mirror of
https://github.com/Comfy-Org/ComfyUI_frontend.git
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1322a56653
## Summary <!-- One sentence describing what changed and why. --> ## Changes - **What**: <!-- Core functionality added/modified --> - **Breaking**: <!-- Any breaking changes (if none, remove this line) --> - **Dependencies**: <!-- New dependencies (if none, remove this line) --> ## Review Focus <!-- Critical design decisions or edge cases that need attention --> <!-- If this PR fixes an issue, uncomment and update the line below --> <!-- Fixes #ISSUE_NUMBER --> ## Screenshots (if applicable) <!-- Add screenshots or video recording to help explain your changes --> ┆Issue is synchronized with this [Notion page](https://www.notion.so/PR-6400-Cloud-tracking-v2-29c6d73d365081a1ae32e9337f510a9e) by [Unito](https://www.unito.io) --------- Co-authored-by: Arjan Singh <arjan@comfy.org>
607 lines
12 KiB
TypeScript
607 lines
12 KiB
TypeScript
/**
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* Survey Response Normalization Utilities
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*
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* Smart categorization system to normalize free-text survey responses
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* into standardized categories for better analytics breakdowns.
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* Uses Fuse.js for fuzzy matching against category keywords.
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*/
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import Fuse from 'fuse.js'
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interface CategoryMapping {
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name: string
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keywords: string[]
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userCount?: number // For reference from analysis
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}
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/**
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* Industry category mappings based on ~9,000 user analysis
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*/
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const INDUSTRY_CATEGORIES: CategoryMapping[] = [
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{
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name: 'Film / TV / Animation',
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userCount: 2885,
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keywords: [
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'film',
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'tv',
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'television',
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'animation',
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'animation studio',
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'tv production',
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'film production',
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'story',
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'anime',
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'video',
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'cinematography',
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'visual effects',
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'vfx',
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'vfx artist',
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'movie',
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'cinema',
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'documentary',
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'documentary filmmaker',
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'broadcast',
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'streaming',
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'production',
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'director',
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'filmmaker',
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'post-production',
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'editing'
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]
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},
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{
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name: 'Marketing / Advertising / Social Media',
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userCount: 1340,
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keywords: [
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'marketing',
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'advertising',
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'youtube',
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'tiktok',
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'social media',
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'content creation',
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'influencer',
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'brand',
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'promotion',
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'digital marketing',
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'seo',
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'campaigns',
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'copywriting',
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'growth',
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'engagement'
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]
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},
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{
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name: 'Software / IT / AI',
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userCount: 1100,
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keywords: [
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'software',
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'software development',
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'software engineer',
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'it',
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'ai',
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'ai research',
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'corporate ai research',
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'ai research lab',
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'tech company ai research',
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'developer',
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'app developer',
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'consulting',
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'tech',
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'tech startup',
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'programmer',
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'data science',
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'machine learning',
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'coding',
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'programming',
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'web development',
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'app development',
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'saas'
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]
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},
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{
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name: 'Product & Industrial Design',
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userCount: 1050,
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keywords: [
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'product design',
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'industrial',
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'manufacturing',
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'3d rendering',
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'product visualization',
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'mechanical',
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'automotive',
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'cad',
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'prototype',
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'design engineering',
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'invention'
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]
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},
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{
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name: 'Fine Art / Contemporary Art',
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userCount: 780,
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keywords: [
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'fine art',
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'art',
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'illustration',
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'contemporary',
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'artist',
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'painting',
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'drawing',
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'sculpture',
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'gallery',
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'canvas',
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'digital art',
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'mixed media',
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'abstract',
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'portrait'
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]
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},
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{
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name: 'Education / Research',
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userCount: 640,
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keywords: [
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'education',
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'student',
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'teacher',
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'research',
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'university research',
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'academic ai research',
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'university ai research',
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'ai research at university',
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'learning',
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'university',
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'school',
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'academic',
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'professor',
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'curriculum',
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'training',
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'instruction',
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'pedagogy'
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]
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},
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{
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name: 'Architecture / Engineering / Construction',
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userCount: 420,
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keywords: [
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'architecture',
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'architecture firm',
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'construction',
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'engineering',
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'civil',
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'civil engineering',
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'cad',
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'building',
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'structural',
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'landscape',
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'landscape architecture',
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'interior design',
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'real estate',
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'planning',
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'blueprints'
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]
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},
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{
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name: 'Gaming / Interactive Media',
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userCount: 410,
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keywords: [
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'gaming',
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'game dev',
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'game development',
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'indie game studio',
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'vr development',
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'roblox',
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'interactive',
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'interactive media',
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'virtual world',
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'vr',
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'ar',
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'metaverse',
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'simulation',
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'unity',
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'unity developer',
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'unreal',
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'indie games'
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]
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},
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{
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name: 'Photography / Videography',
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userCount: 70,
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keywords: [
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'photography',
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'photo',
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'videography',
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'camera',
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'image',
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'portrait',
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'wedding',
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'commercial photo',
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'stock photography',
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'photojournalism',
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'event photography'
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]
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},
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{
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name: 'Fashion / Beauty / Retail',
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userCount: 25,
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keywords: [
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'fashion',
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'fashion design',
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'beauty',
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'beauty industry',
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'jewelry',
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'jewelry design',
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'custom jewelry design',
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'retail',
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'retail store',
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'style',
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'clothing',
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'cosmetics',
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'makeup',
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'accessories',
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'boutique'
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]
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},
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{
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name: 'Music / Performing Arts',
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userCount: 25,
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keywords: [
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'music',
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'music production',
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'vj',
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'dance',
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'projection mapping',
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'audio visual',
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'concert',
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'concert production',
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'performance',
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'theater',
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'stage',
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'live events'
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]
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},
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{
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name: 'Healthcare / Medical / Life Science',
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userCount: 30,
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keywords: [
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'healthcare',
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'medical',
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'medical research',
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'doctor',
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'biotech',
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'life science',
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'pharmaceutical',
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'clinical',
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'clinical research',
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'hospital',
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'medicine',
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'health'
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]
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},
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{
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name: 'E-commerce / Print-on-Demand / Business',
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userCount: 15,
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keywords: [
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'ecommerce',
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'e-commerce',
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'print on demand',
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'shop',
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'business',
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'commercial',
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'startup',
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'entrepreneur',
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'sales',
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'online store'
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]
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},
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{
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name: 'Nonprofit / Government / Public Sector',
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userCount: 15,
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keywords: [
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'501c3',
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'ngo',
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'government',
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'public service',
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'policy',
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'nonprofit',
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'charity',
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'civic',
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'community',
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'social impact'
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]
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},
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{
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name: 'Adult / NSFW',
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userCount: 10,
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keywords: [
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'nsfw',
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'nsfw content',
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'adult',
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'adult entertainment',
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'erotic',
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'explicit',
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'xxx',
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'porn'
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]
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}
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]
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/**
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* Use case category mappings based on common patterns
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*/
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const USE_CASE_CATEGORIES: CategoryMapping[] = [
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{
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name: 'Content Creation & Marketing',
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keywords: [
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'content creation',
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'social media',
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'marketing',
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'marketing campaigns',
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'advertising',
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'youtube',
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'youtube thumbnail',
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'youtube thumbnail generation',
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'tiktok',
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'instagram',
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'thumbnails',
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'posts',
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'campaigns',
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'brand content'
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]
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},
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{
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name: 'Art & Illustration',
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keywords: [
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'art',
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'illustration',
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'drawing',
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'painting',
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'concept art',
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'creating concept art',
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'character design',
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'digital art',
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'fantasy art',
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'portraits'
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]
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},
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{
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name: 'Product Visualization & Design',
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keywords: [
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'product',
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'product mockup',
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'product mockup creation',
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'visualization',
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'prototype visualization',
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'design',
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'prototype',
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'mockup',
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'3d rendering',
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'industrial design',
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'product photos'
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]
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},
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{
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name: 'Film & Video Production',
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keywords: [
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'film',
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'video',
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'video editing',
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'movie',
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'movie production',
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'animation',
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'vfx',
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'visual effects',
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'storyboard',
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'storyboard creation',
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'cinematography',
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'post production'
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]
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},
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{
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name: 'Gaming & Interactive Media',
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keywords: [
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'game',
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'gaming',
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'game asset generation',
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'game assets',
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'game development',
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'game textures',
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'interactive',
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'vr',
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'vr content creation',
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'ar',
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'virtual',
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'simulation',
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'metaverse',
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'textures'
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]
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},
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{
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name: 'Architecture & Construction',
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keywords: [
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'architecture',
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'architectural rendering',
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'building',
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'building visualization',
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'construction',
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'interior design',
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'interior design mockups',
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'landscape',
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'real estate',
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'real estate visualization',
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'floor plans',
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'renderings'
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]
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},
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{
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name: 'Education & Training',
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keywords: [
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'education',
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'educational',
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'educational content',
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'training',
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'training materials',
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'learning',
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'teaching',
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'tutorial',
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'tutorial creation',
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'course',
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'academic',
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'academic projects',
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'instructional',
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'workshops'
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]
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},
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{
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name: 'Research & Development',
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keywords: [
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'research',
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'research experiments',
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'development',
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'experiment',
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'prototype',
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'prototype testing',
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'testing',
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'analysis',
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'study',
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'innovation',
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'innovation projects',
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'r&d',
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'scientific visualization'
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]
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},
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{
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name: 'Personal & Hobby',
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keywords: [
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'personal',
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'personal art projects',
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'hobby',
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'hobby work',
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'fun',
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'fun experiments',
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'experiment',
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'learning',
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'curiosity',
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'explore',
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'creative',
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'creative exploration',
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'side project'
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]
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},
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{
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name: 'Photography & Image Processing',
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keywords: [
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'photography',
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'product photography',
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'portrait photography',
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'photo',
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'photo editing',
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'image',
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'image enhancement',
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'portrait',
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'editing',
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'enhancement',
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'restoration',
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'photo manipulation'
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]
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}
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]
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/**
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* Fuse.js configuration for category matching
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*/
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const FUSE_OPTIONS = {
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keys: ['keywords'],
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threshold: 0.53, // Higher = more lenient matching
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minMatchCharLength: 5,
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includeScore: true,
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includeMatches: true,
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ignoreLocation: true,
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findAllMatches: true
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}
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/**
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* Create Fuse instances for category matching
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*/
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const industryFuse = new Fuse(INDUSTRY_CATEGORIES, FUSE_OPTIONS)
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const useCaseFuse = new Fuse(USE_CASE_CATEGORIES, FUSE_OPTIONS)
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/**
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* Normalize industry responses using Fuse.js fuzzy search
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*/
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export function normalizeIndustry(rawIndustry: string): string {
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if (!rawIndustry || typeof rawIndustry !== 'string') {
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return 'Other / Undefined'
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}
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const industry = rawIndustry.toLowerCase().trim()
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// Handle common undefined responses
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if (
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industry.match(/^(other|none|undefined|unknown|n\/a|not applicable|-|)$/)
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) {
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return 'Other / Undefined'
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}
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// Fuse.js fuzzy search for best category match
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const results = industryFuse.search(rawIndustry)
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if (results.length > 0) {
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return results[0].item.name
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}
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// No good match found - preserve original with prefix
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return `Uncategorized: ${rawIndustry}`
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}
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/**
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* Normalize use case responses using Fuse.js fuzzy search
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*/
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export function normalizeUseCase(rawUseCase: string): string {
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if (!rawUseCase || typeof rawUseCase !== 'string') {
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return 'Other / Undefined'
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}
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const useCase = rawUseCase.toLowerCase().trim()
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// Handle common undefined responses
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if (
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useCase.match(/^(other|none|undefined|unknown|n\/a|not applicable|-|)$/)
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) {
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return 'Other / Undefined'
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}
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// Fuse.js fuzzy search for best category match
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const results = useCaseFuse.search(rawUseCase)
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if (results.length > 0) {
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return results[0].item.name
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}
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// No good match found - preserve original with prefix
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return `Uncategorized: ${rawUseCase}`
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}
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/**
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* Apply normalization to survey responses
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* Creates both normalized and raw versions of responses
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*/
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export function normalizeSurveyResponses(responses: {
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industry?: string
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useCase?: string
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[key: string]: any
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}) {
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const normalized = { ...responses }
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// Normalize industry
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if (responses.industry) {
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normalized.industry_normalized = normalizeIndustry(responses.industry)
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normalized.industry_raw = responses.industry
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}
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// Normalize use case
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if (responses.useCase) {
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normalized.useCase_normalized = normalizeUseCase(responses.useCase)
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normalized.useCase_raw = responses.useCase
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}
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return normalized
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}
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