+ Jh RtRtRtRt]R8XEd^^RIt^RIt]!RRRR 7;_uu_4t]P!]4t RRR4] !R ]!] 4 R 24] !R!4]!] 4t] !R 4^t]FtR]9gK ] !R]R, 24] !R]P%R^4R 24] !R]P%R^4 R]P%R^4 R]P%R^4 R24]R,Ft] !R] 24K ]^, t]^8gKM ]^8Xd ] !R4]!RRRR 7;_uu_4t]P(!]]R^R7RRR4] !R 4R#R# +'giEL9;i ] d] !R 4]P!^4EL`i;i +'giLX;i)"z KPI Validation Layer Overrides GPT scores when KPIs prove them impossible Prevents glaring mistakes like scoring 5/5 for Guest when there's no building c&VP4pVPR4pVPR4pVPR4pVPR4p.pVeV^8XdVeV^8XdVPR^4^8d*VPRVPR4 R24^VR&VPR^4^8d*VPR VPR4 R24^VR&VPR ^4^8d*VPR VPR 4 R24^VR &MUVeRV^8dKV^8dDVPR ^4^8d-VPR VPR 4 R V R 24^VR &VeV^8XdVPR^4^8d*VPRVPR4 R24^VR&VPR^4^8d*VPR VPR4 R24^VR&MVeV^8XdVPR^4^8d*VPRVPR4 R24^VR&VPR^4^8d*VPR VPR4 R24^VR&MKVeHV^8XdAVPR^4^8d*VPR VPR4 R24^VR&VeRV^8dKVR8dDVPR^4^8d-VPRVPR4 RV R 24^VR&VeRV^8dKVR8dDVPR^4^8d-VPRVPR4 RV R 24^VR&W'3#)a, Validate and override GPT scores based on hard KPI facts Args: criteria_scores: dict with keys like 'market_garden', 'guest_accommodation', etc. kpis: dict with 'land_size_m2', 'building_size_m2', 'bedrooms', 'bathrooms' Returns: dict: validated criteria scores with overrides applied land_size_m2building_size_m2bedrooms bathroomsguest_accommodationzGuest u→1 (confirmed no building) rental_unitszRental workshopz Workshop u→2 (building too small: um²)u→1 (confirmed no bedrooms)u→2 (only 1 bedroom)u4→1 (only 1 bedroom, not enough for multiple units)u→2 (only 2 bedrooms)i market_gardenzMarket Garden u→2 (land too small: iu→1 (land too small: )copygetappend)criteria_scoreskpis validated land_size building_sizerr overridess&& X/Users/jonathan/SynologyDrive/Since Today/PROJECTEN/farmmatch/scraper/validate_scores.pyvalidate_criteria_scoresrs $$&I(IHH/0Mxx #H%II ]a%7H2H#IJ JO  N3}-.k :; M/**H IJ r__main__Nzenriched_data.jsonrzutf-8)encodingu ❌ enriched_data.json not foundu📊 Validating z properties...u 📋 Example overrides:r urlu Price: €pricez,.0fz KPIs: rz bed, ru m² building, ru m² landu ⚠️ z5 (No overrides needed - all scores align with KPIs!)wF) ensure_asciiindentu5 ✅ Validation complete - enriched_data.json updatedz<============================================================)__doc__rrr%__name__jsonsysopenfloaddataFileNotFoundErrorr exitrvalidated_dataoverride_countr#r overridedumprrr>s U p<2 z &g > >!99Q >  01  8 ; :s:FE3FF/3 F >FF!F,+F,/ F?