diff --git a/lab-web-scraping.ipynb b/lab-web-scraping.ipynb
index e552783..42494d7 100644
--- a/lab-web-scraping.ipynb
+++ b/lab-web-scraping.ipynb
@@ -110,15 +110,668 @@
     },
     {
       "cell_type": "code",
-      "execution_count": null,
+      "execution_count": 1,
       "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",
+        "import pandas as pd"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 82,
+      "id": "4368425e",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "url = \"https://books.toscrape.com/catalogue/page-1.html\"\n",
+        "response = requests.get(url)\n",
+        "\n",
+        "soup = BeautifulSoup(response.content)\n",
+        "\n",
+        "#identify the grid\n",
+        "grid = soup.find(\"ol\", attrs = {\"class\":\"row\"})\n",
+        "\n",
+        "#within the grid, identify all books\n",
+        "books = grid.find_all(\"article\", attrs = {\"class\":\"product_pod\"})"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 83,
+      "id": "a985fe3c",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/plain": [
+              "'Three'"
+            ]
+          },
+          "execution_count": 83,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "#title\n",
+        "books[0].find_all(\"a\")[-1][\"title\"]\n",
+        "\n",
+        "#price\n",
+        "books[0].find(\"p\", attrs = {\"class\":\"price_color\"}).get_text()\n",
+        "\n",
+        "#rating\n",
+        "books[0].find(\"p\", attrs = {\"class\":\"star-rating\"})[\"class\"][-1]"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 133,
+      "id": "6a157e27",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "def get_title(book):\n",
+        "    return book.find_all(\"a\")[-1][\"title\"]\n",
+        "\n",
+        "def get_price(book):\n",
+        "    raw_price = book.find(\"p\", attrs = {\"class\":\"price_color\"}).get_text()\n",
+        "    clean_price = float(raw_price.replace(\"£\", \"\"))\n",
+        "    return float(clean_price)\n",
+        "\n",
+        "def get_rating(book):\n",
+        "    raw_rating = book.find(\"p\", attrs = {\"class\":\"star-rating\"})[\"class\"][-1]\n",
+        "    if raw_rating == \"One\":\n",
+        "        return 1\n",
+        "    elif raw_rating == \"Two\":\n",
+        "        return 2\n",
+        "    elif raw_rating == \"Three\":\n",
+        "        return 3\n",
+        "    elif raw_rating == \"Four\":\n",
+        "        return 4\n",
+        "    else:\n",
+        "        return 5\n",
+        "    \n",
+        "def get_link(book):\n",
+        "    domain = \"https://books.toscrape.com/catalogue/\"\n",
+        "    href = book.find_all(\"a\")[-1][\"href\"]\n",
+        "\n",
+        "    return domain + href\n",
+        "\n",
+        "\n",
+        "def get_upc(soup_book):\n",
+        "    upc = soup_book.find(\"td\").get_text()\n",
+        "    return upc\n",
+        "\n",
+        "\n",
+        "def get_availability(soup_book):\n",
+        "    return soup_book.find(\"p\", attrs={\"class\":\"instock availability\"}).get_text().strip()\n",
+        "\n",
+        "def get_description(soup_book):\n",
+        "    return soup_book.find(\"div\", id=\"product_description\").find_next(\"p\").get_text().strip()\n",
+        "\n",
+        "def get_genre(soup_book):\n",
+        "    return soup_book.find(\"ul\", attrs = {\"class\":\"breadcrumb\"}).find_all(\"li\")[-2].get_text().strip()"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "1168e2c4",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "def scrape_books(max_price, min_rating, page_number):\n",
+        "\n",
+        "    url = f\"https://books.toscrape.com/catalogue/page-{page_number}.html\"\n",
+        "    response = requests.get(url)\n",
+        "\n",
+        "    soup = BeautifulSoup(response.content)\n",
+        "\n",
+        "    #identify the grid\n",
+        "    grid = soup.find(\"ol\", attrs = {\"class\":\"row\"})\n",
+        "\n",
+        "    #within the grid, identify all books\n",
+        "    books = grid.find_all(\"article\", attrs = {\"class\":\"product_pod\"})\n",
+        "\n",
+        "    dict = {}\n",
+        "    index = 0\n",
+        "\n",
+        "    for book in books:\n",
+        "        title = get_title(book)\n",
+        "        price = get_price(book)\n",
+        "        rating = get_rating(book)\n",
+        "        book_url = get_link(book)\n",
+        "\n",
+        "\n",
+        "\n",
+        "        if max_price >= price and min_rating <= rating:\n",
+        "            #if both conditions above are met, we need to extract more data (UPC, Genre, etc)\n",
+        "            r_book = requests.get(book_url)\n",
+        "            soup_book = BeautifulSoup(r_book.content)\n",
+        "\n",
+        "            #extra fields to scrap\n",
+        "            upc = get_upc(soup_book)\n",
+        "            availability = get_availability(soup_book)\n",
+        "            description = get_description(soup_book)\n",
+        "            genre = get_genre(soup_book)\n",
+        "\n",
+        "\n",
+        "            dict[index] = {\"title\": title,\n",
+        "                        \"price\":price,\n",
+        "                        \"rating\":rating,\n",
+        "                        \"url\": book_url,\n",
+        "                        \"upc\":upc,\n",
+        "                        \"availability\": availability,\n",
+        "                        \"description\":description,\n",
+        "                        \"genre\": genre}\n",
+        "            \n",
+        "            index +=1\n",
+        "        else:\n",
+        "            pass\n",
+        "\n",
+        "    return pd.DataFrame.from_dict(dict, orient = \"index\")\n",
+        "\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "e51553bb",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "max_price = 20\n",
+        "min_rating = 4\n",
+        "\n",
+        "list_of_dfs = []\n",
+        "for i in range(1, 51):\n",
+        "   df = scrape_books(max_price= max_price, \n",
+        "                     min_rating= min_rating, \n",
+        "                     page_number=i)\n",
+        "   \n",
+        "   list_of_dfs.append(df)\n",
+        "   print(f\"Scraping page number {i}\")"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 162,
+      "id": "54cc8f93",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "full_df = pd.concat(list_of_dfs, ignore_index=True)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 163,
+      "id": "181d5703",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>title</th>\n",
+              "      <th>price</th>\n",
+              "      <th>rating</th>\n",
+              "      <th>url</th>\n",
+              "      <th>upc</th>\n",
+              "      <th>availability</th>\n",
+              "      <th>description</th>\n",
+              "      <th>genre</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Set Me Free</td>\n",
+              "      <td>17.46</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/set-me-fr...</td>\n",
+              "      <td>ce6396b0f23f6ecc</td>\n",
+              "      <td>In stock (19 available)</td>\n",
+              "      <td>Aaron Ledbetter’s future had been planned out ...</td>\n",
+              "      <td>Young Adult</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>The Four Agreements: A Practical Guide to Pers...</td>\n",
+              "      <td>17.66</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/the-four-...</td>\n",
+              "      <td>6258a1f6a6dcfe50</td>\n",
+              "      <td>In stock (18 available)</td>\n",
+              "      <td>In The Four Agreements, don Miguel Ruiz reveal...</td>\n",
+              "      <td>Spirituality</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Sophie's World</td>\n",
+              "      <td>15.94</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/sophies-w...</td>\n",
+              "      <td>6be3beb0793a53e7</td>\n",
+              "      <td>In stock (18 available)</td>\n",
+              "      <td>A page-turning novel that is also an explorati...</td>\n",
+              "      <td>Philosophy</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Untitled Collection: Sabbath Poems 2014</td>\n",
+              "      <td>14.27</td>\n",
+              "      <td>4</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/untitled-...</td>\n",
+              "      <td>657fe5ead67a7767</td>\n",
+              "      <td>In stock (16 available)</td>\n",
+              "      <td>More than thirty-five years ago, when the weat...</td>\n",
+              "      <td>Poetry</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>This One Summer</td>\n",
+              "      <td>19.49</td>\n",
+              "      <td>4</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/this-one-...</td>\n",
+              "      <td>51653ef291ab7ddc</td>\n",
+              "      <td>In stock (16 available)</td>\n",
+              "      <td>Every summer, Rose goes with her mom and dad t...</td>\n",
+              "      <td>Sequential Art</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>70</th>\n",
+              "      <td>The Zombie Room</td>\n",
+              "      <td>19.69</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/the-zombi...</td>\n",
+              "      <td>9c96cd1329fbd82d</td>\n",
+              "      <td>In stock (1 available)</td>\n",
+              "      <td>An unlikely bond is forged between three men f...</td>\n",
+              "      <td>Default</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>71</th>\n",
+              "      <td>The Silent Wife</td>\n",
+              "      <td>12.34</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/the-silen...</td>\n",
+              "      <td>b78deb463531d078</td>\n",
+              "      <td>In stock (1 available)</td>\n",
+              "      <td>A chilling psychological thriller about a marr...</td>\n",
+              "      <td>Fiction</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>72</th>\n",
+              "      <td>The Girl You Lost</td>\n",
+              "      <td>12.29</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/the-girl-...</td>\n",
+              "      <td>4280ac3eab57aa5d</td>\n",
+              "      <td>In stock (1 available)</td>\n",
+              "      <td>Eighteen years ago your baby daughter was snat...</td>\n",
+              "      <td>Mystery</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>73</th>\n",
+              "      <td>The Edge of Reason (Bridget Jones #2)</td>\n",
+              "      <td>19.18</td>\n",
+              "      <td>4</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/the-edge-...</td>\n",
+              "      <td>29fc016c459aeb14</td>\n",
+              "      <td>In stock (1 available)</td>\n",
+              "      <td>Monday 27 January“7:15 a.m. Hurrah! The wilder...</td>\n",
+              "      <td>Womens Fiction</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>74</th>\n",
+              "      <td>A Spy's Devotion (The Regency Spies of London #1)</td>\n",
+              "      <td>16.97</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/a-spys-de...</td>\n",
+              "      <td>19fec36a1dfb4c16</td>\n",
+              "      <td>In stock (1 available)</td>\n",
+              "      <td>In England’s Regency era, manners and elegance...</td>\n",
+              "      <td>Historical Fiction</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>75 rows × 8 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                                                title  price  rating  \\\n",
+              "0                                         Set Me Free  17.46       5   \n",
+              "1   The Four Agreements: A Practical Guide to Pers...  17.66       5   \n",
+              "2                                      Sophie's World  15.94       5   \n",
+              "3             Untitled Collection: Sabbath Poems 2014  14.27       4   \n",
+              "4                                     This One Summer  19.49       4   \n",
+              "..                                                ...    ...     ...   \n",
+              "70                                    The Zombie Room  19.69       5   \n",
+              "71                                    The Silent Wife  12.34       5   \n",
+              "72                                  The Girl You Lost  12.29       5   \n",
+              "73              The Edge of Reason (Bridget Jones #2)  19.18       4   \n",
+              "74  A Spy's Devotion (The Regency Spies of London #1)  16.97       5   \n",
+              "\n",
+              "                                                  url               upc  \\\n",
+              "0   https://books.toscrape.com/catalogue/set-me-fr...  ce6396b0f23f6ecc   \n",
+              "1   https://books.toscrape.com/catalogue/the-four-...  6258a1f6a6dcfe50   \n",
+              "2   https://books.toscrape.com/catalogue/sophies-w...  6be3beb0793a53e7   \n",
+              "3   https://books.toscrape.com/catalogue/untitled-...  657fe5ead67a7767   \n",
+              "4   https://books.toscrape.com/catalogue/this-one-...  51653ef291ab7ddc   \n",
+              "..                                                ...               ...   \n",
+              "70  https://books.toscrape.com/catalogue/the-zombi...  9c96cd1329fbd82d   \n",
+              "71  https://books.toscrape.com/catalogue/the-silen...  b78deb463531d078   \n",
+              "72  https://books.toscrape.com/catalogue/the-girl-...  4280ac3eab57aa5d   \n",
+              "73  https://books.toscrape.com/catalogue/the-edge-...  29fc016c459aeb14   \n",
+              "74  https://books.toscrape.com/catalogue/a-spys-de...  19fec36a1dfb4c16   \n",
+              "\n",
+              "               availability  \\\n",
+              "0   In stock (19 available)   \n",
+              "1   In stock (18 available)   \n",
+              "2   In stock (18 available)   \n",
+              "3   In stock (16 available)   \n",
+              "4   In stock (16 available)   \n",
+              "..                      ...   \n",
+              "70   In stock (1 available)   \n",
+              "71   In stock (1 available)   \n",
+              "72   In stock (1 available)   \n",
+              "73   In stock (1 available)   \n",
+              "74   In stock (1 available)   \n",
+              "\n",
+              "                                          description               genre  \n",
+              "0   Aaron Ledbetter’s future had been planned out ...         Young Adult  \n",
+              "1   In The Four Agreements, don Miguel Ruiz reveal...        Spirituality  \n",
+              "2   A page-turning novel that is also an explorati...          Philosophy  \n",
+              "3   More than thirty-five years ago, when the weat...              Poetry  \n",
+              "4   Every summer, Rose goes with her mom and dad t...      Sequential Art  \n",
+              "..                                                ...                 ...  \n",
+              "70  An unlikely bond is forged between three men f...             Default  \n",
+              "71  A chilling psychological thriller about a marr...             Fiction  \n",
+              "72  Eighteen years ago your baby daughter was snat...             Mystery  \n",
+              "73  Monday 27 January“7:15 a.m. Hurrah! The wilder...      Womens Fiction  \n",
+              "74  In England’s Regency era, manners and elegance...  Historical Fiction  \n",
+              "\n",
+              "[75 rows x 8 columns]"
+            ]
+          },
+          "execution_count": 163,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "full_df"
       ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "eaff14db",
+      "metadata": {},
+      "outputs": [],
+      "source": []
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "7dae506e",
+      "metadata": {},
+      "outputs": [],
+      "source": [
+        "#alternative -> for loop inside the function\n",
+        "\n",
+        "def scrape_books(max_price, min_rating):\n",
+        "\n",
+        "    list_of_dfs = []\n",
+        "    for page_number in range(1, 51):\n",
+        "\n",
+        "        url = f\"https://books.toscrape.com/catalogue/page-{page_number}.html\"\n",
+        "        response = requests.get(url)\n",
+        "\n",
+        "        soup = BeautifulSoup(response.content)\n",
+        "\n",
+        "        #identify the grid\n",
+        "        grid = soup.find(\"ol\", attrs = {\"class\":\"row\"})\n",
+        "\n",
+        "        #within the grid, identify all books\n",
+        "        books = grid.find_all(\"article\", attrs = {\"class\":\"product_pod\"})\n",
+        "\n",
+        "        dict = {}\n",
+        "        index = 0\n",
+        "\n",
+        "        for book in books:\n",
+        "            title = get_title(book)\n",
+        "            price = get_price(book)\n",
+        "            rating = get_rating(book)\n",
+        "            book_url = get_link(book)\n",
+        "\n",
+        "\n",
+        "\n",
+        "            if max_price >= price and min_rating <= rating:\n",
+        "                #if both conditions above are met, we need to extract more data (UPC, Genre, etc)\n",
+        "                r_book = requests.get(book_url)\n",
+        "                soup_book = BeautifulSoup(r_book.content)\n",
+        "\n",
+        "                #extra fields to scrap\n",
+        "                upc = get_upc(soup_book)\n",
+        "                availability = get_availability(soup_book)\n",
+        "                description = get_description(soup_book)\n",
+        "                genre = get_genre(soup_book)\n",
+        "\n",
+        "\n",
+        "                dict[index] = {\"title\": title,\n",
+        "                            \"price\":price,\n",
+        "                            \"rating\":rating,\n",
+        "                            \"url\": book_url,\n",
+        "                            \"upc\":upc,\n",
+        "                            \"availability\": availability,\n",
+        "                            \"description\":description,\n",
+        "                            \"genre\": genre}\n",
+        "                \n",
+        "                index +=1\n",
+        "            else:\n",
+        "                pass\n",
+        "\n",
+        "        page_df = pd.DataFrame.from_dict(dict, orient = \"index\")\n",
+        "        list_of_dfs.append(page_df)\n",
+        "\n",
+        "    return pd.concat(list_of_dfs, ignore_index=True)\n"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": 165,
+      "id": "ed2938a0",
+      "metadata": {},
+      "outputs": [
+        {
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>title</th>\n",
+              "      <th>price</th>\n",
+              "      <th>rating</th>\n",
+              "      <th>url</th>\n",
+              "      <th>upc</th>\n",
+              "      <th>availability</th>\n",
+              "      <th>description</th>\n",
+              "      <th>genre</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>Set Me Free</td>\n",
+              "      <td>17.46</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/set-me-fr...</td>\n",
+              "      <td>ce6396b0f23f6ecc</td>\n",
+              "      <td>In stock (19 available)</td>\n",
+              "      <td>Aaron Ledbetter’s future had been planned out ...</td>\n",
+              "      <td>Young Adult</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>The Four Agreements: A Practical Guide to Pers...</td>\n",
+              "      <td>17.66</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/the-four-...</td>\n",
+              "      <td>6258a1f6a6dcfe50</td>\n",
+              "      <td>In stock (18 available)</td>\n",
+              "      <td>In The Four Agreements, don Miguel Ruiz reveal...</td>\n",
+              "      <td>Spirituality</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>Sophie's World</td>\n",
+              "      <td>15.94</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/sophies-w...</td>\n",
+              "      <td>6be3beb0793a53e7</td>\n",
+              "      <td>In stock (18 available)</td>\n",
+              "      <td>A page-turning novel that is also an explorati...</td>\n",
+              "      <td>Philosophy</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>Untitled Collection: Sabbath Poems 2014</td>\n",
+              "      <td>14.27</td>\n",
+              "      <td>4</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/untitled-...</td>\n",
+              "      <td>657fe5ead67a7767</td>\n",
+              "      <td>In stock (16 available)</td>\n",
+              "      <td>More than thirty-five years ago, when the weat...</td>\n",
+              "      <td>Poetry</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>This One Summer</td>\n",
+              "      <td>19.49</td>\n",
+              "      <td>4</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/this-one-...</td>\n",
+              "      <td>51653ef291ab7ddc</td>\n",
+              "      <td>In stock (16 available)</td>\n",
+              "      <td>Every summer, Rose goes with her mom and dad t...</td>\n",
+              "      <td>Sequential Art</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>Thirst</td>\n",
+              "      <td>17.27</td>\n",
+              "      <td>5</td>\n",
+              "      <td>https://books.toscrape.com/catalogue/thirst_94...</td>\n",
+              "      <td>709822d0b5bcb7f4</td>\n",
+              "      <td>In stock (16 available)</td>\n",
+              "      <td>On a searing summer Friday, Eddie Chapman has ...</td>\n",
+              "      <td>Fiction</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "                                               title  price  rating  \\\n",
+              "0                                        Set Me Free  17.46       5   \n",
+              "1  The Four Agreements: A Practical Guide to Pers...  17.66       5   \n",
+              "2                                     Sophie's World  15.94       5   \n",
+              "3            Untitled Collection: Sabbath Poems 2014  14.27       4   \n",
+              "4                                    This One Summer  19.49       4   \n",
+              "5                                             Thirst  17.27       5   \n",
+              "\n",
+              "                                                 url               upc  \\\n",
+              "0  https://books.toscrape.com/catalogue/set-me-fr...  ce6396b0f23f6ecc   \n",
+              "1  https://books.toscrape.com/catalogue/the-four-...  6258a1f6a6dcfe50   \n",
+              "2  https://books.toscrape.com/catalogue/sophies-w...  6be3beb0793a53e7   \n",
+              "3  https://books.toscrape.com/catalogue/untitled-...  657fe5ead67a7767   \n",
+              "4  https://books.toscrape.com/catalogue/this-one-...  51653ef291ab7ddc   \n",
+              "5  https://books.toscrape.com/catalogue/thirst_94...  709822d0b5bcb7f4   \n",
+              "\n",
+              "              availability                                        description  \\\n",
+              "0  In stock (19 available)  Aaron Ledbetter’s future had been planned out ...   \n",
+              "1  In stock (18 available)  In The Four Agreements, don Miguel Ruiz reveal...   \n",
+              "2  In stock (18 available)  A page-turning novel that is also an explorati...   \n",
+              "3  In stock (16 available)  More than thirty-five years ago, when the weat...   \n",
+              "4  In stock (16 available)  Every summer, Rose goes with her mom and dad t...   \n",
+              "5  In stock (16 available)  On a searing summer Friday, Eddie Chapman has ...   \n",
+              "\n",
+              "            genre  \n",
+              "0     Young Adult  \n",
+              "1    Spirituality  \n",
+              "2      Philosophy  \n",
+              "3          Poetry  \n",
+              "4  Sequential Art  \n",
+              "5         Fiction  "
+            ]
+          },
+          "execution_count": 165,
+          "metadata": {},
+          "output_type": "execute_result"
+        }
+      ],
+      "source": [
+        "scrape_books(20, 4)"
+      ]
+    },
+    {
+      "cell_type": "code",
+      "execution_count": null,
+      "id": "e92603f8",
+      "metadata": {},
+      "outputs": [],
+      "source": []
     }
   ],
   "metadata": {
@@ -126,7 +779,7 @@
       "provenance": []
     },
     "kernelspec": {
-      "display_name": "Python 3 (ipykernel)",
+      "display_name": "base",
       "language": "python",
       "name": "python3"
     },
@@ -140,7 +793,7 @@
       "name": "python",
       "nbconvert_exporter": "python",
       "pygments_lexer": "ipython3",
-      "version": "3.9.13"
+      "version": "3.12.7"
     }
   },
   "nbformat": 4,