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out}\nfunction met(y:string[],p:number[][]){let ok=0,br=0,ll=0;y.forEach((v,i)=>{let k=p[i].indexOf(Math.max(...p[i]));if(CLS[k]===v)ok++;p[i].forEach((z,j)=>br+=(z-(CLS[j]===v?1:0))**2);ll-=Math.log(Math.max(1e-12,p[i][CLS.indexOf(v)]))});return{accuracy:ok/y.length,brier:br/y.length,logloss:ll/y.length}}\nfunction build(a:R[],b:R[]){const mb=new Map(b.map(r=>[r.t,r])),aa=a.filter(r=>mb.has(r.t)),bb=aa.map(r=>mb.get(r.t)!);const all:any[]=[];for(let i=30;ij?Math.log(r.c/aa[i-30+j].c):Math.log(r.c/aa[i-1].c)),bl=bb.slice(i-29,i+1).map((r,j)=>j?Math.log(r.c/bb[i-30+j].c):Math.log(r.c/bb[i-1].c)),q=aa.slice(i-29,i+1).map(r=>Math.log(Math.max(1,r.q))),f=i+HB?\"Up\":f< -B?\"Down\":\"Flat\";all.push({t:aa[i].t,y,x:[aa[i].c/aa[i-1].c-1,aa[i].c/aa[i-5].c-1,aa[i].c/aa[i-20].c-1,sd(lr)*Math.sqrt(252),bb[i].c/bb[i-5].c-1,bb[i].c/bb[i-20].c-1,sd(bl)*Math.sqrt(252),(q.at(-1)!-avg(q))/sd(q)]})}return{labeled:all.filter(r=>r.y!==null),latest:all.at(-1)}}\nfunction pr(tr:any[],x:number[]){const 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