diff --git a/ml1/2_2_Read_Data.ipynb b/ml1/2_2_Read_Data.ipynb
index 13dbee3..dc61966 100644
--- a/ml1/2_2_Read_Data.ipynb
+++ b/ml1/2_2_Read_Data.ipynb
@@ -54,7 +54,7 @@
    "source": [
     "The [Iris flower dataset](https://en.wikipedia.org/wiki/Iris_flower_data_set), available at [UCI dataset repository](https://archive.ics.uci.edu/ml/datasets/Iris), is a classic dataset for classification.\n",
     "\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.\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](files/images/iris-dataset.jpg)"
    ]
@@ -63,7 +63,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "In ordert to read the dataset, we import the datasets bundle and then load the Iris dataset. "
+    "In order to read the dataset, we import the datasets bundle and then load the Iris dataset. "
    ]
   },
   {