## Geography spatial join (SDA 1/20k, version V2026-07) - Join computed/loaded in 2.1s for 745,119 transactions - join_method=within: 745,119 (100.000%) - Distinct regions matched: 17 | municipalities: 1,125 Transactions by administrative region: - 16 Montérégie: 134,113 - 06 Montréal: 116,682 - 15 Laurentides: 77,374 - 03 Capitale-Nationale: 73,093 - 14 Lanaudière: 57,064 - 05 Estrie: 52,133 - 07 Outaouais: 44,087 - 12 Chaudière-Appalaches: 42,729 - 13 Laval: 28,651 - 02 Saguenay–Lac-Saint-Jean: 26,725 - 04 Mauricie: 26,218 - 17 Centre-du-Québec: 22,995 - 01 Bas-Saint-Laurent: 17,245 - 08 Abitibi-Témiscamingue: 12,273 - 11 Gaspésie–Îles-de-la-Madeleine: 6,452 - 09 Côte-Nord: 5,911 - 10 Nord-du-Québec: 1,374 ### Validation: joined municipality vs raw `city` text - Name agreement (normalized, containment-tolerant): 99.92% - Mismatching pairs saved: outputs/tables/geo_city_mismatch_top300.csv (7 distinct pairs, 618 transactions) Top 15 mismatch pairs (city text -> joined municipality): - 'Saint-Bruno' -> 'Hébertville' (Saguenay–Lac-Saint-Jean): 292 - 'Courcelles-Saint-Évariste' -> 'Courcelles–Saint-Évariste' (Chaudière-Appalaches): 140 - 'Saint-Félix-de-Dalquier' -> 'Amos' (Abitibi-Témiscamingue): 95 - 'Saint-Onésime-d'Ixworth' -> 'La Pocatière' (Bas-Saint-Laurent): 61 - 'Passes-Dangereuses' -> 'Sainte-Élisabeth-de-Proulx' (Saguenay–Lac-Saint-Jean): 16 - 'Saint-Guy' -> 'Lac-des-Aigles' (Bas-Saint-Laurent): 13 - 'TNO aquatique de la MRC d'Argenteuil' -> 'Grenville-sur-la-Rouge' (Laurentides): 1