diff --git a/UFCFVQ-15-M_Programming_Task_1.ipynb b/UFCFVQ-15-M_Programming_Task_1.ipynb
index 3e871e203cdb90fedd8f948f0f67a2d1539c8e74..b97e94ea19f25e6648028f3f73de55212969ced5 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](https://gitlab.uwe.ac.uk/pho2-lovehagen/05976423_lovehagen_fvq_autumn_2022/-/blob/72273ffec3fc8aa5a1fb4d53b7b2b2b5a2485999/supplemental/2022-12-18-23-11-02.png)\n",
+    "![modified crisp-dm](\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",
@@ -594,7 +594,6 @@
     "\n",
     "\n",
     "\n",
-    "[def]: https://gitlab.uwe.ac.uk/pho2-lovehagen/05976423_lovehagen_fvq_autumn_2022/-/blob/e3098a36c40f92c5333c7492e0d38c7cd8d59f31/supplemental/2022-12-18-23-11-02.png"
    ]
   },
   {