Fix normalization & standard. columnwise

checkdatasets.py

@@ -1,4 +1,5 @@
 from experimentation.Sets import Datasets
+import numpy as np
 
 dt = Datasets(normalize=False, standardize=False, set_of_files="tanveer")
 print("Checking normalized datasets: ")
@@ -7,6 +8,8 @@ for data in dt:
     X, y = dt.load(name)
     min_value = X.min()
     max_value = X.max()
+    media = np.mean(X)
+    desv = np.std(X)
     resultado = (
         "Normalizado"
         if min_value <= 1
@@ -15,4 +18,9 @@ for data in dt:
         and max_value >= 0
         else "No Normalizado"
     )
-    print(f"{name:30s}: {resultado} ")
+    resultado2 = (
+        "Standardizado"
+        if round(media) == 0 and round(desv) == 1
+        else "No Standardizado"
+    )
+    print(f"{name:30s}: {resultado} {resultado2}")