diff --git a/UFCFVQ-15-M Programming Task 1 Template.ipynb b/UFCFVQ-15-M Programming Task 1 Template.ipynb
index 08a53aefb5fa2e655b5ed92ed81bdf951bdfc540..2164bd480f0ccf63c4a320d302a2b86943d4c5b8 100644
--- a/UFCFVQ-15-M Programming Task 1 Template.ipynb	
+++ b/UFCFVQ-15-M Programming Task 1 Template.ipynb	
@@ -585,7 +585,15 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# write  here"
+    "For this task I made the decision to create my custom functions for calculating measures, like the mean standard deviation and various percentiles. Of relying on built tools from Python libraries I wanted to understand the underlying mathematics and translate it into functional Python code. To map out my approach I utilized pseudocode—a version of code that helps outline the steps without getting overwhelmed by intricate details.\n",
+    "\n",
+    "This hands on methodology proved to be quite challenging. It added complexity to the project. Required scrutiny to avoid errors. Since I wasn't utilizing libraries I had to write lines of code compared to using ready made solutions that could accomplish the same tasks in fewer lines. However despite the increased difficulty level this approach provided insights into how these statistical calculations function and their significance.\n",
+    "\n",
+    "In retrospect there are areas where I believe I can enhance my code further in endeavors. Streamlining its readability and maintainability would be a priority while also exploring techniques, for optimizing its execution speed.\n",
+    "\n",
+    "Although I was unable to utilize any preexisting libraries, for this project I contemplated approaches that could potentially enhance efficiency. These included breaking down the data into segments for processing and exploring intelligent mathematical techniques to expedite the process.\n",
+    "\n",
+    "Overall even though employing libraries would have simplified the project constructing everything from scratch proved to be an endeavor. It compelled me to reflect on the balance, between leveraging existing resources and cultivating a comprehension by undertaking tasks independently."
    ]
   },
   {