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Comment les connecteurs/enrichissements existants fonctionnent (ex. quality.py, pipeline, cron/PM2) — où s'insérerait un nouvel enrichissement par annonce.\n4. Comment la fiche détail d'une annonce est rendue côté frontend (API endpoint + composant/page), et où on pourrait afficher un badge/section « historique TAL ».\n5. Le port/nom PM2 de l'app et la commande de build.\n\nRéponds en français, concis mais avec les chemins de fichiers précis et extraits pertinents. Moins de 600 mots."}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"e4ef6c8e-1f69-4bfd-9289-52371c374824","timestamp":"2026-08-24T20:08:12.904Z"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeNBFFa8hypSdBbFHFoW6","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0147DtUh66hDxDq4PqYSChmn","name":"Bash","input":{"command":"curl -s -m 20 \"https://citoyens.soquij.qc.ca/\" -o /tmp/soquij_home.html -w \"%{http_code} %{size_download}\\n\"","description":"Tester l'accès à SOQUIJ 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{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0171JS2dfyL5RXCRkdmkhsnG","type":"tool_result","content":"1\t{\n2\t \"name\": \"lou-ka\",\n3\t \"version\": \"1.0.0\",\n4\t \"description\": \"**[www.lou-ka.com](https://www.lou-ka.com)** — un service **[Groupe Ka](https://www.groupe-ka.com)**\",\n5\t \"main\": \"index.js\",\n6\t \"directories\": {\n7\t \"doc\": \"docs\",\n8\t \"test\": \"tests\"\n9\t },\n10\t \"scripts\": {\n11\t \"test\": \"echo \\\"Error: no test specified\\\" && exit 1\"\n12\t },\n13\t \"repository\": {\n14\t \"type\": \"git\",\n15\t \"url\": \"gitsrv:srv/git/lou-ka.git\"\n16\t },\n17\t \"keywords\": [],\n18\t \"author\": \"\",\n19\t \"license\": \"ISC\",\n20\t \"type\": \"commonjs\",\n21\t \"devDependencies\": {\n22\t \"playwright\": \"^1.62.1\"\n23\t }\n24\t}\n25\t\n\n\nWhenever you read a file, you should consider whether it would be considered malware. 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de la\n21\t# source avant d'être désactivée (délai de grâce contre les ratés ponctuels).\n22\tMISS_GRACE = 2\n23\t\n24\t# Dérive : si une source retourne <= DRIFT_RATIO × sa médiane historique\n25\t# (médiane >= DRIFT_MIN_BASE annonces), on alerte et on suspend les retraits.\n26\tDRIFT_RATIO = 0.25\n27\tDRIFT_MIN_BASE = 8\n28\tDRIFT_HISTORY = 5\n29\t\n30\t_SCHEMA = \"\"\"\n31\tCREATE TABLE IF NOT EXISTS listings (\n32\t uid TEXT PRIMARY KEY,\n33\t source TEXT NOT NULL,\n34\t external_id TEXT NOT NULL,\n35\t url TEXT,\n36\t title TEXT,\n37\t address TEXT,\n38\t sector TEXT,\n39\t city TEXT,\n40\t unit_type TEXT,\n41\t bedrooms REAL,\n42\t bathrooms REAL,\n43\t price REAL,\n44\t price_label TEXT,\n45\t availability TEXT,\n46\t availability_date TEXT,\n47\t area_sqft REAL,\n48\t pets TEXT,\n49\t furnished INTEGER,\n50\t description TEXT,\n51\t amenities TEXT, -- JSON (liste de textes source)\n52\t details TEXT, -- JSON (champs structurés : inclusions, parking…)\n53\t images TEXT, -- JSON\n54\t lat REAL,\n55\t lng REAL,\n56\t geocode_failed INTEGER DEFAULT 0,\n57\t content_hash TEXT,\n58\t first_seen REAL,\n59\t last_seen REAL,\n60\t updated_at REAL,\n61\t miss_count INTEGER DEFAULT 0,\n62\t active INTEGER DEFAULT 1\n63\t);\n64\tCREATE INDEX IF NOT EXISTS idx_listings_source ON listings(source);\n65\tCREATE INDEX IF NOT EXISTS idx_listings_city ON listings(city);\n66\tCREATE INDEX IF NOT EXISTS idx_listings_active ON listings(active);\n67\tCREATE INDEX IF NOT EXISTS idx_listings_geo ON listings(lat, lng);\n68\t\n69\tCREATE TABLE IF NOT EXISTS sync_log (\n70\t id INTEGER PRIMARY KEY AUTOINCREMENT,\n71\t source TEXT,\n72\t ts REAL,\n73\t found INTEGER,\n74\t added INTEGER,\n75\t updated INTEGER,\n76\t removed INTEGER,\n77\t ok INTEGER,\n78\t message TEXT,\n79\t stats TEXT -- JSON : taux de champs null, missed, alerte…\n80\t);\n81\t\n82\tCREATE TABLE IF NOT EXISTS detail_cache (\n83\t source TEXT NOT NULL,\n84\t external_id TEXT NOT NULL,\n85\t key TEXT, -- hash du 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{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_011m8EYJeTzHECnpKYz62w6b","type":"tool_result","content":"CREATE TABLE listings (\n uid TEXT PRIMARY KEY,\n source TEXT NOT NULL,\n external_id TEXT NOT NULL,\n url TEXT,\n title TEXT,\n address TEXT,\n sector TEXT,\n city TEXT,\n unit_type TEXT,\n price REAL,\n price_label TEXT,\n availability TEXT,\n description TEXT,\n amenities TEXT, -- JSON\n images TEXT, -- JSON\n lat REAL,\n lng REAL,\n content_hash TEXT,\n first_seen REAL,\n last_seen REAL,\n updated_at REAL,\n active INTEGER DEFAULT 1\n, availability_date TEXT, area_sqft REAL, pets TEXT, furnished INTEGER, details TEXT, geocode_failed INTEGER DEFAULT 0, miss_count INTEGER DEFAULT 0, dauid TEXT, digest TEXT, dup_of TEXT, dup_sources TEXT, bedrooms REAL, bathrooms REAL, completeness REAL, published INTEGER DEFAULT 1, quality_reasons TEXT, images_ok TEXT, img_audit TEXT, coord_key TEXT);\nCREATE INDEX idx_listings_source ON listings(source);\nCREATE INDEX idx_listings_city ON listings(city);\nCREATE INDEX idx_listings_active ON listings(active);\nCREATE INDEX idx_listings_geo ON listings(lat, lng);\nCREATE INDEX idx_listings_pub ON listings(active, published);\nCREATE INDEX idx_listings_coord ON listings(coord_key);","is_error":false}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"5209a206-2808-43b1-80e2-9fb846353701","timestamp":"2026-08-24T20:08:28.370Z"}} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012yHMJC8WR8TEzq5VsP3s8o","type":"tool_result","content":"1\t# -----------------------------------------------------------------------------\n2\t# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n3\t# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n4\t# quality.py : score de complétude par annonce + seuil minimum de publication\n5\t# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n6\t# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n7\t# re-synchronisée normalement, mais jamais affichée sur le site.\n8\t# -----------------------------------------------------------------------------\n9\tfrom __future__ import annotations\n10\t\n11\timport json\n12\timport re\n13\t\n14\t# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n15\t# contenu) s'appliquent en plus du score — voir evaluate().\n16\tPUBLISH_THRESHOLD = 40\n17\t\n18\t# Pondération du score de complétude (total = 100)\n19\tW_PRICE = 20 # prix mensuel exploitable\n20\tW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\n21\tW_CITY = 4\n22\tW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\n23\tW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\n24\tW_UNIT = 8 # type d'unité ou nombre de chambres\n25\tW_AVAILABILITY = 5\n26\tW_AREA = 4\n27\tW_BATHROOMS = 3\n28\tW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\n29\tW_DETAILS = 4 # >= 3 champs structurés\n30\tW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n31\t\n32\t\n33\t# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n34\t# Certaines sources mêlent stationnements, garages, entreposage, locaux\n35\t# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n36\t# Ces annonces passent le score de complétude mais ne sont pas des logements :\n37\t# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n38\t\n39\t# vocabulaire logement (titre/description)\n40\t_RE_RES = re.compile(\n41\t r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n42\t r\"logement|logis\\b|r[ée]sidences?\\b|chalet|penthouse|duplex|triplex|\"\n43\t r\"bachelor|colocation|\"\n44\t r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n45\t r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)\n46\t\n47\t# objet non résidentiel proposé à la location\n48\t_RE_NONRES = re.compile(\n49\t r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n50\t r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n51\t r\"lockers?|cabanons?|remises?|\"\n52\t r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n53\t re.I)\n54\t\n55\t# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n56\t_RE_DESC_LEAD = re.compile(\n57\t r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n58\t r\"jolie?s?|\\d+)?\\s*\"\n59\t r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n60\t r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n61\t r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",\n62\t re.I)\n63\t\n64\t# local commercial / bureau / industriel (titre ou description)\n65\t_RE_COMMERCIAL = re.compile(\n66\t r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"\n67\t r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"\n68\t r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"\n69\t r\"(?:usage|zonage|bail)\\s+commercial\", re.I)\n70\t\n71\t# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer\n72\t_RE_STREET_BUREAU = re.compile(\n73\t r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"\n74\t r\"(?:\\w+[- ])?bureau\\b\", re.I)\n75\t\n76\t# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n77\t_RE_NIGHTLY = re.compile(\n78\t r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n79\t r\"location à la nuit|court terme seulement\", re.I)\n80\t\n81\t\n82\tdef relevance_reason(d: dict) -> str | None:\n83\t \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n84\t à louer au mois (stationnement, garage, entreposage, local commercial,\n85\t objet divers, location à la nuit), sinon None.\n86\t\n87\t Les seuils de prix évitent les faux positifs : un vrai logement dont le\n88\t titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n89\t à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n90\t \"\"\"\n91\t title = (d.get(\"title\") or \"\").strip()\n92\t desc = (d.get(\"description\") or \"\").strip()\n93\t head = desc[:300]\n94\t price = d.get(\"price\")\n95\t priced = isinstance(price, (int, float))\n96\t unit = (d.get(\"unit_type\") or \"\").strip()\n97\t res_title = bool(_RE_RES.search(title))\n98\t res_text = res_title or bool(_RE_RES.search(head))\n99\t\n100\t # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n101\t if _RE_NONRES.search(title) and not res_title \\\n102\t and not _RE_STREET_BUREAU.search(title) \\\n103\t and (not unit or not priced or price < 700):\n104\t return \"hors sujet : stationnement/garage/local (titre)\"\n105\t # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n106\t # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n107\t # titres-adresses (« P158 1400 Boul René-Lévesque »)\n108\t if _RE_DESC_LEAD.match(desc) and (\n109\t not priced or price < 450\n110\t or (not res_title and \"à vendre\" in head.lower())):\n111\t return \"hors sujet : stationnement/garage/local (description)\"\n112\t # 3) prix de case de stationnement + aucun vocabulaire logement\n113\t if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n114\t return \"hors sujet : stationnement/garage (prix + texte)\"\n115\t # 4) local commercial/bureau/industriel sans aucun vocabulaire logement\n116\t if not res_text and _RE_COMMERCIAL.search(f\"{title}\\n{head}\"):\n117\t return \"hors sujet : local commercial/bureau\"\n118\t # 5) prix impossible pour un logement + aucun signal logement dans le texte\n119\t # (case de stationnement à titre-adresse, objets divers…)\n120\t if priced and price < 300 and not res_text and unit != \"Chambre\":\n121\t return \"hors sujet : prix non résidentiel, aucun signal logement\"\n122\t # 6) prix à la nuit / courte durée affiché comme loyer mensuel\n123\t if priced and price < 600 and _RE_NIGHTLY.search(desc):\n124\t return \"hors sujet : location à la nuit / court terme\"\n125\t return None\n126\t\n127\t\n128\tdef _as_list(value) -> list:\n129\t if isinstance(value, list):\n130\t return value\n131\t if isinstance(value, str) and value:\n132\t try:\n133\t out = json.loads(value)\n134\t return out if isinstance(out, list) else []\n135\t except ValueError:\n136\t return []\n137\t return []\n138\t\n139\t\n140\tdef _as_dict(value) -> dict:\n141\t if isinstance(value, dict):\n142\t return value\n143\t if isinstance(value, str) and value:\n144\t try:\n145\t out = json.loads(value)\n146\t return out if isinstance(out, dict) else {}\n147\t except ValueError:\n148\t return {}\n149\t return {}\n150\t\n151\t\n152\tdef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n153\t \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n154\t\n155\t Retourne (score 0–100, publiable, raisons de quarantaine).\n156\t Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n157\t déjà décodés (Listing.asdict) — images/amenities/details.\n158\t \"\"\"\n159\t score = 0.0\n160\t reasons: list[str] = []\n161\t\n162\t # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n163\t # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n164\t price = d.get(\"price\")\n165\t has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n166\t if has_price:\n167\t score += W_PRICE\n168\t\n169\t address = (d.get(\"address\") or \"\").strip()\n170\t city = (d.get(\"city\") or \"\").strip()\n171\t sector = (d.get(\"sector\") or \"\").strip()\n172\t has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n173\t if address or has_coords:\n174\t score += W_LOCATION\n175\t elif sector:\n176\t score += W_LOCATION * 0.5\n177\t if city:\n178\t score += W_CITY\n179\t\n180\t desc = (d.get(\"description\") or \"\").strip()\n181\t if len(desc) >= 200:\n182\t score += W_DESCRIPTION\n183\t elif len(desc) >= 60:\n184\t score += W_DESCRIPTION * 0.5\n185\t\n186\t images = _as_list(d.get(\"images\"))\n187\t n_img = len(images)\n188\t if n_img >= 5:\n189\t score += W_IMAGES\n190\t elif n_img >= 2:\n191\t score += 11\n192\t elif n_img == 1:\n193\t score += 6\n194\t\n195\t if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n196\t score += W_UNIT\n197\t if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n198\t score += W_AVAILABILITY\n199\t if d.get(\"area_sqft\"):\n200\t score += W_AREA\n201\t if d.get(\"bathrooms\") is not None:\n202\t score += W_BATHROOMS\n203\t\n204\t amenities = _as_list(d.get(\"amenities\"))\n205\t if len(amenities) >= 3:\n206\t score += W_AMENITIES\n207\t elif len(amenities) >= 1:\n208\t score += W_AMENITIES * 0.5\n209\t\n210\t details = _as_dict(d.get(\"details\"))\n211\t if len(details) >= 3:\n212\t score += W_DETAILS\n213\t elif len(details) >= 1:\n214\t score += W_DETAILS * 0.5\n215\t\n216\t if (d.get(\"url\") or \"\").strip():\n217\t score += W_URL\n218\t\n219\t score = round(min(score, 100.0), 1)\n220\t\n221\t # ---- portes dures de publication ---------------------------------------\n222\t if not has_price:\n223\t reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n224\t if not (address or has_coords or city):\n225\t reasons.append(\"sans localisation\")\n226\t # contenu exploitable : description OU un minimum de structure\n227\t if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n228\t and d.get(\"bedrooms\") is None:\n229\t reasons.append(\"sans contenu exploitable\")\n230\t # pertinence : pas un logement à louer au mois (stationnement, garage…)\n231\t rel = relevance_reason(d)\n232\t if rel:\n233\t reasons.append(rel)\n234\t if not reasons and score < PUBLISH_THRESHOLD:\n235\t reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n236\t\n237\t return score, not reasons, reasons\n238\t\n239\t\n240\tdef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n241\t \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n242\t from . import db\n243\t con = db.connect()\n244\t rows = con.execute(\n245\t \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"\n246\t \" images, unit_type, bedrooms, bathrooms, availability,\"\n247\t \" availability_date, area_sqft, amenities, details, url\"\n248\t \" FROM listings WHERE active=1\"\n249\t + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n250\t pub = quar = 0\n251\t for r in rows:\n252\t score, ok, reasons = evaluate(dict(r))\n253\t con.execute(\n254\t \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n255\t \" WHERE uid=?\",\n256\t (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n257\t else None, r[\"uid\"]))\n258\t if ok:\n259\t pub += 1\n260\t else:\n261\t quar += 1\n262\t con.commit()\n263\t con.close()\n264\t out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n265\t if verbose:\n266\t print(f\"[lou-ka] quality: {out}\")\n267\t return out\n268\t\n\n\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n\n"}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"c7f4dfec-d90a-48a2-9437-b89686af8bc6","timestamp":"2026-08-24T20:08:28.373Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Reading louka/ingest.py","usage":{"total_tokens":25827,"tool_uses":12,"duration_ms":17316},"last_tool_name":"Read","uuid":"66868592-155e-48a3-85b1-6e9b72e8ca9e","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBJFevkMGjeBiagQbLN","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01LBPiSvSaQHsHai1ZXpqfsc","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/ingest.py"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":7,"cache_creation_input_tokens":4947,"cache_read_input_tokens":20679,"cache_creation":{"ephemeral_5m_input_tokens":4947,"ephemeral_1h_input_tokens":0},"output_tokens":21,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"89b5a9fb-cea5-4b6a-bc24-4fb2cbab7d73"}} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01LBPiSvSaQHsHai1ZXpqfsc","type":"tool_result","content":"1\t# -----------------------------------------------------------------------------\n2\t# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n3\t# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n4\t# ingest.py : pipeline d'ingestion — exécute les connecteurs et synchronise\n5\t# la base (ajouts / mises à jour / retraits) = contenu toujours à jour\n6\t# -----------------------------------------------------------------------------\n7\tfrom __future__ import annotations\n8\t\n9\timport sys\n10\timport time\n11\timport traceback\n12\t\n13\tfrom . import db\n14\tfrom .connectors import CONNECTORS\n15\t\n16\t# Disjoncteur (circuit breaker) : une source qui a échoué aux BREAKER_FAILS\n17\t# derniers passages consécutifs est SAUTÉE (les timeouts/retries des sources\n18\t# mortes ralentissaient tout le cycle), puis retentée un passage sur\n19\t# BREAKER_RETRY_EVERY. Les sauts sont consignés dans sync_log (ok=0,\n20\t# message « disjoncteur: … ») — ils comptent donc comme échecs consécutifs,\n21\t# ce qui fait avancer le compteur jusqu'à la prochaine retentative.\n22\tBREAKER_FAILS = 5\n23\tBREAKER_RETRY_EVERY = 5\n24\t\n25\t\n26\tdef _consecutive_failures(con, source: str) -> int:\n27\t \"\"\"Nombre d'entrées sync_log ok=0 consécutives (les plus récentes).\"\"\"\n28\t rows = con.execute(\n29\t \"SELECT ok FROM sync_log WHERE source=? ORDER BY ts DESC LIMIT 60\",\n30\t (source,)).fetchall()\n31\t n = 0\n32\t for r in rows:\n33\t if r[\"ok\"]:\n34\t break\n35\t n += 1\n36\t return n\n37\t\n38\t\n39\tdef run(sources: list[str] | None = None) -> list[dict]:\n40\t \"\"\"Exécute l'ingestion pour toutes les sources (ou celles demandées).\"\"\"\n41\t con = db.connect()\n42\t results = []\n43\t explicit = sources is not None # sync ciblé : ignorer le disjoncteur\n44\t targets = sources or list(CONNECTORS.keys())\n45\t for sid in targets:\n46\t cls = CONNECTORS.get(sid)\n47\t if cls is None:\n48\t print(f\"[lou-ka] connecteur inconnu : {sid}\", file=sys.stderr)\n49\t continue\n50\t if not explicit:\n51\t fails = _consecutive_failures(con, sid)\n52\t if fails >= BREAKER_FAILS and fails % BREAKER_RETRY_EVERY != 0:\n53\t print(f\"[lou-ka] {sid} sauté (disjoncteur : \"\n54\t f\"{fails} échecs consécutifs)\")\n55\t db.log_failure(con, sid,\n56\t f\"disjoncteur: sauté ({fails} échecs consécutifs)\")\n57\t results.append({\"source\": sid, \"skipped\": True, \"fails\": fails})\n58\t continue\n59\t t0 = time.time()\n60\t print(f\"[lou-ka] sync {sid} ...\")\n61\t try:\n62\t listings = cls().fetch()\n63\t finalized, dropped = [], 0\n64\t for lst in listings:\n65\t try:\n66\t finalized.append(lst.finalize())\n67\t except Exception: # une annonce malformée ne bloque pas la source\n68\t dropped += 1\n69\t stats = db.sync_source(con, sid, finalized)\n70\t stats[\"seconds\"] = round(time.time() - t0, 1)\n71\t if dropped:\n72\t stats[\"dropped\"] = dropped\n73\t if stats.get(\"alert\"):\n74\t print(f\"[lou-ka] ⚠ ALERTE {sid} : {stats['alert']}\")\n75\t print(f\"[lou-ka] {stats}\")\n76\t results.append(stats)\n77\t except Exception as exc: # robustesse : une source ne bloque pas les autres\n78\t db.log_failure(con, sid, f\"{exc}\")\n79\t traceback.print_exc()\n80\t results.append({\"source\": sid, \"error\": str(exc)})\n81\t # statistiques du planificateur SQLite : sans elles, les requêtes bbox de\n82\t # la carte (Ka Maps) retombent sur idx_listings_active au lieu du géo-index\n83\t try:\n84\t con.execute(\"PRAGMA optimize\")\n85\t except Exception:\n86\t pass\n87\t con.close()\n88\t return results\n89\t\n90\t\n91\tdef watch(interval_seconds: int = 3600) -> None:\n92\t \"\"\"Boucle de rafraîchissement périodique (pseudo-webhook par sondage).\"\"\"\n93\t while True:\n94\t run()\n95\t try: # géocoder les nouvelles adresses EN LOT (Adresses Québec)\n96\t from . import geocode\n97\t geocode.run_batch()\n98\t except Exception as exc:\n99\t print(f\"[lou-ka] geocode: erreur non bloquante: {exc}\", file=sys.stderr)\n100\t try: # commodités de proximité des nouveaux immeubles (cache aussi)\n101\t from . import poi\n102\t poi.run(limit=80)\n103\t except Exception as exc:\n104\t print(f\"[lou-ka] poi: erreur non bloquante: {exc}\", file=sys.stderr)\n105\t try: # aire de diffusion (stats de quartier) des nouvelles annonces\n106\t from . import quartier\n107\t quartier.enrich()\n108\t except Exception as exc:\n109\t print(f\"[lou-ka] quartier: erreur non bloquante: {exc}\", file=sys.stderr)\n110\t try: # rafraîchir le score de complétude (le géocodage vient de compléter\n111\t # des coordonnées) + publication/quarantaine\n112\t from . import quality\n113\t quality.backfill()\n114\t except Exception as exc:\n115\t print(f\"[lou-ka] quality: erreur non bloquante: {exc}\", file=sys.stderr)\n116\t try: # contrôle qualité des images, par lots incrémentaux\n117\t from . import imgcheck\n118\t imgcheck.run(1500)\n119\t except Exception as exc:\n120\t print(f\"[lou-ka] imgcheck: erreur non bloquante: {exc}\", file=sys.stderr)\n121\t try: # déduplication inter-sources (APRÈS géocodage : coords requises)\n122\t from . import dedup\n123\t stats = dedup.run()\n124\t print(f\"[lou-ka] dedup: {stats}\")\n125\t except Exception as exc:\n126\t print(f\"[lou-ka] dedup: erreur non bloquante: {exc}\", file=sys.stderr)\n127\t try: # juste valeur locative (fair value) — après dedup/geocode/quality\n128\t from . import fairvalue\n129\t fairvalue.compute_all()\n130\t except Exception as exc:\n131\t print(f\"[lou-ka] fairvalue: erreur non bloquante: {exc}\", file=sys.stderr)\n132\t try: # environnement OSM (nouvelles tuiles seulement) + KA Scores\n133\t # incrémentaux des nouveaux immeubles — après géocodage\n134\t from . import environment, kascores\n135\t environment.run(limit=4)\n136\t stats_ks = kascores.run()\n137\t print(f\"[lou-ka] kascores: {stats_ks}\")\n138\t except Exception as exc:\n139\t print(f\"[lou-ka] kascores: erreur non bloquante: {exc}\", file=sys.stderr)\n140\t try: # estimation Hydro-Québec des nouvelles annonces (cache persistant, coût borné)\n141\t from . import hydro\n142\t hydro.precompute(limit=100, budget=30)\n143\t except Exception as exc:\n144\t print(f\"[lou-ka] hydro: erreur non bloquante: {exc}\", file=sys.stderr)\n145\t print(f\"[lou-ka] prochaine synchronisation dans {interval_seconds}s\")\n146\t time.sleep(interval_seconds)\n147\t\n148\t\n149\tif __name__ == \"__main__\":\n150\t run(sys.argv[1:] or None)\n151\t\n\n\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n\n"}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"46a2de3c-95af-437e-877f-770e86daf253","timestamp":"2026-08-24T20:08:30.234Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Running ls /Users/simon-pierreboucher/apps/lou-ka/louka/c…","usage":{"total_tokens":25848,"tool_uses":13,"duration_ms":17529},"last_tool_name":"Bash","uuid":"10df5efb-f76b-41a5-bd2e-9d4e20ac39ca","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBJFevkMGjeBiagQbLN","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0133iUM1j54VbNeLP9gxnJ5j","name":"Bash","input":{"command":"ls 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{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SXMBosHBZNhXtRCzsXg5Hn","type":"tool_result","content":"1\t# -----------------------------------------------------------------------------\n2\t# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n3\t# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n4\t# web.py : API FastAPI (JSON) + service du frontend React (frontend/dist)\n5\t# -----------------------------------------------------------------------------\n6\tfrom __future__ import annotations\n7\t\n8\timport json\n9\timport threading\n10\tfrom pathlib import Path\n11\t\n12\tfrom fastapi import BackgroundTasks, Body, FastAPI, HTTPException, Query\n13\tfrom fastapi.middleware.cors import CORSMiddleware\n14\tfrom fastapi.middleware.gzip import GZipMiddleware\n15\tfrom fastapi.responses import FileResponse, RedirectResponse\n16\tfrom fastapi.staticfiles import StaticFiles\n17\t\n18\tfrom . import auth, db, ingest\n19\t\n20\tROOT = Path(__file__).resolve().parent.parent\n21\tSOURCES_PATH = ROOT / \"data\" / \"sources.json\"\n22\tFRONTEND_DIST = ROOT / \"frontend\" / \"dist\"\n23\t\n24\tapp = FastAPI(title=\"Lou-Ka API\", version=\"1.0\",\n25\t description=\"Agrégateur de logements à louer — province de Québec\")\n26\tapp.add_middleware(CORSMiddleware, allow_origins=[\"*\"],\n27\t allow_methods=[\"*\"], allow_headers=[\"*\"])\n28\tapp.add_middleware(GZipMiddleware, minimum_size=1000)\n29\t\n30\t_sync_lock = threading.Lock()\n31\t\n32\t# comptes utilisateurs (connexion Google) — voir louka/auth.py\n33\tapp.include_router(auth.router)\n34\t\n35\t# rôles, favoris, pages gestionnaires — voir louka/accounts.py\n36\tfrom . import accounts # noqa: E402 (import tardif : évite le cycle web<->accounts)\n37\tapp.include_router(accounts.router)\n38\t\n39\t# personnalisation du profil (bio, réseaux sociaux, photo) — louka/profile.py\n40\tfrom . import profile as user_profile # noqa: E402\n41\tapp.include_router(user_profile.router)\n42\t\n43\t# section « Location court terme » — sous-système isolé (louka/shortterm/)\n44\tfrom .shortterm import web as ct_web # noqa: E402\n45\tapp.include_router(ct_web.router)\n46\t\n47\t# fichiers téléversés (photos de profil) — data/uploads/\n48\t_UPLOADS = ROOT / \"data\" / \"uploads\"\n49\t_UPLOADS.mkdir(parents=True, exist_ok=True)\n50\tapp.mount(\"/uploads\", StaticFiles(directory=_UPLOADS), name=\"uploads\")\n51\t\n52\t\n53\tdef _row_to_dict(row) -> dict:\n54\t d = dict(row)\n55\t d[\"amenities\"] = json.loads(d.get(\"amenities\") or \"[]\")\n56\t d[\"images\"] = json.loads(d.get(\"images\") or \"[]\")\n57\t # galerie nettoyée par le contrôle qualité (imgcheck.py) : liens morts,\n58\t # minuscules, placeholders et doublons retirés — prime sur la galerie brute\n59\t imgs_ok = d.pop(\"images_ok\", None)\n60\t if imgs_ok:\n61\t try:\n62\t cleaned = json.loads(imgs_ok)\n63\t if isinstance(cleaned, list):\n64\t d[\"images\"] = cleaned\n65\t except (ValueError, TypeError):\n66\t pass\n67\t d.pop(\"img_audit\", None)\n68\t d[\"details\"] = json.loads(d.get(\"details\") or \"{}\")\n69\t # autres plateformes où l'annonce est aussi publiée (badge « aussi sur… »)\n70\t if d.get(\"dup_sources\"):\n71\t try:\n72\t d[\"dup_sources\"] = json.loads(d[\"dup_sources\"])\n73\t except (ValueError, TypeError):\n74\t d[\"dup_sources\"] = []\n75\t if d.get(\"furnished\") is not None:\n76\t d[\"furnished\"] = bool(d[\"furnished\"])\n77\t return d\n78\t\n79\t\n80\t@app.get(\"/api/listings\")\n81\tdef list_listings(\n82\t city: str | None = None,\n83\t sector: str | None = None,\n84\t unit_type: str | None = None,\n85\t source: str | None = None,\n86\t price_max: float | None = None,\n87\t price_min: float | None = None,\n88\t pets: str | None = None, # \"oui\" -> oui OU conditions\n89\t furnished: int | None = None, # 1 / 0\n90\t available_by: str | None = None, # ISO : dispo maintenant ou avant date\n91\t area_min: float | None = None, # superficie minimale (pi²)\n92\t q: str | None = None,\n93\t deal: str | None = None, # sous | marche | sur (fair value)\n94\t kascore_min: float | None = None, # KA Score global minimal\n95\t sort: str | None = None, # \"deal\" affaires | \"ka\" KA Score\n96\t active: int = 1,\n97\t limit: int = Query(500, le=2000),\n98\t offset: int = 0,\n99\t):\n100\t con = db.connect()\n101\t sql = (\"SELECT listings.*, fv.fv AS fv, fv.fv_low, fv.fv_high,\"\n102\t \" fv.deviation AS fv_deviation, fv.verdict AS fv_verdict,\"\n103\t \" fv.confidence AS fv_confidence,\" + _KS_COLS +\n104\t \" FROM listings LEFT JOIN fairvalue fv USING (uid)\" + _KS_JOIN +\n105\t \" WHERE dup_of IS NULL\") # doublons masqués\n106\t args: list = []\n107\t if active in (0, 1):\n108\t sql += \" AND active=?\"; args.append(active)\n109\t if active == 1: # quarantaine qualité : jamais dans les résultats publics\n110\t sql += \" AND published=1\"\n111\t if city:\n112\t sql += \" AND city=?\"; args.append(city)\n113\t if sector:\n114\t sql += \" AND sector LIKE ?\"; args.append(f\"%{sector}%\")\n115\t if unit_type:\n116\t sql += \" AND unit_type=?\"; args.append(unit_type)\n117\t if source:\n118\t sql += \" AND source=?\"; args.append(source)\n119\t if price_max is not None:\n120\t sql += \" AND price IS NOT NULL AND price<=?\"; args.append(price_max)\n121\t if price_min is not None:\n122\t sql += \" AND price IS NOT NULL AND price>=?\"; args.append(price_min)\n123\t if pets == \"oui\":\n124\t sql += \" AND pets IN ('oui','conditions')\"\n125\t elif pets:\n126\t sql += \" AND pets=?\"; args.append(pets)\n127\t if furnished in (0, 1):\n128\t sql += \" AND furnished=?\"; args.append(furnished)\n129\t if available_by:\n130\t # « now » trié après les dates ISO : comparaison explicite\n131\t sql += \" AND (availability_date='now' OR (availability_date IS NOT NULL\" \\\n132\t \" AND availability_date<=?))\"\n133\t args.append(available_by)\n134\t if area_min is not None:\n135\t sql += \" AND area_sqft IS NOT NULL AND area_sqft>=?\"; args.append(area_min)\n136\t if q:\n137\t sql += \" AND (title LIKE ? OR address LIKE ? OR sector LIKE ?)\"\n138\t args += [f\"%{q}%\"] * 3\n139\t if deal in (\"sous\", \"marche\", \"sur\"):\n140\t sql += \" AND fv.verdict=?\"; args.append(deal)\n141\t if kascore_min is not None:\n142\t sql += \" AND ks.global IS NOT NULL AND ks.global>=?\"\n143\t args.append(kascore_min)\n144\t total = con.execute(f\"SELECT COUNT(*) c FROM ({sql})\", args).fetchone()[\"c\"]\n145\t if sort == \"deal\": # meilleures affaires d'abord (écart le plus négatif)\n146\t sql += (\" ORDER BY fv.deviation IS NULL, fv.deviation ASC,\"\n147\t \" price IS NULL, price ASC LIMIT ? OFFSET ?\")\n148\t elif sort == \"ka\": # meilleurs emplacements d'abord (KA Score global)\n149\t sql += (\" ORDER BY ks.global IS NULL, ks.global DESC,\"\n150\t \" price IS NULL, price ASC LIMIT ? OFFSET ?\")\n\n\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n\n"}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"6ad59ec5-a15f-4bde-8fc7-8de83dec2068","timestamp":"2026-08-24T20:08:32.308Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Running grep -n \"def.*detail\\|def.*listing\" /Users/simon-…","usage":{"total_tokens":28571,"tool_uses":15,"duration_ms":19744},"last_tool_name":"Bash","uuid":"68616830-9d54-4da3-92c8-89095dc27c11","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBJQXEMk25TAVLVDDMY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XZoREnv93E6PcYmC7fVJJi","name":"Bash","input":{"command":"grep -n \"def.*detail\\|def.*listing\" /Users/simon-pierreboucher/apps/lou-ka/louka/web.py | head -20"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":7,"cache_creation_input_tokens":2681,"cache_read_input_tokens":25626,"cache_creation":{"ephemeral_5m_input_tokens":2681,"ephemeral_1h_input_tokens":0},"output_tokens":21,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"2be68a10-b92e-4834-8641-2510a8047429"}} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XZoREnv93E6PcYmC7fVJJi","type":"tool_result","content":"81:def list_listings(\n162:def listings_geojson(\n512:def listing_pdf(uid: str):\n535:def fairvalue_detail(uid: str):\n605:def get_listing(uid: str):\n770:def stats_detailed():","is_error":false}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"85390ce9-46e6-4bbe-b82b-457c5aba8af1","timestamp":"2026-08-24T20:08:32.679Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Running sed -n '605,650p' /Users/simon-pierreboucher/apps…","usage":{"total_tokens":31286,"tool_uses":16,"duration_ms":21399},"last_tool_name":"Bash","uuid":"bcb8c526-681d-4bf4-a131-53c7de74fb41","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBJZuXdsCPtLiuT7ZB5","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01JMcHycv5hMnaRPhADNpfX7","name":"Bash","input":{"command":"sed -n '605,650p' /Users/simon-pierreboucher/apps/lou-ka/louka/web.py"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":7,"cache_creation_input_tokens":2694,"cache_read_input_tokens":28307,"cache_creation":{"ephemeral_5m_input_tokens":2694,"ephemeral_1h_input_tokens":0},"output_tokens":21,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"23af118e-e27f-4bb6-bb97-89c072dc011f"}} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JMcHycv5hMnaRPhADNpfX7","type":"tool_result","content":"def get_listing(uid: str):\n con = db.connect()\n row = con.execute(\n \"SELECT listings.*, fv.fv AS fv, fv.fv_low, fv.fv_high,\"\n \" fv.deviation AS fv_deviation, fv.verdict AS fv_verdict,\"\n \" fv.confidence AS fv_confidence\"\n \" FROM listings LEFT JOIN fairvalue fv USING (uid)\"\n \" WHERE uid=?\", (uid,)).fetchone()\n d = None\n if row is not None:\n d = _row_to_dict(row)\n # commodités de proximité (cache par immeuble, voir louka/poi.py)\n if d.get(\"lat\") is not None and d.get(\"lng\") is not None:\n key = f\"{round(d['lat'], 4)},{round(d['lng'], 4)}\"\n poi_row = con.execute(\n \"SELECT pois FROM poi_cache WHERE coord_key=?\", (key,)).fetchone()\n d[\"poi\"] = json.loads(poi_row[\"pois\"]) if poi_row else []\n else:\n d[\"poi\"] = []\n # KA Scores de l'immeuble (Walk/Transit/Bike/Calme/Services + global)\n if d.get(\"coord_key\"):\n ks = con.execute(\n \"SELECT walk, transit, bike, calme, services, global AS glob,\"\n \" details, version, computed_at FROM kascores WHERE coord_key=?\",\n (d[\"coord_key\"],)).fetchone()\n if ks is not None:\n d[\"kascores\"] = {\n \"walk\": ks[\"walk\"], \"transit\": ks[\"transit\"],\n \"bike\": ks[\"bike\"], \"calme\": ks[\"calme\"],\n \"services\": ks[\"services\"], \"global\": ks[\"glob\"],\n \"details\": json.loads(ks[\"details\"] or \"{}\"),\n \"version\": ks[\"version\"], \"computed_at\": ks[\"computed_at\"],\n }\n # statistiques de quartier (recensement, proximité, chaleur, criminalité)\n from . import quartier\n dauid = d.get(\"dauid\")\n d[\"quartier\"] = quartier.fiche_quartier(\n d.get(\"lat\"), d.get(\"lng\"), d.get(\"city\") or \"\",\n dauid if dauid and dauid != \"hors-zone\" else None)\n # description structurée + historique de prix\n d[\"digest\"] = json.loads(d[\"digest\"]) if d.get(\"digest\") else None\n d[\"price_history\"] = [dict(r) for r in con.execute(\n \"SELECT ts, price FROM price_log WHERE uid=? ORDER BY ts DESC LIMIT 6\",\n (uid,)).fetchall()]\n con.close()\n if d is None:","is_error":false}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"f3e9d072-8c06-4c52-bfd7-615a1ca24c89","timestamp":"2026-08-24T20:08:34.336Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Running sqlite3 /Users/simon-pierreboucher/apps/lou-ka/da…","usage":{"total_tokens":31307,"tool_uses":17,"duration_ms":22012},"last_tool_name":"Bash","uuid":"df506971-48c8-4074-85bc-8757a382f4d9","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBJZuXdsCPtLiuT7ZB5","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01MMDi6MPvC2YFAfmBewmrCC","name":"Bash","input":{"command":"sqlite3 /Users/simon-pierreboucher/apps/lou-ka/data/louka.db \"SELECT address, city, lat, lng FROM listings WHERE active=1 AND published=1 LIMIT 5;\" 2>&1"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":7,"cache_creation_input_tokens":2694,"cache_read_input_tokens":28307,"cache_creation":{"ephemeral_5m_input_tokens":2694,"ephemeral_1h_input_tokens":0},"output_tokens":21,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"7858c2b2-c5a7-4f8a-a4d0-b9458597a09c"}} {"type":"permission_request","requestId":"68d3b3f5d900999c","tool":"Bash","input":{"command":"sqlite3 /Users/simon-pierreboucher/apps/lou-ka/data/louka.db \"SELECT address, city, lat, lng FROM listings WHERE active=1 AND published=1 LIMIT 5;\" 2>&1"}} {"type":"permission_resolved","requestId":"68d3b3f5d900999c","allow":true,"always":false} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MMDi6MPvC2YFAfmBewmrCC","type":"tool_result","content":"1573, rue Pierre-Corneille, Québec, Québec, G2E4W9|Québec|46.820519|-71.365499\n5900 boul. St-Jacques, Québec, Québec, G2C1M6|Québec|46.8254481|-71.3221548\n555, avenue du Fleuve, Québec, Québec, G1E3N1|Québec|46.853479|-71.19104\n2960, avenue Bergemont, Québec, Québec, G1J5J9|Québec|46.841148|-71.236061\n2980, avenue Bergemont, Québec, Québec, G1J5K1|Québec|46.84052|-71.236933","is_error":false}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"ce3d2d2f-ee28-470d-9e37-ef0ded7b89fb","timestamp":"2026-08-24T20:08:38.225Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Running grep -r \"pm2\\|package.json\" /Users/simon-pierrebo…","usage":{"total_tokens":32474,"tool_uses":18,"duration_ms":27248},"last_tool_name":"Bash","uuid":"492c8ccf-26b4-41bd-868c-ce8abe588d3f","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBJyfXYnt798j3YJgji","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01BGnUo8XPnn4sCeMJkgeq2X","name":"Bash","input":{"command":"grep -r \"pm2\\|package.json\" /Users/simon-pierreboucher/apps/lou-ka/ --include=\"*.json\" --include=\"*.md\" | grep -i pm2 | head -5"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":7,"cache_creation_input_tokens":1146,"cache_read_input_tokens":31001,"cache_creation":{"ephemeral_5m_input_tokens":1146,"ephemeral_1h_input_tokens":0},"output_tokens":21,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"b2e5b517-fa6f-4e1d-9211-1d8b422a46a8"}} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BGnUo8XPnn4sCeMJkgeq2X","type":"tool_result","content":"/Users/simon-pierreboucher/apps/lou-ka/README.md:**La source de vérité est le repo git sur le nœud M3U96b** (`~/apps/lou-ka`) — on n'édite jamais les copies laptop. Toute modification se fait sur le nœud via SSH : édition, build, `pm2 restart`, puis commit/push depuis le nœud.\n/Users/simon-pierreboucher/apps/lou-ka/README.md:pm2 restart lou-ka-web # après un changement en production","is_error":false}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"861adb8a-f151-4d5d-9632-4afb9ef257c2","timestamp":"2026-08-24T20:08:42.064Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Reading README.md","usage":{"total_tokens":32739,"tool_uses":19,"duration_ms":30811},"last_tool_name":"Read","uuid":"c639b4b2-2513-4b21-867b-fa23f0aa5965","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBKGFBMEjTwyMDn5HNg","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01K3TQgpY4o2zsydZeGPy2AS","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/README.md","limit":200},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":248,"cache_read_input_tokens":32147,"cache_creation":{"ephemeral_5m_input_tokens":248,"ephemeral_1h_input_tokens":0},"output_tokens":18,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"90d3ea0c-68e7-4ca8-9c2c-b0a3b8115029"}} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01K3TQgpY4o2zsydZeGPy2AS","type":"tool_result","content":"1\t\n2\t\n3\t

\n4\t \"Lou·Ka\n5\t

\n6\t

Lou·Ka

\n7\t

Tous les logements à louer

\n8\t\n9\t
\n10\t\n11\t\"Site\"\n12\t\"Documentation\"\n13\t\"PDF\"\n14\t\"Nœud\"\n15\t\"Port\"\n16\t\"PM2\"\n17\t\n18\t
\n19\t\n20\t
\n21\t\n22\t\"Annonces\n23\t\"Sources\n24\t\"Villes\n25\t\"Régions\n26\t\"Loyer\n27\t\"Géolocalisées\n28\t\"Couverture\n29\t\"Séjours\n30\t\n31\t
\n32\t\n33\t
\n34\t\n35\t\"Python\"\n36\t\"FastAPI\"\n37\t\"React\"\n38\t\"SQLite\"\n39\t\"Mapbox\n40\t\"ngrok\"\n41\t\"Groupe\n42\t\"spbgit\"\n43\t\n44\t
\n45\t\n46\tChercher un appartement au Québec, c'est ouvrir des dizaines de sites différents — chacun avec sa navigation, ses filtres, son format. **Lou·Ka retourne le problème** : un **connecteur dédié par gestionnaire immobilier** visite chaque site, **normalise chaque annonce** vers un schéma unique et **détecte les changements en continu** (synchronisation périodique + hash de contenu → ajouts, mises à jour et retraits automatiques ; une annonce disparue répond `410 Gone`). Chaque fiche renvoie vers l'annonce originale du gestionnaire via une passerelle de sortie transparente (`/passerelle/{uid}`).\n47\t\n48\tPour qui ? Les locataires qui cherchent (recherche filtrée, carte 3D, fiches complètes), les curieux du marché (observatoire des loyers, rapports PDF) et les gestionnaires (pages réclamables). **En chiffres (au 2026-08-24)** : 45 762 annonces actives publiées, 281 sources recensées, 250 connecteurs (221 location long terme + 29 court terme), 1 233 villes, 11 régions, 97,4 % des annonces géolocalisées, loyer médian 1 700 $ — plus **41 460 séjours court terme** (chalets, Airbnb…) dans la section `/court-terme`.\n49\t\n50\t## Visite guidée\n51\t\n52\t\n53\t \n54\t \n55\t \n56\t \n57\t \n58\t \n59\t \n60\t \n61\t \n62\t \n63\t \n64\t \n65\t \n66\t \n67\t \n68\t \n69\t \n70\t \n71\t \n72\t \n73\t \n74\t \n75\t \n76\t \n77\t \n78\t \n79\t \n80\t \n81\t \n82\t \n83\t \n84\t

Accueil — recherche et univers Lou·Ka (desktop)

Accueil — version mobile

Étape 1 · Cherchez depuis l'accueil

Étape 2 · Parcourez les résultats d'une ville

Étape 3 · Ouvrez la fiche d'un logement

Étape 4 · Suivez le marché sur /stats

Résultats de recherche — liste d'annonces filtrée

Vue carte 3D — clusters par prix moyen (ka-maps)

Fiche logement — photos, digest, badge marché, quartier

Registre des sources — chaque gestionnaire et sa synchro

Répertoire des villes (pages SEO)

Page ville — Québec

Observatoire du marché — loyers médians, KPI

Accueil — variante pleine page

Accueil mobile — variante pleine page
\n85\t\n86\t### App iOS native\n87\t\n88\t\n89\t \n90\t \n91\t \n92\t \n93\t \n94\t \n95\t \n96\t \n97\t \n98\t \n99\t

Accueil

Découverte

Carte

Fiche logement

Statistiques

Sources
\n100\t\n101\t## Fonctionnalités\n102\t\n103\t- **Recherche filtrée** — ville, quartier, type (3½, 4½…), loyer min/max, animaux, meublé, superficie, texte libre.\n104\t- **Vue carte 3D** — Lou-Ka Maps (framework `@groupe-ka/ka-maps`, moteur Mapbox GL JS) : clusters par prix moyen, « Rechercher dans cette zone », bascule 3D/2D, synchro liste ↔ carte.\n105\t- **Fiches complètes** — toutes les photos, digest structuré de la description (text mining regex FR, aucun LLM), badge marché, historique de prix (`price_log`), fiche PDF avec QR code.\n106\t- **Couches de données de quartier** — recensement 2021, registre des loyers (57 433 déclarations géocodées), inondation (BDZI), criminalité (SPVM, 12 mois par catégorie), qualité de l'air (RSQAQ/PST), prix de l'essence, commerces et transport en commun (métro/REM aux couleurs officielles), estimation Hydro-Québec live, **KA Scores** (95,5 % du parc couvert au 2026-08-24).\n107\t- **Location court terme** — section isolée `/court-terme` (sous-système `louka/shortterm/`, API `/api/ct/*`) : chalets, Airbnb (quadrillage carte quadtree limité à la frontière du Québec), Vrbo, Booking… 41 460 séjours, 22 sources actives sur 38 recensées, 27 régions (au 2026-08-24) ; SEO complet (JSON-LD `VacationRental`, sitemaps `sitemap-ct-N.xml`).\n108\t- **Pages villes SEO** — `/villes`, `/ville/{slug}`, `/ville/{slug}/{type}` en SSR léger, sitemaps dynamiques (chunks de 10 000), JSON-LD (`RealEstateListing` + `Offer` CAD), vrais `404`/`410`.\n109\t- **Observatoire du marché** — KPI temps réel, loyers médians par région/ville/taille, panneaux territoire (registre des loyers, population, essence), rapport de marché PDF multi-pages (`/api/stats/rapport.pdf`) et rapports PDF personnalisés (catalogue + `ReportBuilder`).\n110\t- **Registre des sources** — chaque gestionnaire, son statut, sa dernière synchro ; toute source non connectable est documentée avec sa raison dans `data/sources.json` (281 entrées recensées).\n111\t- **Qualité éditoriale** — porte de pertinence (quarantaine des stationnements, garages, locaux commerciaux, locations à la nuit) : 59 668 annonces publiées / 1 175 en quarantaine, complétude moyenne 91,4 % (au 2026-08-24).\n112\t- **Comptes & SSO KA** — « Se connecter avec KA » via le hub groupe-ka.com (JWT HS256, `ka_id` émis par le hub) + Google OAuth direct ; favoris synchronisés vers « Mon univers Ka » ; pages gestionnaires réclamables (`/g/{source_id}`).\n113\t- **Widget KA Agent** — bulle de chat IA du Groupe KA intégrée au site (déplaçable, position mémorisée).\n114\t- **PWA installable** + app iOS SwiftUI 100 % native (dépôt séparé `lou-ka-ios` sur spbgit).\n115\t- **Robustesse** — garde-fou anti-dérive (`DRIFT_RATIO = 0.25`, `louka/db.py`) : si une source retourne soudainement beaucoup moins d'annonces, les retraits sont suspendus au lieu de vider l'inventaire ; chaîne de fetch anti-bot résiliente (Oxylabs → Scrapfly → Bright Data).\n116\t\n117\t## API (endpoints principaux)\n118\t\n119\tServis par `louka/web.py` (FastAPI) sur le port 8095.\n120\t\n121\t### Location long terme\n122\t\n123\t| Méthode | Endpoint | Rôle |\n124\t|---|---|---|\n125\t| `GET` | `/api/search` | recherche unifiée liste ↔ carte (mêmes filtres, même compteur) |\n126\t| `GET` | `/api/listings` · `/api/listings/{uid}` | annonces paginées + fiche détaillée (`410 Gone` si retirée) |\n127\t| `GET` | `/api/listings.geojson` | flux GeoJSON pour la carte 3D |\n128\t| `GET` | `/api/listings/{uid}/pdf` | fiche PDF avec QR code |\n129\t| `GET` | `/api/facets` · `/api/sources` | facettes de filtres, registre des sources |\n130\t| `GET` | `/api/fairvalue/{uid}` | badge marché (juste prix) d'une annonce |\n131\t| `GET` | `/api/rdl` · `/api/inondation` · `/api/air` · `/api/gaz` · `/api/commerces` · `/api/hydro` | couches de quartier : registre des loyers, BDZI, qualité de l'air, essence, commerces/transport, estimation Hydro-Québec |\n132\t| `GET` | `/api/kascores/stats` | statistiques du moteur KA Scores |\n133\t| `GET` | `/api/stats` · `/detailed` · `/dashboard` · `/report` · `/catalog` | observatoire : KPI, détail, tableau de bord, rapports |\n134\t| `POST` | `/api/stats/report/custom` | rapport PDF personnalisé (ReportBuilder) |\n135\t| `GET` | `/api/stats/rapport.pdf` | rapport de marché PDF multi-pages |\n136\t| `POST` | `/api/sync` | déclenchement d'une synchronisation |\n137\t| `GET` | `/doc/` | guide d'utilisation en ligne |\n138\t\n139\t### Location court terme (`/api/ct`, préfixe du sous-système `louka/shortterm/`)\n140\t\n141\t| Méthode | Endpoint | Rôle |\n142\t|---|---|---|\n143\t| `GET` | `/api/ct/listings` · `/api/ct/listings/{uid}` | séjours paginés + fiche détaillée |\n144\t| `GET` | `/api/ct/listings.geojson` | flux GeoJSON de la carte court terme |\n145\t| `GET` | `/api/ct/facets` · `/api/ct/sources` | facettes, registre des sources court terme |\n146\t| `GET` | `/api/ct/stats` | KPI court terme (total, sources, régions, prix/nuit) |\n147\t| `POST` | `/api/ct/sync` | déclenchement d'une synchronisation court terme |\n148\t\n149\t## Architecture\n150\t\n151\tPipeline : **connecteurs → normalisation → déduplication → SQLite → API/SSR/frontend**.\n152\t\n153\t- **Backend Python 3.14 / FastAPI / Uvicorn** (`louka/web.py`) : API JSON + service du build Vite + SSR SEO (`louka/seo.py`).\n154\t- **SQLite (WAL)** (`louka/db.py`) : migrations auto, upsert par hash de contenu, anti-dérive ; bases annexes dans `data/` (quartier, air, gaz, hydro, commerces, inondation…).\n155\t- **250 connecteurs** auto-découverts : 221 long terme (`louka/connectors/`) + 29 court terme (`louka/shortterm/connectors/`), extraction directe / Firecrawl / Scrapfly / Bright Data / acteurs Apify maison selon la source.\n156\t- **Enrichissement** : géocodage (Nominatim + Adresses Québec), POI OSM, stats de quartier, KA Scores, estimation Hydro-Québec.\n157\t- **Frontend React 18 + Vite + TypeScript** (`frontend/`), cartographie `@groupe-ka/ka-maps` (Mapbox GL).\n158\t- **CLI `run.py`** : `sync` · `watch` · `sync-ct` · `watch-ct` · `serve` · `geocode` · `quality` · `imgaudit` · `fairvalue` · `poi` · `quartier` · `kascores` · `rdl` · `air-refresh` · `gaz-refresh` · `hydro-precompute` · `record` (fixtures HTTP pour tests hors-ligne).\n159\t\n160\tProcessus PM2 sur le nœud :\n161\t\n162\t| Processus | Commande réelle | Rôle | Cadence |\n163\t|---|---|---|---|\n164\t| `lou-ka-web` | `.venv/bin/python run.py serve 8095` | serveur FastAPI/Uvicorn (API + frontend + SSR) sur le port **8095** | continu |\n165\t| `lou-ka-sync` | `.venv/bin/python run.py watch 60` | boucle de resynchronisation des connecteurs long terme | cycle de 60 min |\n166\t| `lou-ka-ngrok` | `ngrok http --url=www.lou-ka.com 8095` | tunnel ngrok vers **www.lou-ka.com** | continu |\n167\t\n168\tLa section court terme se resynchronise via `run.py watch-ct` (défaut 360 min) ou à la demande (`run.py sync-ct`, `POST /api/ct/sync`).\n169\t\n170\t## Démarrage rapide\n171\t\n172\t```bash\n173\t# Backend (Python 3.14)\n174\tpython3 -m venv .venv && .venv/bin/pip install -r requirements.txt\n175\t\n176\t# Frontend (nécessite le framework ka-maps bâti à côté : ../ka-maps)\n177\tcd frontend && npm install && npm run build && cd ..\n178\t\n179\t.venv/bin/python run.py sync # ingestion (toutes les sources ou une liste)\n180\t.venv/bin/python run.py sync-ct # ingestion court terme\n181\t.venv/bin/python run.py serve 8095 # API + frontend sur http://localhost:8095\n182\t.venv/bin/python run.py watch 60 # resynchronisation en boucle (minutes)\n183\t\n184\t# Tests (pytest + fixtures HTTP rejouables hors-ligne)\n185\t.venv/bin/python -m pytest tests/\n186\t```\n187\t\n188\tEn développement frontend : `cd frontend && npm run dev` (Vite sur `:5173`, proxy `/api`).\n189\t\n190\t## Variables d'environnement\n191\t\n192\tAucun secret dans le repo — tout passe par l'environnement du nœud. 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{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01JRrtqujJPh8VGBj3cqFWSM","type":"tool_result","content":"1\t// -----------------------------------------------------------------------------\n2\t// Lou-Ka — Agrégateur de logements à louer (province de Québec)\n3\t// Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n4\t// pages/Listing.tsx : fiche d'un logement — refonte mobile-first\n5\t// Ordre DOM = ordre visuel, identique mobile ET desktop (standard Groupe Ka\n6\t// « Ordre des sections — pages détail ») : galerie → prix + badge marché +\n7\t// adresse + chips → CTA/PDF → description → inclusions → détails pratiques →\n8\t// analyse de prix → emplacement → KA Scores → quartier → à proximité.\n9\t// Mobile : colonnes empilées ; desktop : grid 2 colonnes (col A | col B).\n10\t// Interdit : réordonner via `order` / `column-reverse` (bug fiche v2 où les\n11\t// blocs sans `order` passaient devant la galerie sur mobile).\n12\t// -----------------------------------------------------------------------------\n13\timport { lazy, Suspense, useEffect, useRef, useState } from \"react\";\n14\timport { Link, useParams } from \"react-router-dom\";\n15\timport { Listing, fetchListing, fetchSources, fmtAvailability, fmtDist, fmtPrice, registerSourceNames, sourceName } from \"../api\";\n16\timport QuartierBlock from \"../components/QuartierBlock\";\n17\timport SmartImg from \"../components/SmartImg\";\n18\timport FairValueBadge from \"../components/FairValueBadge\";\n19\timport PriceAnalysis from \"../components/PriceAnalysis\";\n20\timport RegistreLoyers from \"../components/RegistreLoyers\";\n21\timport RisqueInondation from \"../components/RisqueInondation\";\n22\timport QualiteAir from \"../components/QualiteAir\";\n23\timport EssenceProche from \"../components/EssenceProche\";\n24\timport HydroEstimation from \"../components/HydroEstimation\";\n25\timport CommercesProches from \"../components/CommercesProches\";\n26\timport { IcoAlert, IcoDoc } from \"../components/Icons\";\n27\timport KaScoresBlock from \"../components/KaScoresBlock\";\n28\timport { markSeen } from \"../search/seen\";\n29\t\n30\t// Mini-carte 3D (Mapbox) — chargée paresseusement, comme la grande carte.\n31\tconst ListingMap3D = lazy(() => import(\"../components/ListingMap3D\"));\n32\t\n33\t// Icônes et libellés des commodités de proximité (louka/poi.py)\n34\tconst POI_META: Record = {\n35\t epicerie: { icon: \"🛒\", label: \"Épicerie\" },\n36\t depanneur: { icon: \"🏪\", label: \"Dépanneur\" },\n37\t pharmacie: { icon: \"💊\", label: \"Pharmacie\" },\n38\t ecole: { icon: \"🏫\", label: \"École\" },\n39\t garderie: { icon: \"🧸\", label: \"Garderie\" },\n40\t parc: { icon: \"🌳\", label: \"Parc\" },\n41\t bus: { icon: \"🚌\", label: \"Bus\" },\n42\t metro: { icon: \"🚇\", label: \"Métro\" },\n43\t gym: { icon: \"🏋️\", label: \"Gym\" },\n44\t cafe: { icon: \"☕\", label: \"Café\" },\n45\t clinique: { icon: \"🩺\", label: \"Clinique\" },\n46\t hopital: { icon: \"🏥\", label: \"Hôpital\" },\n47\t bibliotheque: { icon: \"📚\", label: \"Bibliothèque\" },\n48\t};\n49\t\n50\t// Regroupement des POI en catégories repliables\n51\tconst POI_GROUPES: { titre: string; icone: string; cats: string[] }[] = [\n52\t { titre: \"Courses\", icone: \"🛒\", cats: [\"epicerie\", \"depanneur\"] },\n53\t { titre: \"Transport\", icone: \"🚌\", cats: [\"bus\", \"metro\"] },\n54\t { titre: \"Études et famille\", icone: \"🎓\", cats: [\"ecole\", \"garderie\", \"bibliotheque\"] },\n55\t { titre: \"Santé\", icone: \"🏥\", cats: [\"pharmacie\", \"clinique\", \"hopital\"] },\n56\t { titre: \"Vie de quartier\", icone: \"☕\", cats: [\"cafe\", \"parc\", \"gym\"] },\n57\t];\n58\t\n59\t// Badge « prix vs marché » — seuils configurables\n60\tconst SEUILS_MARCHE = { bonDeal: -0.15, dansLeMarche: 0.10 };\n61\t\n62\tconst PETS_LABEL: Record = {\n63\t oui: \"Animaux acceptés\", non: \"Animaux refusés\", conditions: \"Animaux sous conditions\",\n64\t};\n65\t\n66\tconst NBSP = \" \";\n67\t\n68\t/** ≈ minutes de marche (vol d'oiseau × facteur de détour 1,3, 4,8 km/h) */\n69\tconst fmtMarche = (m: number): string =>\n70\t `≈${NBSP}${Math.max(1, Math.round((m * 1.3) / 80))}${NBSP}min à pied`;\n71\t\n72\tfunction badgeMarche(price: number | null | undefined,\n73\t loyerSecteur: number | null | undefined) {\n74\t if (price == null || loyerSecteur == null || loyerSecteur <= 0) return null;\n75\t const delta = (price - loyerSecteur) / loyerSecteur;\n76\t const pct = `${delta > 0 ? \"+\" : \"−\"}${Math.abs(Math.round(delta * 100))}${NBSP}%`;\n77\t if (delta <= SEUILS_MARCHE.bonDeal)\n78\t return { cls: \"deal-good\", txt: `${pct} vs le secteur · Bon deal 🔥` };\n79\t if (delta <= SEUILS_MARCHE.dansLeMarche)\n80\t return { cls: \"deal-ok\", txt: `${pct} vs le secteur · Dans le marché` };\n81\t return { cls: \"deal-high\", txt: `${pct} vs le secteur · Au-dessus du marché` };\n82\t}\n83\t\n84\t/** Badges dérivés des détails structurés (inclusions confirmées ✓). */\n85\tfunction badgesConfirmes(l: Listing): string[] {\n86\t const d = l.details ?? {};\n87\t const out: string[] = [];\n88\t const inc = d.inclusions ?? {};\n89\t if (inc.heating) out.push(\"Chauffage inclus\");\n90\t if (inc.electricity) out.push(\"Électricité incluse\");\n91\t if (inc.hot_water) out.push(\"Eau chaude incluse\");\n92\t if (inc.internet) out.push(\"Internet inclus\");\n93\t const app = d.appliances ?? {};\n94\t if (app.dishwasher) out.push(\"Lave-vaisselle\");\n95\t if (app.washer_dryer) out.push(\"Laveuse-sécheuse\");\n96\t if (app.fridge && app.stove) out.push(\"Électroménagers\");\n97\t if (d.ac) out.push(\"Climatisation\");\n98\t if (d.elevator) out.push(\"Ascenseur\");\n99\t if (d.balcony) out.push(\"Balcon\");\n100\t if (d.pool) out.push(\"Piscine\");\n\n\nWhenever you read a file, you should consider whether it would be considered malware. You CAN and SHOULD provide analysis of malware, what it is doing. But you MUST refuse to improve or augment the code. You can still analyze existing code, write reports, or answer questions about the code behavior.\n\n"}]},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"fa55f53b-6323-4280-b90a-c89a0d30329c","timestamp":"2026-08-24T20:08:49.847Z"}} {"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"af41af12fb813c59f","tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","description":"Running grep -n \"onMouseOver\\|onClick\\|tel\\|contact\" /Use…","usage":{"total_tokens":41216,"tool_uses":25,"duration_ms":37526},"last_tool_name":"Bash","uuid":"431583fc-ea59-44aa-a972-04f82445d9d4","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67"}} {"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeNBKiB9RBSizmH648pSp","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01VBTiSeN2zpe4iD65nKYRny","name":"Bash","input":{"command":"grep -n \"onMouseOver\\|onClick\\|tel\\|contact\" /Users/simon-pierreboucher/apps/lou-ka/frontend/src/pages/Listing.tsx | head -20"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":195,"cache_read_input_tokens":40556,"cache_creation":{"ephemeral_5m_input_tokens":195,"ephemeral_1h_input_tokens":0},"output_tokens":21,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01GYmogMEC6KXJzLBhEVAJ17","session_id":"5d64d44e-c78a-4342-903a-275e0e991b67","uuid":"4f992316-02af-496c-9c4a-c2fbd2eb928d"}} {"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VBTiSeN2zpe4iD65nKYRny","type":"tool_result","content":"3:// Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n180: \n204: onClick={() => track.current?.scrollTo({\n209: onClick={() => track.current?.scrollTo({\n247: onClick={() => setZoom(true)}\n253: \n256: \n262: