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{ analyzeProduction, type P } from \"./production_engine.ts\";\nconst BASE=\"https://zenodo.org/records/13912659/files/\";\nconst CS=[{name:\"Honduras\",bad:\"honduras-bad-anonymized\",good:\"honduras-good-anonymized\",threshold:37.5},{name:\"UAE\",bad:\"uae-bad-anonymized\",good:\"uae-good-anonymized\",threshold:43.5}];\nconst NW=32,WB=262144,NA=128,MP=12,MIN=2,W7=604800,SEED=\"cis-v7-open-production\";\nfunction h(s:string){let x=0x811c9dc5;for(let i=0;i>>0}return x>>>0}\nfunction parse(line:string){return JSON.parse(line.replace(/\"tweetid\":(\\d+)/g,'\"tweetid\":\"$1\"').replace(/\"userid\":(\\d+)/g,'\"userid\":\"$1\"'))}\nfunction rt(t:string){const m=(t||\"\").match(/^RT\\s+@([A-Za-z0-9_]{1,15})\\s*:/i);return m?m[1].toLowerCase():null}\nasync function total(u:string){const r=await fetch(u,{headers:{range:\"bytes=0-0\"}}),m=(r.headers.get(\"content-range\")||\"\").match(/\\/(\\d+)$/);await r.arrayBuffer();if(!m)throw Error(\"total\");return +m[1]}\nasync function win(u:string,s:number,n:number){const e=Math.min(n-1,s+WB-1),r=await fetch(u,{headers:{range:`bytes=${s}-${e}`}});let z=await r.text();if(s){const q=z.indexOf(\"\\n\");z=q>=0?z.slice(q+1):\"\"}if(e=0?z.slice(0,q):\"\"}return z.split(\"\\n\").filter(Boolean)}\nasync function sample(c:string,f:string,label:number){const u=BASE+f+\"?download=1\",n=await total(u),mx=Math.max(0,n-WB),starts=Array.from({length:NW},(_,i)=>Math.floor(i*mx/(NW-1))),chs=await Promise.all(starts.map(s=>win(u,s,n))),by=new Map(),seen=new Set();for(const ls of chs)for(const line of ls){let x:any;try{x=parse(line)}catch{continue}const id=String(x.tweetid??\"\"),a=String(x.userid??\"\");if(!id||!a||seen.has(id))continue;seen.add(id);if(+x.good!==(label?0:1))continue;let ar=by.get(a);if(!ar){ar=[];by.set(a,ar)}if(ar.lengthv.length>=MIN);e.sort((a,b)=>h(SEED+\"|\"+c+\"|\"+a[0])-h(SEED+\"|\"+c+\"|\"+b[0])||a[0].localeCompare(b[0]));return e.slice(0,NA).flatMap(([,v])=>v)}\nfunction retweetFeatures(posts:any[]){const 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