435 lines
12 KiB
JSON
435 lines
12 KiB
JSON
{
|
|
"v3_topic_distribution": {
|
|
"version": "2.0",
|
|
"method": "Relaxed Zipf (s\u22480.7 power-law exponent)",
|
|
"num_topics": 25,
|
|
"research_basis": [
|
|
"Pew Research 2024 \u2014 What Americans talk about with family/friends",
|
|
"OpenAI/NBER 2025 \u2014 How People Use ChatGPT (1.5M conversations)",
|
|
"Statista 2024 \u2014 Most talked about topics online (US)",
|
|
"Academic: Conversation research meta-analysis (Yeomans et al. 2023)",
|
|
"Scientific American \u2014 60% of conversations are self-referential",
|
|
"Zipf's law confirmed at pragmatic level in spoken dialogue"
|
|
],
|
|
"total_target": 1474,
|
|
"free_conversations": 1101,
|
|
"api_conversations": 373,
|
|
"api_budget": "$50 (Opus 4.6)",
|
|
"topics": [
|
|
{
|
|
"rank": 1,
|
|
"topic": "personal_updates_daily_life",
|
|
"description": "What's happening in my life, catching up, daily events",
|
|
"tier": 1,
|
|
"weight": 100,
|
|
"percentage": 13.0,
|
|
"free_conversations": 143,
|
|
"api_conversations": 49,
|
|
"total": 192,
|
|
"tight": 77,
|
|
"medium": 67,
|
|
"deep": 38,
|
|
"extended": 10
|
|
},
|
|
{
|
|
"rank": 2,
|
|
"topic": "work_job_school",
|
|
"description": "Job problems, coworkers, school, career stress",
|
|
"tier": 1,
|
|
"weight": 82,
|
|
"percentage": 10.6,
|
|
"free_conversations": 117,
|
|
"api_conversations": 40,
|
|
"total": 157,
|
|
"tight": 63,
|
|
"medium": 55,
|
|
"deep": 31,
|
|
"extended": 8
|
|
},
|
|
{
|
|
"rank": 3,
|
|
"topic": "food_cooking_restaurants",
|
|
"description": "What to eat, recipes, restaurant recs, cooking help",
|
|
"tier": 1,
|
|
"weight": 68,
|
|
"percentage": 8.8,
|
|
"free_conversations": 97,
|
|
"api_conversations": 33,
|
|
"total": 130,
|
|
"tight": 52,
|
|
"medium": 46,
|
|
"deep": 26,
|
|
"extended": 6
|
|
},
|
|
{
|
|
"rank": 4,
|
|
"topic": "entertainment_media",
|
|
"description": "Movies, TV, music, games, books, podcasts, memes",
|
|
"tier": 1,
|
|
"weight": 62,
|
|
"percentage": 8.0,
|
|
"free_conversations": 88,
|
|
"api_conversations": 30,
|
|
"total": 118,
|
|
"tight": 47,
|
|
"medium": 41,
|
|
"deep": 24,
|
|
"extended": 6
|
|
},
|
|
{
|
|
"rank": 5,
|
|
"topic": "relationships_romance_friendship",
|
|
"description": "Dating, breakups, friendships, social dynamics",
|
|
"tier": 1,
|
|
"weight": 58,
|
|
"percentage": 7.5,
|
|
"free_conversations": 83,
|
|
"api_conversations": 28,
|
|
"total": 111,
|
|
"tight": 44,
|
|
"medium": 39,
|
|
"deep": 22,
|
|
"extended": 6
|
|
},
|
|
{
|
|
"rank": 6,
|
|
"topic": "family_dynamics_parenting",
|
|
"description": "Kids, parents, siblings, family drama, parenting decisions",
|
|
"tier": 2,
|
|
"weight": 50,
|
|
"percentage": 6.5,
|
|
"free_conversations": 71,
|
|
"api_conversations": 24,
|
|
"total": 95,
|
|
"tight": 38,
|
|
"medium": 33,
|
|
"deep": 19,
|
|
"extended": 5
|
|
},
|
|
{
|
|
"rank": 7,
|
|
"topic": "health_body_fitness",
|
|
"description": "Symptoms, diet, exercise, mental health, doctor visits",
|
|
"tier": 2,
|
|
"weight": 44,
|
|
"percentage": 5.7,
|
|
"free_conversations": 63,
|
|
"api_conversations": 21,
|
|
"total": 84,
|
|
"tight": 34,
|
|
"medium": 29,
|
|
"deep": 17,
|
|
"extended": 4
|
|
},
|
|
{
|
|
"rank": 8,
|
|
"topic": "money_budgeting_bills",
|
|
"description": "Bills, budgeting, debt, prices, financial stress",
|
|
"tier": 2,
|
|
"weight": 40,
|
|
"percentage": 5.2,
|
|
"free_conversations": 57,
|
|
"api_conversations": 19,
|
|
"total": 76,
|
|
"tight": 30,
|
|
"medium": 27,
|
|
"deep": 15,
|
|
"extended": 4
|
|
},
|
|
{
|
|
"rank": 9,
|
|
"topic": "tech_help_devices",
|
|
"description": "Phone problems, apps, WiFi, how do I do X on my computer",
|
|
"tier": 2,
|
|
"weight": 38,
|
|
"percentage": 4.9,
|
|
"free_conversations": 54,
|
|
"api_conversations": 18,
|
|
"total": 72,
|
|
"tight": 29,
|
|
"medium": 25,
|
|
"deep": 14,
|
|
"extended": 4
|
|
},
|
|
{
|
|
"rank": 10,
|
|
"topic": "home_living_chores",
|
|
"description": "Apartment, house stuff, repairs, cleaning, moving",
|
|
"tier": 2,
|
|
"weight": 34,
|
|
"percentage": 4.4,
|
|
"free_conversations": 49,
|
|
"api_conversations": 17,
|
|
"total": 66,
|
|
"tight": 26,
|
|
"medium": 23,
|
|
"deep": 13,
|
|
"extended": 4
|
|
},
|
|
{
|
|
"rank": 11,
|
|
"topic": "hobbies_interests",
|
|
"description": "Sports, gaming, crafts, cars, outdoor activities",
|
|
"tier": 3,
|
|
"weight": 28,
|
|
"percentage": 3.6,
|
|
"free_conversations": 40,
|
|
"api_conversations": 14,
|
|
"total": 54,
|
|
"tight": 22,
|
|
"medium": 19,
|
|
"deep": 11,
|
|
"extended": 2
|
|
},
|
|
{
|
|
"rank": 12,
|
|
"topic": "travel_places",
|
|
"description": "Trips, vacation planning, places lived, commuting",
|
|
"tier": 3,
|
|
"weight": 24,
|
|
"percentage": 3.1,
|
|
"free_conversations": 34,
|
|
"api_conversations": 12,
|
|
"total": 46,
|
|
"tight": 18,
|
|
"medium": 16,
|
|
"deep": 9,
|
|
"extended": 3
|
|
},
|
|
{
|
|
"rank": 13,
|
|
"topic": "shopping_products_recommendations",
|
|
"description": "What should I buy, reviews, deals, product comparisons",
|
|
"tier": 3,
|
|
"weight": 22,
|
|
"percentage": 2.9,
|
|
"free_conversations": 31,
|
|
"api_conversations": 11,
|
|
"total": 42,
|
|
"tight": 17,
|
|
"medium": 15,
|
|
"deep": 8,
|
|
"extended": 2
|
|
},
|
|
{
|
|
"rank": 14,
|
|
"topic": "pets_animals",
|
|
"description": "Pet care, vet visits, animal content, getting a pet",
|
|
"tier": 3,
|
|
"weight": 20,
|
|
"percentage": 2.6,
|
|
"free_conversations": 29,
|
|
"api_conversations": 10,
|
|
"total": 39,
|
|
"tight": 16,
|
|
"medium": 14,
|
|
"deep": 8,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 15,
|
|
"topic": "weather_local_events",
|
|
"description": "Weather talk, local news, community events, neighborhood",
|
|
"tier": 3,
|
|
"weight": 18,
|
|
"percentage": 2.3,
|
|
"free_conversations": 26,
|
|
"api_conversations": 9,
|
|
"total": 35,
|
|
"tight": 14,
|
|
"medium": 12,
|
|
"deep": 7,
|
|
"extended": 2
|
|
},
|
|
{
|
|
"rank": 16,
|
|
"topic": "education_learning_skills",
|
|
"description": "Learning something new, studying, how things work",
|
|
"tier": 4,
|
|
"weight": 15,
|
|
"percentage": 1.9,
|
|
"free_conversations": 21,
|
|
"api_conversations": 7,
|
|
"total": 28,
|
|
"tight": 11,
|
|
"medium": 10,
|
|
"deep": 6,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 17,
|
|
"topic": "career_advancement_interviews",
|
|
"description": "Job hunting, resumes, interviews, career moves, side hustles",
|
|
"tier": 4,
|
|
"weight": 13,
|
|
"percentage": 1.7,
|
|
"free_conversations": 19,
|
|
"api_conversations": 6,
|
|
"total": 25,
|
|
"tight": 10,
|
|
"medium": 9,
|
|
"deep": 5,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 18,
|
|
"topic": "cars_transportation",
|
|
"description": "Car problems, buying cars, mechanics, commute, gas prices",
|
|
"tier": 4,
|
|
"weight": 11,
|
|
"percentage": 1.4,
|
|
"free_conversations": 16,
|
|
"api_conversations": 5,
|
|
"total": 21,
|
|
"tight": 8,
|
|
"medium": 7,
|
|
"deep": 4,
|
|
"extended": 2
|
|
},
|
|
{
|
|
"rank": 19,
|
|
"topic": "mental_health_emotional_support",
|
|
"description": "Anxiety, depression, stress, venting, life overwhelm",
|
|
"tier": 4,
|
|
"weight": 10,
|
|
"percentage": 1.3,
|
|
"free_conversations": 14,
|
|
"api_conversations": 5,
|
|
"total": 19,
|
|
"tight": 8,
|
|
"medium": 7,
|
|
"deep": 4,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 20,
|
|
"topic": "current_events_news",
|
|
"description": "Headlines, politics, what happened today, outrage cycle",
|
|
"tier": 4,
|
|
"weight": 9,
|
|
"percentage": 1.2,
|
|
"free_conversations": 13,
|
|
"api_conversations": 4,
|
|
"total": 17,
|
|
"tight": 7,
|
|
"medium": 6,
|
|
"deep": 3,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 21,
|
|
"topic": "legal_rights_bureaucracy",
|
|
"description": "Tenant rights, got a ticket, dealing with institutions",
|
|
"tier": 5,
|
|
"weight": 7,
|
|
"percentage": 0.9,
|
|
"free_conversations": 10,
|
|
"api_conversations": 3,
|
|
"total": 13,
|
|
"tight": 5,
|
|
"medium": 5,
|
|
"deep": 3,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 22,
|
|
"topic": "identity_culture_belonging",
|
|
"description": "Who am I, cultural identity, fitting in, code-switching",
|
|
"tier": 5,
|
|
"weight": 6,
|
|
"percentage": 0.8,
|
|
"free_conversations": 9,
|
|
"api_conversations": 3,
|
|
"total": 12,
|
|
"tight": 5,
|
|
"medium": 4,
|
|
"deep": 2,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 23,
|
|
"topic": "science_curiosity",
|
|
"description": "Why is the sky blue, space, how does X work, cool facts",
|
|
"tier": 5,
|
|
"weight": 5,
|
|
"percentage": 0.6,
|
|
"free_conversations": 7,
|
|
"api_conversations": 2,
|
|
"total": 9,
|
|
"tight": 4,
|
|
"medium": 3,
|
|
"deep": 2,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 24,
|
|
"topic": "philosophy_meaning_existential",
|
|
"description": "Big questions, purpose, death, what matters, morality",
|
|
"tier": 5,
|
|
"weight": 4,
|
|
"percentage": 0.5,
|
|
"free_conversations": 6,
|
|
"api_conversations": 2,
|
|
"total": 8,
|
|
"tight": 3,
|
|
"medium": 3,
|
|
"deep": 2,
|
|
"extended": 1
|
|
},
|
|
{
|
|
"rank": 25,
|
|
"topic": "creative_writing_art",
|
|
"description": "Making music, writing, art, creative expression",
|
|
"tier": 5,
|
|
"weight": 3,
|
|
"percentage": 0.4,
|
|
"free_conversations": 4,
|
|
"api_conversations": 1,
|
|
"total": 5,
|
|
"tight": 2,
|
|
"medium": 2,
|
|
"deep": 1,
|
|
"extended": 1
|
|
}
|
|
],
|
|
"demographic_overlay": {
|
|
"Young adults (18-35, tech-literate)": {
|
|
"percentage": 0.4,
|
|
"description": "Default voice. Tech-native, casual."
|
|
},
|
|
"Working adults (30-55)": {
|
|
"percentage": 0.15,
|
|
"description": "Job stress, bills, family balance."
|
|
},
|
|
"Parents": {
|
|
"percentage": 0.2,
|
|
"description": "Kids, school tech, family decisions."
|
|
},
|
|
"Elders (60+)": {
|
|
"percentage": 0.1,
|
|
"description": "Digital literacy, dignity, wisdom."
|
|
},
|
|
"Bilingual/cultural": {
|
|
"percentage": 0.1,
|
|
"description": "Code-switching, identity, heritage."
|
|
},
|
|
"Adversarial/edge": {
|
|
"percentage": 0.05,
|
|
"description": "Gaslighting resistance, boundaries, stress tests."
|
|
}
|
|
},
|
|
"length_distribution": {
|
|
"tight_2-4_turns": "40%",
|
|
"medium_6-10_turns": "35%",
|
|
"deep_12-18_turns": "20%",
|
|
"extended_20+_turns": "5%"
|
|
},
|
|
"tier_definitions": {
|
|
"tier_1": "Daily staples \u2014 everyone talks about these every day",
|
|
"tier_2": "Very common \u2014 weekly conversations for most people",
|
|
"tier_3": "Common \u2014 regular but not daily",
|
|
"tier_4": "Less common but important for depth",
|
|
"tier_5": "Occasional \u2014 rare but needed for model completeness"
|
|
}
|
|
}
|
|
} |