HOMNOX

Safe. Alive. Aware.

Construction Viability Explorer

Restored Random Forest workflow with live predictions for viability score and construction cost, framed to a commercial-development baseline in USD without local calibration.

Inputs

Five preserved model inputs drive both predicted outputs under a commercial-project baseline.

Live forecast

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Predicted viability score

Predicted construction cost --

Training rows

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Property rows

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Cost model R2

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Viability model R2

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Baseline viability

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Viability delta

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Baseline cost

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Cost delta

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Live Scenario Impact

Baseline uses the restored model defaults. Each bar shows the isolated effect of one input change against that baseline.

Feature Importance

Compare what matters most for each Random Forest target.

Random Forest Fit

These plots compare model predictions against held-out test data from the restored workflow.

Residuals and Relationships

Inspect model error and the dataset patterns behind the preserved workflow.

Correlation Map

Correlation does not define causality, but it does show how the restored training data is structured.

Model Notes

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