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Mumbai Real Estate & Property Listings
Data Science and Analytics
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About
Explore Mumbai's active real estate market through this detailed data collection, which includes over 12,685 property entries. This data offers a rich tapestry of information on a diverse range of residential and commercial properties, providing valuable insights into the city's property sector. It serves as a key resource for property enthusiasts, data analysts, and investors looking to understand market dynamics, identify trends, and make informed decisions in this bustling metropolis. The data represents real projects, both ongoing and completed, collected over a 10-month period.
Columns
- ID: A unique identifier for each property listing.
- Possession Status: The current possession status of the property, such as 'Ready to Move' or 'Under Construction'.
- Availability Starts From: The date when the property will be available. 'NA' indicates this information was not available.
- Floor No: The specific floor level of the apartment within the building.
- Commercial: A boolean value indicating if the property is for commercial use (true/false).
- Developer: The name of the property's developer. 'NA' signifies that the developer's name was not available.
- Approved Authority Name: The name of the authority that approved the project, for example, 'MCGM'. 'NA' is used when this was not specified.
- Units Available: The number of units available for sale in the property or project.
- Price: The price of the property in numerical format.
- Price (English): The price of the property written out in English, such as '90 Lac' or '1.10 Cr'.
- Amenities: The dataset includes a wide array of columns for amenities, where '1' indicates the amenity is present and '0' indicates it is not. Examples include proximity to schools, swimming pools, and private terraces.
Distribution
The dataset is provided in a single CSV file named
properties.csv, with a file size of 7.52 MB. It is structured in a tabular format and contains details for 12,685 properties across 145 columns.Usage
This data is ideal for analysing property trends across different regions of Mumbai. It can be used for market analysis, investment opportunity identification, property valuation modelling, and gaining a holistic understanding of the city's real estate dynamics. Real estate professionals can use it to track projects, while data analysts can build predictive models for pricing.
Coverage
The data covers a wide geographic scope within the city of Mumbai, with details on landmarks and area names allowing for granular regional analysis. It includes real projects, both ongoing and developed, collected over a 10-month period. It covers a diverse array of properties, from standard apartments to luxury flats, and includes both residential and commercial listings.
License
CC BY-SA 4.0
Who Can Use It
- Real Estate Investors: To identify emerging trends and potential investment opportunities in the Mumbai market.
- Data Analysts and Scientists: For building predictive pricing models, performing market segmentation, and analysing urban development patterns.
- Prospective Homebuyers: To gain a detailed understanding of property options, pricing, and available amenities across different areas of the city.
- Urban Planners: To study the housing landscape and development trends within Mumbai.
Dataset Name Suggestions
- Mumbai Property Market Insights
- Mumbai Real Estate & Property Listings
- Mumbai Apartment & Commercial Property Data
- Real Estate Trends in Mumbai
- Mumbai Housing Market Analysis
Attributes
Original Data Source: Mumbai Real Estate & Property Listings
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