diff --git a/.ipynb_checkpoints/Data Cleaning Tutorial - Real Python-checkpoint.ipynb b/.ipynb_checkpoints/Data Cleaning Tutorial - Real Python-checkpoint.ipynb
index 705e77b..c3afe6a 100644
--- a/.ipynb_checkpoints/Data Cleaning Tutorial - Real Python-checkpoint.ipynb	
+++ b/.ipynb_checkpoints/Data Cleaning Tutorial - Real Python-checkpoint.ipynb	
@@ -287,6 +287,8 @@
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
+              <th></th>\n",
+              <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
        "      <th></th>\n",
diff --git a/README.md b/README.md
new file mode 100644
index 0000000..8774a3d
--- /dev/null
+++ b/README.md
@@ -0,0 +1,2 @@
+# python-data-cleaning
+Jupyter Notebooks and datasets for our Python data cleaning tutorial