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Nairaland Forum / Nairaland / General / A Year In Review: Insights From Nairaland Frontpage Articles In 2023 (136 Views)
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A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 4:59am On Jan 01 |
Happy New Year, Nairalanders! As we step into a brand new year, it's the perfect time to look back at the rich mix of stories that colored this great community in 2023. Through a meticulous effort on text mining and data analysis techniques, I have uncovered key insights on how these stories have mirrored significant national events as well as what they say about the collective Nigerian psyche. I am therefore very excited to share with you my findings from a whole year's journey through Nairaland's frontpage. This isn't just about numbers and charts; it's about understanding what got us talking, debating, and sometimes agreeing. We'll see how our conversations reflected the bigger picture of what's happening in Nigeria and beyond. This will be a very long post and thus be divided into 3 main sections. 1. Exploratory Data Analysis: In this section, I'll be delving into the Nairaland frontpage articles from 2023 to understand their basic structure, trends, and patterns. This will involve looking at the frequency of articles over time, the views and comments garnered, the most common words or phrases, and other characteristics. The goal is to get a general feel for the data 2. Themes Classification: Here i'll apply topic modeling techniques to the Nairaland articles to identify common themes that emerge throughout the year. This will reveal the most discussed topics on the platform, how they evolve over time, and how they relate to one another. This section helps summarize and categorize the vast amount of textual content into coherent, understandable topics. 3. Sentiment Analysis: This section will focus on analyzing the sentiments expressed in the comments left by users on these frontpage articles. By examining over two million comments left across the 12 months of 2023, the aim will be to understand the general tone and opinion of the Nairaland community. Are the comments mostly positive, negative, or neutral? How do sentiments change with different types of articles or over time? This analysis will provide insights into the community's reactions and feelings toward various topics discussed in 2023. (THIS SECTION WILL BE ADDED AT A LATER TIME, SO BE SURE TO CHECK BACK) Before i dive into the insights, here is a little about me. I'm Timothy Adegbola, a data scientist with a deep passion for sharing my knowledge and ideas. Currently based in Manchester, United Kingdom where I'm pursuing a master's degree in Artificial Intelligence. If you would love to connect with me, don't hesitate to check the info on my profile 3 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 5:02am On Jan 01 |
Not sure under which section to write this post, I decided to put to use an Intelligent Text Classifier I recently built for Nairaland.com. The A.I model decided that GENERAL is the most plausible section to use 1 Like
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 5:03am On Jan 01 |
EXPLORATORY DATA ANALYSIS 1. POST COUNT A total of 18881 news articles reached Nairaland front page in 2023 2. MONTHLY DISTRIBUTION OF ARTICLES Total Number of Articles Published by Month Jan: 2642 articles Feb: 2175 articles Mar: 1419 articles Apr: 1518 articles May: 1837 articles Jun: 1587 articles Jul: 1431 articles Aug: 1103 articles Sep: 1217 articles Oct: 1153 articles Nov: 1273 articles Dec: 1526 articles 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 5:03am On Jan 01 |
3. CATEGORY COUNT There are 43 distinct categories of News/Articles on the Frontpage in 2023 4. CATEGORY DISTRIBUTION Politics: 9854 Crime: 1080 Celebrities: 815 Sports: 676 Travel: 604 Romance: 601 Family: 597 Business: 565 Foreign Affairs: 533 Education: 465 Religion: 376 Health: 345 Jobs/Vacancies: 280 Food: 264 Career: 250 TV/Movies: 211 European Football (EPL, UEFA, La Liga): 183 Phones: 153 Properties: 128 Music/Radio: 127 Islam for Muslims: 122 Car Talk: 105 General: 95 Culture: 79 Agriculture: 69 Fashion: 53 Events: 49 Science/Technology: 36 NYSC: 35 Autos: 27 Investment: 26 Pets: 20 Webmasters: 13 Programming: 10 Forum Games: 8 Literature: 7 Art, Graphics & Video: 6 Computers: 5 Jokes Etc: 3 Gaming: 3 Technology Market: 1 Entertainment: 1 Business To Business: 1 5. TOP 10 CATEGORY (According to number of Published News Article) Politics 9,854 Articles Crime 1,080 Articles Celebrities 815 Articles Sports 676 Articles Travel 604 Articles Romance 601 Articles Family 597 Articles Business 565 Articles Foreign Affairs 533 Articles Education 465 Articles 6. BOTTOM 10 CATEGORY(According to number of Published News Article) Programming 10 Articles Forum Games 8 Articles Literature 7 Articles Art, Graphics & Video 6 Articles Computers 5 Articles Jokes Etc 3 Articles Gaming 3 Articles Technology Market 1 Articles Entertainment 1 Articles Business To Business 1 Articles 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 5:04am On Jan 01 |
7. Total Number of Views Total views of all the news articles on frontpage: 553,052,909 8. TOP 10 CATEGORIES (According to Total Views Garnered Politics 249,551,840 Views Crime 34,181,166 Views Celebrities 32,816,489 Views TV/Movies 30,834,726 Views Romance 23,136,597 Views Travel 18,913,254 Views Family 18,432,661 Views Sports 17,977,742 Views Foreign Affairs 17,205,407 Views Business 15,006,115 Views 9. BOTTOM 10 CATEGORIES (According to the total views garnered) Art, Graphics & Video 274,927 Views Programming 235,399 Views Literature 215,001 Views Computers 206,974 Views Webmasters 194,213 Views Jokes Etc 135,037 Views Technology Market 53,765 Views Gaming 50,285 Views Business To Business 28,695 Views Entertainment 19,997 View 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 5:09am On Jan 01 |
10. TOP 10 CATEGORY (According to the highest average views TV/Movies...............................146,136 Views Per frontpage post Technology Market...............53,765 Views Per frontpage post Pets.........................................47,019 Views Per frontpage post Art, Graphics & Video........... 45,821 Views Per frontpage post Jokes Etc.................................45,012 Views Per frontpage post Fashion...................................44,114 Views Per frontpage post Forum Games........................42,903 Views Per frontpage post Computers.............................41,395 Views Per frontpage post Celebrities...............................40,266 Views Per frontpage post Food.........................................39,248 Views Per frontpage post 11. BOTTOM 10 CATEGORY (According to the highest average views per post) Politics...............................25,325 Views per Frontpage Post Career...............................24,248 Views per Frontpage Post Programming...............................23,540 Views per Frontpage Post Music/Radio...............................22,919 Views per Frontpage Post Entertainment...............................19,997 Views per Frontpage Post European Football (EPL, UEFA, La Liga)...............................19,492 Views per Frontpage Post Jobs/Vacancies...............................18,642 Views per Frontpage Post Gaming...............................16,762 Views per Frontpage Post Webmasters...............................14,939 Views per Frontpage Post Islam for Muslims...............................7,763 Views per Frontpage 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 5:18am On Jan 01 |
12. Article with highest Views: Category by Category This analysis focuses on the individual frontpage post with the highest views for all the 43 Categories represented on the frontpage of this forum in 2023. For instance The most viewed post under POLITICS was a post titled 2023 Presidential Election Results From Polling Units, it garnered 444494 views, 441 comments and was published on 2023-02-25 The most viewed post under CAREER was a post titled I Earn £50 As A Naked Cleaner, it garnered 99622 views, 163 comments and was published on 2023-03-14 The complete list is shown below 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Blacklion3: 6:45am On Jan 01 |
You tried |
Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 9:51am On Jan 01 |
13. TRENDS OF AVERAGE VIEWS ACROSS THE MONTHS The line graph displays the trend of average views per month for Nairaland frontpage articles throughout 2023. It appears that there was a significant peak in views around March, followed by a general decline until a slight uptick in June. After June, the average views exhibit a declining trend, with a steep drop after September, reaching the lowest point in December. This pattern might suggest seasonal interest or events that drove higher readership at certain times of the year, with a noticeable drop-off towards the end of the year. 3 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 9:58am On Jan 01 |
COMMENT ANALYSIS 14. TOTAL NUMBER OF COMMENTS Total number of comments on all frontpage articles of 2023: 2,162,654 15. OVERALL TOP 20 POSTS WITH HIGHEST NUMBER OF COMMENTS The post with highest number of comments is about a confession of a lady who locked up her husband for up to two days posted on 22nd August 2023. It garnered almost a thousand comments 16. TOP 10 CATEGORIES WITH THE HIGHEST TOTAL COMMENTS Politics 1,082,954 Comments Crime 110,951 Comments Family 100,789 Comments Romance 94,944 Comments Celebrities 92,161 Comments Foreign Affairs 78,104 Comments Travel 73,351 Comments Business 65,894 Comments Sports 63,685 Comments Education 54,627 Comments 17. BOTTOM 10 CATEGORIES WITH THE LEAST TOTAL COMMENTS Webmasters 1169 Programming 1119 Literature 988 Computers 831 Art, Graphics & Video 669 Jokes Etc 510 Gaming 300 Technology Market 297 Business To Business 85 Entertainment 59 I am a bit disappointed that WEBMASTERS, PROGRAMMING, COMPUTERS has such a low number of discussion. It generally shows that most of the audience here are not tech savvy 4 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 10:14am On Jan 01 |
18. POSTS WITH HIGHEST NUMBER OF COMMENTS: CATEGORY BY CATEGORY Here i wrote a script that group the dataframe containing the articles by the 'Category' column, then wrote a lambda function that sorts the article in descending order by 'Comment Count' within each category group. The result is displayed below 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 10:18am On Jan 01 |
19. COMMENT DISTRIBUTION HISTOGRAM The distribution is heavily right skewed which indicate that majority of the posts have less than 200 comments(with peak around 90 to 100 comments) and very very few have over 500 comments and it is exceptionally rare to have a post with over 800 comments. 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 10:26am On Jan 01 |
20. Distribution of Posts by Hour of the Day This shows what time of the day post are pushed to the frontpage. From the visualization below, it is clear that the mods favors evening around 8pm and 10 pm to send the posts. Further analysis reveals that these post are the most engaging in terms of comments and views. Very little post are published between 12am to 4am 3 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 10:42am On Jan 01 |
20.PERCENTAGE OF POST WITH/WITHOUT SOURCE URLS To do this i have to use regex to extract url from all the articles body and add to a separate column, then use a python function isna() to filter the rows with missing source url which I found out to be 27.1% as against 72.9% with at least 1 source url 21. TOP CITED DOMAINS www.youtube.com 2582 twitter.com 1519 punchng.com 1255 www.vanguardngr.com 741 dailytrust.com 605 dailypost.ng 479 m.facebook.com 371 www.google.com 357 www.thecable.ng 348 igberetvnews.com 317 www.instagram.com 297 saharareporters.com 296 leadership.ng 284 .ng 272 www.premiumtimesng.com 238 www.channelstv.com 238 thenationonlineng.net 225 www.nairaland.com 221 www.facebook.com 184 www.lindaikejisblog.com 166 2 Likes
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 10:56am On Jan 01 |
TO BE CONTINUED... |
Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Regex: 11:04am On Jan 01 |
Vokallond1: Hello world! I am Regex. |
Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 2:06pm On Jan 01 |
22. PERCENTAGE OF POSTS WITH SOURCE URL (CATEGORY BY CATEGORY) Crime 90.370370 Pets 85.000000 Politics 84.402273 Art, Graphics & Video 83.333333 Celebrities 83.312883 Investment 80.769231 Music/Radio 79.527559 Business 77.168142 Education 76.559140 Sports 73.964497 Literature 71.428571 Programming 70.000000 Foreign Affairs 69.043152 Autos 66.666667 Culture 65.822785 Travel 65.562914 Events 65.306122 Health 61.739130 Webmasters 61.538462 Science/Technology 61.111111 Properties 58.593750 TV/Movies 58.293839 NYSC 54.285714 Religion 54.255319 Fashion 47.169811 Phones 47.058824 Agriculture 46.376812 Car Talk 40.000000 Food 34.848485 Career 33.200000 Romance 31.281198 Islam for Muslims 28.688525 Family 28.643216 General 24.210526 Computers 20.000000 Jobs/Vacancies 14.285714 European Football (EPL, UEFA, La Liga) 6.010929 Business To Business NaN Entertainment NaN Forum Games NaN Gaming NaN Jokes Etc NaN Technology Market NaN 1 Like |
Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 2:14pm On Jan 01 |
N-GRAM ANALYSIS N-grams are contiguous sequences of 'n' items from a given sample of text or speech. The 'items' can be phonemes, syllables, letters, words, or base pairs according to the application. The 'n' in n-grams represents the number of elements in the sequence. N-grams are used in various fields of linguistic analysis and text mining. For example the phrase "My name is Timothy" It has 4 unigrams i.e 'My', 'name', 'is', 'Timothy'. It has 3 bigrams i.e 'My name', 'name is', 'is Timothy' It has 2 trigrams i.e 'My name is', 'name is Timothy' For this analysis i wrote a function that takes a DataFrame, a column name, an n-gram value (ngram_val), and the number of top n-grams to display (top_n). It uses CountVectorizer to count the frequency of n-grams in the specified column. It then displays the top n-grams and their frequencies in both a printed list and a horizontal bar chart. WORDCLOUD VISUALIZATION Word cloud visualizations, also known as tag clouds or text clouds, are graphical representations of word frequency that give greater prominence to words that appear more frequently in a source of text. The size of each word in the word cloud indicates its frequency or importance: larger words represent more commonly used words within the text, while smaller words correspond to less frequent terms. Below are the result of N-GRAM ANALYSIS and WORDCLOUD VISUALIZATIONS of all frontpage posts in 2023 under 3 sub-category 1. Article Titles 2. Article Bodies 3. User Comments 2 Likes |
Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 2:17pm On Jan 01 |
Unigrams of Article Titles tinubu 1581 video 1035 obi 1000 photo 978 nigeria 870 nigerian 834 apc 780 state 771 peter 727 lagos 724 court 652 election 623 picture 619 president 591 2023 555 man 548 pdp 503 governor 478 buhari 442 naira 433 Bigrams of Article Titles peter obi 695 president tinubu 173 supreme court 165 campaign rally 150 labour party 138 naira note 135 presidential campaign 132 president buhari 102 presidential election 99 apc presidential 91 bola tinubu 90 2023 election 88 subsidy removal 88 appeal court 88 new naira 77 presidential rally 74 governorship election 71 nigerian man 69 video photo 69 polling unit 69 Trigrams of Article Titles presidential campaign rally 101 old naira note 58 apc presidential campaign 56 new naira note 54 big brother titan 41 peter obi campaign 39 picture peter obi 38 peter obi presidential 36 town hall meeting 35 apc presidential rally 35 peter obi datti 33 2023 live update 30 guinness world record 29 fuel subsidy removal 27 live update thread 26 evicted big brother 24 picture apc presidential 24 2023 presidential election 22 brother titan bbtitans 21 pdp presidential campaign 21 1 Like
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 2:22pm On Jan 01 |
Unigram of Article Bodies state 29127 nigeria 15940 government 13867 people 13688 president 13260 party 12261 nigerian 12115 governor 11801 election 10037 national 8904 court 8795 tinubu 8160 year 7820 country 7636 time 7592 candidate 6943 apc 6897 presidential 6781 2023 6544 mr 6494 Bigram of Article Bodies federal government 2420 local government 2275 presidential candidate 2227 labour party 2215 bola tinubu 2214 lagos state 1999 progressive congress 1868 peter obi 1799 state government 1707 president bola 1661 democratic party 1649 state governor 1647 people democratic 1571 presidential election 1532 national assembly 1398 government area 1363 river state 1356 social medium 1335 supreme court 1298 congress apc 1282 Trigram of Article Bodies people democratic party 1532 local government area 1359 progressive congress apc 1277 democratic party pdp 1012 president bola tinubu 1008 bola ahmed tinubu 946 independent national electoral 877 national electoral commission 851 central bank nigeria 831 president muhammadu buhari 748 electoral commission inec 592 state house assembly 552 state police command 498 labour party lp 470 federal high court 455 federal capital territory 445 federal republic nigeria 403 bank nigeria cbn 401 public relation officer 398 president bola ahmed 385 1 Like
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 2:26pm On Jan 01 |
UNIGRAM OF ALL COMMENTS ON FRONTPAGE i.e most common word used in the comments people 227537 dont 173424 know 172834 nigeria 153036 man 131353 tinubu 118342 make 110940 state 103316 obi 98949 want 96913 say 94646 time 94073 nigerian 93006 god 90989 thing 86140 come 85617 country 84751 money 81344 think 75388 good 74808 BIGRAM OF ALL COMMENTS ON FRONTPAGE peter obi 27606 dont know 27426 dont want 9434 social medium 7481 lagos state 7003 god bless 6925 supreme court 6819 south east 6739 dont think 6473 dont understand 6140 presidential election 5914 labour party 5780 dont need 5498 igbo man 5212 people dont 4954 make sure 4480 river state 4357 make una 4321 year old 4224 jesus christ 4195 TRIGRAM OF ALL COMMENTS ON FRONTPAGE bola ahmed tinubu 2265 vote peter obi 1163 president federal republic 1040 muslim muslim ticket 1035 federal republic nigeria 1009 people dont know 1002 asiwaju bola ahmed 934 new naira note 861 dont know people 809 free fair election 796 peter obi president 709 peter obi win 644 lagos state government 641 old naira note 613 lagos man land 570 president bola ahmed 556 win presidential election 552 god bless nigeria 527 long time ago 526 state house assembly 520 1 Like
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 2:41pm On Jan 01 |
THEME CLASSIFICATION (Topic Modelling of News Article Title + Bodies) Topic modeling is a type of statistical model for discovering the abstract "topics" that occur in a collection of documents. It is a powerful tool for summarizing large datasets of text by grouping and clustering words that frequently appear together. This technique helps to uncover hidden thematic structures within the texts, enabling us to see patterns that might not be apparent from a simple read-through. In essence, topic modeling can reveal the underlying themes or subjects in a body of text, making it easier to understand and categorize large volumes of textual information. I applied this technique to the entire frontpage posts in 2023 and set the number of clusters to 16. Below are the result and interpretation Topic 0: president: 0.0121 tinubu: 0.0103 nigeria: 0.0103 state: 0.0093 nigerian: 0.0086 people: 0.0076 election: 0.0069 presidential: 0.0067 party: 0.0065 country: 0.0063 Topic 0 revolves around political discussions, focusing on the presidency, elections, and national issues in Nigeria. Topic 1: police: 0.0172 state: 0.0114 suspect: 0.0072 arrested: 0.0070 officer: 0.0067 area: 0.0066 command: 0.0057 security: 0.0052 victim: 0.0052 incident: 0.0051 Topic 1 pertains to law enforcement and crime, with mentions of police activity, arrests, and security incidents. Topic 2: state: 0.0205 party: 0.0187 governor: 0.0186 apc: 0.0133 pdp: 0.0127 election: 0.0099 candidate: 0.0098 people: 0.0091 national: 0.0082 senate: 0.0078 Topic 2 appears to be about political party activities and governance, including elections and the workings of state government. Topic 3: wife: 0.0100 woman: 0.0097 man: 0.0090 god: 0.0085 marriage: 0.0085 husband: 0.0080 dont: 0.0074 child: 0.0073 love: 0.0069 married: 0.0069 Topic 3 relates to personal and social topics, possibly about relationships, religious beliefs, and family matters. Topic 4: government: 0.0124 nigeria: 0.0105 subsidy: 0.0099 price: 0.0096 per: 0.0088 fuel: 0.0079 oil: 0.0071 nigerian: 0.0070 president: 0.0067 state: 0.0066 Topic 4 discusses governmental policy, economic issues such as subsidies and fuel prices, and possibly national governance. Topic 5: court: 0.0239 election: 0.0200 inec: 0.0147 party: 0.0142 state: 0.0116 electoral: 0.0105 tribunal: 0.0099 petition: 0.0089 candidate: 0.0088 appeal: 0.0087 Topic 5 seems to deal with legal proceedings, possibly election-related court cases, and the judiciary system. Topic 6: rally: 0.0281 tinubu: 0.0269 obi: 0.0268 peter: 0.0253 peter obi: 0.0250 president: 0.0217 campaign: 0.0214 presidential: 0.0207 picture: 0.0190 state: 0.0185 Topic 6 is centered on political campaigns and rallies, particularly mentioning notable figures and presidential campaigns. Topic 7: job: 0.0103 health: 0.0066 year: 0.0062 work: 0.0061 nigeria: 0.0059 people: 0.0059 dont: 0.0057 time: 0.0053 get: 0.0051 company: 0.0050 Topic 7 touches on employment, health, and general life advice or discussions about societal issues. Topic 8: video: 0.0078 singer: 0.0076 music: 0.0070 wife: 0.0066 davido: 0.0062 mohbad: 0.0059 brother: 0.0056 housemate: 0.0055 death: 0.0053 baby: 0.0053 Topic 8 is about entertainment, focusing on music, celebrities, and possibly reality TV, It also touch on the painful demise of popular artiste MOHBAD Topic 9: bank: 0.0265 cbn: 0.0162 note: 0.0158 naira: 0.0149 old: 0.0105 nigeria: 0.0086 emefiele: 0.0083 court: 0.0083 new: 0.0082 policy: 0.0077 Topic 9 is concerned with financial topics, specifically banking, currency, and monetary policy in Nigeria. Topic 10: league: 0.0173 cup: 0.0136 world: 0.0132 player: 0.0125 club: 0.0117 goal: 0.0116 team: 0.0109 game: 0.0109 football: 0.0107 season: 0.0088 Topic 10 covers sports, likely focusing on football leagues, cups, and teams. Topic 11: university: 0.0174 student: 0.0164 school: 0.0112 nigeria: 0.0081 nigerian: 0.0075 education: 0.0074 state: 0.0070 year: 0.0060 also: 0.0060 institution: 0.0053 Topic 11 is centered on education, discussing universities, students, and educational policies. Topic 12: road: 0.0165 state: 0.0158 government: 0.0114 lagos: 0.0110 building: 0.0078 governor: 0.0075 project: 0.0071 land: 0.0061 also: 0.0060 bridge: 0.0060 Topic 12 focuses on infrastructure, urban development, and state-level governance, with mentions of roads and projects. Topic 13: airline: 0.0214 aircraft: 0.0159 air: 0.0155 airport: 0.0136 nigerian: 0.0115 flight: 0.0114 russian: 0.0105 russia: 0.0104 ukraine: 0.0102 aviation: 0.0100 Topic 13 might be about the aviation industry and related news, including international affairs that intersect with aviation. Topic 14: hamas: 0.0422 israel: 0.0406 gaza: 0.0376 israeli: 0.0365 palestinian: 0.0223 attack: 0.0137 killed: 0.0129 hostage: 0.0125 idf: 0.0121 war: 0.0110 Topic 14 discusses international conflict and geopolitics, specifically the Israeli-Palestinian conflict. Topic 15: big brother: 0.1194 big: 0.1029 brother: 0.0991 big brother titan: 0.0884 brother titan: 0.0882 titan: 0.0867 africa: 0.0729 show: 0.0536 host: 0.0384 channel: 0.0378 Topic 15 is focused on entertainment, likely related to a reality TV show, possibly "Big Brother Naija," given the keywords mentioned. 1 Like
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 7:54pm On Jan 02 |
THEME CLASSIFICATION RESULT A clustering algorithm was used to classify the frontpage post of 2023 into 16 classes, below were the results 1 Like
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Re: A Year In Review: Insights From Nairaland Frontpage Articles In 2023 by Vokallond1(m): 7:55pm On Jan 02 |
SENTIMENT ANALYSIS (Coming Soon)... 2 Likes |
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