amazon_product_web_scraping.ipynb

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      "source": [
        "import requests\n",
        "from bs4 import BeautifulSoup\n",
        "import pandas as pd\n",
        "import numpy as np\n",
        "\n",
        "# Function to extract Product Title\n",
        "def get_title(soup):\n",
        "    try:\n",
        "        # Outer Tag Object\n",
        "        title = soup.find(\"span\", attrs={\"id\": 'productTitle'})\n",
        "        # Inner NavigatableString Object\n",
        "        title_value = title.text\n",
        "        # Title as a string value\n",
        "        title_string = title_value.strip()\n",
        "    except AttributeError:\n",
        "        title_string = \"\"\n",
        "    return title_string\n",
        "\n",
        "# Function to extract Product Price\n",
        "def get_price(soup):\n",
        "    try:\n",
        "        price = soup.find('span' , attrs={'class' : 'a-price aok-align-center'}).find('span' , attrs={'class' : 'a-offscreen'}).string.strip()\n",
        "    except AttributeError:\n",
        "        price = \"\"\n",
        "    return price\n",
        "\n",
        "if __name__ == '__main__':\n",
        "    # Add your user agent\n",
        "    HEADERS = {\n",
        "        'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/126.0.0.0 Safari/537.36 Edg/126.0.0.0',\n",
        "        'Accept-Language': 'en-US, en;q=0.5'\n",
        "    }\n",
        "\n",
        "    # The webpage URL\n",
        "    URL = \"https://www.amazon.in/s?k=formal+shoes+for+men&crid=31MBP7IYXEE53&sprefix=for%2Caps%2C315&ref=nb_sb_ss_w_hit-vc-lth_formal-shoes-for-men_k0_1_3\"\n",
        "\n",
        "    # HTTP Request\n",
        "    webpage = requests.get(URL, headers=HEADERS)\n",
        "    webpage.raise_for_status()  # Raise an exception for HTTP errors\n",
        "\n",
        "    # Soup Object containing all data\n",
        "    soup = BeautifulSoup(webpage.content, \"html.parser\")\n",
        "\n",
        "    # Fetch links as List of Tag Objects\n",
        "    links = soup.find_all(\"a\", attrs={'class': 'a-link-normal s-underline-text s-underline-link-text s-link-style a-text-normal'})\n",
        "\n",
        "    # Store the links\n",
        "    links_list = [\"https://www.amazon.in\" + link.get('href') for link in links]\n",
        "\n",
        "    d = {\"title\": [], \"price\": [], \"link\": []}\n",
        "\n",
        "    # Loop for extracting product details from each link\n",
        "    for link in links_list:\n",
        "        try:\n",
        "            new_webpage = requests.get(link, headers=HEADERS)\n",
        "            new_webpage.raise_for_status()  # Raise an exception for HTTP errors\n",
        "\n",
        "            new_soup = BeautifulSoup(new_webpage.content, \"html.parser\")\n",
        "\n",
        "            # Function calls to display all necessary product information\n",
        "            d['title'].append(get_title(new_soup))\n",
        "            d['price'].append(get_price(new_soup))\n",
        "            d['link'].append(link)  # Append the link directly\n",
        "\n",
        "        except requests.exceptions.RequestException as e:\n",
        "            print(f\"Failed to retrieve page: {link}\\nError: {e}\")\n",
        "            d['title'].append(\"\")\n",
        "            d['price'].append(\"\")\n",
        "            d['link'].append(\"\")\n",
        "\n",
        "    amazon_df = pd.DataFrame.from_dict(d)\n",
        "    amazon_df['title'].replace('', np.nan, inplace=True)\n",
        "    amazon_df = amazon_df.dropna(subset=['title'])\n",
        "    amazon_df.to_csv(\"amazon_data.csv\", header=True, index=False)\n"
      ]
    },
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      "source": [
        "amazon_df"
      ],
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      "outputs": [
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          "data": {
            "text/plain": [
              "                                                title      price  \\\n",
              "0   Blue Leather mens 3943 Loafers|Slip on Formal ...  ₹1,499.00   \n",
              "1   NOBILITY by Action Formal Slip On Shoe's for M...  ₹1,049.00   \n",
              "2   ARAMISH Men's Genuine Leather Lace Up Formal S...  ₹1,699.00   \n",
              "3   NOBILITY by Action Formal Slip On Shoes for Me...  ₹1,049.00   \n",
              "4                               Bata Men's MAX Formal    ₹878.00   \n",
              "..                                                ...        ...   \n",
              "61  FAUSTO Men's Formal Lace Up Oxford Shoes for O...  ₹1,216.00   \n",
              "62  FAUSTO Men's Formal Office Dress Lace Up Derby...    ₹831.00   \n",
              "63    Amazon Brand - Symbol Mens FlorenceFormal Shoes    ₹689.00   \n",
              "64  Blue Leather mens 3908 Classic Slipon Formal S...    ₹999.00   \n",
              "65  Auserio Men's Full Grain Leather Toe Cap Derby...  ₹1,599.00   \n",
              "\n",
              "                                                 link  \n",
              "0   https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "1   https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "2   https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "3   https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "4   https://www.amazon.in/BATA-Mens-Black-Sneaker-...  \n",
              "..                                                ...  \n",
              "61  https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "62  https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "63  https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "64  https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "65  https://www.amazon.in/sspa/click?ie=UTF8&spc=M...  \n",
              "\n",
              "[65 rows x 3 columns]"
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              "  <thead>\n",
              "    <tr style=\"text-align: right;\">\n",
              "      <th></th>\n",
              "      <th>title</th>\n",
              "      <th>price</th>\n",
              "      <th>link</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>Blue Leather mens 3943 Loafers|Slip on Formal ...</td>\n",
              "      <td>₹1,499.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>NOBILITY by Action Formal Slip On Shoe's for M...</td>\n",
              "      <td>₹1,049.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>ARAMISH Men's Genuine Leather Lace Up Formal S...</td>\n",
              "      <td>₹1,699.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>NOBILITY by Action Formal Slip On Shoes for Me...</td>\n",
              "      <td>₹1,049.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>Bata Men's MAX Formal</td>\n",
              "      <td>₹878.00</td>\n",
              "      <td>https://www.amazon.in/BATA-Mens-Black-Sneaker-...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>...</th>\n",
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              "      <td>...</td>\n",
              "      <td>...</td>\n",
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              "    <tr>\n",
              "      <th>61</th>\n",
              "      <td>FAUSTO Men's Formal Lace Up Oxford Shoes for O...</td>\n",
              "      <td>₹1,216.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>62</th>\n",
              "      <td>FAUSTO Men's Formal Office Dress Lace Up Derby...</td>\n",
              "      <td>₹831.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>63</th>\n",
              "      <td>Amazon Brand - Symbol Mens FlorenceFormal Shoes</td>\n",
              "      <td>₹689.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>64</th>\n",
              "      <td>Blue Leather mens 3908 Classic Slipon Formal S...</td>\n",
              "      <td>₹999.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>65</th>\n",
              "      <td>Auserio Men's Full Grain Leather Toe Cap Derby...</td>\n",
              "      <td>₹1,599.00</td>\n",
              "      <td>https://www.amazon.in/sspa/click?ie=UTF8&amp;spc=M...</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
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              "<p>65 rows × 3 columns</p>\n",
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              "summary": "{\n  \"name\": \"amazon_df\",\n  \"rows\": 65,\n  \"fields\": [\n    {\n      \"column\": \"title\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 59,\n        \"samples\": [\n          \"Blue Leather mens 3943 Loafers|Slip on Formal Shoes|Fashion Walking Moccasins Business Outdoor Shoes\",\n          \"Bata Men's BOSS-ACE Formal\",\n          \"Bata Men's SA 05 Formal\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"price\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 46,\n        \"samples\": [\n          \"\\u20b91,218.00\",\n          \"\\u20b92,659.00\",\n          \"\\u20b9829.00\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    },\n    {\n      \"column\": \"link\",\n      \"properties\": {\n        \"dtype\": \"string\",\n        \"num_unique_values\": 65,\n        \"samples\": [\n          \"https://www.amazon.in/Hush-Puppies-Aaron-Black-Formal/dp/B0CR2TCN13/ref=sr_1_54?crid=31MBP7IYXEE53&dib=eyJ2IjoiMSJ9.dyziNWd8_4MsgMyhzbnIdxGHcDZSjVFnhbrTR9YwFoUR7L389m0QX13xcTALq3290mOT-txtedT8-MEgU4_nMoNB6F3Q-m15tBzKbAjDNiq_x1uqgaAypr2BGFSHHaRK39NbfGxNxrRzpd6JIzuzLl1xQkxncVYAXAyMLccbVpA4Slhk7mbs46mm1qY6JAvRR1za9MItO15RdcPBlUbS4l3mEizQHEKlXw31o78nM2H4ljzTYCoNYaUwt3TXF0-41fVtHeblyIDFkhbWiIVTReuenQG7qtFyZpsBxYu27_0.cOQdk7DbvDQUInIGu7zoAi0REtbZi0TjLFqSUsNU_FE&dib_tag=se&keywords=formal+shoes+for+men&qid=1721826334&sprefix=for%2Caps%2C315&sr=8-54\",\n          \"https://www.amazon.in/sspa/click?ie=UTF8&spc=MToyNDY3MjM4MTk2MTIyMjA1OjE3MjE4MjYzMzQ6c3Bfc2VhcmNoX3RoZW1hdGljX2J0ZjozMDAyMzY2MDE5NzQwMzI6OjA6Og&url=%2FFAUSTO-Meetings-Occasions-Lightweight-Numeric_8%2Fdp%2FB08VWP7QGT%2Fref%3Dsxbs_pa_sp_search_thematic_btf_sspa%3Fcontent-id%3Damzn1.sym.9cc0f5b2-12f3-4d2d-b2c3-049a8edcdbae%253Aamzn1.sym.9cc0f5b2-12f3-4d2d-b2c3-049a8edcdbae%26crid%3D31MBP7IYXEE53%26cv_ct_cx%3Dformal%2Bshoes%2Bfor%2Bmen%26dib%3DeyJ2IjoiMSJ9.6KR0yGHHt80xNyll7DnpzPM5Gv3mxFX_ROlIOYu_3OyFAMdkTAKkr-yMWzU3VzHYW5skxmekCp8ljh_Au6Abww.Y6XhIAxF1kF3XkIBdWx1mUDZM-yd7pPSua8DsvydBA0%26dib_tag%3Dse%26keywords%3Dformal%2Bshoes%2Bfor%2Bmen%26pd_rd_i%3DB08VWP7QGT%26pd_rd_r%3D54b338e6-78a5-43cd-9e01-d896d38b89ba%26pd_rd_w%3DvY55W%26pd_rd_wg%3D1UK5m%26pf_rd_p%3D9cc0f5b2-12f3-4d2d-b2c3-049a8edcdbae%26pf_rd_r%3DK3VD0MBPQ6GZZDBRCSHG%26qid%3D1721826334%26sbo%3DRZvfv%252F%252FHxDF%252BO5021pAnSA%253D%253D%26sprefix%3Dfor%252Caps%252C315%26sr%3D1-1-f32329ea-74f5-46da-9be5-20613c729186-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9zZWFyY2hfdGhlbWF0aWNfYnRm%26psc%3D1\",\n          \"https://www.amazon.in/sspa/click?ie=UTF8&spc=MTozNzUwMDE3Nzk3NDA0MjA1OjE3MjE4MjYzMzQ6c3BfYXRmOjMwMDIxNDk5MDk5ODEzMjo6MDo6&url=%2FBlue-Leather-Formal-Shoe-3943-3%2Fdp%2FB0C7L9R6Z3%2Fref%3Dsr_1_1_sspa%3Fcrid%3D31MBP7IYXEE53%26dib%3DeyJ2IjoiMSJ9.dyziNWd8_4MsgMyhzbnIdxGHcDZSjVFnhbrTR9YwFoUR7L389m0QX13xcTALq3290mOT-txtedT8-MEgU4_nMoNB6F3Q-m15tBzKbAjDNiq_x1uqgaAypr2BGFSHHaRK39NbfGxNxrRzpd6JIzuzLl1xQkxncVYAXAyMLccbVpA4Slhk7mbs46mm1qY6JAvRR1za9MItO15RdcPBlUbS4l3mEizQHEKlXw31o78nM2H4ljzTYCoNYaUwt3TXF0-41fVtHeblyIDFkhbWiIVTReuenQG7qtFyZpsBxYu27_0.cOQdk7DbvDQUInIGu7zoAi0REtbZi0TjLFqSUsNU_FE%26dib_tag%3Dse%26keywords%3Dformal%2Bshoes%2Bfor%2Bmen%26qid%3D1721826334%26sprefix%3Dfor%252Caps%252C315%26sr%3D8-1-spons%26sp_csd%3Dd2lkZ2V0TmFtZT1zcF9hdGY%26psc%3D1\"\n        ],\n        \"semantic_type\": \"\",\n        \"description\": \"\"\n      }\n    }\n  ]\n}"
            }
          },
          "metadata": {},
          "execution_count": 6
        }
      ]
    }
  ]
}