Build With EMDS

from emds import Connector, DataLayer

class MyForestConnector(Connector):
    name = "Forest Condition Layer"

    def compute(self, context) -> DataLayer:
        # Load your spatial data
        gdf = context.load_vector("forest_stands.shp")

        # Transform to EMDS scale [0, 1]
        gdf["condition"] = normalize(
            gdf["basal_area"], method="zscore"
        )
        return DataLayer.from_geodataframe(gdf, "condition")

using EmdsFramework.Connectors;
using EmdsFramework.Layers;

public class ForestConnector : IEmdsConnector
{
    public string Name => "Forest Condition";

    public DataLayer Compute(EmdsContext ctx)
    {
        var fc = ctx.OpenFeatureClass("ForestStands");
        var values = fc.Select("BasalArea")
                       .Normalize(NormMethod.ZScore);
        return new DataLayer("condition", values);
    }
}