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If renovation is treated as the whole explanation, a buyer could misread both the seller’s position and the likely discount. Better-presented homes may be moving because they were sensibly priced from the start, or because financed buyers do not need to reserve cash for immediate work. A dated...

The duplicates are the first thing I’d investigate. Are they identical adverts, or the same property entered by different advertisers with slightly different areas and map pins? That distinction matters because simple duplicate removal could also hide a listing with updated details. I’d group...