage is focused solely on Baku, the capital city of Azerbaijan. The temporal scope is highly specific, reflecting listings available on the 9th of November 2023. The scope includes listings of both New construction and Old construction residential buildings.
License
CC0: Public Domain
Who Can Use It
- Real Estate Developers and Analysts: To benchmark prices and understand supply characteristics in the Baku market.
- Data Science Practitioners: For training and testing models related to asset valuation and prediction.
- Academic Researchers: To study urban development, housing affordability, and economic indicators in Azerbaijan.
- Data Cleaning Enthusiasts: To work on data with known inconsistencies and missing values.
Dataset Name Suggestions
- Baku Residential Property Listings
- Baku Housing Market Data 2023
- Azerbaijan House Listings
- Bina.az Scraped Property Data
Attributes
Original Data Source: Baku Residential Property Listings
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