Dataset

This dataset was created by Bhawesh Sinha 07

Contents

The Bengaluru House Price Dataset contains detailed information on residential properties in Bengaluru, India. It includes features such as location, size (in square feet), number of bedrooms (BHK), number of bathrooms, total area, price, and additional attributes like availability and property type. This dataset is widely used for real estate market analysis, data visualization, and predictive modeling, particularly in housing price prediction using machine learning techniques.

It serves as a valuable resource for data scientists, real estate analysts, and researchers interested in exploring how various factors—such as location, amenities, and property size—affect housing prices in one of India’s fastest-growing metropolitan cities.

Dataset

This dataset was created by MUSTAFA A

Released under MIT

Contents

Problem Statement The real estate market in Bengaluru is highly dynamic, with property prices varying significantly across different locations, property sizes, and features. Buyers and investors often face difficulty in estimating fair property values, which can lead to uninformed financial decisions. A machine learning model can help predict housing prices based on various features such as area, size (BHK), number of bathrooms, location, and amenities.

Business Goal To build a machine learning model that predicts the price of a house in Bengaluru with high accuracy.
This will help:
- Buyers: estimate whether a property is fairly priced.
- Sellers set competitive property prices.
- Real estate companies gain insights into property value drivers.

Data Sources - Dataset: Bengaluru House Price Dataset
- Source: Kaggle
- URL: Kaggle Bengaluru House Price Dataset

In the first half of 2024, central Bengaluru had the highest average price rate of **** thousand Indian rupees per square feet in the whole of city. South Bengaluru recorded the cheapest property rates.

India Housing Price Index: 2008-09Q4=100: Bangalore data was reported at 148.300 2008-09Q4=100 in Mar 2013. This records an increase from the previous number of 147.900 2008-09Q4=100 for Dec 2012. India Housing Price Index: 2008-09Q4=100: Bangalore data is updated quarterly, averaging 113.600 2008-09Q4=100 from Mar 2009 (Median) to Mar 2013, with 17 observations. The data reached an all-time high of 148.300 2008-09Q4=100 in Mar 2013 and a record low of 98.500 2008-09Q4=100 in Mar 2010. India Housing Price Index: 2008-09Q4=100: Bangalore data remains active status in CEIC and is reported by Reserve Bank of India. The data is categorized under Global Database’s India – Table IN.EA001: Housing Price Index: Reserve Bank of India. Rebased from 2008-09Q4=100 to 2010-11Q1=100. Replacement series ID: 354942687

Housing Price Index: 2012-13=100: Karnataka: Bengaluru data was reported at 141.000 2012-2013=100 in Mar 2018. This records a decrease from the previous number of 144.000 2012-2013=100 for Dec 2017. Housing Price Index: 2012-13=100: Karnataka: Bengaluru data is updated quarterly, averaging 124.000 2012-2013=100 from Jun 2013 (Median) to Mar 2018, with 20 observations. The data reached an all-time high of 144.000 2012-2013=100 in Dec 2017 and a record low of 105.000 2012-2013=100 in Sep 2013. Housing Price Index: 2012-13=100: Karnataka: Bengaluru data remains active status in CEIC and is reported by National Housing Bank. The data is categorized under Global Database’s India – Table IN.EA004: Housing Price Index: National Housing Bank: Assessment Price: 2012-2013=100: Current Quarter.

Dataset to predict Bengaluru house prices using ML algorithms such as Linear regression, and many regression techniques.

As of the first quarter of 2023, year-on-year real estate price increase was highest in Bengaluru and lowest in Chennai with **** and *** percent respectively. Followed by Bengaluru was Kochi and Delhi with an increase of **** and **** percent.

In the second quarter of 2024, the southern Indian city of Bengaluru recorded an average price of over *** thousand Indian rupees per square foot. This was a significant increase from the same quarter two years ago.

Dataset

This dataset was created by Zulykhoh

Released under Apache 2.0

Contents

In 2023, Ahmedabad had the most affordable housing market of the eight biggest metropolitan areas in India with a proportion of ** percent of income to monthly instalment of a housing unit. In Mumbai the affordability index was at ** percent, the only city with higher than threshold affordability ratio set at ** percent. However, the affordability index has significantly improved from pre-pandemic times in 2019 for many cities including Mumbai, Bengaluru and NCR.

Dataset

This dataset was created by Sarthak Niwate

Contents

In the first half of 2024, Bengaluru recorded the highest half-year growth in the Indian residential real estate market. On average, the residential market price growth was nearly *** percent across the country.

NHB: Assessment Price: Current Quarter: Karnataka: Bengaluru: Carpet Area Price data was reported at 10,479.000 INR/sq ft in Dec 2024. This records an increase from the previous number of 9,847.000 INR/sq ft for Sep 2024. NHB: Assessment Price: Current Quarter: Karnataka: Bengaluru: Carpet Area Price data is updated quarterly, averaging 7,230.000 INR/sq ft from Jun 2013 (Median) to Dec 2024, with 47 observations. The data reached an all-time high of 10,479.000 INR/sq ft in Dec 2024 and a record low of 4,972.000 INR/sq ft in Sep 2013. NHB: Assessment Price: Current Quarter: Karnataka: Bengaluru: Carpet Area Price data remains active status in CEIC and is reported by National Housing Bank. The data is categorized under India Premium Database’s Construction and Property – Table IN.EA006: Housing Price Index: National Housing Bank: Assessment Price: Carpet Area Price: Current Quarter. [COVID-19-IMPACT]

NHB: Assessment Price: Current Quarter: Karnataka: Bengaluru: Carpet Area Price: less than 646 Sq Ft data was reported at 11,519.000 INR/sq ft in Dec 2024. This records an increase from the previous number of 10,840.000 INR/sq ft for Sep 2024. NHB: Assessment Price: Current Quarter: Karnataka: Bengaluru: Carpet Area Price: less than 646 Sq Ft data is updated quarterly, averaging 7,093.000 INR/sq ft from Jun 2013 (Median) to Dec 2024, with 47 observations. The data reached an all-time high of 11,519.000 INR/sq ft in Dec 2024 and a record low of 4,026.000 INR/sq ft in Jun 2014. NHB: Assessment Price: Current Quarter: Karnataka: Bengaluru: Carpet Area Price: less than 646 Sq Ft data remains active status in CEIC and is reported by National Housing Bank. The data is categorized under India Premium Database’s Construction and Property – Table IN.EA006: Housing Price Index: National Housing Bank: Assessment Price: Carpet Area Price: Current Quarter.

Bengaluru House Price Dataset What are the things that a potential home buyer considers before purchasing a house? The location, the size of the property, vicinity to offices, schools, parks, restaurants, hospitals or the stereotypical white picket fence? What about the most important factor — the price?

Now with the lingering impact of demonetization, the enforcement of the Real Estate (Regulation and Development) Act (RERA), and the lack of trust in property developers in the city, housing units sold across India in 2017 dropped by 7 percent. In fact, the property prices in Bengaluru fell by almost 5 percent in the second half of 2017, said a study published by property consultancy Knight Frank. For example, for a potential homeowner, over 9,000 apartment projects and flats for sale are available in the range of ₹42-52 lakh, followed by over 7,100 apartments that are in the ₹52-62 lakh budget segment, says a report by property website Makaan. According to the study, there are over 5,000 projects in the ₹15-25 lakh budget segment followed by those in the ₹34-43 lakh budget category.

Buying a home, especially in a city like Bengaluru, is a tricky choice. While the major factors are usually the same for all metros, there are others to be considered for the Silicon Valley of India. With its help millennial crowd, vibrant culture, great climate and a slew of job opportunities, it is difficult to ascertain the price of a house in Bengaluru.

NHB: Market Price for Under-Construction Properties: FQMA: Housing Price Index: 2012-2013=100: Karnataka: Bengaluru data was reported at 135.000 2012-2013=100 in Mar 2018. This records an increase from the previous number of 134.000 2012-2013=100 for Dec 2017. NHB: Market Price for Under-Construction Properties: FQMA: Housing Price Index: 2012-2013=100: Karnataka: Bengaluru data is updated quarterly, averaging 131.000 2012-2013=100 from Jun 2013 (Median) to Mar 2018, with 20 observations. The data reached an all-time high of 135.000 2012-2013=100 in Mar 2018 and a record low of 108.000 2012-2013=100 in Jun 2013. NHB: Market Price for Under-Construction Properties: FQMA: Housing Price Index: 2012-2013=100: Karnataka: Bengaluru data remains active status in CEIC and is reported by National Housing Bank. The data is categorized under India Premium Database’s Construction and Property – Table IN.EA011: Housing Price Index: National Housing Bank: Market Price for Under-Construction Properties: 2012-2013=100: Four Quarter Moving Average.

The India Real Estate Market Report is Segmented by Business Model (Sales and Rental), by Property Type (Residential and Commercial), by End-User (Individuals/Households, Corporates & SMEs and Others), and by City (Mumbai Metropolitan Region, Delhi NCR, Pune, Bengaluru, Hyderabad, Chennai, Kolkata, Ahmedabad, and the Rest of India). The Market Forecasts are Provided in Terms of Value (USD).

Discover the booming Indian luxury residential real estate market! This analysis reveals a CAGR of 21.81%, driven by HNWIs, prime locations (Mumbai, Delhi, Bengaluru), and luxury trends. Explore market size, key players (DLF, Oberoi Realty), and future growth projections for 2025-2033. Recent developments include: March 2023: In 72 hours, DLF sold a USD 1 billion luxury residential project, while its rival, Godrej Properties, is offering USD 3 million apartments to invite-only clients in two off-plan deals that signal a revival in luxury real estate., February 2023: Oberoi Realty has acquired a penthouse in a high-end project called Three Sixty West, developed by Oberoi Realty in association with Sahana Group. The project is located on Dr. Annie Besant Road, in the heart of Mumbai’s poshest Worli locality. Oberoi Realty purchased a penthouse in Three Sixty West for INR 230,55 crore. (USD 278 Million ). Key drivers for this market are: 4., Rapid Urbanization and Changing Lifestyle4.; Improved Infrastructure. Potential restraints include: 4., Rising Construction Cost. Notable trends are: The growing presence of (HNIs) and (UHNIs) in major cities across the nation..