Median Urban Land Values-2024 (R$/m²)

R$ 342 – 445
R$ 445 – 579
R$ 579 – 753
R$ 753 – 980
R$ 980 – 1,274
R$ 1,274 – 1,658
R$ 1,658 – 2,157
R$ 2,157 – 2,806
R$ 2,806 – 3,650

Urban Land Cover Classes-2024

Devel. High Density
Devel. Medium Density
Devel. Low Density
Industrial
Bare Soil
Grass / Pasture
Shrub / Scrub
Perennial Trees
Perennial Water
Row Crops

Transport Network Infrastructure

Commuting Analysis — Londrina

Travel Time Budget: 60 min
Mode: Bus (CMTU) + Walking
Parameters: 20 km/h · 5+5 min walk · 10 min waiting



Origins:

North
East
South
West

Isochrone Colors:

Bus reachable area (60 min)
Initial walk area (5 min)

Methodological Notes

Transport mode: Bus (CMTU real network)

Bus speed: 20 km/h
Initial walk: 5 min (~417 m at 5 km/h)
Waiting time: 10 min at origin stop
Final walk: 5 min (~417 m at 5 km/h)
Transfer penalty: 5 min per terminal
Effective bus time: 40 min

Isochrone model (v03):
• Initial walk: Dijkstra on OSM walk network
• Bus travel: Dijkstra on CMTU DiGraph
• Final walk: Multi-source Dijkstra on OSM
• Isochrones clipped to urban perimeter

Data sources:
• OSM: base map + pedestrian network
• CMTU: bus routes + stops (real network)
• TabPFN: Land Values (median prediction)
• DINOv2+LoRA: Land Cover Classification