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16574], [16608, 16999, 17000], [16637, 17056], [16664, 17099], [16674, 17123], [16691, 17158], [16718, 17189], [16728, 16732], [16795, 16796], [16854, 16855, 16856, 16858], [17005, 17008, 17011], [17097, 17098], [17232, 17233], [17238, 17239], [17416, 17873], [17417, 17418], [17420, 17478], [17543, 17965], [17625, 17626], [17636, 17637, 17639], [17649, 18823], [17657, 17659, 17660, 18862], [17686, 18909], [17696, 17697], [17703, 17708], [17745, 19183], [17777, 19375], [17781, 17782], [17802, 19385], [17864, 17865], [14126, 14127], [18160, 18161], [18252, 18253], [18332, 18333], [18367, 18369], [18444, 18445], [18456, 18457], [18597, 19355], [18633, 18634], [18728, 18729], [18777, 18778, 18779], [18804, 18805], [18980, 18981], [18927, 18928], [19001, 19006], [19036, 19037, 19038], [19216, 19217], [19254, 19263, 19320], [19258, 19259], [19299, 19300], [19310, 19311], [19459, 19460], [19461, 19462], [19480, 19481], [19500, 19501], [4587, 4588]], "trust_lines": ["Hand check by the analyst (read one by one): 170 random rule matches \u2014 0 wrong; 40 random round-1 AI 'confident' verdicts \u2014 0 wrong; 30 random round-2 AI 'confident' verdicts that overturned a rule rejection \u2014 0 wrong; 25 random 'probable' verdicts \u2014 about 22 right, 3 doubtful.", "Blind audit: 100 random rule matches were re-judged by an AI reviewer who did not know they were decided \u2014 it agreed on 100. 30 random 'nothing similar in the catalogue' rejections \u2014 it agreed on 30.", "The same audit showed three rejection groups were leaky (different property type 26/30, same name other place 35/40, weak 32/50 confirmed as different), so round 2 re-reviewed 1,408 schemes in those groups and in the riskiest rule matches: 390 rejected schemes turned out to be SAME and 130 PART OF; of 283 risky rule matches, 10 were overturned and 50 sent to 'needs check'.", "Prices corroborate the SAME matches: median sale price within \u00b115% for 71% of the 4,764 pairs where both sides have one; for condos/apartments/flats PSF within \u00b110% for 78% of 1,798 pairs. Landed PSF is not comparable between the sources (different area basis) and was not used.", "Most 'NOT IN CATALOGUE' is expected: realtycheck covers every recorded scheme in Malaysia \u2014 small-town tamans, kampung, shops, industrial \u2014 while the catalogue is mostly residential and concentrated in the Klang Valley, Penang and Johor."], "method_lines": ["Names normalised on both sides: JPPH abbreviations expanded (TMN\u2192Taman, SG\u2192Sungai, BKT\u2192Bukit, KG\u2192Kampung\u2026), land-title references (TR / PL / PT / LOT numbers) removed, building-type words (Apartment, Condominium, Pangsapuri\u2026) set aside, phase / precinct / section numbers compared separately.", "Candidates: every catalogue project sharing a distinctive name word or a near-spelling of one. Estate suffixes (Indah, Jaya, Baru, Permai\u2026) and Kampung-vs-Taman count as different estates.", "Location: distance between the two map points, with an allowance that depends on type (about 300 m for a building, 1.5 km for a landed estate). A unique name in the state with matching prices overrides a bad coordinate.", "Property class compared (landed vs high-rise vs shop / industrial); median sale price (and PSF for high-rise) used as corroboration.", "Catalogue duplicates (the same development listed twice) recognised and collapsed to one row; 1,144 such groups listed on their own tab.", "3,479 schemes were judged one by one by AI reviewers (208 of them with a web search) \u2014 the grey zone in round 1, the leaky groups in round 2 \u2014 plus the blind audit above."]}