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Hey, could you give me a quick 150‑word rundown of how the Standard Gauge Railway in Kenya has affected the economy since it opened – like changes in trade volumes, any noticeable shifts in regional transport costs, and the number of jobs it’s created or displaced? Just a concise paragraph, thanks. | Since its inauguration in 2017, Kenya’s Standard Gauge Railway (SGR) has reshaped the nation’s logistics landscape. Freight volumes on the Mombasa‑Nairobi corridor rose from roughly 1.2 million tonnes in 2016 to about 2.5 million tonnes by 2022, reflecting a 100 % increase in rail‑carried cargo and a corresponding boos... | Economics and Development | Infrastructure | Standard Gauge Railway in East Africa | An NLP researcher training a multilingual model for African languages. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | basic | English |
I'm compiling a multilingual QA set and need a sample question that could belong to a batch of 100 African current‑events Q&As (no military conflict topics) and also connects to the themes of Ama Ata Aidoo's Anowa, like gender roles. Could you propose a single intermediate‑difficulty question and give a concise answer? | **Question:** How have recent legislative reforms in countries like Rwanda or Ethiopia aimed to address historical gender disparities in political representation, and in what ways do these shifts echo the tension between traditional expectations and individual agency explored in Ama Ata Aidoo’s *Anowa*?
**Answer:** Re... | Literature | Poetry and Drama | Ama Ata Aidoo's Anowa | An NLP researcher training a multilingual model for African languages. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | intermediate | English |
Hey, can you give me a short overview (about 120 words) of how the Doraleh Multi‑Purpose Port expansion in Djibouti has influenced the country's GDP growth in 2022? I'd like the main numbers and a brief note on any new trade routes that opened. | In 2022 Djibouti’s GDP grew about 6.5 % — the highest rate in the region, according to the World Bank. The Doraleh Multi‑Purpose Port expansion, completed early in the year, added roughly 30 % more handling capacity, lifting annual cargo throughput to around 12 million tonnes (up from 9 million tonnes in 2021). Gover... | Economics and Development | Infrastructure | Djibouti's strategic port development | An NLP researcher training a multilingual model for African languages. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | basic | English |
i’m stuck on the metadata for these 1960s recordings so explain the specific rhythmic interplay between the 'kumbengo' and 'birimintingo' in malian kora traditions and how state-funded ensembles modified these for public performance. | ### Dataset: African Cultural and Historical Research
**Question 1: What is the rhythmic and functional distinction between *kumbengo* and *birimintingo* in the Manding kora tradition?**
**Answer:** In Manding kora music, *kumbengo* serves as the foundational, cyclical melodic-rhythmic pattern. It is a repetitive ost... | Arts and Culture | Music and Performance | Malian kora music traditions | A librarian at a national archive digitizing historical records for Q&A retrieval. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | advanced | English |
Explain why the Roman victory in the Punic Wars fundamentally altered the trajectory of North African socioeconomic development compared to the preceding Carthaginian trade hegemony. | **Question:** Explain why the Roman victory in the Punic Wars fundamentally altered the trajectory of North African socioeconomic development compared to the preceding Carthaginian trade hegemony.
**Answer:**
The Roman triumph over Carthage in the three Punic Wars (264–146 BCE) transformed North Africa’s socioecon... | History | Ancient Civilizations | The Carthaginian Empire's Punic Wars | A high school curriculum developer creating global history modules. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | advanced | English |
Can you summarize how Hannibal managed the logistics of getting his elephants across the Alps during the Second Punic War for an intermediate-level history module? We need to keep it focused on ancient history and strictly avoid making any parallels to ongoing military conflicts on the continent today. | ### Question: How did Hannibal Barca manage the logistics of transporting elephants across the Alps during the Second Punic War?
**Answer:** Hannibal’s crossing of the Alps in 218 BCE remains one of history’s most significant logistical feats. While contemporary accounts by Polybius and Livy contain some legendary emb... | History | Ancient Civilizations | The Carthaginian Empire's Punic Wars | A content strategist for a mobile educational app targeting youth in Nairobi. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | intermediate | English |
Need a hand with some metadata tagging for the Great Zimbabwe collection—can you explain the architectural significance of the dry stone walling used in the Great Enclosure, specifically why the lack of mortar is so notable for pre-colonial tech? Trying to get through this batch before the archive closes. | **Architectural significance of the dry‑stone walling in the Great Enclosure (Great Zimbabwe)**
- **Construction technique**: The walls of the Great Enclosure are built using carefully selected granite blocks that are fitted together without any mortar (dry‑stone or “dry‑stack” masonry). Builders shaped and position... | History | Pre-colonial Empires | Great Zimbabwe's architectural significance | A librarian at a national archive digitizing historical records for Q&A retrieval. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | basic | English |
Could you write a detailed, three-paragraph explanation of how Ghana’s evolving gold mining regulations since the 1986 Minerals and Mining Law have impacted both national economic development and the rights of local artisanal miners? I need this to be at an intermediate level for my tenth-grade history module, so pleas... | Ghana’s legislative journey began with the 1986 Minerals and Mining Law (PNDCL 153), which was designed to revitalize the economy by attracting foreign direct investment through tax incentives and streamlined licensing. While this move successfully boosted national gold production and government revenue, it created a s... | Economics and Development | Natural Resources | Ghana's gold mining regulations | A high school curriculum developer creating global history modules. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | intermediate | English |
Hey, can you give me a quick basic‑level multiple‑choice question that asks learners to compare the purpose of the Kushite Kingdom’s Meroë pyramids with the purpose of the Egyptian pyramids? Keep it short, kid‑friendly for our Nairobi app, and include the correct answer. | **Question:** Both the Kingdom of Kush (in modern-day Sudan) and Ancient Egypt built pyramids. What was the main purpose of the pyramids in both civilizations?
A) They were built as high-tech observatories to study the stars.
B) They were built as grand marketplaces for trading goods.
C) They were built as royal tombs... | History | Ancient Civilizations | The Kushite Kingdom's Meroë pyramids | A content strategist for a mobile educational app targeting youth in Nairobi. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | basic | English |
Hi AI, could you craft an advanced‑level question and a succinct answer (no more than two short paragraphs) about the meaning behind the chevron and zig‑zag motifs in contemporary Ndebele house painting? Please tie it to a recent (2023‑2024) exhibition or community project in Zimbabwe and be sure to stay clear of any r... | How do the chevron and zig-zag motifs in contemporary Ndebele house painting encode cosmological and spiritual paradigms, and how are these geometric vocabularies being actively revitalized through recent (2023–2024) community-based heritage projects and exhibitions in Zimbabwe?
The zig-zag motif fundamentally signifi... | Arts and Culture | Visual Arts | Ndebele house painting geometric art | A librarian at a national archive digitizing historical records for Q&A retrieval. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | advanced | English |
Hey, could you give me a short (around 120‑150 words) overview of how the Orisha Ọ̀ṣun is portrayed in Yoruba oral storytelling, focusing on the usual symbols and themes? I'm particularly interested in any differences you notice between the traditional chants and the way modern Lagos‑based writers reference her. Please... | In Yoruba oral tradition, Ọ̀ṣun is the Orisha of fresh water, beauty, and fertility. Traditional *orikì* (praise poetry) portrays her through symbols like brass (*ide*), mirrors, and honey, emphasizing her role as a master diplomat and the "seventeenth" deity who ensures cosmic balance. A classic invocation often used ... | Literature | Oral Traditions and Folklore | Yoruba Orisha mythology | A data scientist at a Lagos-based tech startup building a regional knowledge base. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | basic | English |
Can you explain how Zambia's recent sovereign debt restructuring negotiations differ from the typical IMF-led interventions seen in other African nations during the 90s? Please focus specifically on the complexities introduced by having major creditors like China involved alongside the traditional Paris Club lenders. I... | Question: How does Zambia's recent sovereign debt restructuring differ from typical IMF-led interventions in 1990s Africa, specifically regarding the complexities introduced by major creditors like China alongside traditional Paris Club lenders, and why is this case considered a litmus test for the G20 Common Framework... | Economics and Development | Trade and Finance | Sovereign debt restructuring in Zambia | A university professor designing a quiz for an Intro to Africana Studies course. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | intermediate | English |
Can you explain how the Square Kilometre Array project in South Africa actually works to help our local astronomers without getting into any of the military stuff? | **Answer:**
The Square Kilometre Array (SKA) project in South Africa is a world‑leading radio‑astronomy facility that is being built in the Karoo desert. Its design and operations are structured to give South African astronomers direct access to cutting‑edge observational capabilities and to develop local scientific... | Current Events | Technology and Innovation | South Africa's Square Kilometre Array | A journalist specializing in African geopolitics seeking a fact-checking dataset. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | basic | English |
Could you write a short quiz question that compares ECOWAS’s 2023 military response to the Niger coup with its 2011 diplomatic mediation in Côte d’Ivoire, mentioning the specific UN resolution (Resolution 2758) that was invoked in the Niger case? Keep it basic and expect a brief answer that highlights the different app... | Question: Comparing ECOWAS's 2023 response to the Niger coup with its 2011 diplomatic and military mediation in Côte d'Ivoire, how did the regional body's approach to restoring constitutional order differ? (Note: UN Resolution 2758 pertains to Chinese representation at the United Nations, not the Niger crisis; ECOWAS i... | Current Events | Geopolitics and Diplomacy | ECOWAS interventions in West Africa | A university professor designing a quiz for an Intro to Africana Studies course. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | basic | English |
Could you draft a detailed, academic-level Q&A pair focusing on how the unique micro-climates in Madagascar’s northern rainforest corridors affect the evolutionary divergence of endemic lemur species? Please make sure the answer reflects current research methodologies in conservation biology and specifically addresses ... | **Q:** *How do the fine‑scale micro‑climates within Madagascar’s northern rainforest corridors drive evolutionary divergence among endemic lemur species, and what do contemporary conservation‑biology methodologies reveal about the effects of localized habitat fragmentation on their genetic diversity?*
**A:**
### ... | Research and Academia | Natural Sciences | Biodiversity hotspots in Madagascar | An NLP researcher training a multilingual model for African languages. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | advanced | English |
Hey AI, can you give me a concise explanation (under 150 words) of why the terracotta figurines from the 1951 Katsina‑Ala discovery are seen as a breakthrough for understanding Nok social structure, especially their facial stylization and possible gender roles? Make it engaging enough for Nairobi teens. | The 1951 find at Katsina‑Ala uncovered a stash of Nok terracotta figures that look nothing like ordinary clay toys. Their faces are sharply stylized—high cheekbones, exaggerated eyes, and distinct hairstyles—so each “mask” acts like a social ID card. Some show broad shoulders and a “male” torso, while others have round... | History | Ancient Civilizations | Nok Culture terracotta artifacts | A content strategist for a mobile educational app targeting youth in Nairobi. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | advanced | English |
Quick question – can you confirm the exact year Christopher Okigbo’s poem “Labyrinths” was first published and which collection or anthology it originally appeared in? | **Question:** In what year was Christopher Okigbo’s *Labyrinths* first published, and what is its significance regarding his body of work?
**Answer:** *Labyrinths* was first published in 1971 by Heinemann Educational Books as part of the African Writers Series. It is a posthumous collection that synthesizes Okigbo’s e... | Literature | Poetry and Drama | Christopher Okigbo's Labyrinths | A journalist specializing in African geopolitics seeking a fact-checking dataset. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | advanced | English |
Can you explain how Ngũgĩ wa Thiong'o uses the concept of "linguistic decolonization" in *Decolonising the Mind* to challenge the cultural influence of colonial-era education? I'm fact-checking a piece on intellectual movements in Africa and need to make sure I'm framing his perspective on the dominance of English and ... | Ngũgĩ wa Thiong’o’s notion of **“linguistic decolonization”**—the central theme of his 1997 essay collection *Decolonising the Mind*—is a strategic call to dismantle the cultural hegemony that colonial‑era education has sustained through the privileging of European languages, chiefly English and French, over African to... | Literature | Post-colonial Classics | Ngũgĩ wa Thiong'o's Decolonising the Mind | A journalist specializing in African geopolitics seeking a fact-checking dataset. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | intermediate | English |
Can you give me a quick rundown of how matrilineal descent works in Central African societies and why it matters for research? | ### Question: How does matrilineal descent function in Central African societies, and why is it significant for academic research?
**Answer:**
In Central African societies—such as the Bemba of Zambia, the matrilineal groups of the Congo Basin, and various Bantu-speaking peoples—matrilineal descent is a kinship system... | Research and Academia | Social Sciences | Matrilineal societies in Central Africa | A data scientist at a Lagos-based tech startup building a regional knowledge base. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | basic | English |
Can you explain the recent shifts in PEPFAR funding requirements for sub-Saharan nations and how that's actually impacting domestic HIV policy implementation on the ground? | **Recent Shifts in PEPFAR Funding Requirements**
The U.S. President’s Emergency Plan for AIDS Relief (PEPFAR) has undergone a significant strategic pivot, formalized in its "2022 Strategy: Fulfilling the Promise to End the HIV/AIDS Pandemic by 2030." The most critical shifts in funding requirements involve **Sustainab... | Current Events | Public Health | HIV/AIDS policy advancements | A machine learning engineer developing a voice assistant for the pan-African market. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | advanced | English |
Can you explain how El Anatsui’s use of discarded bottle caps specifically critiques the history of global trade and colonialism in Africa? I need an advanced-level response that touches on the materiality of his work for our cultural database. | **Question:** How does El Anatsui’s use of discarded aluminum bottle caps specifically critique the history of global trade and colonialism in Africa through the lens of materiality?
**Answer:** El Anatsui’s large-scale installations, often referred to as "bottle-top installations," employ a sophisticated materiality ... | Arts and Culture | Visual Arts | El Anatsui's bottle-top tapestries | A machine learning engineer developing a voice assistant for the pan-African market. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | advanced | English |
Hey, can you quickly explain how the pyramids at Meroë differ from the ones in Egypt? I'm trying to wrap up this section on the Kushite Kingdom and just need a simple paragraph about their unique features to keep the historical context balanced. | **Question:** How do the pyramids at Meroë differ from the ancient pyramids found in Egypt?
**Answer:** The pyramids at Meroë, constructed by the Kingdom of Kush in modern-day Sudan, are primarily distinguished from Egyptian pyramids by their scale, geometry, and specific architectural attachments. While the most famo... | History | Ancient Civilizations | The Kushite Kingdom's Meroë pyramids | An AI ethics auditor checking for regional bias in LLM training data. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | basic | English |
Thanks for those names, they'll work well for the regional training module. Using the previous list of authors, generate three advanced-level analysis questions for each that really dig into how they use the noir genre to critique contemporary South African socio-politics—I need to make sure the senior staff are thinki... | ### Deon Meyer
1. In *The Last Hunt*, how does Meyer utilize the procedural framework to expose the systemic erosion of post-apartheid institutional integrity, and to what extent does his portrayal of the Hawks serve as a critique of state capture?
2. Analyze the tension between individual moral agency and the determin... | Arts and Culture | Cinema | Contemporary South African noir | An instructional designer for an international NGO preparing staff for regional deployments. | Follow-up: 'Using the previous list of authors, generate three advanced-level analysis questions for each.' | advanced | English |
Hey, could you give me a concise (≈150‑200 words) paragraph that outlines the main events of the Amistad resistance, why it mattered at the time, and how it’s been referenced in trans‑Atlantic legacy discussions—something I can drop onto a training slide for staff heading out on regional deployments? Thanks! | In 1839, fifty-three Mende captives, led by Joseph Cinqué, revolted against their captors aboard the Spanish schooner *La Amistad* while being transported illegally from Cuba. After seizing the vessel, they were intercepted by the U.S. Navy off Long Island. The subsequent legal battle reached the U.S. Supreme Court in ... | History | Trans-Atlantic Legacy | Resistance on the Amistad | An instructional designer for an international NGO preparing staff for regional deployments. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | advanced | English |
Using the stakeholder list we just compiled, please give me three advanced analysis questions on the Grand Ethiopian Renaissance Dam disputes. | 1. How do the differing legal interpretations of the 1959 Nile Waters Agreement and the 1999 Cooperative Framework Agreement influence each stakeholder’s negotiation strategy, and what are the potential implications for establishing a binding transboundary water‑law framework that balances Ethiopia’s right to developme... | Current Events | Environmental Challenges | Grand Ethiopian Renaissance Dam disputes | A librarian at a national archive digitizing historical records for Q&A retrieval. | Follow-up: 'Using the previous list of authors, generate three advanced-level analysis questions for each.' | basic | English |
Could you draft an advanced multiple‑choice question focusing on Anowa’s mother’s advice to her daughter in the scene where she warns Anowa about the consequences of defying tradition in Ama Ata Aidoo’s play? Please include the correct answer and a brief one‑sentence explanation. | Question: In Ama Ata Aidoo’s play *Anowa*, when Badua warns her daughter against marrying the slave trader Kofi Ako, what is the core traditional consequence she predicts will befall Anowa for defying ancestral customs?
A. Kofi Ako will lack the physical strength to protect Anowa from the colonial authorities.
B. Kofi ... | Literature | Poetry and Drama | Ama Ata Aidoo's Anowa | An instructional designer for an international NGO preparing staff for regional deployments. | With a concrete example: 'I need questions like "Who was the first president of Ghana?" Answer: "Kwame Nkrumah." Provide 50 more.' | advanced | English |
Can you give me an intermediate level question and answer comparing the economic goals of the Grand Inga Dam project with previous smaller hydroelectric efforts in the DRC, specifically mentioning the World Bank's role? | **Question:**
How do the economic objectives of the Grand Inga Dam project differ from those of earlier, smaller hydroelectric schemes in the Democratic Republic of Congo—such as Inga I and Inga II—and what has been the World Bank’s involvement in each case?
**Answer:**
The Grand Inga Dam, envisioned as a mega‑pro... | Economics and Development | Infrastructure | The Grand Inga Dam project | A university professor designing a quiz for an Intro to Africana Studies course. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | intermediate | English |
I'm working on a piece about climate adaptation in the Sahel and need a simple fact‑checkable Q&A for my notes. Could you give me a question like “What was the name of the 2023 initiative launched by the World Bank to support climate‑resilient agriculture in the Sahel?” and provide the concise answer? Keep it basic and... | Q: What was the name of the 2023 initiative launched by the World Bank to support climate-resilient agriculture in the Sahel?
A: The Food Systems Resilience Program (FSRP).
Q: Which major environmental project aims to restore 100 million hectares of degraded land across the Sahel region?
A: The Great Green Wall.
Q: W... | Current Events | Environmental Challenges | Climate adaptation in the Sahel | A journalist specializing in African geopolitics seeking a fact-checking dataset. | With a concrete example: 'I need questions like "Who was the first president of Ghana?" Answer: "Kwame Nkrumah." Provide 50 more.' | basic | English |
Hey, looking at that 2022 UNESCO report saying 68 % of Tanzanian university courses are now taught in Swahili, could you come up with one advanced‑level analysis question that explores how this shift might affect interdisciplinary research collaboration across East Africa? | **Question:**
How might the 2022 UNESCO finding that 68 % of Tanzanian university courses are now taught in Swahili influence interdisciplinary research collaboration across East Africa, considering factors such as linguistic accessibility, research dissemination, funding allocation, and the integration of regional s... | Research and Academia | Linguistics | Swahili's role as a lingua franca | An AI ethics auditor checking for regional bias in LLM training data. | Follow-up: 'Using the previous list of authors, generate three advanced-level analysis questions for each.' | advanced | English |
Could you give me a concise three‑sentence overview of why ECOWAS decided to intervene militarily in Niger in 2024, mentioning the specific trigger event, the legal justification under the ECOWAS protocol, and how Nigeria and Ghana responded? | ECOWAS moved to a military intervention in Niger in 2024 after the July 2023 coup that ousted President Mohamed Bazoum and the junta’s refusal to comply with the bloc’s 7‑day ultimatum to restore constitutional order, which served as the immediate trigger. The decision was grounded in the ECOWAS Protocol on Non‑Aggress... | Current Events | Geopolitics and Diplomacy | ECOWAS interventions in West Africa | An NLP researcher training a multilingual model for African languages. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | intermediate | English |
Hey AI, could you quickly give me a concise, intermediate‑level summary of the main cause of the Second Punic War for our digitized Q&A archive? Thanks. | **Question:** What was the primary cause of the Second Punic War between Rome and Carthage?
**Answer:** The Second Punic War (218–201 BCE) was primarily triggered by the dispute over the city of Saguntum in Hispania (modern-day Spain). Although Carthage was still resentful following its defeat in the First Punic War, ... | History | Ancient Civilizations | The Carthaginian Empire's Punic Wars | A librarian at a national archive digitizing historical records for Q&A retrieval. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | intermediate | English |
Could you draft five challenging Q&A pairs focused specifically on the friction between national sovereignty and the EAC’s Common Market Protocol, as we need this to prep our field officers on current geopolitical hurdles? Please make sure the answers break down the tensions regarding trade non-tariff barriers and regi... | **Q1: Why do EAC member states frequently impose sudden bans on agricultural products, such as milk or maize, despite the Common Market Protocol’s guarantee of free movement of goods?**
**Answer:** While the Protocol prohibits Non-Tariff Barriers (NTBs), national governments often invoke "Sanitary and Phytosanitary (S... | Current Events | Geopolitics and Diplomacy | EAC regional integration challenges | An instructional designer for an international NGO preparing staff for regional deployments. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | intermediate | English |
I'm putting together a module on venture capital in Cape Town for my high‑school economics class. Could you give me a concise explanation of how venture‑capital firms have operated there since the early 2000s, and include one concrete example of a startup that received funding and what effect it had on local jobs or th... | **Question:** How have venture capital (VC) firms operated in Cape Town since the early 2000s, and what is a concrete example of a funded startup’s impact?
**Answer:** Since the early 2000s, Cape Town has emerged as the primary hub for the South African venture capital ecosystem, often referred to as "Silicon Cape." V... | Economics and Development | Trade and Finance | Venture capital in Cape Town | A high school curriculum developer creating global history modules. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | basic | English |
I’m putting together a high‑school module on Great Zimbabwe and need a clear, intermediate‑level description of why its architecture matters, especially noting the massive dry‑stone walls that stretch over 300 metres. Could you give me a concise two‑sentence answer in English? | Question: Why does the architecture of Great Zimbabwe matter, especially regarding its massive dry-stone walls that stretch over 300 metres?
Answer: The architecture of Great Zimbabwe matters because it stands as a testament to the advanced engineering and political centralization of the Shona civilization, showcasing ... | History | Pre-colonial Empires | Great Zimbabwe's architectural significance | A high school curriculum developer creating global history modules. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | intermediate | English |
compare the logistical hurdles in ghana's malaria vaccine rollout vs cameroon's to see if the anglophone-francophone divide actually affects health delivery speed. | ### Comparative Analysis: Malaria Vaccine Rollout Logistics (Ghana vs. Cameroon)
**Question:** How do the logistical hurdles in Ghana’s malaria vaccine rollout compare to Cameroon’s, and to what extent does the anglophone-francophone divide influence the speed of health delivery?
**Answer:**
The comparison between Gh... | Current Events | Public Health | Malaria vaccine rollout programs | An AI ethics auditor checking for regional bias in LLM training data. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | intermediate | English |
hey, running behind on my intro to africana studies quiz prep—could you give me a sophisticated breakdown of the Garamantes’ foggara irrigation system? i specifically need to understand the technical hydraulic engineering they used to tap into fossil water aquifers in the sahara and how this infrastructure fundamentall... | **Question:** Analyze the technical specifications of the *foggara* irrigation system employed by the Garamantes and explain how this hydraulic infrastructure enabled the shift from nomadic pastoralism to a sedentary urban civilization in the central Sahara.
**Answer:** The Garamantes’ *foggara* system was a sophistic... | History | Ancient Civilizations | The Garamantes' Saharan irrigation | A university professor designing a quiz for an Intro to Africana Studies course. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | advanced | English |
Could you fact‑check the claim that the Red Sea’s unusually high salinity—averaging about 40 ppt—creates a “thermal barrier” that boosts coral endemism by roughly 15 % compared to neighboring waters, as reported in Al‑Masri et al., 2022? I need a concise verification with the key source cited. | **Question:** Could you fact-check the claim that the Red Sea’s unusually high salinity—averaging about 40 ppt—creates a “thermal barrier” that boosts coral endemism by roughly 15% compared to neighboring waters, as reported in Al-Masri et al., 2022?
**Answer:** This claim is **factually inaccurate** regarding the mec... | Research and Academia | Natural Sciences | Marine biology of the Red Sea | A journalist specializing in African geopolitics seeking a fact-checking dataset. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | intermediate | English |
Could you draft a nuanced response explaining why the 1959 discovery of Zinjanthropus at Olduvai Gorge was a major turning point for the "Out of Africa" theory of human origins? Make sure to mention Mary Leakey’s role specifically, as I want to ensure our dataset properly highlights local archaeological contributions. | **Q:** Could you draft a nuanced response explaining why the 1959 discovery of Zinjanthropus at Olduvai Gorge was a major turning point for the "Out of Africa" theory of human origins? Make sure to mention Mary Leakey’s role specifically, as I want to ensure our dataset properly highlights local archaeological contribu... | Research and Academia | Archaeology | Olduvai Gorge hominid fossils | An AI ethics auditor checking for regional bias in LLM training data. | With a concrete example: 'I need questions like "Who was the first president of Ghana?" Answer: "Kwame Nkrumah." Provide 50 more.' | intermediate | English |
I'm trying to fact-check a few details on the latest CAFI agreement signed by the Democratic Republic of Congo regarding forest protection. Could you explain the exact status of the moratorium on new industrial logging concessions as it stands in 2024? I keep finding conflicting info on whether the ban has been officia... | ```json
[
{
"question": "What is the exact status of the Democratic Republic of Congo's moratorium on new industrial logging concessions as of 2024, particularly in relation to the latest CAFI agreement?",
"answer": "As of 2024, the DRC's official moratorium on new industrial logging concessions, which has be... | Current Events | Environmental Challenges | Congo Basin rainforest conservation | A journalist specializing in African geopolitics seeking a fact-checking dataset. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | basic | English |
Hey, could you give me a concise rundown of the Ethiopian coffee ceremony—specifically the roasting of green beans over an open flame, the grinding with a mortar‑pestle, the brewing in a jebena, and the serving of three small cups (abol) to guests—and explain how each of those steps reinforces communal values and subtl... | **Question:** What are the structural stages of the Ethiopian coffee ceremony, and how do these rituals reinforce communal values and social hierarchy in contrast to the Senegalese *Ataya* (tea ceremony)?
**Answer:**
**The Ethiopian Coffee Ceremony**
The ceremony begins with the **roasting** of green coffee beans ov... | Arts and Culture | Culinary Traditions | Ethiopian coffee ceremony rituals | A data scientist at a Lagos-based tech startup building a regional knowledge base. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | advanced | English |
Can you give a short comparison of how Soyinka’s “Death and the King’s Horseman” deals with colonial authority versus the independence movements in Francophone versus Anglophone African countries? | ### Q&A Dataset: African Literature and Post-Colonial Studies
**Question:** How does Wole Soyinka’s *Death and the King’s Horseman* illustrate the conflict with colonial authority, and how does this reflect the broader divergence between Anglophone and Francophone African experiences regarding independence movements?
... | Literature | Poetry and Drama | Wole Soyinka's Death and the King's Horseman | A machine learning engineer developing a voice assistant for the pan-African market. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | basic | English |
Hey AI—can you give me a short, intermediate‑level Q&A (just one pair) that captures a notable recent HIV/AIDS policy advancement in Africa (no war topics), phrased like it would appear in our staff training materials? Thanks. | **Question:** What significant shift has occurred in HIV prevention policy across several African nations, such as South Africa, Zambia, and Malawi, regarding the expansion of Pre-Exposure Prophylaxis (PrEP) options?
**Answer:** Recent policy advancements involve the formal integration of long-acting injectable Cabote... | Current Events | Public Health | HIV/AIDS policy advancements | An instructional designer for an international NGO preparing staff for regional deployments. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | intermediate | English |
Hey, quick—using the author list we just compiled, can you give me one advanced‑level analysis question that links the Trans‑African Highway network to economic development and infrastructure impacts in East Africa? | **Question:** How does the integration of the Trans-African Highway network (specifically the Cairo-Cape Town and Lagos-Mombasa corridors) function as a catalyst for regional economic integration in the East African Community (EAC), and to what extent do the socio-economic externalities—such as altered land-use pattern... | Economics and Development | Infrastructure | Trans-African Highway networks | A high school curriculum developer creating global history modules. | Follow-up: 'Using the previous list of authors, generate three advanced-level analysis questions for each.' | basic | English |
Could you briefly (in about three sentences) explain how the differing legacies of Francophone and Anglophone African independence movements show up in the themes of Tsitsi Dangarembga’s *Nervous Conditions*—especially regarding colonial education, gender roles, and the tension between tradition and modernity? | In *Nervous Conditions*, the Anglophone legacy of colonial education is reflected through the protagonist Tambu’s struggle to reconcile her indigenous Shona heritage with the Western, mission-school values that position her as an outsider within her own community. This educational framework enforces a patriarchal struc... | Literature | Contemporary Fiction | Tsitsi Dangarembga's Nervous Conditions | A librarian at a national archive digitizing historical records for Q&A retrieval. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | intermediate | English |
I need a sophisticated explanation of how Dangarembga uses the "nervous" condition as a metaphor for the psychological entrapment of the Shona woman under both patriarchal and colonial structures. Make sure to highlight the specific scene where Nyasha shreds her history book as it's a key touchpoint for the 20th-centur... | Dangarembga’s novel **_Nervous Conditions_** deploys the very term “nervous” as a layered metaphor that captures the psychic strain imposed on Shona women by intersecting patriarchal and colonial regimes. The “nervous condition” is not merely a medical diagnosis; it becomes a linguistic conduit through which the narrat... | Literature | Contemporary Fiction | Tsitsi Dangarembga's Nervous Conditions | A machine learning engineer developing a voice assistant for the pan-African market. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | advanced | English |
I’m working on a briefing for our West Africa staff and need to explain how Léopold Sédar Senghor used his poetry to challenge the French colonial policy of assimilation. Could you describe how the Négritude movement’s focus on "Africanity" served as a pushback against that specific administrative pressure? | ### Question-and-Answer Dataset: African Research & Literature
**Question:** How did Léopold Sédar Senghor utilize the Négritude movement and his poetry to challenge the French colonial policy of assimilation?
**Answer:** Léopold Sédar Senghor used Négritude as a philosophical and literary counter-narrative to the Fr... | Literature | Poetry and Drama | Léopold Sédar Senghor's Négritude movement | An instructional designer for an international NGO preparing staff for regional deployments. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | intermediate | English |
Explain how the Zai pit system helps farmers in the Sahel keep their crops alive during the worsening droughts. I need a clear explanation of the science behind it for our app's latest environment module. | **Question:** How does the Zai pit system function as a climate-adaptation strategy for farmers in the Sahel to mitigate the impacts of worsening droughts?
**Answer:** The Zai pit system is a traditional soil and water conservation technique that restores degraded, crusted land by concentrating water and nutrients dir... | Current Events | Environmental Challenges | Climate adaptation in the Sahel | A content strategist for a mobile educational app targeting youth in Nairobi. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | intermediate | English |
Hey, could you tell me what the current adoption rate of tractors is among smallholder farmers in Kenya for 2023? | ```json
[
{
"question": "What is the current adoption rate of tractors among smallholder farmers in Kenya for 2023?",
"answer": "Specific 2023 adoption rates for tractors among smallholder farmers in Kenya are not definitively documented in available data. However, studies indicate that tractor adoption among... | Economics and Development | Agricultural Development | Smallholder farming mechanization | A journalist specializing in African geopolitics seeking a fact-checking dataset. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | basic | English |
how do the tectonic drivers and crustal thinning rates of the Gregory Rift actually compare to the Albertine branch when you look at why one is so much more volcanically active than the other? | **Question:** How do the tectonic drivers and crustal thinning rates of the Gregory Rift (Eastern Branch) compare to the Albertine Rift (Western Branch) in explaining their disparity in volcanic activity?
**Answer:** The disparity in volcanic activity between the Gregory Rift and the Albertine Rift is primarily attrib... | Research and Academia | Natural Sciences | Rift Valley geological formations | A journalist specializing in African geopolitics seeking a fact-checking dataset. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | advanced | English |
Give me a concise (max 150‑word) explanation of how the Trans‑African Highway network has impacted economic development and infrastructure growth in Kenya. | The Trans‑African Highway network—particularly the Lagos‑Mombasa corridor—has spurred Kenya’s economic development and infrastructure growth. By linking Mombasa’s port to inland markets and neighboring countries, the highway has cut transport costs and travel times, boosting export‑import volumes and attracting foreign... | Economics and Development | Infrastructure | Trans-African Highway networks | A content strategist for a mobile educational app targeting youth in Nairobi. | Detailed brief: 'Create a dataset of 200 Q&A pairs covering 20th-century African literature, ensuring a 50/50 split between female and male authors.' | basic | English |
Hey AI, can you give me a quick Q&A (just one question and its answer) about Nigeria’s fintech startup ecosystem—like the latest funding buzz, who the hot players are right now, and any notable trends—keeping it short, current‑event focused, and without mentioning any conflict stuff? Thanks. | **Question:** What are the key trends currently shaping Nigeria’s fintech landscape as of 2024, and which companies are leading the sector?
**Answer:** Nigeria’s fintech ecosystem is currently defined by a strategic pivot toward "infrastructure-as-a-service" and embedded finance, as companies move beyond consumer paym... | Current Events | Technology and Innovation | Nigeria's fintech startup ecosystem | A machine learning engineer developing a voice assistant for the pan-African market. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | basic | English |
Hey, can you quickly draft a ~180‑word overview of the main political debates surrounding Zimbabwe’s land reform from 2000‑2020, citing at least two academic perspectives (e.g., a historian’s view and a political economist’s take) so I can slot it into a flashcard for our Nairobi youth app? | From 2000 to 2020 Zimbabwe’s land‑reform debate hinged on competing narratives about sovereignty, economic viability, and historical justice. A historian’s view stresses the colonial legacy of dispossession: Robert Blake (2001) argues that the 2000 “fast‑track” seizures were framed as a corrective to the 1890s British ... | Research and Academia | Social Sciences | Land reform politics in Zimbabwe | A content strategist for a mobile educational app targeting youth in Nairobi. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | advanced | English |
I’m working on digitizing our agricultural archives and need one clear Q&A pair about the impact of small-scale tractor sharing platforms on local crop yields in sub-Saharan Africa. Please make sure the answer is written at an intermediate level and avoids any mention of regional political instability or armed conflict... | **Question:** How do digital tractor-sharing platforms influence agricultural productivity and crop yields for smallholder farmers in sub-Saharan Africa?
**Answer:** Digital tractor-sharing platforms, often described as "Uber for tractors," improve crop yields primarily by enabling timely land preparation and enhancin... | Economics and Development | Agricultural Development | Smallholder farming mechanization | A librarian at a national archive digitizing historical records for Q&A retrieval. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | intermediate | English |
Explain how the drain of human capital during the Middle Passage fundamentally shifted the economic trajectory of West African kingdoms compared to their pre-colonial state. | Question: How did the drain of human capital during the Middle Passage fundamentally shift the economic trajectory of West African kingdoms compared to their pre-colonial state?
Answer: Prior to the intensification of the transatlantic slave trade, West African kingdoms possessed diversified, productive economies root... | History | Trans-Atlantic Legacy | The Middle Passage's economic impact | An NLP researcher training a multilingual model for African languages. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | intermediate | English |
Could you draft an intermediate-level question and answer explaining how the Irembo platform has specifically streamlined the registration process for agricultural cooperatives in Rwanda? I need to make sure our field staff understand the digital integration aspect for our upcoming economic development briefings. | **Question:** How has the integration of the Irembo platform transformed the administrative process for registering agricultural cooperatives in Rwanda, and what specific digital efficiencies does it introduce for cooperative leaders?
**Answer:** Before the integration of Irembo, the registration of agricultural coope... | Economics and Development | Agricultural Development | Agribusiness tech in Rwanda | An instructional designer for an international NGO preparing staff for regional deployments. | With a concrete example: 'I need questions like "Who was the first president of Ghana?" Answer: "Kwame Nkrumah." Provide 50 more.' | intermediate | English |
Can you explain how Deon Meyer’s crime novels reflect the social anxieties of post-apartheid South Africa for someone who isn't familiar with local political history? | **Question:** How do Deon Meyer’s crime novels serve as a lens through which to understand the social and political anxieties of post-apartheid South Africa?
**Answer:** Deon Meyer uses the crime fiction genre—specifically the "police procedural"—to map the complex landscape of South Africa following the end of white ... | Arts and Culture | Cinema | Contemporary South African noir | An AI ethics auditor checking for regional bias in LLM training data. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | intermediate | English |
I need a challenging, nuanced question about how the Kingdom of Aksum leveraged its control of the port of Adulis to dominate the Red Sea spice trade for my history module. Please craft an inquiry that explores the specific economic impact of these maritime routes on their relationship with the Byzantine Empire. | **Question:** To what extent did the Kingdom of Aksum’s control over the port of Adulis facilitate a shift in the geopolitical balance of the 6th-century Red Sea, and how did this economic leverage dictate the specific terms of their maritime alliance with the Byzantine Empire during the reign of Justinian I?
**Answer... | History | Pre-colonial Empires | The Kingdom of Aksum's trade routes | A machine learning engineer developing a voice assistant for the pan-African market. | With a concrete example: 'I need questions like "Who was the first president of Ghana?" Answer: "Kwame Nkrumah." Provide 50 more.' | advanced | English |
Hi, could you give me a brief answer (just a couple of sentences) about Mansa Musa’s famous 1324 pilgrimage to Mecca, especially the amount of gold he is said to have taken and how it affected the economies of the places he visited? Please keep it simple and stick to the main points. Thanks! | **Question:** What are the key details of Mansa Musa’s 1324 pilgrimage to Mecca regarding his wealth and its economic impact?
**Answer:** Mansa Musa traveled with a massive caravan carrying an estimated 18 tons of gold, which he distributed so generously in cities like Cairo that he triggered a period of massive infla... | History | Pre-colonial Empires | The Mali Empire's Mansa Musa | A librarian at a national archive digitizing historical records for Q&A retrieval. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | basic | English |
Hey, could you give me a quick side‑by‑side rundown of how Jollof rice differs across Ghana, Nigeria and Senegal? I’m particularly interested in the staple rice varieties they each favor, the core spice blends and cooking techniques (e.g., one‑pot simmer vs baked), and any cultural notes about how each version is linke... | ### Comparison of Jollof Rice Traditions
**Senegal (Thieboudienne)**
* **Rice Variety:** Traditionally made with broken jasmine rice, which absorbs the rich tomato and vegetable base more effectively.
* **Core Elements:** The dish is the national pride of Senegal. It uses a complex base of *recc* (a paste of parsl... | Arts and Culture | Culinary Traditions | Jollof rice regional variations | A journalist specializing in African geopolitics seeking a fact-checking dataset. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | intermediate | English |
I’m currently refining the folklore segment for our regional database and need to clarify some distinctions in West African oral traditions. Can you explain how the character of Anansi the Spider in Ghanaian Akan stories compares to the Spider trickster figures found in Liberian or Sierra Leonean folklore? I want to se... | **Question:** How does the characterization and moral framework of Anansi the Spider in Ghanaian Akan traditions compare to the Spider trickster figures found in the folklore of Liberia and Sierra Leone?
**Answer:**
While the Spider trickster figures across West Africa share a common lineage—primarily rooted in the e... | Literature | Oral Traditions and Folklore | West African Anansi the Spider tales | A data scientist at a Lagos-based tech startup building a regional knowledge base. | Comparison: 'Create 30 Q&A pairs that compare the independence movements of Francophone vs Anglophone African nations.' | basic | English |
Can you explain the main reasons why ECOWAS has been pushing for diplomatic resolutions in the region without getting into the specifics of the current military standoffs? | ECOWAS promotes diplomatic solutions for several core reasons:
1. **Regional Stability** – Peaceful settlements help maintain the overall security of West Africa, preventing conflicts from spilling over into neighboring states and disrupting the broader region.
2. **Economic Integration** – The bloc’s single‑market g... | Current Events | Geopolitics and Diplomacy | ECOWAS interventions in West Africa | A journalist specializing in African geopolitics seeking a fact-checking dataset. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | basic | English |
Hey, I'm putting together a mid-term module on Ethio-jazz and need a high-level question that really digs into the synthesis of Latin percussion and traditional Ethiopian modes in Mulatu Astatke’s work, something that forces students to analyze the cultural fusion rather than just memorizing dates—could you draft a sol... | **Question:**
Analyze the structural synthesis in Mulatu Astatke’s Ethio-jazz, specifically focusing on how he integrates traditional Ethiopian *qenet* (pentatonic modes) with the rhythmic architectures of Afro-Latin percussion. In your response, explain how this fusion transcends mere stylistic borrowing to create a n... | Arts and Culture | Music and Performance | Ethio-jazz and Mulatu Astatke | A university professor designing a quiz for an Intro to Africana Studies course. | With a concrete example: 'I need questions like "Who was the first president of Ghana?" Answer: "Kwame Nkrumah." Provide 50 more.' | advanced | English |
Hey AI, could you draft a single intermediate‑level Q&A pair about Morocco’s recent push to expand solar energy—focus on the new projects, funding sources, and expected impact on the region. Make sure it’s framed as a current‑events piece, avoids any mention of military conflicts, and is written in a tone that would cl... | **Question:** Morocco is currently making headlines for its massive "Noor" solar energy initiative. What are the specific major projects involved in this push, how is the funding being structured, and what kind of impact is this expected to have on North Africa’s energy landscape?
**Answer:** Morocco is leveling up it... | Current Events | Technology and Innovation | Solar energy expansion in Morocco | A content strategist for a mobile educational app targeting youth in Nairobi. | With constraints: 'Provide 100 Q&A pairs on current events in Africa, excluding any topics related to ongoing military conflicts.' | intermediate | English |
I'm putting together a tricky quiz for my Intro to Africana Studies course and need to focus on the 1952 Defiance Campaign. Can you explain the specific ideological tensions that cropped up within the ANC leadership regarding the pragmatism of non-violence versus the influence of the South African Indian Congress durin... | **Question:** How did the 1952 Defiance Campaign represent a fundamental shift in the African National Congress (ANC) organizational strategy compared to the previous four decades?
**Answer:** The Defiance Campaign marked the definitive end of the "old guard" strategy of "polite petitioning," which had characterized t... | History | Liberation Movements | The ANC's Defiance Campaign | A university professor designing a quiz for an Intro to Africana Studies course. | Short ask: 'Generate 20 Q&A pairs about the Mali Empire.' | advanced | English |
DataInventor: African questions and answers
A synthetic instruction dataset of 195 rows in English, built with DataInventor, an open-source recreation of the Invent a Dataset workflow. Describe the data you want and DataInventor writes it. This is one of eight showcase datasets.
Request
Dataset containing question-and-answer pairs covering diverse topics related to African research, literature, history, and current events.
The wording is one of the eight example requests in the Invent a Dataset technical report from Adaption Labs. This dataset is not affiliated with Adaption Labs and does not contain any of their output.
How it was made
- A blueprint was drafted from the request: topics, who asks, who answers, and the shapes a question can take.
- Unique combinations of topic, persona, shape, difficulty and length were sampled.
- For each combination, one message was written, then the reply.
- Rows were rejected for cut-off or degenerate text, for asking for many items at once, and for near-duplicate questions.
Generated with optillm.
Columns
prompt, completion, plus area, subtopic, topic, persona, shape, difficulty and language describing how each row was planned.
Quick numbers
- Rows: 195
- Distinct 3-grams in prompts: 0.86
- Average words per prompt: 50.7
- Average words per completion: 349.6
Limits
- Every row was written by a language model and has not been checked by a person. Replies can contain errors and invented facts. Check them before you train on this data or rely on it.
- Synthetic data repeats the habits and blind spots of the model that wrote it.
Make your own with DataInventor. License: Apache 2.0.
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