`i9(dZdZddededefdZddededefdZed k(rgd d l Z e d 5Z e je Z d d d e d d ZeeZeedZeed dededeedy y #1swYJxYw)ae Prompt C: Unclustered Raw Post Analysis This prompt BYPASSES the clustering step entirely. It receives a sample of raw Reddit posts and looks for viral hooks directly. Hypothesis: Clustering may be abstracting away the specific details that make hooks work. By looking at raw posts, we might find hooks that clustering would obscure into generic themes. at You are a viral content scout. Below are {post_count} raw Reddit posts from communities related to {topic_area}. Your job: Find the SINGLE POST with the most viral potential and extract its hook. I don't want themes. I don't want "people are interested in X." I want you to find the ONE specific post that contains something so surprising, counterintuitive, or emotionally charged that millions of people would click on it. ## THE RAW POSTS {posts_text} ## WHAT YOU'RE LOOKING FOR The best viral hooks come from: 1. **Personal confessions with numbers**: "I spent $50k on a financial advisor. Here's what I got." 2. **Counterintuitive outcomes**: "I followed all the advice and it made things worse" 3. **Revealed mechanisms**: "Why the thing you think helps is actually hurting you" 4. **Emotional recognition**: "That feeling when X happens" (if X is universal but unspoken) 5. **Surprising connections**: "Why your [A] is actually causing your [B]" The best hooks are SPECIFIC (numbers, names, concrete details) not GENERAL (broad topics). ## YOUR TASK 1. Read every post 2. Identify which ONE post has the most viral potential 3. Extract the specific hook from that post 4. Turn it into a video concept ## RESPOND IN JSON: {{ "winning_post": {{ "post_index": "Which post number (1-{post_count})", "why_this_one": "In 1-2 sentences, what makes this specific post viral-worthy?", "the_hook": "The specific surprising detail (quote the post if possible)" }}, "video_concept": {{ "title": "A specific, clickable title built from this hook", "the_question_it_answers": "What are viewers desperate to understand?", "the_revelation": "The surprising truth they'll learn", "why_share": "Why would someone send this to a friend?", "emotional_payoff": "How viewers feel after watching (validated/empowered/smarter/relieved/amused)" }}, "hook_quality": {{ "specificity": "1-5: Does it have concrete details (numbers, names, specific situations)?", "surprise_factor": "1-5: How much does it violate expectations?", "emotional_pull": "1-5: Does it make you feel something?", "universality": "1-5: Can many people relate to this?", "overall_score": "Average, 1 decimal" }}, "runner_up_posts": [ {{ "post_index": "2nd best post number", "hook": "The hook from that post", "why_not_winner": "What's it missing vs the winner?" }}, {{ "post_index": "3rd best post number", "hook": "The hook from that post", "why_not_winner": "What's it missing?" }} ], "verdict": "MAKE_NOW / WORTH_MAKING / NEEDS_RESEARCH / SKIP", "verdict_reasoning": "One sentence" }} IMPORTANT: - If NONE of the posts have genuine viral potential, say so. Verdict = SKIP. - Don't force a hook where there isn't one. - A good post in the data is worth more than a theoretically good topic. Respond in JSON only. No markdown code blocks. raw_posts topic_areareturnc |g}t|dddD]\}}|jdd}|jdd}|jdd}|jdd }|jd d } |jd |d |d |d| |jd||r7|jd|ddt|dkDr#|jdn|jd|jddj |} t t|d} t j| || S)z/Format Prompt C with raw posts (no clustering).Ntitleselftext subreddit num_commentsscorez --- ## POST z | r/z | z comments | score: z **Title:**  iz [truncated]z*[no body text]*) post_countr posts_text) enumerategetappendlenjoinminPROMPT_Cformat) rr posts_linesipostrr r r rrrs F/home/sietch6/trending-topics-pipeline/sandbox/prompt_c_unclustered.pyformat_prompt_crYsMKYs^Q/4"%88J+HH["- xx2 !$_QCuYKs<.Pcdicjkl[01    HUdO#45 68}t#""=1   1 22!$;'JS^R(J ??   cluster_data sample_sizec j|jdg}|Dcgc]#}t|jdddkDs"|%}}|jdd|d|d z}|Dcgc] }||vs| }}d dl}|j |t t||t|z }||zScc}wcc}w) z8Extract raw posts from cluster for unclustered analysis.rr r 2c&|jddS)Nr r )r)xs rz.get_unclustered_posts_sample..s!%%*BrT)keyreverseNr )rrsortrandomsampler) r r!postspposts_with_content top_posts remainingr+ random_samples rget_unclustered_posts_sampler3ys   [" -E&+Nc!%% B2G.H2.M!NN BDQ##4K1$45I.Eq!92DEIEMM)SYsS\~A]-^_M } $$O Fs#B+B+! B0+B0__main__r Nztest_clusters.jsonclusterszcognitive psychology)ri z...z Total prompt length: z chars)zpsychology and behavior)r)__doc__rliststrrdictintr3__name__jsonopenfloaddataclusterr-promptprintrrrrEsK 2\tUX@%t%#%t%& z " #qtyy|:q!G ( 1E U/E FF &$- %L #CK= 78s BB