diff --git a/UFCFVQ-15-M_Programming_Task_1.ipynb b/UFCFVQ-15-M_Programming_Task_1.ipynb
index d9be7d6ef346cb1a892a8b6a4a689a56e46f77ef..4d9ebde96ff04c5a1a32ec65a3a6bee6ae2ec1fa 100644
--- a/UFCFVQ-15-M_Programming_Task_1.ipynb
+++ b/UFCFVQ-15-M_Programming_Task_1.ipynb
@@ -555,7 +555,7 @@
     "\n",
     "I used a modified CRISP-DM approach, understanding the requirements, then cycling through iterations of pseudocode, Python code and testing until achieving desired results.   I found the process effective, but also that I can occasionally go “off-piste” while iterating, which can be time-consuming, frustrating and ultimately less productive. \n",
     "\n",
-    "![modified crisp-dm](.\supplemental\\2022-12-18-23-11-02.png)\n",
+    "![modified crisp-dm](https://gitlab.uwe.ac.uk/pho2-lovehagen/05976423_lovehagen_fvq_autumn_2022/-/blob/72273ffec3fc8aa5a1fb4d53b7b2b2b5a2485999/supplemental/2022-12-18-23-11-02.png)\n",
     "    \n",
     "I made conscious use of “new-to-me” tools and techniques like Git, VS_Code, Jupyter notebooks, Markdown throughout.\n",
     "\n",