diff --git a/lab-web-scraping.ipynb b/lab-web-scraping.ipynb
index e552783..d0ee0d0 100644
--- a/lab-web-scraping.ipynb
+++ b/lab-web-scraping.ipynb
@@ -110,14 +110,181 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 32,
       "id": "40359eee-9cd7-4884-bfa4-83344c222305",
       "metadata": {
         "id": "40359eee-9cd7-4884-bfa4-83344c222305"
       },
       "outputs": [],
       "source": [
-        "# Your solution goes here"
+        "import requests\n",
+        "from bs4 import BeautifulSoup\n",
+        "\n",
+        "url = \"https://books.toscrape.com/\"\n",
+        "\n",
+        "response = requests.get(url)\n",
+        "\n",
+        "soup = BeautifulSoup(response.content)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 33,
+      "id": "362a4ecc",
+      "metadata": {},
+      "outputs": [
+        {
+          "name": "stdout",
+          "output_type": "stream",
+          "text": [
+            "A Light in the ...  £51.77                In stock        Add to basket\n",
+            "Tipping the Velvet  £53.74                In stock        Add to basket\n",
+            "Soumission  £50.10                In stock        Add to basket\n",
+            "Sharp Objects  £47.82                In stock        Add to basket\n",
+            "Sapiens: A Brief History ...  £54.23                In stock        Add to basket\n",
+            "The Requiem Red  £22.65                In stock        Add to basket\n",
+            "The Dirty Little Secrets ...  £33.34                In stock        Add to basket\n",
+            "The Coming Woman: A ...  £17.93                In stock        Add to basket\n",
+            "The Boys in the ...  £22.60                In stock        Add to basket\n",
+            "The Black Maria  £52.15                In stock        Add to basket\n",
+            "Starving Hearts (Triangular Trade ...  £13.99                In stock        Add to basket\n",
+            "Shakespeare's Sonnets  £20.66                In stock        Add to basket\n",
+            "Set Me Free  £17.46                In stock        Add to basket\n",
+            "Scott Pilgrim's Precious Little ...  £52.29                In stock        Add to basket\n",
+            "Rip it Up and ...  £35.02                In stock        Add to basket\n",
+            "Our Band Could Be ...  £57.25                In stock        Add to basket\n",
+            "Olio  £23.88                In stock        Add to basket\n",
+            "Mesaerion: The Best Science ...  £37.59                In stock        Add to basket\n",
+            "Libertarianism for Beginners  £51.33                In stock        Add to basket\n",
+            "It's Only the Himalayas  £45.17                In stock        Add to basket\n"
+          ]
+        }
+      ],
+      "source": [
+        "grid = soup.find('ol', attrs={\"class\":'row'})\n",
+        "\n",
+        "books = grid.find_all(\"li\", attrs={\"class\":\"col-xs-6 col-sm-4 col-md-3 col-lg-3\"})\n",
+        "\n",
+        "for book in books:\n",
+        "    print(book.get_text().replace('\\n',' ').strip())\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "c5f0934e",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'Set Me Free'"
+            ]
+          },
+          "execution_count": 43,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "#TITLE\n",
+        "\n",
+        "books[0].find(\"a\", attrs={\"title\": True}).get_text().strip()\n",
+        "\n",
+        "def get_title(book):\n",
+        "    title = book.find(\"a\", attrs={\"title\": True}).get_text().strip()\n",
+        "    return title\n",
+        "\n",
+        "get_title(books[12])\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "5dea3c59",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'£17.46'"
+            ]
+          },
+          "execution_count": 49,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# PRICE\n",
+        "\n",
+        "books[0].find(\"p\", attrs={\"class\": \"price_color\"}).get_text().strip()\n",
+        "\n",
+        "def get_price(book):\n",
+        "    price = book.find(\"p\", attrs={\"class\": \"price_color\"}).get_text().strip()\n",
+        "    return price\n",
+        "\n",
+        "get_price(books[12])\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "8cad30d7",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'Five'"
+            ]
+          },
+          "execution_count": 66,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# RATING\n",
+        "\n",
+        "books[1].find(\"p\", attrs={\"class\": \"star-rating\"})[\"class\"][1]\n",
+        "\n",
+        "def get_rating(book):\n",
+        "    rating = book.find(\"p\", attrs={\"class\": \"star-rating\"})[\"class\"][1]\n",
+        "    return rating\n",
+        "\n",
+        "get_rating(books[12])\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "a56a3078",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'In stock'"
+            ]
+          },
+          "execution_count": 69,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "# STOCK\n",
+        "\n",
+        "books[1].find(\"p\", attrs={\"class\": \"instock availability\"}).get_text().strip()\n",
+        "\n",
+        "def get_stock(book):\n",
+        "    stock = book.find(\"p\", attrs={\"class\": \"instock availability\"}).get_text().strip()\n",
+        "    return stock\n",
+        "\n",
+        "get_stock(books[12])"
       ]
     }
   ],
@@ -126,7 +293,7 @@
       "provenance": []
     },
     "kernelspec": {
-      "display_name": "Python 3 (ipykernel)",
+      "display_name": "base",
       "language": "python",
       "name": "python3"
     },
@@ -140,7 +307,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.13"
+      "version": "3.13.5"
     }
   },
   "nbformat": 4,