Adjust UMAP Hyper Parameters

app.py

@@ -57,6 +57,7 @@ N_COMPONENTS = 3
 TSNE_NEIGHBOURS = 15
 # WEIGHT_FACTOR = 0.05
 N_NEIGHBOURS_UMAP = 50
+MIN_DIST_UMAP = 0.5
 
 
 TOOLTIPS = """
@@ -585,7 +586,7 @@ def compute_global_regression(df_combined, embedding_cols, tsne_params, df_f1, r
                 n_components=N_COMPONENTS,
                 random_state=42,
                 n_neighbors=N_NEIGHBOURS_UMAP,
-                min_dist=0.1,
+                min_dist=MIN_DIST_UMAP,
                 metric='cosine'
             )),
             ("rel_scaler", RelativeScaler())
@@ -1074,7 +1075,7 @@ def run_model(model_name):
                     n_components=N_COMPONENTS,
                     random_state=42,
                     n_neighbors=N_NEIGHBOURS_UMAP,
-                    min_dist=0.1,
+                    min_dist=MIN_DIST_UMAP,
                     metric='cosine'
                 )),
                 ("rel_scaler", RelativeScaler())