Merge pull request #67 from UBC-MDS/address_review

fix: Feedback addressed by Yajing

docs/example.ipynb

@@ -192,7 +192,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "The resulting R-squared value of 0.181 means that approximately 18.1% of the variability in a country's life expectancy is explained by the country's year. In terms of interpreting this information, it only indicates a weak relationship between the explanatory and response. Try different combinations of explanatory and response variables to see which are strongly correlated!"
+    "The resulting R-squared value of 0.181 means that approximately 18.1% of the variability in a country's life expectancy is explained by the country's year. In terms of interpreting this information, it only indicates a weak relationship between the explanatory and response. Try different combinations of explanatory and response variables to see which models provide a better fit for the data!"
    ]
   },
   {
@@ -234,7 +234,7 @@
    "source": [
     "A low MAPE (e.g., <10%) indicates the model is relatively accurate.\n",
     "A high MAPE suggests the model may not generalize well to the data, requiring further tuning or feature selection.\n",
-    "In our case our MAPE calculated is 1.4% which proves our simple linear model's predictions are only off by 1.4% on average.\n",
+    "In our case our MAPE calculated is 1.4% which indicates our simple linear model's predictions are only off by 1.4% on average.\n",
     "\n",
     "Below is an illustrative plot showing how MAPE helps identify where true and predicted values differ."
    ]