Web Scraping a Daily Trust Article using Requests and Beautiful Soup Libraries

python
requests
web scraping
Author

Lukman Aliyu Jibril

Published

March 4, 2023

Web scraping is a key skill all data scientists should have. This is why day 22 of our ongoing Arewa Data Science Academy fellowship covered web scraping using BeautifulSoup. In this article, I try to explain and practice this important skill by scraping a daily trust page that contains an article related to the just concluded Nigerian presidential election.  Firstly, for this task, one needs the following: - A Python installation -I have Python 3.10 installed,  - requests library - BeautifulSoup4 library

Both libraries can be installed using pip, or if one uses a conda environment - like I do - the libraries can be installed using conda install . In addition, the documentation for both libraries, which are hyperlinked above, provide description for how to install the libraries.  For the purpose of this article, I used a colab Jupyter notebook, which is free from google and only requires a google account and an internet connection. There’s no need to install anything else.  We first begin by importing the two required libraries

import requests
from bs4 import BeautifulSoup

Requests library enables us to get the content of the page as a html and BeautifulSoup allows us to parse the html. 

We then create a beautifulSoup object that we can use to navigate the content of the page as follows:

url = 'https://dailytrust.com/last-saturday-polls-raised-issues-that-require-immediate-solutions-inec/'
response = requests.get(url)
soup = BeautifulSoup(response.content,'html.parser')
soup.prettify()
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Reacting to the list of candidates for the State Houses of Assembly elections published by INEC on Sunday, NDC National Chairman, Senator Moses Cleopas","articleSection":"News","articleBody":"The Nigeria Democratic Congress (NDC) has accused the Independent National Electoral Commission (INEC) of systematically removing its legitimately nominated candidates for the 2027 general elections and replacing them with unauthorized individuals.\\r\\n\\r\\nReacting to the list of candidates for the State Houses of Assembly elections published by INEC on Sunday, NDC National Chairman, Senator Moses Cleopas Zuwoghe, said there is a deliberate attempt to sabotage the party and trigger widespread disaffection among its supporters.\\r\\n\\r\\nHe alleged that the electoral body focused specifically on constituencies in Anambra\\u2014the home state of its presidential candidate, Peter Obi.\\r\\n\\r\\n\\u201cThe Nigeria Democratic Congress, NDC, totally condemns the action of the Independent National Electoral Commission (INEC) and its officials over the uploading and publication of unauthorized names in various constituencies, principally in the Anambra State House of Assembly, where nine (9) names, unknown to the party; names not authorized by the party; names not sent by the party to INEC, in accordance with the law, have now been uploaded and published as candidates of the party,\\u201d the statement read.\\r\\n\\r\\n \\tMutfwang: Hisbah not allowed in Plateau\\r\\n \\tBarau Attends World Hausa Day Celebration in Ghana\\r\\n\\r\\nSen. Zuwoghe called on the INEC Chairman to immediately launch an investigation into how unauthorized names were allegedly published and extend the inquiry to other states, including Benue and Imo, where similar discrepancies were reported.\\r\\n\\r\\n\\u201cWe call on the INEC Chairman to urgently and immediately cause an investigation into the matter and unravel how this came to be,\\u201d Zuwoghe stated.\\r\\n\\r\\n\\u201cThe same investigation should also be carried out in other constituencies like Benue, Imo, and others, as this mischief has not only caused an embarrassment to the party, its leadership, and genuine candidates, but has also caused a lot of disaffection among millions of the party\\u2019s supporters all over the country and in the Diaspora.\\u201d\\r\\n\\r\\nThe NDC National Chairman said preliminary findings from the party\\u2019s internal investigation point toward complicity by certain INEC officials, alleging that the portal\'s upload process was leveraged as a tool of blackmail and intimidation against the party.\\r\\n\\r\\nAccording to the NDC leadership, the unauthorized names published for the Anambra State House of Assembly (SHOA) constituencies include Onitsha South 1 \\u2013 Umennaajiego Jude Ezenwa, Onitsha South 2 \\u2013 Akpotue Obinna Chibuike, Orumba North \\u2013 Nwankwo Chiemerie, Anaocha 1 \\u2013 Maduagwu Eric K, Idemili North \\u2013 Ngoebisi Obinna, Njikoka 1 \\u2013 Isintume Charles and Nnewi South 1 \\u2013 Nwachukwu Nonso.\\r\\n\\r\\nOthers are Nnewi South 2 \\u2013 Okeke Ifeanyi Akunne, Ayamelum \\u2013 Nnonyelu Samson E. and Dunukofia \\u2013 Azotani Chuks Francis.\\r\\n\\r\\nClarifying the nomination process, Sen. Zuwoghe emphasized that as the custodian of the party\'s official submission credentials, neither he nor the party authorized the upload of the controversial names.\\r\\n\\r\\n\\u201cWhat happened was that after the conclusion of our primaries and the appeal process, the stakeholders from Anambra working with the party leadership, representatives of our presidential candidate, and the Appeals panel produced a final list of candidates, which was signed off on by all,\\u201d he explained.\\r\\n\\r\\n\\u201cHowever, when that final list was uploaded to the INEC portal using the code given to us by the Electoral Commission, INEC officials in complete control of the backend kept nine of the names on \\u2018Pending\\u2019 status, claiming their system already had names submitted by officials who monitored the primaries on the field.\\u201d\\r\\n\\r\\nZuwoghe further alleged that INEC bypassed party leadership to collect Form EC-9 directly from the unapproved candidates before publishing their names, calling the procedure a violation of both the Electoral Act and INEC\\u2019s guidelines.\\r\\n\\r\\nHe added that if an irreconcilable discrepancy existed between party submissions and field monitoring reports, the commission should have left the candidate entries blank rather than preloading unauthorized individuals.\\r\\n\\r\\nThe NDC Chairman warned that the party will take immediate legal action to rectify the situation, assuring supporters that the published individuals do not represent the party.","keywords":"\\u2019accuse!, 2027, candidates, INEC, NDC, replacing, ","name":"2027: NDC accuses INEC of replacing its candidates","thumbnailUrl":"https:\\/\\/dailytrust.com\\/wp-content\\/uploads\\/2026\\/04\\/ndc-logo-Nigeria-Democratic-Congress-150x150.jpeg","wordCount":624,"timeRequired":"PT2M46S","mainEntity":{"@type":"WebPage","@id":"https:\\/\\/dailytrust.com\\/2027-ndc-accuses-inec-of-replacing-its-candidates\\/"},"author":{"@type":"Person","name":"Hussein 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class="post-container row">\n    <div class="post-middle article-container post">\n     <section class="title-header">\n      <div style="margin-bottom:10">\n       <div class="categoty__title">\n        <a aria-label="News" href="https://dailytrust.com/topics/news/" title="News">\n         News\n        </a>\n       </div>\n      </div>\n      <h1 class="h1v1">\n       Last Saturday polls raised issues that require immediate solutions – INEC\n      </h1>\n      <p class="excerpt">\n      </p>\n     </section>\n     <section class="featured-image">\n      <div class="post-thumbnail">\n       <img alt="INEC Chairman, INEC Chairman, Prof. Mahmood Yakubu" class="attachment-post-thumbnail size-post-thumbnail wp-post-image" decoding="async" fetchpriority="high" height="445" sizes="(max-width: 791px) 100vw, 791px" src="https://dailytrust.com/wp-content/uploads/2021/05/INEC-Chairman.jpg" srcset="https://dailytrust.com/wp-content/uploads/2021/05/INEC-Chairman.jpg 791w, 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</ul>\n     </section>\n     <article class="body article__body text-justify">\n      <p>\n       <strong>\n        The Independent National Electoral Commission (INEC) has admitted that the last Saturday presidential and National Assembly elections raises a number of issues that require immediate, medium and long-term solutions.\n       </strong>\n      </p>\n      <p>\n       INEC Chairman, Prof. Mahmood Yakubu, said this on Saturday in Abuja at a meeting with the Resident Electoral commissioners (RECs) held at the INEC headquarters, Abuja.\n      </p>\n      <div id="v-dailytrust-v0">\n      </div>\n      <script data-cfasync="false">\n       (function(v,d,o,ai){ai=d.createElement(\'script\');ai.defer=true;ai.async=true;ai.src=v.location.protocol+o;d.head.appendChild(ai);})(window, document, \'//a.vdo.ai/core/v-dailytrust-v0/vdo.ai.js\');\n      </script>\n      <p>\n       He said, “It is imperative to review performance and assess preparations. No doubt, last week’s national elections raised a number of issues that require immediate, medium, and long-term solutions.\n      </p>\n      <!--\r\n<script async src="https://pagead2.googlesyndication.com/pagead/js/adsbygoogle.js?client=ca-pub-7943548946436796"\r\n     crossorigin="anonymous"></script>\r\n-->\n      <!-- career_inarticle-2 -->\n      <ins class="adsbygoogle" data-ad-client="ca-pub-7943548946436796" data-ad-format="auto" data-ad-slot="4569210792" data-full-width-responsive="true" style="display:block">\n      </ins>\n      <script>\n       (adsbygoogle = window.adsbygoogle || []).push({});\n      </script>\n      <!--\r\n <style>\r\n        /* Fixed Heigh for CLS - Cumulative Layout Shift */\r\n        @media only screen and (min-width: 992px) {\r\n            #div-vi-1716478739 {\r\n                width: 728px !important;\r\n                height: 90px !important;\r\n            }\r\n        }\r\n    </style>\r\n    <div id="div-vi-1716478739"\r\n                style="width: 300px;height: 250px;border: 1px solid #EEEEEE;margin: 0 auto;display: flex;justify-content: center;align-items: center;font-weight: bold;color: #EEEEEE;"><span>SPONSOR AD</span></div>\r\n    <script type="text/javascript">\r\n\t\t(vitag.Init = window.vitag.Init || []).push(function () {\r\n\t\t\tif (viAPItag.mobileDetect()) {\r\n\t\t\t\tdocument.getElementById("div-vi-1716478739").innerHTML = \'<div class="adsbyvli" style="width:300px;height:250px;display:inline-block;" data-ad-slot="pw_31467"></div>\';\r\n\t\t\t\tviAPItag.display("pw_31467");\r\n\t\t\t} else {\r\n\t\t\t\tdocument.getElementById("div-vi-1716478739").innerHTML = \'<div class="adsbyvli" style="width:728px;height:90px;display:inline-block;" data-ad-slot="pw_31466"></div>\';\r\n\t\t\t\tviAPItag.display("pw_31466");\r\n\t\t\t}\r\n\t\t})\r\n    </script>\r\n    -->\n      <p>\n       “The planning for the election was painstakingly done. However, its implementation came with challenges, some of them unforeseen. The issues of logistics, election technology, behaviour of some election personnel at different levels, attitude of some party agents and supporters added to the extremely challenging environment in which elections are usually held in Nigeria.”\n      </p>\n      <!-- /113471580/dailytrust.com_inarticle-1 -->\n      <!--\r\n<div id=\'div-gpt-ad-1669272607411-0\' style=\'min-width: 120px; min-height: 20px;\'>\r\n  <script>\r\n    googletag.cmd.push(function() { googletag.display(\'div-gpt-ad-1669272607411-0\'); });\r\n  </script>\r\n</div>\r\n-->\n      <p>\n       <a href="https://dailytrust.com/breaking-inec-bars-negligent-staff-from-governorship-polls-issues-stern-warning-to-recs/">\n        BREAKING: INEC bars negligent staff from governorship polls, issues stern warning to RECs\n       </a>\n      </p>\n      <p>\n       <a href="https://dailytrust.com/court-grants-atiku-obis-request-to-inspect-election-materials/">\n        Court grants Atiku, Obi&amp;#8217;s request to inspect election materials\n       </a>\n      </p>\n      <p>\n       The INEC boss said he appreciated the sacrifice and doggedness of Nigerians and the dignity and maturity displayed by political leaders even in the context of divergent views about the election.\n      </p>\n      <p>\n       Yakubu said that a lot of lessons had been learnt and of immediate concern to the commission is how the identified challenges can be addressed ahead of the next Saturday’s governorship and state houses of aassembly elections in 28 states.\n      </p>\n      <p>\n       The chairman also said that for the last Saturday’s elections, winners had been declared for 423 national legislative seats while supplementary elections would be held in 46 constituencies.\n      </p>\n      <p>\n       According to him, in the Senate, 98 out of 109 seats had been declared, with seven political parties winning senatorial seats while in the House of Representatives, 325 out of 360 seats had been won by eight political parties.\n      </p>\n      <p>\n       He noted that in terms of party representation, this is the most diverse National Assembly since 1999.\n      </p>\n      <p>\n       He said that in the Senate APC has\xa0 57 seats, APGA 1, LP 6, NNPP 2, PDP 29, SDP 2, YPP 1; while in the House of Representatives, ADC 2, APC 162, APGA 4, LP 34, NNPP 18, PDP 102, SDP 2, YPP 1.\n      </p>\n      <p>\n       He said, “Certificates of Return will be presented to Senators-elect on Tuesday 7th March 2023 at 11.00am at the National Collation Centre (the International Conference Centre), Abuja, while Members of the House of Representatives-elect will receive theirs the following day, Wednesday 8th March 2023, at 11.00am at the same venue.\n      </p>\n      <p>\n       “However, for effective crowd management, each Senator/Member-elect should be accompanied by a maximum of two guests.”\n      </p>\n      <div style="margin: 20px; padding: 15px; border: 1px solid #ccc; border-radius: 5px; background-color: #f9f9f9; position: relative;">\n       <!--<span style="position: absolute; top: -10px; left: 15px; background-color: #ffcc00; padding: 5px; font-weight: bold; font-size: 12px; border-radius: 3px;">ADVERT</span>-->\n       <h2 style="color: #333;">\n        UPDATE NEWS:\n       </h2>\n       <p style="color: #555;">\n        Nigerians can now invest\n        <b>\n         ₦2.5 million\n        </b>\n        on premium domains and profit about\n        <b>\n         ₦17-₦25 million\n        </b>\n        . 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      <a href="https://dailytrust.com/tag/immediate-solutions/" rel="tag">\n         immediate solutions\n        </a>\n       </li>\n       <li>\n        <a href="https://dailytrust.com/tag/inec/" rel="tag">\n         INEC\n        </a>\n       </li>\n       <li>\n        <a href="https://dailytrust.com/tag/issues/" rel="tag">\n         issues\n        </a>\n       </li>\n       <li>\n        <a href="https://dailytrust.com/tag/polls/" rel="tag">\n         polls\n        </a>\n       </li>\n      </ul>\n     </div>\n     <div class="related">\n      <div class="post-tags">\n       <div class="section__title">\n        More Stories\n       </div>\n       <div>\n        <li class="list_list">\n         <div class="list_card">\n          <div class="list_body list_compact">\n           <div class="list_category">\n            <span class="list_time">\n             <svg aria-label="Clock24 icon" height="14" viewbox="0 0 24 24" width="14" xmlns="http://www.w3.org/2000/svg">\n              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class="desktop__image" style="min-width: 80px; height: 80px; background: #ccc; display: block; position:relative">\n            <img alt="" class="attachment-80x80x10vwximg size-80x80x10vwximg wp-post-image" decoding="async" height="80" src="https://dailytrust.com/wp-content/uploads/2025/08/INEC-150x150.jpg" width="80"/>\n           </div>\n          </a>\n         </div>\n        </li>\n        <li class="list_list">\n         <div class="list_card">\n          <div class="list_body list_compact">\n           <div class="list_category">\n            <span class="list_time">\n             <svg aria-label="Clock24 icon" height="14" viewbox="0 0 24 24" width="14" xmlns="http://www.w3.org/2000/svg">\n              <path d="M11.5 2a10.5 10.5 0 1 1 0 21 10.5 10.5 0 0 1 0-21zm0 1a9.5 9.5 0 1 0 0 19 9.5 9.5 0 0 0 0-19zm0 4c.28 0 .5.22.5.5v5.3l5.34-1.77a.5.5 0 1 1 .32.94l-6 2a.5.5 0 0 1-.66-.47v-6c0-.28.22-.5.5-.5z" fillrule="evenodd">\n              </path>\n             </svg>\n             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The url of the page is first declared, then the response object is created using the get method of requests. Afterwards, the content attribute of the response object is passed to BeautifulSoup to create a soup object that we can use to navigate through the content of the web page. The prettify method is used to show the basic structure of the web page as this can help in pinpointing the exact content needed, in our case, the paragraphs. 

To keep things simple for now, this is the approach I followed:

paragraphs =  soup.find_all('p')
print(soup.title)
for paragraph in paragraphs:
  if not paragraph.find('a'):
    print(paragraph.get_text())
<title>Last Saturday polls raised issues that require immediate solutions – INEC – Daily Trust</title>

The Independent National Electoral Commission (INEC) has admitted that the last Saturday presidential and National Assembly elections raises a number of issues that require immediate, medium and long-term solutions.
INEC Chairman, Prof. Mahmood Yakubu, said this on Saturday in Abuja at a meeting with the Resident Electoral commissioners (RECs) held at the INEC headquarters, Abuja.
He said, “It is imperative to review performance and assess preparations. No doubt, last week’s national elections raised a number of issues that require immediate, medium, and long-term solutions.
“The planning for the election was painstakingly done. However, its implementation came with challenges, some of them unforeseen. The issues of logistics, election technology, behaviour of some election personnel at different levels, attitude of some party agents and supporters added to the extremely challenging environment in which elections are usually held in Nigeria.”
The INEC boss said he appreciated the sacrifice and doggedness of Nigerians and the dignity and maturity displayed by political leaders even in the context of divergent views about the election.
Yakubu said that a lot of lessons had been learnt and of immediate concern to the commission is how the identified challenges can be addressed ahead of the next Saturday’s governorship and state houses of aassembly elections in 28 states.
The chairman also said that for the last Saturday’s elections, winners had been declared for 423 national legislative seats while supplementary elections would be held in 46 constituencies.
According to him, in the Senate, 98 out of 109 seats had been declared, with seven political parties winning senatorial seats while in the House of Representatives, 325 out of 360 seats had been won by eight political parties.
He noted that in terms of party representation, this is the most diverse National Assembly since 1999.
He said that in the Senate APC has  57 seats, APGA 1, LP 6, NNPP 2, PDP 29, SDP 2, YPP 1; while in the House of Representatives, ADC 2, APC 162, APGA 4, LP 34, NNPP 18, PDP 102, SDP 2, YPP 1.
He said, “Certificates of Return will be presented to Senators-elect on Tuesday 7th March 2023 at 11.00am at the National Collation Centre (the International Conference Centre), Abuja, while Members of the House of Representatives-elect will receive theirs the following day, Wednesday 8th March 2023, at 11.00am at the same venue.
“However, for effective crowd management, each Senator/Member-elect should be accompanied by a maximum of two guests.”


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First, the find_all() method is used to get all the p tags as a list and this is assigned to the paragraphs variable. Then for the main target of this article, I print the title attribute of the soup object and then loop through each item in the paragraphs variable and print, this gives the entire content of the article. I discovered that the hyperlinked titles of related articles where included and I removed them by excluding all p tags that contained a tags. 

In conclusion, web scraping is highly useful to a data scientist as it automates getting content from the internet. One does not have to cut and paste long pieces of text or other contents.