diff --git a/sklearn_extra/cluster/_k_medoids.py b/sklearn_extra/cluster/_k_medoids.py
index bb5165ba..a5e4f223 100644
--- a/sklearn_extra/cluster/_k_medoids.py
+++ b/sklearn_extra/cluster/_k_medoids.py
@@ -311,7 +311,15 @@ def fit(self, X, y=None):
         # the training data to clusters
         self.labels_ = np.argmin(D[medoid_idxs, :], axis=0)
         self.medoid_indices_ = medoid_idxs
-        self.inertia_ = _compute_inertia(self.transform(X))
+
+        # Extra Addition
+        distances = self.transform(X)
+        self.distances_ = distances
+
+        # Modification
+        self.inertia_ = _compute_inertia(
+            distances
+        )  ## Prebiously this line was _compute_inertia(self.transform(X))
 
         # Return self to enable method chaining
         return self