Dataset Viewer
Auto-converted to Parquet Duplicate
input
large_stringlengths
20
3.53k
target
large_stringlengths
9
714
task
large_stringclasses
4 values
answer: Question: How do rural communities in Ghana report crimes like infanticide? Context: 1. [2021-11] The exercise forms part of the Center’s ‘Enhancing Citizen Participation in Border Security Managementproject, which aims at improving the security awareness of citizens along, and across border communities as a pr...
Community leaders alert police, who then investigate. In this case, the chief of Atanurom assisted in reporting the incident.
answer
answer: Question: What happens when confidential legal documents are leaked? Context: 1. [2025-10] However, she insists in her legal documents that the findings were unfair, unconstitutional, and did not meet the legal standard for removing a Chief Justice. 2. [2025-08] As a Notary Public, he now holds the authority un...
Leaked legal documents can compromise investigations, endanger witnesses, and require probes to determine the source and impact.
answer
directions: Request: Amakom APS to Future Image Technology quickly please. Route plan: Task: short_hop Start: Amakom APS (school), area Asafo Destination: Future Image Technology (shop), area Afful Nkwanta Route: 1. Head east on Osei Tutu II Boulevard, passing about 5 small side roads 2. TURN RIGHT (many small roads be...
Head east along Osei Tutu II Boulevard, ignoring the small side streets. Make a right turn onto Hudson Road, spotted by Justice Hotel on your left and Super KASS on your right. You will find your destination on the left beside Justice Hotel.
directions
answer: Question: Why does Ghana keep needing IMF bailouts despite its resources? Context: 1. [2025-09] In a post on his official X (formerly Twitter) account on September 6, Mr Agyapong argued that Ghana’s frequent reliance on IMF bailouts reflects poor leadership and weak economic strategy. 2. [2025-08] The Coordinat...
Poor governance, mismanagement, and over-reliance on two parties are blamed for Ghana’s economic instability despite its gold wealth.
answer
intent: Good day, could you please provide driving directions from Dansoman Market to Westland Precious Hotel located in Maamobi?
navigation
intent
parse: Could you please provide directions from Central Police Station to Beauty Queen Hotel?
task: route | start: Central Police Station | end: Beauty Queen Hotel
parse
answer: Question: What is the difference between Majority and Minority in Ghana's Parliament? Context: 1. [2024-11] Tamale Central Member of Parliament (MP), Ibrahim Murtala Mohammed, has stated that there is currently no majority or minority caucus in Ghana's Parliament. 2. [2024-11] “ It is not for the NPP or the Sup...
The Majority in Ghana's Parliament supports the government, while the Minority opposes it. They may disagree on policies but for different reasons. ---
answer
intent: Hey, how do I get from Danquah Circle to Hemingway Bar on foot?
navigation
intent
answer: Question: Can foreign COVID-19 patients refuse treatment in Ghana? Context: 1. [2021-05] Medical oxygen becomes essential for treatment of severe COVID-19 patients. 2. [2020-07] COVID-19 treatment centres in the Ashanti Region are full as they are forced to turn away positive COVID-19 patients because they are ...
Foreign COVID-19 patients in Ghana must comply with treatment rules. Two Nigeriens who refused care were stopped by security after threatening staff with a sharp object.
answer
answer: Question: What awards are given in Ghanaian swimming? Context: 1. [2025-08] Mensah’s record-breaking performances are a milestone for Ghanaian swimming, a sport still developing in the country. 2. [2025-07] The appointment is being hailed as a significant boost for Ghanaian swimming, as it represents administra...
Ghana’s President’s Cup awards Best Male & Female Swimmer—won by Boris Ushinskii and Mercedes Abdallah in 2025.
answer
answer: Question: What are the consequences of banks funding unsustainable projects? Context: 1. [research] This is a good reason to explain the failure and unsustainable projects especially in developing economies. 2. [2023-02] This achieves the rationale of the ‘No Go Policy’, which explains that banks’ financing pol...
Banks funding unsustainable projects risk ecosystem degradation, climate harm, and long-term environmental damage, affecting both rural and urban areas.
answer
parse: Please provide the route from Library - KNUST to Ante Florence Supermarket. Thank you.
task: route | start: Library - KNUST | end: Ante Florence Supermarket
parse
answer: Question: Can military personnel be tried for assaulting civilians? Context: 1. [2025-10] Confirming the incident in an interview with Channel One News’ Akwasi Agyei Annim, on October 1, the Public Relations Officer of LongShine mining, Zion Rootman, said the two suspected military personnel wearing military un...
Yes, military personnel can be tried for assaulting civilians, with punishments ranging from detention to demotions or court-martial.
answer
answer: Question: How can a government regain control of security issues? Context: 1. [2020-03] But the District Chief Executive, (DCE) for the South Tongu District, Emmanuel Luis Agama, has assured aggrieved residents of Sogakope of his commitment to getting the security issues in the area brought under control. 2. [2...
Governments regain control by appointing key officials, strengthening intelligence, and deploying coordinated security responses to crises.
answer
directions: Request: How do I drive from Things to do in Ghana in West Ridge to Emmanuel Community Hospital? Route plan: Task: reverse Start: Things to do in Ghana (hotel), area West Ridge Destination: Emmanuel Community Hospital (hospital), area Tesano Estates Route: 1. Head north-west on Kojo Thompson Avenue, passing...
Start by heading north-west on Kojo Thompson Avenue, passing many small side roads. Keep straight onto Nsawam Road; you will see Accra, Circle and Dans Chemist on your right. Next, turn right onto Otublohum Street, with Upper West Cargo Station and M-Plaza on your right. Continue straight onto Frank Gilbert Street, the...
directions
intent: What are common tools used by immigration officers for investigations?
knowledge
intent
answer: Question: "How to plan a sports day that includes both serious and fun games?" Context: 1. [2025-05] More than just a sports day, the Games have become a model of alumni-driven impact—raising funds to support infrastructure, scholarships, and student development at Bishop Herman College. 2. [2025-08] The tourna...
Balance competitive sports (football, tennis) with playful contests (spoon races, tug-of-war) to cater to athletes and casual participants alike.
answer
answer: Question: What safety measures are taken during dam-related floods? Context: 1. [2025-08] The Northeast Regional Minister, Ibrahim Tia, has urged farmers and residents living along the White Volta to brace themselves for the impact of the anticipated Bagre Dam spillage, assuring that adequate safety measures ha...
NADMO conducts sensitization, relocates residents, and monitors water levels. Radio alerts and evacuation plans reduce risks during dam spills.
answer
answer: Question: What are some ways communities help improve local security? Context: 1. [research] These three reasons are now elaborated on below. i. both systems complement each other and are therefore necessary The people believed that it was necessary for the development of their communities because chiefs help i...
Communities improve security by funding police housing, like Ejura’s chief renting apartments for officers, and building police stations.
answer
answer: Question: How does Ghana’s National Cathedral funding work? Context: 1. [2025-01] The National Cathedral, conceived as a national Christian monument, has been embroiled in controversy over its funding and execution, with many questioning its relevance given Ghana’s ongoing economic challenges. 2. [2023-01] As w...
Funds come from donations and state allocations. Misuse or unapproved transfers may trigger investigations into financial impropriety.
answer
answer: Question: How do predators groom children in educational settings? Context: 1. [2024-05] According to Juliet Senoo, founder of the FirstWord and Speech Rehabilitation Center, incorporating these professionals into educational settings would ensure that children facing challenges in learning and communication re...
Predators often build trust, offer gifts, and exploit authority. Watch for excessive attention or secrecy with a child.
answer
answer: Question: Which newspapers cover Ghana's latest news? Context: 1. [2025-06] Sudden floods that happen quickly after heavy rain, especially in low-lying or poorly drained areas.🚨 Stay safe:• Avoid floodwaters• Move to higher ground• Unplug appliances if safe#GMet#FlashFloodAlert#StaySafe#GhanaWeather— Ghana Met...
The *Daily Graphic*, *The Chronicle*, and *Graphic Showbiz* are key sources for Ghana's latest news on politics, economy, and culture. Each query reflects a general search intent that the article could answer without assuming prior knowledge of specific events.
answer
answer: Question: How do political parties handle internal conflicts over leadership endorsements? Context: 1. [2024-09] They have also organized Alternative Dispute Resolution (ADR) training for all political parties to help them manage internal conflicts. 2. [2019-11] Vincent Azumah, who is the West Africa Regional C...
Internal conflicts in parties often lead to public demands for apologies or retraction of statements, as seen in the NPP Asokwa Constituency case.
answer
answer: Question: Are there recent cases of ethnic violence in Ghana? Context: 1. [2020-04] It will be unfair not to discuss the ethnic violence which has happened in Ghana. 2. [2018-06] “Chieftaincy and ethnic violence remain the single biggest source of insecurity and instability in Ghana.” He noted with deep concern...
Yes, ethnic violence in Ghana occasionally occurs, often tied to chieftaincy disputes or land conflicts, leading to injuries and unrest.
answer
directions: Request: Will I pass Bantama Market when travelling from Potter's House Christian Academy to Bantama Post Office? Route plan: Task: connects Start: Potter's House Christian Academy (school), area Kenyasi Destination: Bantama Post Office (post office), area Bantama Asked about: Bantama Market -> on the route...
Yes, you will pass Bantama Market on this trip. Start by heading south-west, then take a right onto P. V. Obeng Bypass, seeing the Assemblies of God on your left. Make a right onto Suame Roundabout, then another right onto Western Bypass. Continue straight onto Bantama High Street, keeping Metro Health Hospital on your...
directions
answer: Question: What solutions exist for political interference in African businesses? Context: 1. [2025-10] Building Homegrown Solutions for a Digital Africa Hubtel’s ability to evolve from a messaging company (formerly SMSGH) to a comprehensive payment and commerce platform is a prime example of African businesses ...
Mahama advocates for fair policies, solidarity, and protecting all businesses to overcome political interference and boost African economies.
answer
answer: Question: How can I support Ghanaian theatre during social distancing? Context: 1. [2025-07] A testimony that Ghanaian theatre is not just evolving, it’s on the move. 2. [2025-07] A Statement for the Industry by Africa Arts NetworkMore than just a production, Honeymoon Hotel felt like a statement piece — about ...
Watch Globe Productions’ free play screening on YouTube April 30, 8 PM GMT—engage and share!
answer
answer: Question: How can staff report concerns about misuse of government property? Context: 1. [research] Rules to prevent the misuse of government property and information’s 10. 2. [research] 10 The definition also covers acts where there is no interaction with external agents or external agents are not explicitly i...
Staff can raise concerns internally or through oversight committees. NDA employees flagged fence construction, leading to inspections and clarifications from management.
answer
answer: Question: What is being done to rebuild communities destroyed by explosions in Ghana? Context: 1. [2025-08] Genser warns that tampering with or rupturing the pipelines could trigger catastrophic explosions, potentially devastating entire communities in their path. 2. [2018-11] The Deputy Energy Minister urged G...
Reconstruction of Appiate, destroyed by explosives, begins mid-July with 120 houses planned. Survey work is 95% complete.
answer
answer: Question: Which Ghanaian artists were signed under Lynx Entertainment? Context: 1. [2025-01] Perhaps the most alarming development came a few days ago when MAYA BLU, KASAR and LENNON, three of the four new artists signed to Lynx Entertainment were suddenly let go. 2. [2024-12] The Genesis of "Pawn"Pawnmarks Lyn...
Lynx Entertainment, founded by Richie Mensah, has signed artists like Asem, Eazzy, MzVee, Kuami Eugene, Kidi, and Zigi, shaping Ghana’s music scene.
answer
answer: Question: What are the largest oil discoveries in Ghana? Context: 1. [2025-07] Ghana is poised to attract more international oil companies following the government’s recent declaration of the Akoma and Eban 1X oil discoveries. 2. [2023-01] “GNPC has over the years conducted regional studies on our own as well a...
Ghana’s largest oil discoveries include Jubilee Field and recent finds like Springfield’s 1.2B barrels, boosting national production potential.
answer
directions: Request: Can you give me driving directions from Sikkim municipal to Mirage Royale Hotel? Route plan: Task: route Start: Sikkim munipal (school), area Senya Destination: Mirage Royale Hotel (hotel), area East Legon Route: 1. Head north-east on Al-Waleed Bin-Talal Highway, passing about 23 small side roads 2...
Begin by driving north-east on Al-Waleed Bin-Talal Highway. Make a left turn onto Patrice Lumumba Road, noticing D Deli on your left and a Sign Board ahead. Turn left onto Liberation Road, then make a right onto Boundary Road, seeing the Accra End of the Motorway on your right. Turn right onto Djanie Ashie Street, and ...
directions
answer: Question: "How do Ghanaian police handle child abduction cases involving mothers?" Context: 1. [2024-11] If this was indeed an orchestrated incident, it undermines the credibility of genuine abduction cases and misuses public trust and resources. 2. [2019-04] Ghana has in recent times seen a rise in abduction c...
"DOVVSU leads investigations, coordinates with communities, and prioritizes safe recovery. Recent cases show arrests within days via tips and patrols."
answer
answer: Question: Are there any ECG initiatives to help customers pay bills? Context: 1. [2025-05] Speaking to the media on Monday, May 12, she urged customers to support ECG’s service improvement initiatives by promptly paying their bills, emphasising that collective responsibility is key to sustaining reliable power ...
Yes, ECG runs revenue mobilization exercises and quarterly outreach programs to assist customers with payments.
answer
parse: 37 Military Hospital to Achimota bus terminal
task: route | start: 37 Military Hospital
parse
answer: Question: What measures does Ghana take against financial mismanagement in public institutions? Context: 1. [2025-07] The following year, it is repeated on a large scale," he lamented, describing the escalating figures of financial irregularities as "frightening".This sentiment resonates with the Auditor Genera...
Ghana combats financial mismanagement through audits, recoveries, and prosecutions, involving agencies like the Special Prosecutor.
answer
parse: T. I. Ahmadiyya Senior High School, Kumasi Youngsters Canteen quick directions
task: route | start: T. I. Ahmadiyya Senior High School, Kumasi | end: Youngsters Canteen
parse
intent: Michael Nyame Social Centre to Sarfo Hotel please
navigation
intent
directions: Request: Amass to Eno Yaa Supermarket Route plan: Task: route Start: Amass (school), area Lobito Destination: Eno Yaa Supermarket (mall), area Ashtown Route: 1. Head north-west on Yaa Asantewa road, passing about 11 small side roads 2. TURN LEFT (many small roads before it: do not count) onto Atua-Abena II ...
Start by heading north-west on Yaa Asantewa road, passing many small side roads. Turn left onto Atua-Abena II Street; if you are not sure, ask someone for directions there. Keep straight onto Maxwell Road, where you will see O.A Terminal (main branch) and OA Travel and Tours on your right. Continue straight onto Edwabr...
directions
answer: Question: What long-term effects do pandemics have on society? Context: 1. [2025-11] Beyond these risks, the FDA warned that Sildenafil use could also result in painful, prolonged erections, psychological dependence, and long-term effects such as loss of vision or hearing. 2. [2025-09] Pregnant women and childr...
Pandemics reshape economies, healthcare, and daily life. Recovery takes time, but collective action and science pave the way forward.
answer
parse: Please provide the route from New Mission Academy to Modern INT School.
task: route | start: New Mission Academy | end: Modern INT School
parse
answer: Question: Are political parties wasting money on election monitoring? Context: 1. [research] In this study, election monitoring refers to the extent to which CSOs check the presence of up-to date voters register, ensure that candidates standing for elections are given equal opportunities to contest, observe the...
The EC suggests they are—parties can save by using regional reps instead of tracking materials.
answer
answer: Question: What happens when a major trade route floods in Ghana? Context: 1. [2025-08] The Ofankor-Nsawam road is a vital route that connects not just local communities such as Pokuase, Amasaman, Medie and Sarpeiman, but it also serves as a key pathway for international trade between Ghana and its landlocked co...
Trade halts, goods rot, and businesses collapse, as in Saboba, where the Yendi-Kpalba route is now impassable.
answer
parse: Need quick directions from Asofan Library to North Legon Hospital
task: route | start: Asofan Library | end: North Legon Hospital
parse
answer: Question: How can businesses avoid reputational damage in public communication? Context: 1. [2025-02] Businesses that proactively integrate these goals into their operations ensure compliance with evolving legal frameworks, avoiding potential financial and reputational damage. 2. [2024-12] For businesses, the c...
By prioritizing ethical language, transparency, and audience-centric messaging to prevent misunderstandings and backlash.
answer
answer: Question: "Is there a vaccine for Mpox available in West Africa?" Context: 1. [2025-06] The World Health Organisation (WHO) warned on Monday of a rise in mpox infections in West Africa and cautioned that the virus could spread undetected to other regions. 2. [2024-08] First identified by scientists in 1958 amon...
Ghana has secured Mpox vaccines, but arrival and rollout dates are pending. Check Ghana Health Service (GHS) for updates.
answer
answer: Question: What is the controversy surrounding the Ghana card registration process? Context: 1. [2019-11] He also asked the general public to get involved in the Ghana card registration process as the card will be used as one of the main identification instruments for elections in 2020. 2. [2018-06] The Minority...
The Ghana card registration faces disputes over voter ID inclusion, with political parties and NIA at odds. Ex-President Rawlings urges dialogue for fairness.
answer
answer: Question: Where did President Akufo-Addo study in Ghana? Context: 1. [2020-07] The overall winner of this year’s Presidential Pitch received seventy thousand cedis (GH¢70,000) as prize money, and a fully funded work-study programme outside Ghana, with President Akufo-Addo, this year, making a personal donation ...
President Akufo-Addo studied at the University of Ghana, Legon Hall, where he and late President Atta-Mills were contemporaries.
answer
answer: Question: What role does electoral history play in selecting presidential candidates? Context: 1. [2025-08] Speaking in an interview on Channel One TV’sFace to Faceon Tuesday, August 26, he stated that suggestions that the NDC should concede Akwatia to the NPP because of its electoral history are unfounded, arg...
Past election trends show that parties retaining candidates gain voter trust, making electoral history key in candidate selection strategies.
answer
answer: Question: Where can I find auction results for Jane Austen books? Context: 1. [2022-12] Five first-edition Jane Austen novels have sold for a total of more than £181,000 at auction. 2. [2023-09] "Pride and Prejudice" by Jane AustenIn this 1813 romantic novel by Jane Austen, Charles Bingley is new to town and ha...
Dominic Winter Auctions in Cirencester sold five first editions for over £181,000 total, including Pride and Prejudice for £92,000.
answer
answer: Question: What are the benefits of Ghana-China economic partnerships? Context: 1. [2020-07] Ghana-China relations can ride on the back of the new normal and create viable political, economic, social, and cultural partnerships that will define our future in the post-COVID-19 era. 2. [2025-09] The visit is expect...
Ghana-China partnerships offer infrastructure funding, resource exploitation deals, and economic growth without high costs or strict loan conditions.
answer
answer: Question: Can political parties approve officials they oppose for strategy? Context: 1. [2025-07] He explained that EC officials had informed all political parties during the collation process that only three polling stations had issues, and pink sheets had already been distributed to party agents.“We know for ...
Yes, parties may approve officials they criticize for long-term strategy, like Ghana’s NDC supporting a finance minister to boost election chances.
answer
answer: Question: What should communities do to prevent violence during land conflicts? Context: 1. [2022-02] The use and possession of illegal firearms and weapons often result in crimes such as robberies, murders, rape, violence, and land conflicts. 2. [2023-08] This ten-year legal drama, ostensibly conceived to quel...
Communities should engage chiefs, cooperate with security agencies, and avoid confrontations to prevent violence during land conflicts in Ghana.
answer
answer: Question: Why didn't Ghana qualify for AFCON this year? Context: 1. [2025-10] The 49-year-old tactician came under intense criticism after Ghana failed to qualify for the 2025 Africa Cup of Nations (AFCON). 2. [2025-08] National teamsUnder Okraku's leadership, Ghana has suffered successive group stage exits at ...
Ghana failed to qualify for AFCON 2025 after finishing last in their group, marking their first absence in 20 years. Focus now shifts to the World Cup.
answer
intent: Could you please provide the driving route from Rhema Salvation Preparatory and Junior High School to College of Engineering.LT Rm A. KNUST?
navigation
intent
parse: How do I drive from kronom bus station in Kronum to Ave Maria Preparatory School?
task: route | start: kronom bus station | end: Ave Maria Preparatory School
parse
directions: Request: Please, could you provide directions from Los Angel to On A Circle Bound Trotro? Route plan: Task: route Start: Los Angel (hotel), area Nima Destination: On A Circle Bound Trotro (lorry park), area Cantonments Route: 1. Head south on Mallam Futa Street, passing about 5 small side roads 2. TURN RIGH...
Start by heading south on Mallam Futa Street, passing about five small side roads. Take the second right onto Ring Road Central, where Nima Police Station is on your right and Collins Gate Hotel is ahead. Continue straight onto Ring Road East, passing Nation Wide Health Care and Ako Adjei Interchange ahead. Take the se...
directions
answer: Question: "How does Ghana support athletes with disabilities in sports?" Context: 1. [2025-05] With five years of serious planning, Ghana can lead in para-sports."Edmond and Amos are not just athletes — they’re role models for people with disabilities, especially those begging on the streets.“I also barber,” sa...
Ghana’s NPC Ghana leads via its 2020–2027 Strategic Plan, assigning roles (e.g., media/admin officers), unifying federations, and driving advocacy, development, and global competitiveness for para-athletes.
answer
answer: Question: How can Ghana make dialysis more affordable? Context: 1. [2025-09] He added that the rising cases of kidney-related diseases in Ghana have made dialysis services a critical need, especially in our regions where access is limited,” he said. 2. [2025-07] Eric Kwame Adae, has revealed that the annual rac...
Advocates urge Ghana’s NHIS to cover dialysis, reducing costs from GH¢765 to manageable rates for patients in need.
answer
answer: Question: How safe is traveling on roads in the Ashanti Region of Ghana? Context: 1. [2024-05] Tanker drivers belonging to the Ghana National Petroleum Tanker Drivers Union in the Ashanti Region in June last year embarked on a sit-down strike to draw attention to the deteriorating condition of roads that lead t...
While major roads in Ashanti Region are generally safe, some under-construction or remote areas pose risks, including armed robberies. Travelers should stay alert, especially at night.
answer
answer: Question: What leadership qualities are important for student leaders? Context: 1. [2025-08] Omane Boamah’s leadership qualities were evident from his youth.“From his earliest days as a fearless student leader as NUGS President, his leadership was already evident. 2. [2025-01] Scott is a leader himself having a...
Effective student leaders prioritize unity, collaboration, and addressing shared concerns, as demonstrated by Ghana School of Law’s new SRC President.
answer
answer: Question: How can art influence political activism in Africa? Context: 1. [2024-01] The predicted high nature of political activism from big democracies in Africa implies a high securitization of elections even within robust democracies including Senegal, Ghana, South Africa and Tunisia. 2. [2025-10] The Minist...
Songs like "Change" by Michael Adjetey & Ebenezer Okrah inspire activism by exposing corruption and calling for reform.
answer
answer: Question: How do parties raise concerns about election preparations? Context: 1. [2024-11] He affirmed that the NDC minority caucus would focus on election preparations and resume parliamentary duties only after the December polls. 2. [2024-11] The Electoral Commission (EC) during an Inter-Party Advisory Commit...
Parties like the NDC meet with the Electoral Commission to discuss concerns, such as ballot printing transparency and verification processes.
answer
answer: Question: How do credit rating agencies affect a country’s ability to borrow? Context: 1. [2023-07] Credit rating agencies are thus commercial firms that assess the ability of companies, institutions and governments to service their debts. 2. [2018-08] Credit rating agencies A rating agency is a company that as...
Agencies like S&P assess risk; downgrades (e.g., Ghana’s 2022 default) raise borrowing costs, while upgrades (like CCC+) may improve access. ---
answer
answer: Question: Which Ghanaian minister was moved to the Energy Ministry? Context: 1. [2024-03] But in a statement, the Energy Ministry stated that the Minister has “always been sensitive to the plight of the Ghanaian people and continues to ask for their forbearance, as has always been the case when challenges relat...
Herbert Krapa, formerly Deputy Trade Minister, has been reassigned as a Deputy Minister at Ghana’s Energy Ministry.
answer
intent: How do I drive from International health care centre to Los Angel in Nima?
navigation
intent
answer: Question: Can the Supreme Court intervene in parliamentary decisions in Ghana? Context: 1. [2024-11] Earlier, the Supreme Court had issued an interim injunction to halt the Speaker’s ruling, which Bagbin contested, arguing that parliamentary decisions are beyond judicial intervention. 2. [2024-10] However, in a...
The Supreme Court can review parliamentary actions, but legal experts debate whether it can intervene without a formal appeal or judicial order.
answer
answer: Question: What are the biggest business conferences in Africa? Context: 1. [2025-04] Editor of theNewscentaNewspaper, Elvis Darko, has criticised what he describes as a repeated cycle of business conferences in Ghana, calling instead for immediate and practical action. 2. [research] These activities could invol...
The Africa CEO Forum 2025 in Abidjan is a top event for business leaders, policymakers, and investors shaping Africa's economic future.
answer
answer: Question: Is Ghana’s power supply stable now? Context: 1. [2024-11] The Finance Minister, Dr Mohammed Amin Adam, had announced that Ghana’s power supply is expected to stabilise following a renegotiated agreement between the government and Sunon Asogli. 2. [2024-10] In an interview with Citi News, IES Executive...
ECG says no load shedding (dumsor) is happening, but power cuts occur due to other issues. No timetable is in place.
answer
answer: Question: What are the latest political shifts in Ghana’s parliamentary elections? Context: 1. [2024-08] The book’s exploration of Rawlings’ transformative leadership, controversial policies, and the political shifts of his era offers valuable perspectives that deepen our understanding of Ghana’s political land...
Recent elections show shifts, like the NDC winning Sekondi, where NPP’s Egyapa Mercer lost after previously dominating in 2016.
answer
directions: Request: Excuse me, does the route from Tetteh Quarshie Arts Market to Nivasi Hotel go by Child & Associates? Route plan: Task: connects Start: Tetteh Quarshie Arts Market (market), area South Legon Destination: Nivasi Hotel (hotel), area Maamobi Asked about: Child & Associates -> on the route: yes Route: 1...
Yes, it does. Start by heading west on Gulf Street, then turn left onto Pacific Street. Keep straight onto Osu Badu Avenue. You will see Child & Associates right ahead of you, along with LilyRose Pharmacy on your left. That lets you know you are heading the right way.
directions
answer: Question: What are the penalties for telecom companies not complying with regulations in Ghana? Context: 1. [2025-08] Your Role in Strengthening Digital Safetya) Telecom Companies must act swiftly and take stronger steps to protect personal data.b) Regulators must enforce the law by holding telecom providers ac...
Telecom companies in Ghana can face fines for non-compliance, like Vodafone's GH¢8.9M penalty for poor service quality. The NCA enforces these rules.
answer
answer: Question: How do Ghanaian lawmakers respond to the death of a colleague? Context: 1. [2023-07] There had been several calls from civil society organisations for Ghanaian lawmakers to abolish the death penalty from the country’s criminal law books. 2. [2025-07] In defense of the bill, Ghanaian lawmakers have ass...
Ghanaian lawmakers respond to a colleague’s death with condolences, tributes in Parliament, and public statements honoring their service and character.
answer
answer: Question: When must financial institutions in Ghana start using IFRS? Context: 1. [research] In relation to financial institutions and Ghana Revenue Authority, the study will assist in enhancing their acceptance for the IFRS for SMEs and thus demand its compliance from SMEs to increase the adoption rate of the ...
Financial institutions in Ghana must adopt IFRS starting this year, while public sector firms may have a delayed transition.
answer
answer: Question: When will construction resume on Ghana’s National Cathedral? Context: 1. [2025-07] Ghana's National Cathedral was initially budgeted to cost $100 million. 2. [2025-07] The grand vision for Ghana's National Cathedral, once touted as a beacon of national unity and spirituality, has instead become a monu...
Construction will resume soon after the audit’s completion, as announced by the National Cathedral Board.
answer
intent: Could you please provide the driving directions from Race Course to Four Villages Inn?
navigation
intent
answer: Question: What is the time limit for resolving election disputes in Ghana? Context: 1. [2020-12] The training was in collaboration with JTI and the Senior Staff Association of Judicial Service of Ghana (SSAJUG) with funding from STAR Ghana Foundation.“It will furnish participants with the processes involved in ...
Ghana’s election adjudication manual sets a 42-day maximum to resolve election petitions, ensuring timely legal resolution.
answer
answer: Question: What are the risks of sharing confidential files with journalists? Context: 1. [2021-10] The investigation, which was done by 600 journalists from 150 countries, sieving through almost twelve million confidential files has implicated a number of powerful leaders including the President of Kenya, Uhuru...
Sharing confidential files with journalists can lead to arrests, raids, or interrogations, as seen in a 2021 Ghana media case.
answer
answer: Question: Why would T-bill yields decline after rising for a long time? Context: 1. [2025-04] Following a loss of access to international financial markets in early 2022, the Ghanaian government turned to the domestic market, resulting in a surge in T-bill yields. 2. [2025-04] Since January 2025, T-bill yields ...
T-bill yields may drop due to high investor demand, economic stability, or policy changes like debt exemptions, making borrowing cheaper for the government.
answer
answer: Question: What activities are part of Ghana’s Year of Return? Context: 1. [2019-12] Afro Nation is the biggest urban music festival brand in the world, and it starts from 27th to 30 December at the stunning Laboma beach; the first time it is taking place in Africa as part of Ghana’s Year of Return activities. 2...
Experience the Winneba Masquerade Festival—a cultural highlight for returnees, blending heritage, music, and masked traditions.
answer
answer: Question: How can a country position itself as a preferred trade destination? Context: 1. [2023-11] We are in a trade deficit doing business with the US.“If the United States decides to stop doing business with Ghana, it’s the United States that is going to suffer not Ghana.”His comments come on the back of the...
By ensuring seamless, professional customer experiences at ports, airports, and businesses, a country can attract more trade and investment.
answer
answer: Question: How do political debates shape voter opinions in Ghana? Context: 1. [2025-04] Political affiliations further influenced voter opinions. 2. [2024-10] The demand for sustainable policies, alongside the public’s growing economic concerns, will likely shape political debates and influence voter choices in...
Political debates in Ghana help voters compare policies, leadership styles, and credibility, influencing election decisions, as seen in recent calls for debates.
answer
answer: Question: Why is neutrality important for election observers? Context: 1. [2024-11] Speaking at a campaign rally in Sagnarigu, John Dramani Mahama questioned the neutrality of key electoral stakeholders and urged party agents and election observers to be on high alert. 2. [2019-02] Kwasi Prempeh and Chairperson...
Neutrality ensures observers focus on facts, not faults, enabling constructive engagement with electoral bodies for democratic integrity.
answer
parse: Could you please help me get from Flowerpot Roundabout in Martey Tsuru to Dream Again Community School in Tantra Hill without using Spintex Road?
task: avoid | start: Flowerpot Roundabout | end: Dream Again Community School | avoid: Spintex Road
parse
answer: Question: Who are the key leaders in Ghanas healthcare system? Context: 1. [2025-04] If our leaders had no choice but to experience the healthcare system they’ve created, reform might finally stop being a campaign slogan and start being a priority. 2. [2024-11] In his keynote address, President Akufo-Addo prai...
Dr. Patrick Kuma-Aboagye, Ghana Health Services Director-General, received 9,000 PPEs from Mercy Ships for COVID-19 response.
answer
answer: Question: What is the role of Physician Assistants in Ghana’s health system? Context: 1. [2021-08] The health system is struggling, and we are ready to work.” Years after years, physician assistants who graduate from various health institutions have called on authorities to post them after school, but it seems ...
PAs in Ghana are key to healthcare delivery, but face accreditation hurdles and employment delays, says GPAA leader.
answer
answer: Question: How did Man City win the League Cup in 2021? Context: 1. [2025-08] Man Utd 0-3 York City (League Cup, 1995)Ruben Amorim is not the first Manchester United to suffer a shock in the League Cup - even Sir Alex Ferguson has faced the same. 2. [2023-06] With the FA Cup trophy firmly in the bag Pep Guardiol...
Man City won the 2021 League Cup 1-0 vs Tottenham, with Laporte’s late header securing their 4th straight title.
answer
answer: Question: Which players have Leicester City signed this summer? Context: 1. [2025-08] Championship side Leicester City have placed a price tag of €45 million on Ghanaian attacker, Abdul Fatawu Issahaku, as the 2025 summer transfer window remains open. 2. [2024-08] Ghana striker, Jordan Ayew, has expressed delig...
Leicester City have signed Ghanaian winger Abdul Fatawu Issahaku on a long-term deal following his impressive Championship performances.
answer
End of preview. Expand in Data Studio

Ghana Assistant Data

Author: Ghana Open AI

Supported by Ghana NLP

Ready-to-train data for Ghana Assistant: one small model (Flan-T5-small) with four skills selected by a prefix. Each row is exactly what the model sees: input → target. Code: GhanaNLP/ghana-assistant.

task input starts with target train rows
intent intent: <user message> navigation or knowledge 100,000
parse parse: <navigation message> task: avoid | start: … | end: … | avoid: … 261,007
directions directions: Request: … Route plan: … spoken, landmark-based directions 261,007
answer answer: Question: … Context: 1. [2025-10] … a short answer 1,420,313

The train split (2,042,327 rows) is shuffled across tasks and is identical, row for row, to what the model was trained on.

from datasets import load_dataset
ds = load_dataset("ghananlpcommunity/ghana-assistant-data")
print(ds["train"][0])   # {'input': 'answer: Question: ...', 'target': '...', 'task': 'answer'}

Runtime files (used by the assistant, not by load_dataset)

folder contents
maps/ accra.map.gz, kumasi.map.gz: road graphs with landmarks (OSM + Foursquare), for routing
knowledge/ noun-phrase index (postings_*.npy, memory-mapped) and store.sqlite (6.27M dated sentences from Ghanaian news and KNUST research)

The ghana-assistant package downloads only these two folders.

Splits

split rows what is held out
train 2,042,327 —
test_area 50,148 navigation in neighbourhoods never seen in training (directions + parse + intent)
test_pair 41,067 navigation between start/end pairs not seen in training (directions + parse + intent)
test_qa_b1, test_qa_b2 4,000 each GhanaQA questions not seen in training (answer + intent); b2 questions have a known source article

How it was built

  • Navigation: routes on an OpenStreetMap road graph of Accra and Kumasi with landmarks (OSM + filtered Foursquare OS Places). The route plan gives roads, counted turns, side roads skipped and landmarks seen at each turn; the directions were written by Gemini from that plan and fact-checked against it (source dataset: ghanaopenai/ghana-landmark-navigation). parse targets list only names that actually appear in the message.
  • Knowledge (GhanaQA): English questions and short answers from the GhanaQA project. Context sentences come from Ghanaian news (Citi News, MyJoyOnline, GhanaWeb) and KNUST research, retrieved by noun phrases with spaCy: rarity-weighted matching, only sentences scoring at least half of the best match, a gentle preference for recent articles, up to 600 tokens and at most 3 sentences per article. Each line is dated [YYYY-MM] or marked [research]. Cleaning removed "(N chars)" notes and ** markers and dropped broken parses.
  • Intent: navigation messages versus GhanaQA questions.

Limitations

  • Navigation covers Accra and Kumasi only, and only what OpenStreetMap contains.
  • GhanaQA answers were machine-generated, and retrieval finds the answer's source article for only about 15% of questions, so many answers are not fully supported by their context. Treat knowledge answers as weakly grounded.
  • By design there are no GPS coordinates or distances in the directions.

Licence

Mixed. Navigation rows are derived from OpenStreetMap (© OpenStreetMap contributors, ODbL). GhanaQA rows follow the GhanaQA licence (CC-BY-NC-4.0), and context sentences quote Ghanaian news and KNUST research text. Built by Ghana Open AI, supported by Ghana NLP.

Downloads last month
82

Models trained or fine-tuned on ghananlpcommunity/ghana-assistant-data