diff --git a/project.ipynb b/project.ipynb
index 8b660c1..70b0817 100644
--- a/project.ipynb
+++ b/project.ipynb
@@ -4,7 +4,13 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "# **Pharma Drug Sales – Analysis and Forecasting**"
+    "# **Pharma Drug Sales – Analysis and Forecasting**\n",
+    "\n",
+    "**Group 18**\n",
+    "\n",
+    "Athos Freitas - up202108792\n",
+    "\n",
+    "Luís Du - up202105385\n"
    ]
   },
   {
@@ -3123,7 +3129,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
-    "### **8.3. Accurary measures**"
+    "### **8.3. Accuracy measures**"
    ]
   },
   {
@@ -3328,7 +3334,7 @@
     "\n",
     "- Zdravkovic, M. (2025). Pharma Sales Data. Kaggle. https://www.kaggle.com/datasets/milanzdravkovic/pharma-sales-data \n",
     "\n",
-    "- Cotta, P. V. (2020). Introdução ao ARIMA e SARIMA: Modelos de Séries Temporais. Medium. https://medium.com/@paulovpcotta introdu%C3%A7%C3%A3o-ao-arima-e-sarima-modelos-de-s%C3%A9ries-temporais-51992ae5abfd \n",
+    "- Cotta, P. V. (2020). Introdução ao ARIMA e SARIMA: Modelos de Séries Temporais. Medium. https://medium.com/@paulovpcotta/introdu%C3%A7%C3%A3o-ao-arima-e-sarima-modelos-de-s%C3%A9ries-temporais-51992ae5abfd\n",
     "\n",
     "- Tankard, J. C. (2020). Forecasting with Fourier Series. Medium. https://medium.com/@jcatankard_76170/forecasting-with-fourier-series-8196721e7a3a \n",
     "\n",
@@ -3336,6 +3342,11 @@
     "\n",
     "- Moodle Course Info. (2025). Moodle Course. https://moodle2425.up.pt/course/view.php?id=6699 "
    ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": []
   }
  ],
  "metadata": {
diff --git a/report.pdf b/report_group18.pdf
similarity index 100%
rename from report.pdf
rename to report_group18.pdf