diff --git a/examples/simple_end_to_end_demo.ipynb b/examples/simple_end_to_end_demo.ipynb
index 0ab9939..738c018 100644
--- a/examples/simple_end_to_end_demo.ipynb
+++ b/examples/simple_end_to_end_demo.ipynb
@@ -392,7 +392,7 @@
         }
       ],
       "source": [
-        "correlations[0].style.background_gradient(cmap='RdBu', vmin=-1, vmax=1).set_precision(3)"
+        "correlations[0].style.background_gradient(cmap='RdBu', vmin=-1, vmax=1).format(precision=3)"
       ]
     },
     {
@@ -476,7 +476,7 @@
         "    style = f'font-weight: {weight}; color: {color}'\n",
         "    return style\n",
         "\n",
-        "variances.style.set_precision(4).applymap(highlight_variances)\n"
+        "variances.style.format(precision=4).applymap(highlight_variances)\n"
       ]
     },
     {
@@ -554,7 +554,7 @@
         "    style = f'font-weight: {weight}; color: {color}'\n",
         "    return style\n",
         "\n",
-        "spend_fractions.style.set_precision(4).applymap(highlight_low_spend_fractions)\n"
+        "spend_fractions.style.format(precision=4).applymap(highlight_low_spend_fractions)\n"
       ]
     },
     {
@@ -636,7 +636,7 @@
         "    style = f'font-weight: {weight}; color: {color}'\n",
         "    return style\n",
         "\n",
-        "variance_inflation_factors.style.set_precision(4).applymap(highlight_high_vif_values)\n"
+        "variance_inflation_factors.style.format(precision=4).applymap(highlight_high_vif_values)\n"
       ]
     },
     {