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Brazil Real Estate Listings Curitiba
Comodities & Real Estate
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About
Apartment listing prices sourced from public real estate listings within Curitiba City, the capital of Parana, Brazil. This collection includes approximately 18,000 apartment entries, offering detailed information on physical attributes, location, and associated costs. It is highly valuable for real estate modelling, regression analysis, and geographical assessment of the Brazilian housing market. The data, captured in a tabular format, is considered static with no updates anticipated.
Columns
- usableAreas: Usable area measured in square meters (m2).
- totalAreas: Total area measured in square meters (m2).
- suites: Number of suites included in the apartment.
- bathrooms: Number of bathrooms available.
- bedrooms: Number of bedrooms.
- parkingSpaces: Number of available parking spaces, with up to 40 recorded in some instances.
- amenities: A list detailing the amenities associated with the listing.
- description: The listing description provided in Portuguese.
- title: The listing title provided in Portuguese.
- zipCode: The postal code (CEP).
- lon: Longitude coordinate.
- lat: Latitude coordinate.
- street: The street name where the property is located.
- neighborhood: The specific neighbourhood, such as Água Verde or Centro, where the apartment is situated.
- poisList: A list detailing nearby points of interest.
- yearlyIptu: The yearly property tax amount.
- monthlyCondoFee: The monthly condominium fee.
- price: The listing price denominated in Brazilian Real (BRL), ranging from 850 BRL up to 129 million BRL.
Distribution
The data product is delivered as a CSV file, named
curitiba_apartment_real_estate_data.csv, and is approximately 34.07 MB in size. It contains 18 columns and covers nearly 18,800 individual records. The data usability score is 10.00. While most physical attributes (like bedrooms and bathrooms) are 100% valid, some geographical details (Longitude and Latitude) and financial attributes (Yearly Property Tax and Monthly Condominium Fee) show missing values, with up to 30% of location data potentially absent.Usage
This data is perfectly suited for building predictive models, particularly those employing Regression techniques to forecast apartment prices based on features such as area, number of rooms, and location. It is also suitable for Data Visualization projects to map price variations across different Curitiba neighbourhoods, or for market analysts seeking to understand the influence of amenities and taxes on listing values.
Coverage
The geographic scope focuses exclusively on apartment listings within Curitiba City, located in the state of Parana, Brazil. The dataset comprises listings from various neighbourhoods, with common areas being Água Verde and Centro. It covers a vast array of apartment sizes, from usable areas as small as 10 m2 up to 5000 m2. The data is a snapshot in time, given that the expected update frequency is 'Never'.
License
CC0: Public Domain
Who Can Use It
Data Scientists and Machine Learning engineers can use the structured tabular data to train models predicting real estate values. Real Estate analysts can leverage the price and feature data to benchmark market trends and assess property valuations. Economists and urban planners can study the relationship between geographic location, fees (like Condominium fees and IPTU), and final sale prices in a major Brazilian city.
Dataset Name Suggestions
- Curitiba Apartment Prices
- Brazil Real Estate Listings Curitiba
- Parana Apartment Data
- Curitiba Residential Pricing
Attributes
Original Data Source: Brazil Real Estate Listings Curitiba
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