diff --git a/lab-web-scraping.ipynb b/lab-web-scraping.ipynb
index e552783..c369afb 100644
--- a/lab-web-scraping.ipynb
+++ b/lab-web-scraping.ipynb
@@ -110,14 +110,101 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 1,
       "id": "40359eee-9cd7-4884-bfa4-83344c222305",
       "metadata": {
         "id": "40359eee-9cd7-4884-bfa4-83344c222305"
       },
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "Requirement already satisfied: beautifulsoup4 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (4.12.3)\n",
+            "Requirement already satisfied: requests in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (2.32.3)\n",
+            "Requirement already satisfied: pandas in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (2.3.3)\n",
+            "Requirement already satisfied: soupsieve>1.2 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from beautifulsoup4) (2.5)\n",
+            "Requirement already satisfied: charset-normalizer<4,>=2 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from requests) (3.3.2)\n",
+            "Requirement already satisfied: idna<4,>=2.5 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from requests) (3.7)\n",
+            "Requirement already satisfied: urllib3<3,>=1.21.1 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from requests) (2.3.0)\n",
+            "Requirement already satisfied: certifi>=2017.4.17 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from requests) (2025.11.12)\n",
+            "Requirement already satisfied: numpy>=1.26.0 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from pandas) (2.3.4)\n",
+            "Requirement already satisfied: python-dateutil>=2.8.2 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from pandas) (2.9.0.post0)\n",
+            "Requirement already satisfied: pytz>=2020.1 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from pandas) (2024.1)\n",
+            "Requirement already satisfied: tzdata>=2022.7 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from pandas) (2025.2)\n",
+            "Requirement already satisfied: six>=1.5 in c:\\users\\mmouw\\anaconda3\\lib\\site-packages (from python-dateutil>=2.8.2->pandas) (1.17.0)\n"
+          ]
+        }
+      ],
+      "source": [
+        "!pip install beautifulsoup4 requests pandas"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 5,
+      "id": "9c14bbcf",
+      "metadata": {},
       "outputs": [],
       "source": [
-        "# Your solution goes here"
+        "import requests\n",
+        "from bs4 import BeautifulSoup\n",
+        "import pandas as pd\n",
+        "\n",
+        "def scrape_books(min_rating, max_price):\n",
+        "    \n",
+        "    \n",
+        "    rating_map = {'One': 1, 'Two': 2, 'Three': 3, 'Four': 4, 'Five': 5}\n",
+        "    books_list = []\n",
+        "    \n",
+        "\n",
+        "    url = \"https://books.toscrape.com/\"\n",
+        "    response = requests.get(url)\n",
+        "    soup = BeautifulSoup(response.content, 'html.parser')\n",
+        "    \n",
+        "\n",
+        "    books = soup.find_all('article', class_='product_pod')\n",
+        "    \n",
+        "\n",
+        "\n",
+        "\n",
+        "    for book in books:\n",
+        "        title = book.find('h3').find('a')['title']\n",
+        "        \n",
+        "        price = float(book.find('p', class_='price_color').text.replace('£', ''))\n",
+        "        \n",
+        "        rating_class = book.find('p', class_='star-rating')['class'][1]\n",
+        "        rating = rating_map[rating_class]\n",
+        "        \n",
+        "        if rating >= min_rating and price <= max_price:\n",
+        "            books_list.append({'Title': title,'Price (£)': price,'Rating': rating})\n",
+        "    \n",
+        "    return pd.DataFrame(books_list)\n",
+        "\n",
+        "\n",
+        "    \n",
+        "  \n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 6,
+      "id": "81964a76",
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "         Title  Price (£)  Rating\n",
+            "0  Set Me Free      17.46       5\n"
+          ]
+        }
+      ],
+      "source": [
+        "df = scrape_books(min_rating=4, max_price=20)\n",
+        "print(df)"
       ]
     }
   ],
@@ -126,7 +213,7 @@
       "provenance": []
     },
     "kernelspec": {
-      "display_name": "Python 3 (ipykernel)",
+      "display_name": "base",
       "language": "python",
       "name": "python3"
     },
@@ -140,7 +227,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.13"
+      "version": "3.13.5"
     }
   },
   "nbformat": 4,