+ Xi Rt^RIt^RIHtHt^RIHtRRltRRltRR lt ] R 8XdaR R R RRRR^/R RR RRRR^/R RR RRRR^/.t ]!] 4t ] !R4] F+t] !R]R , R]R, R]R,R R24K- R#R#)u Aggregator — Combine signals from all sources and rank by relevance. Deduplicates similar titles and picks top 10 signals across niches. NListDict)SequenceMatcherc\V^8dQhR\\,R\\,/#signalsreturnr)formats"K/Users/tonyclaw/.openclaw/workspace/scripts/research-pipeline/aggregator.py __annotate__r s"dT cn.pVFpRpVFp\RVR,P4VR,P44P4pVR8gKQRpVPR^4VPR^48d VR,VR&M V'dKVP V4K V#)zZ Remove duplicate or very similar signals. Uses string similarity to identify near-dupes. FNtitleg?T engagement)rlowerratiogetappend)r uniquesignalis_dupexisting similaritys& r deduplicate_signalsr s FH(w%%'!'')eg  D ::lA.lA1NN-3L-AH\*v MM& !%( Mrc\V^8dQhR\\,R\\,/#rr)r s"r r r )s&CC$t*CdCrcRRRRRR/pVFLpVPRR4p\VPR ^4^4pWAPVR 4,VR &KN \VR R R7#)zx Rank signals by relevance: engagement + recency + source credibility. Returns signals sorted by score (highest first). redditg?bravegffffff?youtubeg333333?sourcerg?scorecVR,#)r#)xs&r rank_signals..=s7rT)keyreverse)rmaxsorted)r source_weightsrr!rs& r rank_signalsr.)sz #3N Hb)L!4a8 %'9'9&#'FFw  '3T BBrc V^8dQhR\\,R\\,R\\,R\\,/#)rreddit_signals brave_signalsyoutube_signalsr r)r s"r r r @s@J:$Z $Z rc^W,V,p\V4p\V4pVR,#)zV Aggregate signals from all sources. Returns top 10 ranked signals across all niches. :N N)rr.)r0r1r2 all_signalsrrankeds&&& r aggregate_signalsr7@s3!0?BK! -F& !F #;r__main__r!rnichezUSMC / Militaryrz!Marine Corps recruitment trendingrrzReformed Christianz$Reformed theology gaining popularityr zPrint on DemandzPOD design tutorialzRanked signals:z z: z (score: r#z.1f))__doc__retypingrrdifflibrrr.r7__name__ test_signalsr6printsigr%rr rCs  #:C.& z h & 8 #   g ) ; !   i & * !  L*, 'F  3w<.3w<. #g,s9K1MN3r