diff --git a/docs/examples/example_feature_importance_shap.ipynb b/docs/examples/example_feature_importance_shap.ipynb
index 4a4a2b8..a42d8af 100644
--- a/docs/examples/example_feature_importance_shap.ipynb
+++ b/docs/examples/example_feature_importance_shap.ipynb
@@ -368,11 +368,11 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In these SHAP summary plots, the color and orientation of the plotted values help understand\n",
+    "In these SHAP summary plots, the color and orientation of the plotted values help us to understand\n",
     "their impact on model predictions.\n",
     "\n",
     "Each dot in the plot represents a single instance of the given feature present in the data set.\n",
-    "The x-axis conveys the Shapley value, signifying the strength and directionality of the\n",
+    "The x-axis displays the Shapley value, signifying the strength and directionality of the\n",
     "feature's impact. The y-axis displays a subset of the features in the model.\n",
     "\n",
     "The Shapley value, exhibited on the horizontal axis, is oriented such that values on the\n",