โ† Forest Fires Dashboard ๐Ÿง  Neural Network Results โ†’

๐ŸŒฒ Forest Cover Types โ€” Roosevelt National Forest, Colorado

581,012 observation plots ยท 7 tree species ยท 4 wilderness areas ยท 40 soil types

581K
Observation plots
30ร—30 m grid cells
7
Tree species
Spruce/Fir to Krummholz
4
Wilderness areas
Rawah ยท Neota ยท Comanche ยท Cache
40
Soil types
Top 15 shown in networks

Feature Correlations Force network

๐ŸŒž Sunlight drives the strongest correlations. Sun-9am and Sun-3pm have r = โˆ’0.78 (opposite sides of the hill). Aspect (compass direction) links to all three hillshade readings. Horizontal and vertical water distance correlate at r = 0.61.

Network of feature relationships โ€” edge width = correlation strength ยท red = positive ยท blue = negative ยท drag nodes to explore

Terrain
Hydrology
Light / Aspect
Infrastructure
Positive correlation
Negative correlation

Wilderness Area Networks Bipartite

๐Ÿ”๏ธ Rawah & Comanche Peak are the dominant areas (260K and 253K plots). Neota sits at the highest elevation and is almost entirely Spruce/Fir. Cache la Poudre is unique โ€” the only area with Ponderosa Pine (58%) and Cottonwood/Willow, reflecting its lower elevation.

Which tree species grow in each wilderness area โ€” edge width = proportion of area ยท hover for details

Soil Type Networks Bipartite ยท top 15 soils

๐Ÿชจ Soil 29 is by far the most common (115K plots) and strongly supports Lodgepole Pine (62%). Soils 38โ€“40 are subalpine/volcanic and almost exclusively host Spruce/Fir and Krummholz. Soil 10 (Bullwark-Catamount) is the most diverse โ€” supporting four species.

Which tree species grow on each soil type โ€” edge width = proportion ยท hover for details

Tree Species Profiles Habitat fingerprint

๐Ÿ”ฅ Ponderosa Pine and Cottonwood/Willow grow closest to historical fire ignition zones โ€” avg 911 m and 859 m respectively, vs 2,168 m for Lodgepole Pine. This directly echoes the Forest Fires dataset: low-elevation, accessible terrain burns most.

Habitat radar โ€” normalised feature averages per species

Avg distance to fire ignition points (metres)