debug report_score

score_all_cfs.py

@@ -9,7 +9,7 @@ from mfs import MFS
 
 
 def header(filter_name):
-    print(f"Score files")
+    print("Score files")
     initial = f"{'Dataset':30s} T. Disc T.Selec "
     sec_line = "=" * 30 + " ======= ======= "
     for item in ["Normal", "Discret.", filter_name.upper()]:
@@ -28,11 +28,12 @@ else:
     filter_name = "cfs"
 if filter_name not in ["cfs", "fcbf"]:
     print("First parameter has to be one of: {cfs, fcbf}")
+    exit(1)
 datasets = Datasets(False, False, "tanveer")
 header(filter_name)
 better = worse = equal = 0
 for dataset in datasets:
-    mdlp = MDLP(random_state=1)
+    # mdlp = MDLP(random_state=1)
     X, y = datasets.load(dataset[0])
     mfs = MFS(discrete=False)
     now_disc = time.time()
@@ -43,7 +44,7 @@ for dataset in datasets:
     if filter_name == "cfs":
         features_selected = mfs.cfs(X_disc, y).get_results()
     else:
-        features_selected = mfs.fcbf(X_disc, y, 5e-2).get_results()
+        features_selected = mfs.fcbf(X_disc, y, 1e-7).get_results()
     time_selec = time.time() - now_selec
     output = ""
     odte_score = stree_score = 0.0