Tweets about Nigerian election - Exploration and Sentiment analysis

Author

Otulaja Paul

Dataset context and content

The dataset contains tweets about and from Nigerian Presidential Election (2023) candidates. The dataset is collected by Gabriel Preda and Nimah Masuud (Preda and Kehinde 2023) using tweepy and Twitter API and updated daily on Kaggle.

Features in the dataset
id user_created user_verified source
user_name user_followers date retweets
user_location user_friends text favorites
user_description user_favourites hashtags is_retweet

Objectives

  • To explore the dataset and discover patterns.
  • To perform sentiment analysis on the tweets from the Presidential candidates.

Exploring the data

In this section, we carry out interesting data explorations to obtain insights from the tweets relating to the 2023 Nigerian Presidential election.

Most frequent election tweets

We first explore twitter users who tweeted the most about the presidential elections.  

Distribution of Operating systems

We explore the distribution of users’ operating systems.  

Tweets from some notable users

These are some of the tweets from some notable users relating to the Nigerian elections. We explore their top tweets in tables.

INEC Nigeria Tweets

The Independent National Electoral Commission (INEC), established in 1998 is the electoral body tasked with overseeing elections in Nigeria. It is chaired by Professor Mahmood Yakubu, a Nigerian academic who was appointed to office by President Muhammadu Buhari on 21 October, 2015.

Tweets Likes
Activities have resumed at the National Collation Centre, Abuja. The Collation Officers for Kwara and Ondo States h… https://t.co/raRK8AShZY 12895
BREAKING NEWS Ekiti State moments ago became the first to officially submit the Presidential Election result to th… https://t.co/CjJx498fSF 7635
Collation Officers from Ogun, Oyo and Yobe States have submitted their Presidential Election results to the INEC Ch… https://t.co/qCvaPtAsc5 5211
Presidential Election Results from Enugu, Lagos and Gombe States have been submitted by the Collation Officers of t… https://t.co/uWyTvixTtP 3255
2 days to go! Summary of the Registered Voters ahead of the #NigeriaDecides2023 election; ✓ Number of Collected PVC… https://t.co/z76vDRfCvW 2687
Governorship/State Assembly Elections: At exactly 7.30am today, our officials had set up the ECWA Polling Unit 004… https://t.co/14t16e9cah 2627
9 days to go! Accreditation and Voting shall commence at 8:30am and close at 2:30pm. However, anybody who is on th… https://t.co/qJ0uZF6mGg 2413
Today’s Governorship and State Houses of Assembly Elections in Pictures: Voting took place peacefully at Polling U… https://t.co/Ils8CoiD4W 1910
16 days to Go! #NigeriaDecides2023 https://t.co/nHG4mLG4Pg 1500
Voting in progress at Polling Unit 009, Registration Area 04, Tai Local Government of Rivers State.… https://t.co/lb3VAumn8I 1216
Governorship and State Assembly Elections: By 7am today, INEC officials began setting up Polling Unit 010, Yola No… https://t.co/oPg57lertv 1115
Polling Unit 011, Registration Area 06 in Tarka Local Government Area, Benue State activated at 6.30am today.… https://t.co/UU25tpYVyI 961
SENATORIAL ELECTIONS HELD ON 25TH FEBRUARY 2023 List of Senators-Elect #NigeriaDecides2023 https://t.co/bdJ60XfdCP 876
Polling Unit 007, Ward 1 in Ijebu North Local Government Area, Ogun State fully activated and ready for accreditati… https://t.co/vodRd8AOyI 775
15 days to Go! #NigeriaDecides2023 https://t.co/Zx0mzoy5xr 752
14 days to Go! #NigeriaDecides2023 https://t.co/2Gs9YfdGr6 573
INEC Chairman, Prof. Mahmood Yakubu today inspected the Abuja International Conference Centre, which will serve as… https://t.co/wLAPEPFkph 509
HOUSE OF REPRESENTATIVES ELECTION HELD ON 25TH FEBRUARY 2023. List of Members-Elect of the House of Representative… https://t.co/x1qAWKJseC 498
The nationwide Mock Accreditation scheduled for today, Saturday 4th February has begun. Our officials are already a… https://t.co/glyaFt0A9x 487
The Hon. Chairman INEC, Prof. Mahmood Yakubu and members of the Commission met with leaders of political parties to… https://t.co/qLu3JN0iKJ 480
11 days to go! #NigeriaDecides2023 With your #PVC you have the power to make a difference. Remember; No voting by… https://t.co/JIlEfLvZv6 434
8 days to go! #NigeriaDecides2023 https://t.co/AnShMQEAqn 389
PhotoNews: Hon. Chairman INEC, Prof. Mahmood Yakubu and members of the Commission in a meeting with Vice Chancellor… https://t.co/zZPYv6hTRQ 307
Hon. Chairman INEC, Prof. Mahmood Yakubu today received the United States Assistant Secretary of State for Bureau o… https://t.co/JgUMZUxwPi 304
We are committed to support INEC in the area of electronic means of payment and cash to pay some service providers… https://t.co/Hug1cCz3uh 302
Do you know the Occupational Distribution of Registered Voters for #NigeriaDecides2023 Election? https://t.co/JXV2YwVVno 265
Are you voting for the first time? Do you know your Polling Unit? Use this link below to locate your Polling Unit… https://t.co/5waHaTTbWV 256
Summary of Polling Unit and Collation Centre Agents Submitted by Political Parties for the 2023 General Election… https://t.co/ucxh9jH9TO 252
The use of BVAS in the #NigeriaDecides2023 election is aimed at improving the transparency of the voting process. I… https://t.co/WtgLaFR4Ss 250
Transparency in elections promotes accountability and helps to prevent fraud, corruption, and manipulation of the p… https://t.co/vVi9VDt0dF 227
Nationwide Mock Accreditation An INEC official uses the Bimodal Voter Accreditation System (BVAS) to accredit a v… https://t.co/2guZeCVdqB 211
BVAS na the new ogbonge technology wey INEC go use for the #NigeriaDecides2023 election. This technology go stop a… https://t.co/Z9afcyU0KK 210
A transparent election process helps to ensure that the will of the people is accurately reflected. This is why the… https://t.co/UXz1SlLtOa 204
Nigerian Bar Association (NBA) President, Mr. Yakubu Maikyau SAN, and his team, paid a courtesy call on the Commiss… https://t.co/SFFWk3xPAt 159
The State Training Officer (STO) Ekiti State, Mrs. Onasanya Opeyemi, taking participants through roles and responsi… https://t.co/ACO6sO3F7v 123
Mock accreditation ahead of the #NigeriaDecides2023 election is taking place in Ikeduru Local Government Area, Imo… https://t.co/IcXww2zULZ 97
Welcome address by DG TEI Dr. Sa’ad Umar Idris at the ongoing the Electoral Institute (TEI) Election & Party Monito… https://t.co/hsx2LLwJ5z 95
Ongoing Mock Accreditation RA: Mafowoku PU: Omo Alade Street Code: 24/19/05/040 Somolu Local Government Area in Lag… https://t.co/Dq8RjfxpSE 93
Today’s Nationwide Mock Accreditation A Person Living with Disability is attended to at St John's School, Oke Ola,… https://t.co/SCcSRuchhu 92
Director Training Hajia Binta Kasim Mohammed speaking on the objectives and expectations of the ongoing training of… https://t.co/d7HiWztl0p 89
Nationwide Mock Accreditation Exercise. As part of the Commitment of the Hon. Chairman INEC Prof. Mahmood Yakubu an… https://t.co/iUWarcGK1W 85
Remarks by the President of Nigerian Bar Association (NBA), Mr. Yakubu Maikyau SAN, during his visit to the Commiss… https://t.co/IGFe5Vah7H 80
Ongoing... INEC Election Monitoring and Support Centre (EMSC) State Level Readiness Assessment Workshop in Ado Ekit… https://t.co/XEO51BGwFB 77
Ongoing... State Level training for Election Security Personnel (ESP) ahead of the #NigeriaDecides2023 election in… https://t.co/6i9gn27HW2 75
Mock accreditation ongoing ahead of the #NigeriaDecides2023 election. State: Osun (29) LGA: IFE North (15) Ward: M… https://t.co/xEeYGAXOnI 69
Remarks by Molly Phee during her visit to the Commission in Abuja ahead of #NigeriaDecides2023 election. "I do want… https://t.co/RPqTyfOxPM 66
DD Training TEI, Mr. Ifeayinchukwu Agoha taking participants through the Legal Framework for Political Parties and… https://t.co/5siS8E8oqV 65
Readiness assessment visit to INEC Ado LGA Office by the Resident Electoral Commissioner (REC) Ekiti State Prof. Ay… https://t.co/20n5xy8uuQ 62
Facilitator: Engr. Abiodun Adesoji (TEI) taking participants through "Polling Unit Counting Processes and Procedure… https://t.co/apTbU2iusw 61
Opening remarks by Chair, BEI Prof. Abdullahi Abdu Zuru at the ongoing the Electoral Institute (TEI) Election & Par… https://t.co/1EcMBJ1vJG 61

 

Tweets from top 3 Presidential candidates

These are top tweets from the top 3 presidential candidates.

Users Tweets Likes
Atiku Abubakar I just exercised my right to vote. Let’s all do our part and participate in shaping the future of our dear country.… https://t.co/HapiBVI9pn 18788
Atiku Abubakar Yesterday, I received the West Africa Elders Forum (WAEF) Election Mission to Nigeria at my residence in Abuja, led… https://t.co/twMEUdGoqc 11508
Atiku Abubakar I received with great sadness reports of the razing of the popular Maiduguri Monday Market by early morning fire. I… https://t.co/9WD7CXpi6w 10332
Atiku Abubakar I arrived in Yola not long ago, preparatory to casting my vote in the Saturday, 25 February presidential election.… https://t.co/qEJQNH06Cz 8887
Atiku Abubakar This morning, I met with a delegation of the Commonwealth Observation Mission to Nigeria's 2023 election, led by fo… https://t.co/05MkRgBXxu 7951
Atiku Abubakar I was heading to my flight en route to Yola, but my young friends who had come to the airport on an excursion had o… https://t.co/YtdfsTiGfh 7470
Atiku Abubakar I was heading to my flight en route to Yola, but my young friends who had come to the airport on an excursion had o… https://t.co/YtdfsTiGfh 7470
Atiku Abubakar It is important for political leaders across the country, especially Lagos State, to desist from actions that promo… https://t.co/ziBu65620Q 7122
Atiku Abubakar Hon Sunday Zaka truly embodied the Recovery spirit of the PDP. He was, until his election as the FCT PDP Chairman,… https://t.co/qZNkBtZckT 5932
Atiku Abubakar With Jigawa, our Recover Nigeria mission has gone through all the states of the Northwest of the country. We are ha… https://t.co/oc4FUL3e9u 5873
Atiku Abubakar What a hard-fought and deserving victory. Even though I couldn't watch the game, I’m particularly proud of this vic… https://t.co/4Tkl7sMhIN 5761
Atiku Abubakar To RECOVER Nigeria, we must vote—and vote in large numbers for the PDP. -AA https://t.co/roxnw72Mm1 5587
Atiku Abubakar My team and I just made a visit to the tomb of Shehu Uthman Dan Fodio. May Allah SWT continue to bless his memory.… https://t.co/2uiPiXFmvY 5292
Atiku Abubakar This is Bauchi State. The love and support is amazing. -AA #RecoverNigeria https://t.co/mjxu81PBhE 5278
Atiku Abubakar Last night, I met with Rivers State Stakeholders in Abuja. I discussed with them why the Rivers Recovery rally was… https://t.co/s2J0hy6yuT 5259
Atiku Abubakar Today, I led a peaceful protest to the headquarters of the Independent National Electoral Commission, @inecnigeria,… https://t.co/Mvj1LHr7ne 5099
Atiku Abubakar Happy 66th Birthday, Prof Yemi Osinbajo, @ProfOsinbajo. Your service to Nigeria is appreciated and valued. May you… https://t.co/TdaNWWKhMA 4690
Atiku Abubakar This is Sokoto! My team and I just arrived at the venue of the rally. -AA #RecoverNigeria https://t.co/y48Ns1Q51O 4688
Atiku Abubakar I just voted in the House of Assembly and Governorship elections here in Yola, Adamawa State. Proud to participate… https://t.co/RA52L5RhsL 4571
Atiku Abubakar I just voted in the House of Assembly and Governorship elections here in Yola, Adamawa State. Proud to participate… https://t.co/RA52L5RhsL 4565
Bola Ahmed Tinubu Earlier today Senator Kashim Shettima and I received our certificate of return from the Independent Nationl Elector… https://t.co/zkXmH3W9mw 35028
Bola Ahmed Tinubu I just joined other Nigerians in exercising my civic duty in the ongoing governorship and state assembly elections.… https://t.co/Kknftf29YS 33638
Bola Ahmed Tinubu I just joined other Nigerians in exercising my civic duty in the ongoing governorship and state assembly elections.… https://t.co/Kknftf29YS 33571
Bola Ahmed Tinubu I deeply appreciate the congratulatory messages that have come in from friends and well-wishers from home and abroa… https://t.co/RkZJR0J1tA 26863
Bola Ahmed Tinubu Today, I rejoice with Pastor E.A. Adeboye on his special day and praise God on his behalf for the privilege to see… https://t.co/rOdMvAHELU 19640
Bola Ahmed Tinubu As we Celebrate Mother’s Day today, I say “Thank You” to our dear mothers. God bless you all. Happy Mother’s Day! https://t.co/st6uPEDtV4 18382
Bola Ahmed Tinubu As we Celebrate Mother’s Day today, I say “Thank You” to our dear mothers. God bless you all. Happy Mother’s Day! https://t.co/st6uPEDtV4 18318
Bola Ahmed Tinubu I deeply appreciate the congratulatory messages that have come in from friends and well-wishers from home and abroa… https://t.co/RkZJR0J1tA 17665
Bola Ahmed Tinubu Earlier today, I paid the Oba of Lagos, Rilwanu Akiolu, a courtesy visit at the Iga-Iduganran Palace alongside Gove… https://t.co/FbPh8Pcb1f 13849
Bola Ahmed Tinubu Today, we came to the end of our campaign with a rapturous final rally in Lagos State, my home. The atmosphere was… https://t.co/50Xc7M9TWZ 13729
Bola Ahmed Tinubu Today I participated in the signing of the Peace Accord for presidential candidates. As a lifelong democrat who to… https://t.co/lzOOgu0cLp 13195
Bola Ahmed Tinubu I join other Nigerians in congratulating Temilade Openiyi aka Tems @temsbaby on winning the Grammy award in the Bes… https://t.co/gSGn3LXPd7 12603
Bola Ahmed Tinubu As we embark on fasting and spiritual reflection, let us proceed, imbued with the spirit of sacrifice, self - disci… https://t.co/a1NEDUMz3e 11258
Bola Ahmed Tinubu Warm congratulations to Prof. Saheed Aderinto, a prominent professor of History and African and African Diaspora St… https://t.co/q6OX16vsjC 9835
Bola Ahmed Tinubu I rejoice and celebrate with our Vice President, Professor Yemi Osinbajo @ProfOsinbajo , on attainment of 66 today.… https://t.co/ZfBAw5701N 8883
Bola Ahmed Tinubu I offer my sincere condolences to the victims and families affected by the gory incident involving a train and a bu… https://t.co/JNUDHsRDTq 8310
Bola Ahmed Tinubu Thank you Borno I am overwhelmed by the love you've openly displayed. I assure you, Nigeria will be Secured and P… https://t.co/PY1ulPfdey 7428
Bola Ahmed Tinubu As we celebrate our women today, I hold sacred my promise to provide the enabling environment for these goals to be… https://t.co/33osnT27Js 7322
Bola Ahmed Tinubu I congratulate and rejoice with astute journalist and administrator, Alhaji Liad Tella, on turning 75 on the 3rd of… https://t.co/hDTiILKfHt 7272
Bola Ahmed Tinubu Thank you, Ibadan. Thank you the good people of Oyo State. I'm deeply grateful for your show of love today. With y… https://t.co/K24PvUOPph 6991
Peter Obi I have just finished addressing an international press conference. I urge Nigerians to remain resolute. We won this… https://t.co/xxf8Hw2qB1 188308
Peter Obi I have just finished addressing an international press conference. I urge Nigerians to remain resolute. We won this… https://t.co/xxf8Hw2qB1 187335
Peter Obi My dear wife and I have now cast our votes for a New Nigeria at 11:42am in Agulu. It was a smooth process in my pol… https://t.co/k5z4ZUxBFK 171309
Peter Obi Our Vice presidential candidate Dr. Yusuf Datti Baba-Ahmed is addressing an international press conference at the L… https://t.co/komjcN7CEH 155471
Peter Obi Today, I visited Mrs Jennifer Efidi. She was attacked on 25th February in an attempt to stop her from voting, but s… https://t.co/ZkUA0IVApx 125796
Peter Obi My Dear Chief Olusegun Obasanjo, @Oolusegun_obj, a very respected father-figure and elder statesman, I am honoured… https://t.co/7Xt0qfhiyi 125055
Peter Obi Fellow Nigerians, it's 3 days to go and in my quiet moments I know that Nigerians are wondering what Peter Obi is t… https://t.co/6geywiEMUL 114823
Peter Obi Today, I fulfilled my pledge to assist Ms. Gimba Sophia Emmanuel in her aspiration to acquire an oven and start her… https://t.co/tjsPVb9Gqf 114144
Peter Obi If you must be referred to as "Your Excellency", then the process through which you arrived in office Must be excel… https://t.co/9Py6SsI8Tg 113209
Peter Obi I am not going away, I will be with you till the day breaks. -PO https://t.co/rWwLRH0lc5 102326
Peter Obi Dear @GRVlagos, on behalf of my family, and the whole Obidient family, I wish you a Happy 40th Birthday. I wish you… https://t.co/b6EW7wTOB8 100291
Peter Obi Our Vice Presidential Candidate, Dr Yusuf Datti Baba-Ahmed, voted in Kaduna around 10:10am. The process was reporte… https://t.co/0BPuQmrIKJ 94892
Peter Obi Earlier today, I had an interactive meeting with members of the European Union (EU) Observer Mission. -PO https://t.co/GRxn2bSXw9 91917
Peter Obi Please, Go out and Vote on February 25th, 2023. -PO https://t.co/gnRQI2mujj 88012
Peter Obi Dear #Obidients, the work we have done in the past 9 months have brought us to this very proud moment and I thank y… https://t.co/LydnAR6tR0 86521
Peter Obi On 25th February 2023, Nigerians trooped out en-masse to participate in what was promised and expected to be a free… https://t.co/LpP4QuZD7E 84265
Peter Obi I have arrived at the Appeal Court in Abuja. The place of the Nigerian Judiciary as a revered national institution… https://t.co/PYeYUHVErT 81884
Peter Obi We won the election, and we will prove it. -PO https://t.co/byQGTLazRU 81732
Peter Obi As the reconfiguration of BVAS has become our watchword today, I humbly appeal to Nigerians that it's time to Recon… https://t.co/vtfvkqg1t2 77083
Peter Obi I passed through Edo state today. I stopped by briefly to express my profound gratitude to the OBIdients for their… https://t.co/pNv2f0MTNZ 73788

 

Other Prominent tweets

These are top tweets from prominent handles about the presidential elections.

Users Tweets Likes
Reuben Abati What just happened in Nigeria? An election or a burlesque? Even masquerades voted. Touts and thugs replaced the Ele… https://t.co/yjJqVo768O 25331
Akin Olaoye I met @PeterObi exactly a year ago when we both stopped for a condolence visit with my mentor @benmurraybruce in wh… https://t.co/56GebcO1PH 15546
Fola Tunde-Oyediran I’m a Yoruba man, I believe in the concept of OMOLUABI (impeccable in character).For 8months @PeterObi has challeng… https://t.co/m5dWRMjh4J 13297
Femke van Zeijl What #thuggery caused in #Surulere where I've been following #elections: quoting #violent incidents, @inecnigeria c… https://t.co/MgHwaXEYXv 9554
One World CNN "I do not trust our court system anymore. #Nigeria is suffering from a series of failed promises." Yusuf Datti Bab… https://t.co/QxTdQoX66K 8702
Channels Television "We will not allow a continuation of failure, we must do the right thing: insists Dino Melaye of the PDP, as he co… https://t.co/dnLTjoLBRH 6113
David Ibiyeomie Let the voice of the masses be upheld. Don't change the election results in Nigeria. Any attempt to manipulate the… https://t.co/IlDOQZuGs9 5557
Akin Olaoye Abeg my #Obidient diasporans coming to vote PO on Saturday. I will like to hold a welcome party for all of you this… https://t.co/lYAKDV2joR 4967
Bashir Ahmad For Asiwaju to be declared winner of the #NigeriaDecides2023, he needs 25% in 23 states + Abuja or 25% in 24 states, and a simple majority. 4765
Rabbi Ubong The lies that voting for #ObiDatti2023 is akin to votes wasting, n that #Obi will not have #LabourParty #Parliament… https://t.co/z2uAmM5qAa 4699
FS Yusuf Our Jingle for #ObiDatti in Hausa Language just got accepted by Wazobia Station which just got approved by APCON. I… https://t.co/kthyJDHTnH 4516
Channels Television ‘We will not allow it’: Again, PDP’s Dino Melaye protests at INEC National Collation Centre in Abuja.… https://t.co/hcoB0M0o6j 3688
Zain Asher Nigerians head to the polls on Saturday to vote for a new President. @dayoisrael National Youth Leader… https://t.co/IuJ9x11zcO 3582
Akin Olaoye They brought guns and knives, we brought giant banners! OBIDIENTS cannot be bullied in Lagos! #ObiDatti is a goa… https://t.co/lPI5186MiI 3530
Akin Olaoye Always save the best for last. So glad I brought out my giant Obidient flags for the final rally. #ObiDatti family… https://t.co/zsLi24CHkg 3122
Channels Television Gov Polls: Obi Sympathises Over Lives Lost In ‘Simple Thing As An Election’ https://t.co/E97L3SpWqU #ElectionDay… https://t.co/LqfR4glNkI 2918
Akin Olaoye You gotta give it to Obidients sha! An Unknown political party has become a major party and with very little funds… https://t.co/pSIgx5qOsU 2825
Reno Omokri In Another Gobsmacking Surprise, Peter Obi Does Well In Some Northern States #NigeriaDecides2023 https://t.co/eUDovgtzQw 2817
Rinu Oduala 🔥🔫 Something is seriously wrong with INEC server. Nigerians, wake up! #NigeriaDecides2023 2666
FS Yusuf I’m going live to stream the #ObiDatti campaign council press conference. Please retweet. 2521
Akin Olaoye Election Day Supplies Ready. You think say me na just twitter voter abi? PVC Card ✅ Power Bank ✅ Face Cap… https://t.co/UiYm73ky39 2499
Channels Television Gov Elections: Sanwo-Olu Wins Rhodes-Vivour’s Polling Unit In Lagos https://t.co/S6qdk0fgfj #ElectionDay… https://t.co/Kds2n5VIHz 2254
Rinu Oduala 🔥🔫 Wike is threatening presiding officers in LGAs in Rivers State. He’s up to no good. #NigeriaDecides2023 https://t.co/8iOhpYoLCW 2212
Akin Olaoye BATist are shouting, we will win, we are popular, we have structure but una wan postpone elections. In LP We are br… https://t.co/Ifu2VQD1JN 2038
David Ibiyeomie Anyone that will toy with the Church of Jesus Christ will not emerge President of Nigeria in the name of Jesus! God… https://t.co/NEq9MnchgO 1913
Channels Television Counting of votes at booth 017, Ama Onyekwere, ward 3, by St. Michaels Primary School, Umuahia North LGA, Abia stat… https://t.co/rhMVjBZbtu 1824
Akin Olaoye These clowns in @OfficialAPCNg staging a Buhari Must Go protests are the biggest dafts in Nigeria. Buhari will com… https://t.co/DcnuZo3JHS 1779
Rinu Oduala 🔥🔫 The INEC chairman is playing with over 200,000,000 Nigerians’ lives. There’s reported info that some mischievous e… https://t.co/Ec5DP3wJ80 1686
Channels Television LP’s Otti Accuses PDP Of Result Manipulation #ElectionDay #PollingUnit #LagosDecides2023 #NigeriaDecides2023 https://t.co/m51yDFkeME 1668
Akin Olaoye Lagos #Obidients they say we are on the internet only! Well PVC holders, let's prove them wrong on saturday with a… https://t.co/bTaOrpxtqY 1611
Akin Olaoye Promoting a candidate you believe in & spending personal 💰 for months to promote the message can feel exhausting. B… https://t.co/wMlDohq7jh 1557
Channels Television Ibrahim Abdulkareem, D.G., #OBIDATTI Independent PCC explains why Peter Obi will get more votes from the North than… https://t.co/rhwzxbaL3i 1542
Channels Television LP Agent Assaulted In Ajao, Lagos, Alleges Threat To Life  #ElectionDay #PollingUnit #LagosDecides2023… https://t.co/jC4av9fKVo 1495
Rinu Oduala 🔥🔫 Add all your friends with PVC to a WhatsApp group. Ask them if they will be voting. Ensure they will vote on Saturday. #NigeriaDecides2023 1458
Channels Television Delta governorship result from Ika North East APC - 4,733 LP - 1,990 NNPP - 24 PDP- 26,760 #ElectionDay #NigeriaDecides2023 1448
Akin Olaoye Ile-Ife Student #Obidatti Town Hall….. Awaiting our principal @peterobi Many thanks to his Majesty & my daddy his… https://t.co/aFzL44Yng2 1392
Bashir Ahmad Senate results so far; APC = 37 seats PDP = 14 seats NNPP = 2 seats LP = 3 seats Undeclared = 53 seats #NigeriaDecides2023 1314
FS Yusuf The #OBIDATTI Campaign Council is currently holding a press conference in Abuja. We won’t accept a rigged electoral process. 1267
Charly Boy Area Fada 1 Election don come a election don go, what we are left with is sadness and pain. Naija matter, shame Dey catch me.… https://t.co/DxrzWOLI7f 1266
Channels Television #InCaseYouMissedIt: ‘A Complete Sham’: Labour Party Condemns Gov, State Assembly Polls https://t.co/OGZnogCjRk… https://t.co/fIPyG8mmAV 1243
Rinu Oduala 🔥🔫 They are counting LP votes in Lekki 😂 #NigeriaDecides2023 https://t.co/PM9ITHgmTL 1017
Channels Television Electorates staged a peaceful protest in Omege Ward, Ezza North LGA of Ebonyi State, on Saturday. The protesters we… https://t.co/mpLjolwTqS 933
Akin Olaoye Lekki #ObiDatti 100m Man Rally is holding today. Sufficient security in place & you can join the Lekki Rallies at I… https://t.co/sTfYbmnldD 930
Channels Television NNPP Wins Rogo Constituency In Kano Assembly Elections https://t.co/Ng8AqaHMVy #ElectionDay #PollingUnit… https://t.co/chjoNygmtc 833
Rinu Oduala 🔥🔫 7.51pm: Presiding officers across many polling units are claiming they weren’t given password by @inecnigeria to u… https://t.co/dD7U56qbDq 790
Akin Olaoye A true leader goes to the market to campaign, he doesn't shut the markets like an emperor and make them attend his… https://t.co/HBtWuuoSuR 745
Rinu Oduala 🔥🔫 Find ANAP Poll full results: #NigeriaDecides2023 https://t.co/KPr1JK80N1 https://t.co/LuvB1LXGnu 739
Channels Television Peter Obi’s Visit To Alaba Market Wasn’t Planned, Says Labour Party Chieftain #NigeriaDecides2023 #The2023Verdict https://t.co/ausOMN0TZc 690
Akin Olaoye My Lagos #Obidients Let's give them a mega show for our Rally, Lagos Style! Join a float from any of the locations… https://t.co/sWwFlvKgj7 662
Channels Television The Ogun State INEC REC, Niyi Ijalaye, has announced the suspension of collation of the Governorship and house of a… https://t.co/LaGP1YU5Ek 653
Channels Television Lagos Governor & APC candidate, Babajide Sanwo Olu, casts his vote at a polling station for gubernatorial and House… https://t.co/UZg8g2Qftl 648
Akin Olaoye We are excited to list the take off point for the Lagos #ObiDatti Rally Saturday February 11th at 8.30am to proceed… https://t.co/C5We1rjXIT 644
FS Yusuf #Obidatti Campaign Council calls on @inecnigeria to follow the electoral guideline or hold a fresh election! 643
Akin Olaoye Obidients are a formidable force and a political movement that cannot be derailed. We will come out on Saturday and… https://t.co/sxxeCx3NNH 625
Channels Television NNPP Kano Governorship Candidate Abba Kabir Yusuf casts his vote and expresses confidence in the process.… https://t.co/nLjojkN5uD 599
Channels Television Hoodlums Attack Polling Unit Off Ago Palace Way, Disrupt Voting Process #ElectionDay #PollingUnit… https://t.co/g9kP1V6h8s 543
Reno Omokri The more results we see, the more confident we are. Waziri Atiku defeats Senate President Ahmad Lawan and Peter Obi… https://t.co/AsDvQHATnP 517
Channels Television One Burnt To Death As Bandits Allegedly Attempt To Disrupt Elections In Katsina https://t.co/BMHkXSRGmr… https://t.co/2uhcPQk5Gx 511
Reno Omokri Jubilation In Festus Keyamo’s Polling Unit As Peter Obi Defeats Tinubu in #NigeriaDecides2023 https://t.co/aGTMyyrsQJ 480
Channels Television Esinna Grace, the INEC rep gives the reasons why voting is not being held in the VGC estate, saying they held back… https://t.co/IWcLF4KDTF 479
Channels Television INEC To Commence Collation In Lagos, Ogun Today https://t.co/It24UXqdIa #ElectionDay #PollingUnit… https://t.co/OOU14aVcPU 474
Channels Television Pre-election Polls: We have never paid any organization to conduct polls, says Ibrahim Abdulkareem, D.G., #OBIDATTI… https://t.co/s124RK7yC6 463
Channels Television Election Violence: Police Responded Promptly In Most Instances, Says Lagos CP https://t.co/pDlVCZ83Bt… https://t.co/xO8obL6dGd 452
Channels Television Labour Party Guber Candidate, Kaduna, Jonathan Asake has just cast his vote at Polling Unit 015 Ungwan Rimi ward i… https://t.co/0cZSdg3vnA 406
Channels Television Lagos Police Commissioner Idowu Owohunwa says police officers responded adequately to breaches reported in parts of… https://t.co/nMFvb5CFTN 381
Channels Television Collation Of Results In Kaduna State To Begin On Sunday https://t.co/Vts3LB9q0s #ElectionDay #PollingUnit… https://t.co/OoJxIg5i62 375
Channels Television Governorship Elections: INEC Begins Collation Of Results In Kaduna https://t.co/1I3JcbkE1U #ElectionDay… https://t.co/V616voymts 363
Channels Television The counting of votes is in progress at polling unit 011 in Karewa ward of Jimeta Yola, Adamawa. #ElectionDay… https://t.co/wop73BEQtj 352
Channels Television EFCC Operatives Attacked, Injured By Alleged Vote Buyers In Kaduna https://t.co/XGHUMKH31h #ElectionDay… https://t.co/VK83SHXQSW 349
Channels Television The Resident Electoral Commissioner (REC), Prof. Gabriel Yomere, has confirmed an attack on one of the ad-hoc staff… https://t.co/RiaFRPSpz2 345
Channels Television Sorting and counting of votes at polling unit 041 Kawo ward in Kaduna North. #ElectionDay #PollingUnit… https://t.co/2bAcdif8ZC 339
Channels Television Violence, Delays, Voter Suppression Claims Trail Governorship, State Assembly Polls https://t.co/VfqJ526udU… https://t.co/1Nj1IDwd5a 332
Channels Television Osinbajo Casts Vote In Ogun, Says Election Is Peaceful https://t.co/gOSfZ2zLUX #ElectionDay #PollingUnit… https://t.co/9qzSwo0ZYt 328
Rinu Oduala 🔥🔫 I know who I’m voting for, I may not come out to say it, because I believe that as much as celebrities have the rig… https://t.co/PTH0unvo79 304
Akin Olaoye Abuja People! I need to get my hands on the nicest #Obidient or #ObiDatti Face Cap money can buy! Abeg share pictur… https://t.co/2vTnLrGfYc 300
Channels Television LIVE UPDATES: Gov Election Results For 17 States Declared, More Expected https://t.co/ASJEpO6QL7 #ElectionResults… https://t.co/lNbQwNipGo 293
Channels Television Gov Elections: INEC Vows To Take Drastic Measures Against Proven Irregularities https://t.co/i1IGn2QjPF… https://t.co/nBgIv5DNYD 280
Channels Television Vote-Buying: Party Agents With ‘Hundreds’ Of Credit Cards Intercepted In Ogun https://t.co/slv5ZvjQNo… https://t.co/tj8PevB7qI 268
Akin Olaoye Lagos #Obidients looking to participate in the INEC mock election, these are the centers. Please mobilize and parti… https://t.co/ZFXS5NxQVi 267
Channels Television 96 INEC Staff Members Rescued As Police Foil Attack in Kogi https://t.co/sOD9HAnz3x #ElectionDay #PollingUnit… https://t.co/qoOXxdj9RP 257

 

Users with most Liked tweets on Average

We explore twitter users with the most liked tweets. We explore them by grouping them by verification status.

Sentiment Analysis

In this section, we analyse the sentiments for the top 3 presidential candidates.

Peter Obi’s Frequent words

Most used words by Peter Obi are displayed in the plots below.

Bola Tinubu’s Frequent words

Most used words by Bola Ahmed Tinubu are displayed in the plots below.

Atiku’s Frequent words

Most used words by Atiku Abubakar are displayed in the plots below.

Analysing sentiments

We analyse the sentiments (Positive and negative) words used for the presidential candidates using the bing lexicon.

Sentiments for Peter Obi

Sentiments for Bola Ahmed Tinubu

Sentiments for Atiku Abubakar

Conclusion

With the report, we have been able to explore the dataset relating to people’s feelings and expressions concerning the Nigerian election. We used plots as well as tables to present some notable tweets and we went further to do some sentiment analysis. Because the data is periodically updated, we may have no final conclusion on this report.

References

Preda, Gabriel, and Nimatallahi Masuud Kehinde. 2023. “Nigerian Presidential Election 2023 Tweets.” Kaggle. https://doi.org/10.34740/KAGGLE/DSV/5185268.