diff --git a/examples/notebooks/python/mortgage-gpu.ipynb b/examples/notebooks/python/mortgage-gpu.ipynb
index e117cd56f51..e05f82fb8f7 100644
--- a/examples/notebooks/python/mortgage-gpu.ipynb
+++ b/examples/notebooks/python/mortgage-gpu.ipynb
@@ -12,11 +12,10 @@
     "  1. NumPy\n",
     "  2. cudf jar\n",
     "  2. xgboost4j jar\n",
-    "  3. xgboost4j-spark jar"
-
-    "This notebook illustrates the ease of porting a sample CPU based Spark xgboost4j code into GPU. There are two changes required for running Spark XGBoost on GPU:\n"
-    "  1. Data reader uses `GpuDataReader(spark)` instead of `spark.read`"
-    "  2. `setFeaturesCol` function on CPU is replaced by setFeaturesCols(features)"
+    "  3. xgboost4j-spark jar",
+    "This notebook illustrates the ease of porting a sample CPU based Spark xgboost4j code into GPU. There are two changes required for running Spark XGBoost on GPU:\n",
+    "  1. Data reader uses `GpuDataReader(spark)` instead of `spark.read`",
+    "  2. `setFeaturesCol` function on CPU is replaced by setFeaturesCols(features)",
     "     a. This also eliminates the need for vectorization (assembling multiple feature columns in to one column) since we can read multiple columns"
    ]
   },