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Where Static Demand Lies - Point and Line Pattern Analysis
The analysis uses official Madrid and Barcelona premise data, official municipal boundaries, INE ADRH 2023 income, INE Censo 2024 population, and MITMS/spanishoddata OD data for one complete Monday-Sunday week.
This report tests one spatial hypothesis:
OD-derived dynamic demand components and functional corridor exposure add explanatory power beyond static residential demand in grid-discretised active service-premise intensity models, with fixed-theta negative-binomial fits used as the main overdispersion-sensitive comparison.
The hypothesis is tested descriptively, not causally. The observed point pattern is the location of active service premises. The line pattern is a set of high-flow OD desire-line corridors derived from hourly MITMS mobility flows. The main statistical comparison is between static population-income intensity, dynamic OD intensity, dynamic OD plus corridor exposure, and a full static plus dynamic plus corridor specification.
Assignment 3 - Storytelling with Open Data - s4168765
Published 5 charts visualisation for assignment 3, Data Visualisation and Communication (2610)
Pain Takes a Nation: Australia's Invisible Health Crisis
Five interactive data visualisations exploring Australia's chronic
pain crisis — the country's third-largest disease burden affecting
3.6 million Australians, yet its missing national health priority.
Charts examine disease burden, demographics, diagnosis delays,
treatment access, and human impact. Data sourced from AIHW,
Chronic Pain Australia, and Painaustralia (2020–2025).
The Essentials Squeeze
Inflation is usually told through a single number. But a slowing inflation rate does not mean prices are falling; it means they are still rising, only a little less quickly than before. The pressure people actually feel comes from a narrower basket — housing, food, transport, energy and insurance — and from whether wages are keeping up. These five charts follow that pressure, using open data from the Australian Bureau of Statistics (ABS).
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EXPECTED EDGE
Clusters Distribution
Survey Cluster Distribution in Kaduna and Kano State in Nigeria
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EDGE3
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EDGE
Even Money: How Sport Became Australia's Biggest Betting Shop
Five interactive charts on Australia's gambling habit, built in R for a Data Visualisation assignment (pitched in the style of The Conversation). Using official Australian Gambling Statistics (40th edition), they trace how wagering — betting on racing and sport — has become the fastest-growing slice of a $32-billion-a-year national habit, now a quarter of all gambling losses. Data: Queensland Government Statistician's Office (CC BY 4.0).