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🏠 Real Estate Analysis Python Data Visualization 2024 Dataset

Philippine Housing Market Analysis

Real Estate Data as of March 2024

Comprehensive analysis of 1,500 property listings across the Philippines examining price trends, location hotspots, property types, and market segments from Lamudi listings.

1,500
Property Listings
₱32.8M
Average Price
138
Cities/Areas
15
Analysis Topics
Data Period
March 2024 Property Listings
Tech Stack
Python Pandas Chart.js HTML/CSS
Key Takeaways

An analysis of 1,500 property listings across 138 Philippine cities reveals an average price of P32.8 million, with stark contrasts between Metro Manila and provincial markets.

  • Property prices range from P300,000 to the hundreds of millions, with the average listing at P32.8 million across all areas.
  • Metro Manila dominates the high-end market, with Makati, BGC, and Quezon City accounting for the most premium listings.
  • House and lot packages and condominiums are the most common property types, with significant price variation by bedroom count and floor area.
  • Provincial markets in Cebu, Davao, and Pampanga offer more affordable alternatives while still seeing steady price appreciation.

Market Snapshot

Key statistics from 1,500 real estate listings across the Philippine housing market.

Lowest Price
Entry-level property in the dataset
₱300,000
Median Price
Middle point of all listings
₱9.5M
Highest Price
Luxury property listing
₱2.5B
Price per SQM
Median floor area rate
₱78,704

Price Distribution

Properties by price bracket

Property Types

Breakdown by property category

Geographic Distribution

Where are the properties located across the Philippines?

Top 20 Locations by Listing Count

Cities and municipalities with most available properties

Regional Distribution

Properties by major region

Metro Manila Breakdown

NCR cities distribution

Price Analysis by Location

How do property prices vary across different areas?

Average Price by City

Top 15 most expensive vs most affordable locations

Price per Square Meter by Location

Comparing value across different cities

Location Avg Price/SQM Avg Total Price Listings Market Segment
Makati ₱185,000 ₱45.2M 28 Premium
Taguig (BGC) ₱165,000 ₱52.8M 22 Premium
Pasig ₱125,000 ₱28.5M 29 Premium
Quezon City ₱95,000 ₱22.1M 119 Mid-Range
Muntinlupa ₱88,000 ₱18.5M 138 Mid-Range
Paranaque ₱82,000 ₱16.2M 68 Mid-Range
Las Pinas ₱75,000 ₱12.8M 46 Mid-Range
Antipolo ₱58,000 ₱8.5M 46 Affordable
Cabanatuan ₱45,000 ₱5.2M 82 Affordable
Urdaneta ₱42,000 ₱4.8M 64 Affordable

Bedroom & Bathroom Analysis

Understanding property configurations in the market.

Properties by Bedroom Count

Distribution of bedroom configurations

Properties by Bathroom Count

Distribution of bathroom configurations

Average Price by Bedroom Count

How price scales with number of bedrooms

Property Size Analysis

Floor area and land area distribution across listings.

Floor Area Stats

Interior
Minimum 22 sqm
Maximum 2,200 sqm
Average 214 sqm
Most Common 100-150 sqm

Land Area Stats

Lot Size
Minimum 27 sqm
Maximum 25,000 sqm
Average 274 sqm
Most Common 80-150 sqm

Floor Area Distribution

Properties by interior size range

Land Area Distribution

Properties by lot size range

Major Developer Analysis

Properties from major Philippine real estate developers.

Top Developers by Listing Count

Properties from major developers in the dataset

Camella Homes
Market leader with most listings nationwide
258 properties
Ayala Land
Premium segment developer
62 properties
SM Development
Mixed-use development specialist
53 properties
Filinvest
Affordable housing developer
32 properties

Market Segment Analysis

Breaking down the market by price segments.

Entry Level

Under ₱5M
Listings 370 (25.5%)
Avg Bedrooms 2-3 BR
Avg Floor Area 60-80 sqm
Top Locations Cabanatuan, Urdaneta

Mid-Range

₱5M - ₱20M
Listings 669 (46.1%)
Avg Bedrooms 3-4 BR
Avg Floor Area 120-180 sqm
Top Locations Muntinlupa, QC

Luxury

Over ₱20M
Listings 412 (28.4%)
Avg Bedrooms 4-6 BR
Avg Floor Area 300+ sqm
Top Locations Makati, BGC

Market Segment Distribution

Properties by price segment

Housing Affordability Index

Analyzing affordability based on average Filipino income.

Years to Save for Down Payment (20%)

Based on average monthly savings of ₱15,000

Price Bracket Down Payment (20%) Years to Save Monthly Amortization* Required Income
Under ₱3M ₱600,000 3.3 years ₱18,500 ₱55,500
₱3M - ₱5M ₱800,000 4.4 years ₱30,800 ₱92,400
₱5M - ₱10M ₱1,500,000 8.3 years ₱57,700 ₱173,100
₱10M - ₱20M ₱3,000,000 16.7 years ₱115,400 ₱346,200
₱20M - ₱50M ₱7,000,000 38.9 years ₱269,200 ₱807,600

*Based on 20-year loan at 7% interest rate. Required income assumes housing costs at 33% of gross income.

Investment Hotspots

Emerging areas with growth potential.

Provincial Growth Areas

Cities outside Metro Manila with high activity

Price vs Volume Analysis

Identifying undervalued markets

Cabanatuan
Nueva Ecija hub with 82 listings at ₱45K/sqm
High Volume
Urdaneta
Pangasinan growth center with affordable prices
₱42K/sqm avg
General Trias
Cavite expansion area with infrastructure
26 listings
Calamba
Laguna industrial corridor proximity
Growing demand

NCR Market Analysis

Deep dive into Metro Manila's housing market representing 33% of listings.

Metro Manila Cities Comparison

Price and listing volume by NCR city

CBD Premium

Makati/BGC
Avg Price/SQM ₱175,000
Premium vs NCR Avg +85%
Target Market Top 1% income

South Metro

Muntinlupa/Paranaque
Avg Price/SQM ₱85,000
Listings Volume 206 properties
Target Market Upper middle class

Key Findings

Major insights from the housing market analysis.

Market Concentration

Metro Manila accounts for only 33% of listings but dominates the premium segment with 85% of properties priced above ₱50M.

3-Bedroom Dominance

3-bedroom properties make up 32% of all listings, reflecting the typical Filipino family size of 4-5 members.

House & Lot Preferred

63% of listings are traditional house and lot properties, showing Filipino preference for land ownership over vertical living.

Camella Market Leader

Camella Homes dominates with 17% of all listings, focusing on affordable to mid-range developments nationwide.

Provincial Growth

62% of listings are outside Metro Manila, with Cabanatuan, Urdaneta, and Tarlac emerging as provincial hotspots.

Price Gap Extreme

8,333x difference between cheapest (₱300K) and most expensive (₱2.5B) listing shows highly segmented market.

Affordability Challenge

Only 25% of properties are under ₱5M, the threshold for Pag-IBIG housing loan maximum amount.

Muntinlupa Leads Volume

Muntinlupa has the most listings (138) among all cities, driven by Alabang developments and southern expansion.

CBD Premium

Makati and BGC command 2x the price per sqm compared to NCR average, reflecting scarcity and demand.

Median vs Average Gap

Median price (₱9.5M) is 3.5x lower than average (₱32.8M), indicating luxury properties skewing the market.

Data Source & Methodology

Understanding the data collection and analysis approach.

Data Source

Platform Lamudi Philippines
Collection Date March 20, 2024
Method Web Scraping
Geocoding GeoPy

Coverage

Total Listings 1,500
With Prices 1,451 (97%)
Locations 138 cities/areas
Variables 10 attributes
Variables Analyzed
Description, Location, Price, Bedrooms, Bathrooms, Floor Area, Land Area, Latitude, Longitude
Limitations
Data represents listed prices, not actual transaction prices. Sample from one platform may not represent entire market.
Analysis Tools
Chart.js for visualization, Python for data processing, CSS for responsive design

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