diff --git a/src/pingouin/correlation.py b/src/pingouin/correlation.py
index 24e365f9..8edc964f 100644
--- a/src/pingouin/correlation.py
+++ b/src/pingouin/correlation.py
@@ -1113,9 +1113,9 @@ def replace_pval(x):
 
         if stars:
             # Replace p-values by stars
-            mat_upper = mat_upper.applymap(replace_pval)
+            mat_upper = mat_upper.map(replace_pval)
         else:
-            mat_upper = mat_upper.applymap(lambda x: ffp(x, precision=decimals))
+            mat_upper = mat_upper.map(lambda x: ffp(x, precision=decimals))
 
     # Replace upper triangle by p-values or n
     mat.to_numpy()[tif(mat, k=1)] = mat_upper.to_numpy()[tif(mat, k=1)]
diff --git a/src/pingouin/pairwise.py b/src/pingouin/pairwise.py
index 5a189d8d..36deae48 100644
--- a/src/pingouin/pairwise.py
+++ b/src/pingouin/pairwise.py
@@ -758,9 +758,9 @@ def replace_pval(x):
 
     if stars:
         # Replace p-values by stars
-        mat_upper = mat_upper.applymap(replace_pval)
+        mat_upper = mat_upper.map(replace_pval)
     else:
-        mat_upper = mat_upper.applymap(lambda x: ffp(x, precision=decimals))
+        mat_upper = mat_upper.map(lambda x: ffp(x, precision=decimals))
 
     # Replace upper triangle by p-values
     mat.to_numpy()[tif(mat, k=1)] = mat_upper.to_numpy()[tif(mat, k=1)]