National Fitness Story

Data Source: Australian Bureau of Statistics - National Health Survey
Analysis: Daily step patterns across major Australian cities
Period: January - March 2024 (simulated based on ABS patterns)

This dashboard explores how weather, location, and weekly rhythms influence physical activity levels across Australia’s major cities, revealing insights for public health planning.

Key Questions: - Which Australian city is most active? - How does weather impact daily steps? - What are the weekly activity patterns? - Are Australians meeting recommended activity levels?

Daily Activity Trends

City Comparison

Weekly Patterns

Performance Metrics

Weather Impact

Data Story & Recommendations

Key Findings: - City Variations: Melbourne shows highest activity levels - Weather Sensitivity: Optimal activity between 15-25°C, declines in extreme temperatures - Weekly Patterns: Consistent weekend activity peaks across all cities - Goal Performance: 43.3% meet recommended daily steps

Public Health Insights: 1. Urban Planning: Develop weather-protected activity spaces 2. Seasonal Programs: Target inactivity during temperature extremes
3. City-specific initiatives based on local activity patterns 4. Weekday interventions to boost consistent activity

Technical Details

Data Sources: - Primary: Australian Bureau of Statistics - National Health Survey - Reference: https://www.abs.gov.au/statistics/health/health-conditions-and-risks/national-health-survey - Weather data: Bureau of Meteorology (simulated patterns)

Methodology: - Data simulation based on ABS published activity patterns - Multi-city comparative analysis - Weather correlation studies - Weekly rhythm identification

Tools: R, Flexdashboard, ggplot2, dplyr

Ethical Note: This analysis uses simulated data patterns based on ABS publications. Real ABS data requires application and ethical approval.

Dashboard designed for 1080p display - no scrolling required