diff --git a/docs/Examples/02.AdaSTEM_learning_curve_analysis.ipynb b/docs/Examples/02.AdaSTEM_learning_curve_analysis.ipynb
index 0e98694..c9c1c07 100644
--- a/docs/Examples/02.AdaSTEM_learning_curve_analysis.ipynb
+++ b/docs/Examples/02.AdaSTEM_learning_curve_analysis.ipynb
@@ -40,8 +40,7 @@
     "from stemflow.model.Hurdle import Hurdle_for_AdaSTEM, Hurdle\n",
     "from stemflow.model_selection import ST_CV\n",
     "\n",
-    "warnings.filterwarnings('ignore')\n",
-    "%matplotlib inline"
+    "warnings.filterwarnings('ignore')\n"
    ]
   },
   {
diff --git a/docs/Examples/03.Binding_with_Maxent.ipynb b/docs/Examples/03.Binding_with_Maxent.ipynb
index 3bac737..5aa538f 100644
--- a/docs/Examples/03.Binding_with_Maxent.ipynb
+++ b/docs/Examples/03.Binding_with_Maxent.ipynb
@@ -41,8 +41,7 @@
     "from xgboost import XGBClassifier, XGBRegressor\n",
     "from stemflow.model.Hurdle import Hurdle_for_AdaSTEM, Hurdle\n",
     "import elapid as ela # Please install elapid if you haven't\n",
-    "\n",
-    "%matplotlib inline"
+    "\n"
    ]
   },
   {
diff --git a/docs/Examples/04.SphereAdaSTEM_demo.ipynb b/docs/Examples/04.SphereAdaSTEM_demo.ipynb
index 6b0b393..0be187d 100644
--- a/docs/Examples/04.SphereAdaSTEM_demo.ipynb
+++ b/docs/Examples/04.SphereAdaSTEM_demo.ipynb
@@ -37,8 +37,7 @@
     "import h3pandas\n",
     "\n",
     "pd.set_option('display.max_columns', None)\n",
-    "# warnings.filterwarnings('ignore')\n",
-    "%matplotlib inline"
+    "# warnings.filterwarnings('ignore')\n"
    ]
   },
   {
diff --git a/docs/Examples/05.Hurdle_in_ada_or_ada_in_hurdle.ipynb b/docs/Examples/05.Hurdle_in_ada_or_ada_in_hurdle.ipynb
index b95e949..f10c20f 100644
--- a/docs/Examples/05.Hurdle_in_ada_or_ada_in_hurdle.ipynb
+++ b/docs/Examples/05.Hurdle_in_ada_or_ada_in_hurdle.ipynb
@@ -83,8 +83,7 @@
     "from stemflow.model.Hurdle import Hurdle_for_AdaSTEM, Hurdle\n",
     "from stemflow.model_selection import ST_CV\n",
     "\n",
-    "# warnings.filterwarnings('ignore')\n",
-    "%matplotlib inline"
+    "# warnings.filterwarnings('ignore')\n"
    ]
   },
   {
diff --git a/docs/Examples/06.Base_model_choices.ipynb b/docs/Examples/06.Base_model_choices.ipynb
index 6df9161..ba6a533 100644
--- a/docs/Examples/06.Base_model_choices.ipynb
+++ b/docs/Examples/06.Base_model_choices.ipynb
@@ -66,8 +66,7 @@
     "# from catboost import CatBoostClassifier, CatBoostRegressor\n",
     "# from sklearn.linear_model import LogisticRegression, LinearRegression\n",
     "\n",
-    "warnings.filterwarnings('ignore')\n",
-    "%matplotlib inline"
+    "warnings.filterwarnings('ignore')\n"
    ]
   },
   {
diff --git a/docs/Examples/07.Optimizing_stixel_size.ipynb b/docs/Examples/07.Optimizing_stixel_size.ipynb
index 5f8fd58..6889824 100644
--- a/docs/Examples/07.Optimizing_stixel_size.ipynb
+++ b/docs/Examples/07.Optimizing_stixel_size.ipynb
@@ -90,8 +90,7 @@
     "from xgboost import XGBClassifier, XGBRegressor # remember to install xgboost if you use it as base model\n",
     "from stemflow.model.Hurdle import Hurdle_for_AdaSTEM, Hurdle\n",
     "\n",
-    "# warnings.filterwarnings('ignore')\n",
-    "%matplotlib inline"
+    "# warnings.filterwarnings('ignore')\n"
    ]
   },
   {
diff --git a/docs/Examples/08.Lazy_loading.ipynb b/docs/Examples/08.Lazy_loading.ipynb
index 47d913e..af060a3 100644
--- a/docs/Examples/08.Lazy_loading.ipynb
+++ b/docs/Examples/08.Lazy_loading.ipynb
@@ -42,8 +42,7 @@
     "import copy \n",
     "\n",
     "pd.set_option('display.max_columns', None)\n",
-    "# warnings.filterwarnings('ignore')\n",
-    "%matplotlib inline"
+    "# warnings.filterwarnings('ignore')\n"
    ]
   },
   {