🐛 fix issue having same model with 2 configurations

- had to set model id ("model_key") as index

project/01_2_performance_plots.ipynb

@@ -400,15 +400,15 @@
    "outputs": [],
    "source": [
     "# model_key could be used as key from config file\n",
-    "? load only specified configs?\n",
-    "? case: no config file available?\n",
+    "# ? load only specified configs?\n",
+    "# ? case: no config file available?\n",
     "all_configs = collect(\n",
     "    paths=(fname for fname in args.out_models.iterdir()\n",
     "           if fname.suffix == '.yaml'\n",
     "           and 'model_config' in fname.name),\n",
     "    load_fn=load_config_file\n",
     ")\n",
-    "model_configs = pd.DataFrame(all_configs).set_index('model')\n",
+    "model_configs = pd.DataFrame(all_configs).set_index('id')\n",
     "model_configs.T.to_excel(writer, sheet_name='model_params')\n",
     "model_configs.T"
    ]

project/01_2_performance_plots.py

@@ -199,15 +199,15 @@ def build_text(s):
 
 # %% tags=["hide-input"]
 # model_key could be used as key from config file
-# ? load only specified configs?
-# ? case: no config file available?
+# # ? load only specified configs?
+# # ? case: no config file available?
 all_configs = collect(
     paths=(fname for fname in args.out_models.iterdir()
            if fname.suffix == '.yaml'
            and 'model_config' in fname.name),
     load_fn=load_config_file
 )
-model_configs = pd.DataFrame(all_configs).set_index('model')
+model_configs = pd.DataFrame(all_configs).set_index('id')
 model_configs.T.to_excel(writer, sheet_name='model_params')
 model_configs.T
 

project/config/alzheimer_study/config.yaml

@@ -49,6 +49,10 @@ models:
           model: KNN
           neighbors: 3
           file_format: csv
+    - KNN5:
+          model: KNN
+          neighbors: 5
+          file_format: csv
 NAGuideR_methods:
     - BPCA
     - COLMEDIAN