""" Sample texts for testing and examples """ SAMPLE_TEXTS = { "business_report": """ Quarterly Business Performance Report Our company has shown remarkable growth in Q3 2024, with revenue increasing by 25% compared to the previous quarter. Key Achievements: - Revenue reached $2.5 million, surpassing our target by 15% - Customer acquisition increased by 40% with 1,200 new customers - Employee satisfaction improved to 4.2/5.0 - Market share expanded to 12% in our target demographic Challenges and Opportunities: The main challenges we faced included supply chain disruptions and increased competition. However, these challenges have opened new opportunities for innovation and strategic partnerships. Future Outlook: We project continued growth in Q4, with an estimated revenue increase of 20%. Our focus will be on digital transformation and customer experience enhancement. """, "technology_overview": """ Artificial Intelligence: Transforming the Future Artificial Intelligence (AI) is revolutionizing industries across the globe. From healthcare to finance, AI technologies are enabling unprecedented levels of automation and insight. Key AI Technologies: - Machine Learning: Algorithms that improve through experience - Natural Language Processing: Understanding and generating human language - Computer Vision: Interpreting and analyzing visual information - Robotics: Physical AI systems that interact with the world Current Applications: AI is currently being used in medical diagnosis, autonomous vehicles, financial trading, and personalized recommendations. These applications are saving time, reducing costs, and improving outcomes. Future Implications: By 2030, AI is expected to contribute $13 trillion to the global economy. This transformation will create new job categories while making others obsolete, requiring significant workforce adaptation. """, "health_wellness": """ The Science of Healthy Living Maintaining good health requires a holistic approach that encompasses physical activity, nutrition, mental well-being, and adequate rest. Physical Activity Benefits: - Reduces risk of heart disease by 35% - Improves mental health and reduces anxiety - Strengthens bones and muscles - Enhances cognitive function Nutrition Essentials: A balanced diet should include 5-9 servings of fruits and vegetables daily, lean proteins, whole grains, and healthy fats. Proper hydration requires 8-10 glasses of water per day. Mental Well-being: Stress management through meditation, social connections, and hobby engagement significantly impacts overall health. Studies show that chronic stress can reduce life expectancy by 2-3 years. Sleep Quality: Adults need 7-9 hours of quality sleep nightly. Poor sleep is linked to obesity, diabetes, and cardiovascular disease. """, "environmental_impact": """ Climate Change: Understanding Our Environmental Impact Climate change represents one of the most pressing challenges of our time, with global temperatures rising at an unprecedented rate. Current Statistics: - Global temperature has increased by 1.1°C since pre-industrial times - CO2 levels have reached 415 ppm, the highest in 3 million years - Arctic sea ice is declining at a rate of 13% per decade - Ocean pH has decreased by 0.1 units due to acidification Major Contributors: Fossil fuel combustion accounts for 75% of greenhouse gas emissions. Deforestation contributes 18%, while agriculture and livestock produce 14% of global emissions. Solutions and Actions: Renewable energy adoption, energy efficiency improvements, sustainable transportation, and reforestation can significantly reduce our carbon footprint. Individual actions like reducing energy consumption and sustainable lifestyle choices also make a difference. Future Projections: Without intervention, global temperatures could rise by 3-5°C by 2100, causing severe ecological and economic disruption. """, "education_trends": """ The Future of Education: Digital Transformation Education is undergoing a radical transformation driven by technology, changing student needs, and evolving workplace requirements. Current Trends: - Online learning has grown by 300% since 2020 - 73% of students prefer blended learning approaches - Virtual reality is being used in 15% of educational institutions - AI tutoring systems show 30% improvement in learning outcomes Key Technologies: Personalized learning platforms adapt to individual student needs. Virtual classrooms enable global collaboration. AI assessment tools provide instant feedback and identify learning gaps. Skills for the Future: Critical thinking, creativity, digital literacy, and emotional intelligence are becoming essential. Traditional memorization-based learning is being replaced by problem-solving and collaborative approaches. Challenges and Opportunities: Digital divide issues affect 21% of students globally. However, technology also democratizes access to quality education and enables lifelong learning opportunities. """ } def get_sample_text(category: str = "business_report") -> str: """Get sample text by category""" return SAMPLE_TEXTS.get(category, SAMPLE_TEXTS["business_report"]) def get_all_categories() -> list: """Get all available sample text categories""" return list(SAMPLE_TEXTS.keys()) def get_random_sample() -> str: """Get a random sample text""" import random category = random.choice(list(SAMPLE_TEXTS.keys())) return SAMPLE_TEXTS[category]