Immersive real estate explorer

🏠 Melbourne Property Data Visualization Suite

Interactive multi-dimensional analysis with Pareto optimization, clustering, and advanced insights.

Live CSV uploads Multi-view analytics Shift + click multi-select

Color control 6 palettes

Optimization Pareto ready

Exports CSV + JSON

Curate data, palettes, and exports

Upload your dataset, tune the color mapping, and reset or clear selections without losing context.

Data & Visualization Controls

Load CSV Data

Color By Attribute

Color Scheme

Export Format

Data Filters

Min Price ($)

Max Price ($)

Min Bedrooms

Max Bedrooms

Min Area (m²)

Max Area (m²)

Max Distance (km)

Property Types

House (h) Unit (u) Townhouse (t)

Include '/' addresses Include addresses containing '/'

Prefilter data Remove extreme/blank landsize and bedroom records on load

🏘️ Quick Suburb Selection

Everything / Nothing Hide unbucketed suburbs

Inner City

Eastern Suburbs

Northern Suburbs

Western Suburbs

Southern Suburbs

Unbucketed Suburbs

Show visualizations in tabs

Normalize to Filtered Data Show Convex Hulls Hull:

🗺️ Geographic Distribution

Show Density

Click on properties to see details. Hold Shift to select multiple.

△ Ternary Diagram

Shows normalized distribution across Price, Area, and Bedrooms

📈 Value vs Living Standards

Value (Price/Area) vs living standards (total area of the house/number of bedrooms).

No properties selected. Click on points to select.

Pareto Optimization Controls

X-Axis (Minimize)

Y-Axis (Maximize)

⭐ Pareto Frontier Analysis

Pareto Frontier: Properties that are not dominated by any other property in the selected objectives.

Blue points are Pareto optimal (best trade-offs). Gray points are dominated.

Selection History

Recent properties you clicked or locked. Copy addresses or export the table for follow-up.

#	Address	Suburb	Price	Rooms	Selected	Actions
No selections yet. Click on any point to start building history.

Heatmap Controls

Value Attribute

Grid Size: 20px

🌡️ Spatial Price Distribution Heatmap

Spatial heatmap showing aggregated property values across geographic regions. Hover over cells for details.

Parallel Coordinates Controls

Apply selections as global filter

When enabled, selections made in this view will filter data across all visualizations

Selection

Reset all brushes to return to the unfiltered state.

Color lines by

Choose which metric drives the line colors.

📊 Parallel Coordinates - Multi-Dimensional Analysis

How to use: Drag vertically on any axis to filter properties. Each line represents a property.

Hover over lines to see details. Click lines to select properties.

Global Filter: Enable the toggle above to use your selections here as a filter across all views.

Time Series Controls

Aggregation

Group By

📈 Property Price Trends Over Time

Shows how property prices or sales volume have changed over time. Adjust aggregation and grouping above.

Clustering Controls

Number of Clusters (k)

X-Axis

Y-Axis

🎯 K-Means Clustering Analysis

K-Means Clustering: Properties are grouped based on similarity across multiple attributes.

Each color represents a cluster. Cross marks (✕) indicate cluster centroids.