diff --git a/ml1/2_2_Read_Data.ipynb b/ml1/2_2_Read_Data.ipynb
index 0d07365..c03d01e 100644
--- a/ml1/2_2_Read_Data.ipynb
+++ b/ml1/2_2_Read_Data.ipynb
@@ -56,7 +56,16 @@
     "\n",
     "The dataset consists of 50 samples from each of three species of Iris (Iris setosa, Iris virginica, and Iris versicolor). Four features were measured from each sample: the length and the width of the sepals and petals, in centimetres. Based on the combination of these four features, a machine learning model will learn to differentiate the species of Iris.\n",
     "\n",
-    "![Iris dataset](./images/iris-dataset.png)"
+     "![Iris dataset](./images/iris-dataset.png \"Iris\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "Here you can see the species and the features.\n",
+    "![Iris features](./images/iris-features.png \"Iris features\")\n",
+    "![Iris classes](./images/iris-classes.png \"Iris classes\")"
    ]
   },
    {