diff --git a/README.md b/README.md
index 4df36f3..28e54f2 100644
--- a/README.md
+++ b/README.md
@@ -13,7 +13,7 @@ Code for detecting and classifying bat echolocation calls in high frequency audi
 
 
 ### Try the model on Colab
-Click [here](https://colab.research.google.com/github.com/macaodha/batdetect2/blob/master/batdetect2_notebook.ipynb) to run run the model using Colab.
+Click [here](https://colab.research.google.com/github/macaodha/batdetect2/blob/master/batdetect2_notebook.ipynb) to run run the model using Colab.
 
 
 ### Running the model on your own data
diff --git a/batdetect2_notebook.ipynb b/batdetect2_notebook.ipynb
index 2097aea..6865490 100644
--- a/batdetect2_notebook.ipynb
+++ b/batdetect2_notebook.ipynb
@@ -6,7 +6,7 @@
    "source": [
     "# BatDetect2 - Demo\n",
     "\n",
-    "This notebook illustrates how to use Google Colab to run the bat detection code. Click [here](https://colab.research.google.com/github.com/macaodha/batdetect2/blob/master/batdetect2_notebook.ipynb) to run it on Colab.  \n",
+    "This notebook illustrates how to use Google Colab to run the bat detection code. Click [here](https://colab.research.google.com/github/macaodha/batdetect2/blob/master/batdetect2_notebook.ipynb) to run it on Colab.  \n",
     "\n",
     "Make sure to enable GPU usage on Colab for this Notebook to make it run faster.  "
    ]
@@ -17,8 +17,10 @@
    "metadata": {},
    "outputs": [],
    "source": [
-    "# clone the code\n",
-    "#!git clone https://github.com/macaodha/batdetect2"
+    "# the following lines are only needed in Colab.\n",
+    "# clone the code and change directory\n",
+    "!git clone https://github.com/macaodha/batdetect2\n",
+    "%cd batdetect2"
    ]
   },
   {
@@ -30,7 +32,6 @@
     "# import the necessary libraries\n",
     "import os\n",
     "import glob\n",
-    "import config\n",
     "import matplotlib.pyplot as plt\n",
     "\n",
     "import config\n",
@@ -253,7 +254,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3 (ipykernel)",
+   "display_name": "Python 3",
    "language": "python",
    "name": "python3"
   },
@@ -267,7 +268,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.10"
+   "version": "3.8.8"
   }
  },
  "nbformat": 4,
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