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experimental results polished.
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RESULTS.md

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Each simulation ran for 1000 warmup steps followed by 1000 measurement steps. The mean populations and cluster statiustics were recorded on the final grid states.
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![Bifurcation Diagram](/Users/kimonanagnostopoulos/CSS_Project/images/bifurication.png)
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![Bifurcation Diagram](images/bifurication.png)
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The bifurication diagrams reveals a clear Hydra effect; increasing prey mortality leads to increasing prey population.
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The quadratic coefficient $a$ captures how sharply the prey density rises and falls. Larger $|a|$ indicates a more pronounced Hydra effect with sharper peak. This apporach filters to only the Hydra effect portion, captures curvature, and provides a single scalar metric for comparison across parameter space.
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### Results: Undirected Hunting (Phase 4)
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#### Results: Undirected Hunting (Phase 4)
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![Hydra Curves Undirected](images/hyrda_fitting_plot.png)
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**Left panel (Strong Hydra, coef > 15)**: Sharp, pronounced peaks with prey density increasing from ~0.3–0.6 to ~0.7–0.8 before collapsing.
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**Right panel (Moderate Hydra, coef 5–10)**: Gentler curves with broader peaks. The Hydra effect is present but less dramatic.
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### Results: Directed Hunting (Phase 6)
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#### Results: Directed Hunting (Phase 6)
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![3D Heatmap Directed](images/cube_phase6.png)
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