Datasets:

RowRed
/

prompts-24000-en

prompt stringlengths 12 834	difficulty int64 0 3	theme stringclasses 6 values	subcategory stringlengths 6 67	category stringclasses 100 values
What is a mutation?	0	Information	Mutation types and effects	Genetics
Analyze the NCAA recruiting rules and the scholarship offer process for a Division I college athlete, including the role of National Letters of Intent, scholarship limitations, and the impact of Name, Image, and Likeness (NIL) policies, and provide a strategic plan for a high school athlete to maximize scholarship oppo...	3	Information	Athletic Recruiting Process	College Preparation
Discuss the evolution of newspapers from the early modern period to the digital age, highlighting key milestones and how they shaped public discourse.	1	Information	Media history timeline research	Media Studies
Explain the fundamental mechanisms of mechanical wear (abrasive, adhesive, fatigue, corrosive) and how they contribute to component failure, then propose a methodology for predicting wear life using tribology principles and statistical analysis.	3	Information	Reliability and failure analysis	Engineering
Suggest a prompt for improvisation.	0	Guidance	Creating freestyle prompts for practice	Dance
Compare the reliability of mitochondrial DNA versus nuclear gene sequences as molecular clocks for dating divergences across different taxonomic groups, and explain how mutation rate heterogeneity affects calibration	3	Information	Molecular clocks	Evolution
Compare and contrast third person omniscient with third person limited, focusing on how the narrator's access to characters' internal states influences narrative tension, reader empathy, and the depiction of unreliable narration. Provide a scene rewritten from both perspectives.	3	Information	Point of view choices	Creative Writing
Explain the core principles of Identity and Access Management (IAM), including authentication, authorization, and accounting. Then, describe how IAM would be implemented in a multi-cloud environment, addressing challenges like single sign-on, privileged access management, and compliance with regulatory standards.	2	Information	Identity and access management	Cybersecurity
Describe the process of photosynthesis in detail, including the light-dependent and light-independent reactions, and explain how environmental factors such as light intensity and carbon dioxide concentration affect the rate of photosynthesis.	1	Information	Plant biology	Biology
What should I do before a singing audition?	0	Guidance	Creating audition preparation tips	Singing
Compare the textural effects achieved by palette knives, dry brushing, and using impasto medium, and discuss how each technique influences the visual and tactile quality of a painting.	1	Information	Texture creation methods	Painting
Discuss the principles of using garnishes in professional plating, considering flavor, texture, color contrast, and how to avoid over-garnishing.	2	Information	Plating and food presentation aesthetics	Culinary Arts
Given a complex technical process, develop a step-by-step approach for explaining it to a non-expert audience, including how to handle jargon, analogies, visual aids, and checking for understanding, and provide an example of a common pitfall.	2	Guidance	Expository writing	Writing
Give an example of a rhetorical question.	0	Information	Rhetorical devices	Language Arts
Compare three reputable platforms that offer free AI courses, evaluating each on course depth, prerequisite requirements, and practical project components, then recommend a step-by-step learning sequence for a beginner with basic programming knowledge.	2	Guidance	AI learning resources	Artificial Intelligence
Evaluate the environmental and economic trade-offs between open-net pen and closed-containment aquaculture systems for salmon farming, considering disease control, waste management, and feed conversion efficiency.	2	Information	Aquaculture and fish farming	Animal Science
Explain the biomechanical principles behind orthodontic braces, including how different force systems and tooth movement mechanisms (e.g., osteoclast/osteoblast activity) interact, and compare the efficacy of fixed vs. clear aligner therapy in complex malocclusion cases.	3	Information	Orthodontic care and braces	Dentistry
Explain the core principles of GDPR and apply them to a scenario where a US-based company processes personal data of EU residents, including data subject rights and compliance obligations.	1	Information	Security policies and compliance	Cybersecurity
What is an algorithm?	0	Information	What is AI/ML	Artificial Intelligence
Define "pollution" in legal terms	0	Information	Environmental law	Law
Create a character design sheet for a knight that includes not only visual aspects but also a detailed personality profile, motivations, and a backstory that influences their appearance and equipment choices	2	Media Generation	Creating character design sheets	Digital Art
Design a zero-waste household system that addresses the entire consumption cycle—from procurement to disposal—and evaluate trade-offs between reusable and compostable alternatives, including embedded energy, water, and social acceptance, for a family of four in an urban apartment.	3	Guidance	Zero-waste household practices	Sustainable Living
Describe the visual effects achieved with a fan brush versus a flat brush for blending and texture, and how to decide which to use for a given painting goal.	2	Guidance	Brushwork style comparison	Painting
How do traditional and modern bungalow designs differ in bedroom count and layout, and what factors like family size, land availability, and regional climate influence these differences?	2	Information	Residential house design and floor plans	Architecture
Explain the structural and functional differences between true roots and the rhizoids of mosses, and discuss the evolutionary significance of these differences in land plant adaptation.	1	Information	Algae and non-vascular plants	Botany
Given a casual email to a colleague, rewrite it in a formal tone while preserving the core message, and explain which elements you changed and why	2	Information	Tone adjustment for audience	Communication
What is immunological memory?	0	Information	Immunological memory	Immunology
Given a list of common logical fallacies (ad hominem, straw man, false dilemma, etc.), explain how to identify one in a real-world argument, and describe a strategy to counter it without committing another fallacy.	2	Information	Logic and critical thinking	Philosophy
What are modeling fundamentals in 3D animation?	0	Information	Exploring modeling fundamentals	Animation
What is a verb?	0	Information	Grammar and usage	Language Arts
Name a famous street photographer.	0	Information	Street photography ethics and methods	Photography
Compare and contrast HTTP and HTTPS in terms of security and performance, and explain when you would use each.	2	Coding	Networking fundamentals	Computer Science
Explain the physical processes governing ocean color variations as detected by satellite remote sensing, including absorption and scattering by water molecules, chlorophyll, and dissolved organic matter, and discuss how these processes complicate algorithms for estimating global primary productivity.	3	Information	Ocean color and satellite observation	Oceanography
What are the distinct challenges of conducting underwater archaeology in freshwater lakes versus marine environments, and how do these affect site preservation and excavation strategies?	2	Information	Underwater archaeology	Archaeology
Critically analyze the lifecycle of a zero-day exploit from discovery to disclosure, including the roles of security researchers, vendors, and threat actors, and discuss the ethical dilemmas in vulnerability disclosure (e.g., responsible disclosure vs. full disclosure) with real-world examples like Stuxnet or EternalBl...	3	Information	Emerging threats and zero-day research	Cybersecurity
Explain how trauma-informed care principles can be applied in a school setting to support students who have experienced adverse childhood experiences, and discuss potential challenges in implementation.	1	Information	Trauma-Informed Support	Mental Health
Analyze the attack vectors of mobile malware, including how malicious apps can exploit permissions and the potential consequences for user data privacy. Provide an example of a recent mobile malware variant and its mitigation.	1	Information	Mobile device security	Cybersecurity
While Mercury has the smallest semi-major axis, its eccentric orbit sometimes places Venus closer to Earth. Discuss the orbital mechanics that lead to variations in distance, and explain why 'closest to the sun' is not a straightforward concept. Also consider the closest planet to Earth over time.	3	Information	Solar system facts	Astronomy
Explain the molecular basis of antibody-antigen binding specificity, focusing on the role of complementarity-determining regions (CDRs) and the process of somatic hypermutation in affinity maturation, and discuss how allosteric effects might alter binding kinetics.	3	Information	Antibody and antigen interactions	Immunology
How do zooarchaeologists differentiate between human-induced bone modifications and natural taphonomic processes, and what does this distinction imply for reconstructing past human diets?	3	Information	Archaeozoology and archaeobotany	Archaeology
Critically evaluate the use of machine learning in predicting hospital readmissions by comparing candidate models (e.g., gradient boosting, survival analysis), detailing feature engineering from EHR data, addressing missingness and class imbalance, and discussing algorithmic fairness and interpretability trade-offs to ...	3	Information	Data science industry applications	Data Science
Develop a personal brand statement for a professional in a competitive field, ensuring it aligns with their authentic strengths and career goals. Analyze how this statement would be adapted for different platforms (LinkedIn, resume, elevator pitch) while maintaining consistency and impact. Provide a rationale for your ...	3	Information	Personal brand messaging	Communication
What is the difference between style and voice?	0	Information	Voice and style	Creative Writing
Design a hybrid animation system that uses keyframes for character performance and procedural motion for secondary elements like cloth or hair; analyze the trade-offs in control, computational cost, and artistic intent, and propose a decision framework for when to switch between them in a real-time game engine.	3	Information	Asking about keyframe vs. procedural motion	Animation
Analyze the nurse's role in facilitating advance directives within a multidisciplinary team, considering ethical principles (autonomy, beneficence), legal requirements, and cultural barriers. Discuss a scenario where a patient's stated wishes conflict with family preferences, and propose a resolution.	3	Information	Nursing ethics and legal responsibilities	Nursing
Design a DNA extraction protocol for a sample with high polysaccharide content. Explain the purpose of each reagent and potential failure points.	1	Guidance	DNA extraction and lab techniques	Genetics
What are the legal limitations to freedom of speech in a democratic society, and how do courts balance individual expression against national security?	2	Information	Fundamental rights	Civics
Design a chemical process to synthesize a common compound like aspirin, including reaction conditions, catalysts, and purification steps, and discuss safety and environmental considerations.	1	Information	Chemical process design	Engineering
Given a fixed storage budget, explain how to choose the optimal image resolution for a dataset of medical X-rays versus natural photographs, considering file size and diagnostic accuracy.	2	Information	Image data handling	Data Science
Can diet affect your genes?	0	Information	Epigenetics and environmental influences	Genetics
Give me a basic anatomy ratio for sculpture.	0	Guidance	Figurative anatomy for sculpture	Sculpture
Explain how biodiversity loss at different trophic levels can cascade to affect ecosystem services, and propose a conservation strategy that prioritizes keystone species over overall species richness.	1	Information	Conservation of natural resources	Environmental Science
Assess the role of community gardens in improving food security in urban areas, considering factors such as land access, seasonal availability, and community engagement, and propose a plan to maximize their nutritional impact.	2	Information	Community nutrition and food security programs	Nutrition
Analyze how field robots in precision agriculture use multispectral imaging and machine learning to detect crop diseases, and discuss the challenges of deploying them in uneven terrain with variable lighting conditions, including sensor fusion and real-time decision-making constraints.	1	Information	Underwater and field robotics	Robotics
Given a specific USDA hardiness zone, how would you determine the optimal planting window for corn that accounts for soil temperature, frost dates, and the variety's maturity days?	1	Information	Planting calendars and seasonal schedules	Agriculture
What is a memorable way to end a speech?	0	Guidance	Closing statement crafting	Public Speaking
Construct a prompt engineering framework that incorporates role, context, constraints, and output format for a complex multi-turn chatbot interaction, then evaluate how iterative refinement affects response consistency and task completion.	1	Guidance	Prompt engineering	Artificial Intelligence
Design a fictional world with a consistent magic system that directly influences its economic, political, and cultural structures, then explain how a major geopolitical conflict arises from a scarcity of a magic-derived resource, and propose how the world's geography and climate would shape trade routes and alliances	3	Guidance	Worldbuilding	Creative Writing
Critically evaluate the arguments for architectural conservation in the context of competing urban development pressures, considering economic, cultural, and ethical perspectives, and propose a prioritization framework for which buildings to preserve when resources are limited.	3	Information	Heritage preservation questions	Cultural Studies
Compare the concept of monotheism in Christianity and Islam, focusing on the doctrines of the Trinity and Tawhid. Analyze how each tradition understands God's nature, attributes, and relationship to creation, and discuss the theological challenges and commonalities that arise in interfaith dialogue.	3	Information	Comparative religion	Religion
Define glocalization.	0	Information	Globalization sociology	Sociology
Tell me about hip-hop dance.	0	Information	Exploring different dance genres	Dance
Evaluate different strategies for crafting a speech introduction that simultaneously captures attention, establishes credibility, and previews the thesis, and give an example for each strategy.	2	Information	Speech outline generation	Public Speaking
Explain how cognitive reappraisal and expressive suppression differentially affect emotional experience and physiological arousal, and discuss the conditions under which each skill might be most adaptive, referencing empirical research on emotion regulation in high-stress populations.	3	Information	Emotional Regulation	Mental Health
Given a mineral with a hardness of 5.5, how would you use the Mohs scale in combination with other physical properties to identify it in a field setting, and what are the limitations of the scale when dealing with anisotropic minerals?	3	Information	Rock and mineral identification	Geology
Critically evaluate how critical thinking contributes to students' academic achievement and life decisions, and propose concrete methods to embed its development across a school curriculum.	2	Information	Critical Thinking Development	Education
Analyze the demographic distribution of TikTok users by age, evaluate how the platform's algorithm and content trends influence age-specific engagement, and critically assess the implications of these age patterns for advertisers targeting Generation Z versus older cohorts, considering recent shifts in user demographic...	3	Information	Social media platform analysis	Media Studies
In a situation where a cat has a deep laceration on a limb, describe the step-by-step first aid procedure including how to assess the severity, apply pressure, and decide when to transport to a vet, while also addressing potential complications like shock or infection.	1	Guidance	Emergency first aid for animals	Veterinary Medicine
In a small isolated population, how would genetic drift affect allele frequencies compared to a large population, and what implications does this have for fixation of neutral mutations?	2	Information	Genetic drift and gene flow	Evolution
Design an algorithm that transforms a photograph into a watercolor painting while preserving the subject's emotional expression, considering brushstroke simulation, color bleeding, and paper texture, and explain how to balance fidelity and artistic interpretation using neural style transfer techniques.	3	Media Generation	Converting personal photos into illustration styles	Digital Art
Explain the purpose of setback requirements in zoning regulations, and discuss how they vary by zone type and how they interact with building height and lot coverage restrictions to shape urban form.	1	Information	Building codes and zoning regulations	Architecture
Compare the strengths and weaknesses of in-situ versus ex-situ conservation for maintaining genetic diversity in critically endangered species, and propose a strategy that integrates both.	1	Information	Conservation biology strategies	Ecology
Evaluate the role of captions in supporting comprehension of informational texts, considering how captions interact with visual elements and body text to convey meaning, and propose guidelines for writing effective captions for complex scientific diagrams.	3	Information	Reading nonfiction and informational texts	Reading Literacy
Examine the global spread of sushi as a specific instance of cultural diffusion, analyzing how glocalization and creolization processes—including local ingredient substitution, culinary fusion, and media representation—have transformed its original meaning and practice in different societies.	3	Information	Globalization and culture change	Anthropology
Given a specific climate and rose variety, outline a pruning schedule that accounts for seasonal growth cycles and disease prevention.	2	Guidance	Gardening and cultivation tips	Botany
Analyze a poem (e.g., 'The Road Not Taken') using reader-response theory, explaining how different readers might interpret the poem's theme based on their personal experiences, and then compare this approach with New Criticism's focus on the text itself.	2	Information	Reader-response perspectives	Literature
How much water should I drink daily?	0	Information	Hydration and electrolyte balance	Nutrition
What extracurricular activities look good for college?	0	Information	Extracurricular Planning	College Preparation
Who was Cleopatra?	0	Information	Historical figure biographies	History
Given a scenario of a 90-minute high-intensity workout in heat, compare the effectiveness of water, a carbohydrate-electrolyte sports drink, and chocolate milk for rehydration, including their impact on fluid retention and electrolyte balance.	2	Guidance	Hydration and electrolyte balance	Nutrition
What is a good morning routine for school kids?	0	Guidance	Childcare Routines	Child Development
Develop a systematic decision-making framework for choosing a college major that integrates personal values, labor market projections, and interdisciplinary opportunities, and apply it to a hypothetical student torn between humanities and data science, including potential career paths and trade-offs.	3	Guidance	Major Exploration	College Preparation
Create an outline for a persuasive 5-minute speech on the importance of renewable energy, incorporating rhetorical appeals (ethos, pathos, logos), a clear call to action, and strategies to engage a skeptical audience, including potential rebuttals.	2	Writing	Speech outline generation	Public Speaking
Describe a positive discipline strategy for a toddler who throws tantrums when frustrated, and explain the psychological principles behind why it works.	2	Guidance	Child and adolescent behavior	Psychology
Give me a basic physics quiz.	0	Other	Exam practice questions in physics	Physics
Compare and contrast developmental language disorder (DLD) with acquired language disorders like aphasia. Discuss the underlying neurological or cognitive factors, and explain how assessment approaches differ for each.	2	Information	Psycholinguistics	Linguistics
Compare the environmental impact of three sustainable materials across their full lifecycle, including raw material extraction, manufacturing, use phase, and end-of-life, and justify which is most suitable for building insulation given trade-offs in cost, performance, and recyclability.	3	Information	Sustainable and green engineering	Engineering
In journalistic research, how would you verify the current population estimate of Texas? Discuss the reliability of different data sources (e.g., Census Bureau, state projections) and explain why estimates might vary, including the impact of demographic changes and timing.	2	Information	Journalistic research queries	Journalism
Analyze the narrative unreliability in first-person narration, using examples from classic literature (e.g., 'The Tell-Tale Heart' or 'Lolita'), and discuss how an author's choice of first-person point of view influences reader interpretation, thematic depth, and the construction of suspense or moral ambiguity.	3	Information	Point of view analysis	Literature
Compare and contrast the processes of lacto-fermentation and vinegar-based pickling for cucumbers, explaining the role of salt concentration, pH, and microbial activity in preserving texture and flavor, and troubleshoot common issues like mushiness or spoilage.	1	Guidance	Preservation and fermentation methods	Culinary Arts
Explain how part-of-speech tagging is performed in modern NLP systems, including the use of conditional random fields and neural architectures like BiLSTM or transformer-based models. Discuss the challenges of ambiguity and unknown words, and how tagging interacts with parsing and named entity recognition in a full pip...	3	Information	Natural language processing (NLP) basics	Artificial Intelligence
Explain the physiological rationale behind carbohydrate loading for endurance athletes, and design a three-day carb-loading protocol before a marathon, including specific food choices and timing, while discussing potential drawbacks.	2	Information	Sports Nutrition	Sports Science
What is an edition?	0	Information	Textual criticism	Literature
Design a structured improvisation exercise that uses emotional intent to shape movement quality, and explain how it can be adapted for dancers of different experience levels.	1	Guidance	Developing expressive performance exercises	Dance
Create a personal brand tagline for a professional in a specific industry, ensuring it reflects core values, differentiates from competitors, and appeals to target audience, and explain the rationale behind your choice	3	Writing	Personal brand messaging	Communication
What is argument mapping?	0	Information	Argument mapping	Logic
Describe the process of developing choreography for an original musical composition, including how to analyze the musical structure, interpret the emotional arc, and integrate movement motifs that complement the score, while considering spatial dynamics and dancer capabilities.	3	Information	Developing choreography for original music	Dance
What is the domain of a function?	0	Information	Precalculus functions	Mathematics
Explain the key differences in care requirements between raising a newborn goat kid and a lamb, focusing on feeding and health management.	2	Information	Sheep and goat husbandry	Animal Science
Explain the biochemical pathways of photosynthesis, including the light-dependent and light-independent reactions, and discuss how environmental factors such as light intensity, CO2 concentration, and temperature affect the rate of oxygen release and overall photosynthetic efficiency in C3 and C4 plants.	3	Information	Photosynthesis and plant physiology	Botany

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Prompts-24000-en

A synthetic dataset of 24,000 LLM question/instruction prompts distributed across 100 top-level categories and 2,000 subcategories, with 4 difficulty levels.

Built on top of:

Structure

Dimension	Breakdown
Parent categories	100
Subcategories	2,000 (20 per category)
Difficulty levels	4 (0, 1, 2, 3)
Prompts per (subcategory, difficulty)	3
Total prompts	24,000

(This was the instructed and intended structure, but note the LLM might not have followed it perfectly)

Use cases

Fine-tuning or few-shot prompting of instruction-following models
Benchmarking long-horizon, multi-difficulty task performance
Building hierarchical Q&A or tutoring systems
Testing classifier generalization across varying complexity

Known limitations & disclaimers

Factual accuracy: All prompts are synthetically generated and have NOT been fact-checked by human experts. Prompts are intended as task instructions for model evaluation, not as verified factual statements. Expect possible inaccuracies, stale information, or edge-case errors in content referenced by prompts.
Non-affiliation: This dataset may mention product names, brands, organizations, or historical figures (e.g., "Microsoft Project", "Einstein's train") purely for illustrative or comparative purposes. These mentions do not imply endorsement, sponsorship, or affiliation. The dataset is an independent synthetic artifact.
Domain coverage: Prompts are educational and descriptive; some may fall short of professional standards in specialized fields (law, medicine, finance). Do not use outputs as professional advice.

Quickstart

from datasets import load_dataset

ds = load_dataset("RowRed/prompts-24000-en", split="train")
print(ds.num_rows)  # 24000
print(ds[0])

License

This dataset is released under the Apache License 2.0.

Attribution:

Generated via self-instruct prompting using DeepSeek V4 Flash 0731 (MIT-licensed). Not affiliated with DeepSeek.

Citation

@misc{prompts24000en,
  author = {RowRed},
  title = {Prompts-24000-en},
  year = {2026},
  url = {https://huggingface.co/datasets/RowRed/prompts-24000-en}
}

Downloads last month: 33

Total items:

24,000

Format:

JSONL (one JSON object per line)

LLM-generated via DeepSeek V4 Flash 0731 (self-instruct). Not affiliated with DeepSeek.