diff --git a/justclust/plots.py b/justclust/plots.py
index 66f7cf2ba140b57beb752923c0e12986c54783ab..7083282e11483195280a702c021b7acb1206f84d 100644
--- a/justclust/plots.py
+++ b/justclust/plots.py
@@ -714,9 +714,11 @@ def reporting(
     # apply all the pre-processing transformations
     preprocs = [] if preprocs is None else preprocs
     tdata = data.copy()
-    for pre in preprocs:
-        if pre is not None:
-            tdata = pre.fit_transform(tdata)
+    # Do not run preprocessing because in the case of decomposing techniques
+    # variables are not longer interpretable
+    # for pre in preprocs:
+    #     if pre is not None:
+    #         tdata = pre.fit_transform(tdata)
 
     tdata = pd.DataFrame(
         tdata,