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-----------------------------------------------------------------------------\n2\t# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n3\t# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n4\t# schema.py : modèle de données standardisé (Listing) + enrichissement central\n5\t# -----------------------------------------------------------------------------\n6\t\"\"\"Schéma standard d'une annonce (Listing) et normalisation des champs.\n7\t\n8\tChaque connecteur, peu importe le site source, doit produire des objets\n9\t`Listing` conformes à ce schéma. La méthode `finalize()` applique ensuite\n10\tla couche de normalisation commune (louka/normalize.py) : dates ISO,\n11\tsuperficie en pi², commodités canoniques, prix… — les connecteurs peuvent\n12\tdonc rester simples et remplir les champs bruts.\n13\t\"\"\"\n14\tfrom __future__ import annotations\n15\t\n16\timport hashlib\n17\timport json\n18\tfrom dataclasses import dataclass, field, asdict\n19\t\n20\tfrom .normalize import ( # ré-exportés pour les connecteurs existants\n21\t bedrooms_from_unit_type,\n22\t clean_address,\n23\t clean_city,\n24\t clean_sector,\n25\t coerce_count,\n26\t extract_details,\n27\t merge_details,\n28\t normalize_unit_type,\n29\t parse_area_sqft,\n30\t parse_availability_date,\n31\t parse_bathrooms,\n32\t parse_bedrooms,\n33\t parse_price,\n34\t price_is_from,\n35\t strip_accents,\n36\t)\n37\t\n38\t__all__ = [\n39\t \"Listing\", \"infer_city\", \"normalize_unit_type\", \"parse_price\",\n40\t \"parse_availability_date\", \"parse_area_sqft\", \"clean_address\",\n41\t \"strip_accents\",\n42\t]\n43\t\n44\t\n45\t@dataclass\n46\tclass Listing:\n47\t \"\"\"Annonce standardisée Lou-Ka.\"\"\"\n48\t\n49\t source: str # id de la source (voir data/sources.json)\n50\t external_id: str # identifiant chez la source\n51\t url: str # page de l'annonce chez la source\n52\t title: str = \"\" # ex. \"555, avenue du Fleuve\"\n53\t address: str = \"\" # adresse civique\n54\t sector: str = \"\" # quartier/arrondissement (ex. Beauport)\n55\t city: str = \"\" # Québec, Lévis, ...\n56\t unit_type: str = \"\" # 1½ … 5½, 6½+, Studio, Loft, Chambre…\n57\t bedrooms: float | None = None # chambres fermées (convention QC : 4½ = 2)\n58\t bathrooms: float | None = None # salles de bain (1.5 = salle d'eau en plus)\n59\t price: float | None = None # loyer mensuel ($ CAD), le plus bas si \"à partir de\"\n60\t price_label: str = \"\" # texte original (ex. \"à partir de 799$\")\n61\t availability: str = \"\" # texte original (ex. \"Libre immédiatement\")\n62\t availability_date: str | None = None # ISO \"2026-07-01\", \"now\", ou None\n63\t area_sqft: float | None = None # superficie en pi²\n64\t pets: str | None = None # \"oui\" | \"non\" | \"conditions\" | None\n65\t furnished: bool | None = None # meublé (None = inconnu)\n66\t description: str = \"\"\n67\t digest: dict | None = None # description structurée (louka/textmine.py)\n68\t amenities: list[str] = field(default_factory=list) # texte source, pour affichage\n69\t details: dict = field(default_factory=dict) # champs structurés (JSON)\n70\t images: list[str] = field(default_factory=list) # URLs absolues\n71\t lat: float | None = None\n72\t lng: float | None = None\n73\t\n74\t @property\n75\t def uid(self) -> str:\n76\t return f\"{self.source}:{self.external_id}\"\n77\t\n78\t def content_hash(self) -> str:\n79\t \"\"\"Hash du contenu pour la détection de changements (pseudo-webhook).\"\"\"\n80\t payload = asdict(self)\n81\t blob = json.dumps(payload, sort_keys=True, ensure_ascii=False)\n82\t return hashlib.sha256(blob.encode(\"utf-8\")).hexdigest()\n83\t\n84\t def finalize(self) -> \"Listing\":\n85\t \"\"\"Applique la normalisation commune. Appelé par le pipeline d'ingestion.\n86\t\n87\t Idempotent ; ne remplace jamais une valeur explicite du connecteur.\n88\t \"\"\"\n89\t import html as _html\n90\t self.title = _html.unescape(self.title).strip()\n91\t self.address = clean_address(_html.unescape(self.address))\n92\t self.sector = clean_sector(self.sector)\n93\t self.city = clean_city(self.city)\n94\t self.unit_type = normalize_unit_type(self.unit_type)\n95\t\n96\t if self.price is None:\n97\t self.price = parse_price(self.price_label)\n98\t if self.availability_date is None:\n99\t self.availability_date = parse_availability_date(self.availability)\n100\t if self.area_sqft is None:\n101\t for texte in (self.description, \" \".join(self.amenities), self.title):\n102\t self.area_sqft = parse_area_sqft(texte)\n103\t if self.area_sqft is not None:\n104\t break\n105\t\n106\t # coordonnées fournies par la source : rejeter tout point hors de la\n107\t # province (lat/lng inversés, 0/0, coquilles) — le géocodeur prendra\n108\t # le relais sur l'adresse plutôt que d'afficher un point au Kazakhstan\n109\t if self.lat is not None and self.lng is not None:\n110\t if not (44.5 <= self.lat <= 63.0 and -80.0 <= self.lng <= -56.0):\n111\t self.lat = self.lng = None\n112\t\n113\t derived = extract_details(self.amenities, self.description, self.title)\n114\t if self.price_label and price_is_from(self.price_label):\n115\t derived[\"price_from\"] = True\n116\t self.details = merge_details(self.details, derived)\n117\t\n118\t # chambres / salles de bain : valeur explicite du connecteur d'abord,\n119\t # puis champs structurés de details, puis type d'unité (n½ -> n-2),\n120\t # puis extraction texte — jamais de valeur inventée (None = inconnu)\n121\t if self.bedrooms is None:\n122\t for k in (\"bedrooms\", \"Chambres\", \"Chambre(s)\"):\n123\t self.bedrooms = coerce_count(self.details.get(k))\n124\t if self.bedrooms is not None:\n125\t break\n126\t if self.bedrooms is None:\n127\t self.bedrooms = bedrooms_from_unit_type(self.unit_type)\n128\t if self.bedrooms is None:\n129\t self.bedrooms = parse_bedrooms(self.title, \" | \".join(self.amenities),\n130\t self.description)\n131\t if self.bathrooms is None:\n132\t for k in (\"bathrooms\", \"Salles de bain\", \"Salle de bain\",\n133\t \"Salle(s) de bain\"):\n134\t self.bathrooms = coerce_count(self.details.get(k))\n135\t if self.bathrooms is not None:\n136\t break\n137\t if self.bathrooms is None:\n138\t self.bathrooms = parse_bathrooms(\" | \".join(self.amenities),\n139\t self.description)\n140\t\n141\t # description structurée (nettoyage + extraction + sections)\n142\t if self.digest is None and self.description:\n143\t try:\n144\t from .textmine import analyser\n145\t self.digest = analyser(self.description, price=self.price,\n146\t sector=self.sector, city=self.city)\n147\t except ImportError:\n148\t pass # module absent : la fiche affichera le texte brut\n149\t\n150\t if self.pets is None:\n151\t self.pets = self.details.get(\"pets\")\n152\t else:\n153\t self.details[\"pets\"] = self.pets\n154\t if self.furnished is None:\n155\t furn = self.details.get(\"furnished\")\n156\t self.furnished = furn if isinstance(furn, bool) else None\n157\t else:\n158\t self.details[\"furnished\"] = self.furnished\n159\t return self\n160\t\n161\t\n162\t# ---------------------------------------------------------------------------\n163\t# Secteur -> ville (agglomération Québec / Lévis)\n164\t# ---------------------------------------------------------------------------\n165\t\n166\t_LEVIS_SECTORS = {\n167\t \"levis\", \"saint-romuald\", \"st-romuald\", \"charny\", \"saint-nicolas\",\n168\t \"st-nicolas\", \"saint-david\", \"st-david\", \"desjardins\", \"saint-redempteur\",\n169\t \"st-redempteur\", \"breakeyville\", \"saint-jean-chrysostome\", \"st-jean-chrysostome\",\n170\t \"pintendre\", \"saint-etienne\", \"vieux-levis\",\n171\t}\n172\t\n173\t\n174\tdef infer_city(sector: str, default: str = \"Québec\") -> str:\n175\t key = strip_accents((sector or \"\").strip().lower())\n176\t if key in _LEVIS_SECTORS or \"levis\" in key:\n177\t return \"Lévis\"\n178\t return default\n179\t\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"b1942c5a-07f7-4f46-8201-c27b34f2ac63","timestamp":"2026-08-21T21:09:47.465Z"}}39{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Reading louka/web.py","usage":{"total_tokens":21533,"tool_uses":10,"duration_ms":16528},"last_tool_name":"Read","uuid":"ff9ce0a3-f971-47a1-9f2b-029461958700","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}40{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaYibTvRBjNGRopcQxN","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01PQSKPcEvrh79uqtYtSUyb9","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/web.py","limit":150},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":2859,"cache_read_input_tokens":18535,"cache_creation":{"ephemeral_5m_input_tokens":2859,"ephemeral_1h_input_tokens":0},"output_tokens":18,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"bcf4b98a-7486-4342-b45b-de1ee1a0d1cc"}}41{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01PQSKPcEvrh79uqtYtSUyb9","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, FastAPI, HTTPException, Query\n13\tfrom fastapi.middleware.cors import CORSMiddleware\n14\tfrom fastapi.middleware.gzip import GZipMiddleware\n15\tfrom fastapi.responses import FileResponse\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# fichiers téléversés (photos de profil) — data/uploads/\n44\t_UPLOADS = ROOT / \"data\" / \"uploads\"\n45\t_UPLOADS.mkdir(parents=True, exist_ok=True)\n46\tapp.mount(\"/uploads\", StaticFiles(directory=_UPLOADS), name=\"uploads\")\n47\t\n48\t\n49\tdef _row_to_dict(row) -> dict:\n50\t d = dict(row)\n51\t d[\"amenities\"] = json.loads(d.get(\"amenities\") or \"[]\")\n52\t d[\"images\"] = json.loads(d.get(\"images\") or \"[]\")\n53\t # galerie nettoyée par le contrôle qualité (imgcheck.py) : liens morts,\n54\t # minuscules, placeholders et doublons retirés — prime sur la galerie brute\n55\t imgs_ok = d.pop(\"images_ok\", None)\n56\t if imgs_ok:\n57\t try:\n58\t cleaned = json.loads(imgs_ok)\n59\t if isinstance(cleaned, list):\n60\t d[\"images\"] = cleaned\n61\t except (ValueError, TypeError):\n62\t pass\n63\t d.pop(\"img_audit\", None)\n64\t d[\"details\"] = json.loads(d.get(\"details\") or \"{}\")\n65\t # autres plateformes où l'annonce est aussi publiée (badge « aussi sur… »)\n66\t if d.get(\"dup_sources\"):\n67\t try:\n68\t d[\"dup_sources\"] = json.loads(d[\"dup_sources\"])\n69\t except (ValueError, TypeError):\n70\t d[\"dup_sources\"] = []\n71\t if d.get(\"furnished\") is not None:\n72\t d[\"furnished\"] = bool(d[\"furnished\"])\n73\t return d\n74\t\n75\t\n76\t@app.get(\"/api/listings\")\n77\tdef list_listings(\n78\t city: str | None = None,\n79\t sector: str | None = None,\n80\t unit_type: str | None = None,\n81\t source: str | None = None,\n82\t price_max: float | None = None,\n83\t price_min: float | None = None,\n84\t pets: str | None = None, # \"oui\" -> oui OU conditions\n85\t furnished: int | None = None, # 1 / 0\n86\t available_by: str | None = None, # ISO : dispo maintenant ou avant date\n87\t area_min: float | None = None, # superficie minimale (pi²)\n88\t q: str | None = None,\n89\t deal: str | None = None, # sous | marche | sur (fair value)\n90\t kascore_min: float | None = None, # KA Score global minimal\n91\t sort: str | None = None, # \"deal\" affaires | \"ka\" KA Score\n92\t active: int = 1,\n93\t limit: int = Query(500, le=2000),\n94\t offset: int = 0,\n95\t):\n96\t con = db.connect()\n97\t sql = (\"SELECT listings.*, fv.fv AS fv, fv.fv_low, fv.fv_high,\"\n98\t \" fv.deviation AS fv_deviation, fv.verdict AS fv_verdict,\"\n99\t \" fv.confidence AS fv_confidence,\" + _KS_COLS +\n100\t \" FROM listings LEFT JOIN fairvalue fv USING (uid)\" + _KS_JOIN +\n101\t \" WHERE dup_of IS NULL\") # doublons masqués\n102\t args: list = []\n103\t if active in (0, 1):\n104\t sql += \" AND active=?\"; args.append(active)\n105\t if active == 1: # quarantaine qualité : jamais dans les résultats publics\n106\t sql += \" AND published=1\"\n107\t if city:\n108\t sql += \" AND city=?\"; args.append(city)\n109\t if sector:\n110\t sql += \" AND sector LIKE ?\"; args.append(f\"%{sector}%\")\n111\t if unit_type:\n112\t sql += \" AND unit_type=?\"; args.append(unit_type)\n113\t if source:\n114\t sql += \" AND source=?\"; args.append(source)\n115\t if price_max is not None:\n116\t sql += \" AND price IS NOT NULL AND price<=?\"; args.append(price_max)\n117\t if price_min is not None:\n118\t sql += \" AND price IS NOT NULL AND price>=?\"; args.append(price_min)\n119\t if pets == \"oui\":\n120\t sql += \" AND pets IN ('oui','conditions')\"\n121\t elif pets:\n122\t sql += \" AND pets=?\"; args.append(pets)\n123\t if furnished in (0, 1):\n124\t sql += \" AND furnished=?\"; args.append(furnished)\n125\t if available_by:\n126\t # « now » trié après les dates ISO : comparaison explicite\n127\t sql += \" AND (availability_date='now' OR (availability_date IS NOT NULL\" \\\n128\t \" AND availability_date<=?))\"\n129\t args.append(available_by)\n130\t if area_min is not None:\n131\t sql += \" AND area_sqft IS NOT NULL AND area_sqft>=?\"; args.append(area_min)\n132\t if q:\n133\t sql += \" AND (title LIKE ? OR address LIKE ? OR sector LIKE ?)\"\n134\t args += [f\"%{q}%\"] * 3\n135\t if deal in (\"sous\", \"marche\", \"sur\"):\n136\t sql += \" AND fv.verdict=?\"; args.append(deal)\n137\t if kascore_min is not None:\n138\t sql += \" AND ks.global IS NOT NULL AND ks.global>=?\"\n139\t args.append(kascore_min)\n140\t total = con.execute(f\"SELECT COUNT(*) c FROM ({sql})\", args).fetchone()[\"c\"]\n141\t if sort == \"deal\": # meilleures affaires d'abord (écart le plus négatif)\n142\t sql += (\" ORDER BY fv.deviation IS NULL, fv.deviation ASC,\"\n143\t \" price IS NULL, price ASC LIMIT ? OFFSET ?\")\n144\t elif sort == \"ka\": # meilleurs emplacements d'abord (KA Score global)\n145\t sql += (\" ORDER BY ks.global IS NULL, ks.global DESC,\"\n146\t \" price IS NULL, price ASC LIMIT ? OFFSET ?\")\n147\t else:\n148\t sql += \" ORDER BY price IS NULL, price ASC LIMIT ? OFFSET ?\"\n149\t args += [limit, offset]\n150\t rows = [_row_to_dict(r) for r in con.execute(sql, args).fetchall()]\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"c708ca85-a0bc-4e56-81e1-7d24f27c1866","timestamp":"2026-08-21T21:09:49.226Z"}}42{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Searching for parking|garage|stationnement|STATIONNEMENT|unit_t…","usage":{"total_tokens":24073,"tool_uses":11,"duration_ms":19090},"last_tool_name":"Grep","uuid":"f7f34d07-57ab-40a2-b971-3053b32e2d7e","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}43{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaYrLYjiQmTWgchmNgS","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Cjexc3gNYeuHkgVFUxWBPD","name":"Grep","input":{"pattern":"parking|garage|stationnement|STATIONNEMENT|unit_type.*parking","path":"/Users/simon-pierreboucher/apps/lou-ka/louka","type":"py","output_mode":"content","context":3},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":2514,"cache_read_input_tokens":21394,"cache_creation":{"ephemeral_5m_input_tokens":2514,"ephemeral_1h_input_tokens":0},"output_tokens":26,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"bf4a4b5a-6385-4153-893a-5ec4af05d114"}}44{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Cjexc3gNYeuHkgVFUxWBPD","type":"tool_result","content":"<persisted-output>\nOutput too large (21.9KB). Full output saved to: /Users/simon-pierreboucher/.claude/projects/-Users-simon-pierreboucher-apps-lou-ka/048b2f77-93a9-4c47-9af0-6898fcb24dcd/tool-results/toolu_01Cjexc3gNYeuHkgVFUxWBPD.txt\n\nPreview (first 2KB):\nlouka/connectors/bribourg.py-100- m = re.search(r\"<content:encoded>\\s*<!\\[CDATA\\[(.*?)\\]\\]>\", item, re.S)\n/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/bribourg.py-101- content = m.group(1) if m else tag(\"description\")\n/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/bribourg.py-102-\nlouka/connectors/bribourg.py:103: # exclusions : stationnement / commercial / rangement\nlouka/connectors/bribourg.py:104: if re.search(r\"stationnement|commercial|rangement|garage|entrep[oô]t\",\nlouka/connectors/bribourg.py-105- title, re.I):\n/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/bribourg.py-106- return None\n/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/bribourg.py-107-\n--\nlouka/pdfgen.py-355- (\"laundry\", \"Buanderie\"), (\"storage\", \"Rangement\")):\nlouka/pdfgen.py-356- if d.get(k):\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-357- badges.append(lab)\nlouka/pdfgen.py:358: if (d.get(\"parking\") or {}).get(\"available\"):\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-359- badges.append(\"Stationnement\")\nlouka/pdfgen.py-360- if l.get(\"furnished\"):\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-361- badges.append(\"Meublé\")\n--\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-676- (\"Eau chaude incluse\", o[\"eau_chaude_pct\"]),\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-677- (\"Internet inclus\", o[\"internet_pct\"]),\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-678- (\"Climatisation\", o[\"clim_pct\"]),\nlouka/pdfgen.py:679: (\"Stationnement\", o[\"stationnement_pct\"]),\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-680- (\"Balcon\", o[\"balcon_pct\"]),\n/Users/simon-pierreboucher/apps/lou-ka/louka/pdfgen.py-681- (\"Meublé\", o[\"furnished_pct\"])]\nlouka/pdfgen.py-682- for lab, v in carac:\n--\n...\n</persisted-output>"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"06c3b18a-8bd5-4a5a-a42f-75704a9b73f4","timestamp":"2026-08-21T21:09:51.824Z"}}45{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Reading louka/connectors/bribourg.py","usage":{"total_tokens":25143,"tool_uses":12,"duration_ms":20752},"last_tool_name":"Read","uuid":"aa771e32-d383-4b89-8847-317b75503c1a","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}46{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaZ31jtjFvDnwX7TrWq","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01BWueR1r1LQ64ezSyhcrZTD","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/bribourg.py","limit":150},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":1067,"cache_read_input_tokens":23908,"cache_creation":{"ephemeral_5m_input_tokens":1067,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"204061dc-8961-42af-b460-aa8734f432fb"}}47{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01BWueR1r1LQ64ezSyhcrZTD","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# connectors/bribourg.py : connecteur Bri Bourg (bribourg.com)\n5\t# Site PHP simple (Charlesbourg, Vanier, Beauport). Les annonces de\n6\t# logements à louer sont publiées via un blogue DropInBlog embarqué dans\n7\t# Logements-a-louer.php ; on lit le flux RSS DropInBlog, puis on complète\n8\t# avec la page d'immeuble correspondante (Immeubles.php) : photos, code\n9\t# postal, descriptif de l'immeuble et services à proximité (via le cache\n10\t# self.detail()). Contact (tel:/mailto:) pris sur la page principale.\n11\t# -----------------------------------------------------------------------------\n12\tfrom __future__ import annotations\n13\t\n14\timport hashlib\n15\timport html as htmllib\n16\timport re\n17\timport unicodedata\n18\tfrom urllib.parse import unquote, urlparse, parse_qs\n19\t\n20\tfrom ..schema import Listing, infer_city, normalize_unit_type, parse_price\n21\tfrom .base import BaseConnector\n22\t\n23\tBASE = \"https://bribourg.com\"\n24\tRENT_PAGE = f\"{BASE}/Logements-a-louer.php\"\n25\t# identifiant du blogue DropInBlog (repli si non détecté dans la page)\n26\tDEFAULT_BLOG_ID = \"dcc6791b-355d-4d9b-bb91-a30d855f6cdf\"\n27\tFEED_URL = \"https://io.dropinblog.com/feed/{blog_id}/?limit=100\"\n28\t\n29\t\n30\tdef _strip_tags(s: str) -> str:\n31\t return re.sub(r\"\\s+\", \" \", htmllib.unescape(re.sub(r\"<[^>]+>\", \" \", s))).strip()\n32\t\n33\t\n34\tdef _norm(s: str) -> str:\n35\t s = unicodedata.normalize(\"NFD\", s.lower())\n36\t return \"\".join(c for c in s if unicodedata.category(c) != \"Mn\")\n37\t\n38\t\n39\tclass BribourgConnector(BaseConnector):\n40\t source_id = \"bribourg\"\n41\t request_delay = 0.6\n42\t\n43\t def fetch(self) -> list[Listing]:\n44\t # 1) Détecter l'identifiant du blogue DropInBlog dans la page\n45\t # (+ contact du gestionnaire : liens tel:/mailto: structurés)\n46\t blog_id = DEFAULT_BLOG_ID\n47\t self._contact: dict = {}\n48\t try:\n49\t page = self.get(RENT_PAGE).text\n50\t m = re.search(r\"embedjs/([0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-\"\n51\t r\"[0-9a-f]{4}-[0-9a-f]{12})\", page)\n52\t if m:\n53\t blog_id = m.group(1)\n54\t m = re.search(r'href=\"tel:(\\d{10})\"', page)\n55\t if m:\n56\t d = m.group(1)\n57\t self._contact[\"phone\"] = f\"{d[:3]}-{d[3:6]}-{d[6:]}\"\n58\t m = re.search(r'href=\"mailto:([^\"?]+)\"', page)\n59\t if m:\n60\t self._contact[\"email\"] = m.group(1)\n61\t except Exception:\n62\t pass\n63\t\n64\t # 2) Flux RSS des annonces\n65\t try:\n66\t feed = self.get(FEED_URL.format(blog_id=blog_id)).text\n67\t except Exception:\n68\t return []\n69\t\n70\t # 3) Pages d'immeubles (pour compléter les photos)\n71\t building_pages = self._building_pages()\n72\t\n73\t listings: list[Listing] = []\n74\t for item in re.findall(r\"<item>(.*?)</item>\", feed, re.S):\n75\t try:\n76\t lst = self._parse_item(item, building_pages)\n77\t if lst:\n78\t listings.append(lst)\n79\t except Exception:\n80\t continue\n81\t return listings\n82\t\n83\t # -- inventaire des pages d'immeubles ---------------------------------------\n84\t def _building_pages(self) -> list[str]:\n85\t try:\n86\t html = self.get(f\"{BASE}/Immeubles.php\").text\n87\t except Exception:\n88\t return []\n89\t pages = re.findall(r'href=\"((?:\\./)?\\d[\\w\\-]+\\.php)\"', html)\n90\t return sorted({p.lstrip(\"./\") for p in pages})\n91\t\n92\t # -- une annonce du flux -----------------------------------------------------\n93\t def _parse_item(self, item: str, building_pages: list[str]) -> Listing | None:\n94\t def tag(name: str) -> str:\n95\t m = re.search(r\"<%s>(.*?)</%s>\" % (name, name), item, re.S)\n96\t return htmllib.unescape(m.group(1).strip()) if m else \"\"\n97\t\n98\t title = _strip_tags(tag(\"title\"))\n99\t link = tag(\"link\") or RENT_PAGE\n100\t m = re.search(r\"<content:encoded>\\s*<!\\[CDATA\\[(.*?)\\]\\]>\", item, re.S)\n101\t content = m.group(1) if m else tag(\"description\")\n102\t\n103\t # exclusions : stationnement / commercial / rangement\n104\t if re.search(r\"stationnement|commercial|rangement|garage|entrep[oô]t\",\n105\t title, re.I):\n106\t return None\n107\t\n108\t text = _strip_tags(content)\n109\t # \"Adresse : 510, avenue Claude-Martin, Québec (Vanier)\"\n110\t addr_m = re.search(r\"Adresse\\s*:\\s*([^A-Z]*?[\\w\\s,.'’\\-()]+?)\"\n111\t r\"(?=\\s*(?:Loyer|Disponibilit|Caract|$))\", text)\n112\t address = addr_m.group(1).strip(\" ,\") if addr_m else \"\"\n113\t price_m = re.search(r\"Loyer\\s*:\\s*([\\d\\s,]+\\$[^A-Z]*?)(?=\\s*(?:Disponibilit|Caract|$))\",\n114\t text)\n115\t price_label = price_m.group(1).strip() if price_m else \"\"\n116\t avail_m = re.search(r\"Disponibilit[ée]\\s*:\\s*(.+?)(?=\\s*Caract|$)\", text)\n117\t availability = avail_m.group(1).strip() if avail_m else \"\"\n118\t\n119\t # secteur : \"(Vanier)\" dans l'adresse ou le titre\n120\t sector = \"\"\n121\t m = re.search(r\"\\(([^)]+)\\)\", address) or re.search(r\"\\(([^)]+)\\)\", title)\n122\t if m:\n123\t sector = m.group(1).strip()\n124\t\n125\t # caractéristiques (liste <li>)\n126\t amenities = []\n127\t for li in re.findall(r\"<li[^>]*>(.*?)</li>\", content, re.S):\n128\t t = _strip_tags(li)\n129\t if t and t not in amenities:\n130\t amenities.append(t)\n131\t unit_type = normalize_unit_type(title) or normalize_unit_type(\" \".join(amenities))\n132\t\n133\t # images de l'annonce (hébergées chez DropInBlog)\n134\t images = [u for u in dict.fromkeys(\n135\t re.findall(r'src=\"(https?://[^\"]+\\.(?:jpg|jpeg|png|webp))\"', content, re.I))]\n136\t\n137\t # identifiant stable : slug du paramètre ?p= du lien\n138\t qs = parse_qs(urlparse(link).query)\n139\t ext_id = unquote(qs.get(\"p\", [\"\"])[0]) or _norm(re.sub(r\"\\W+\", \"-\", address or title))\n140\t\n141\t # compléter avec la page de l'immeuble correspondant (numéro civique\n142\t # + rue) : photos, code postal, descriptif, services à proximité —\n143\t # via le cache self.detail() (clé = hash du contenu RSS de l'annonce)\n144\t description = text[:600]\n145\t civic_m = re.match(r\"(\\d+)\", address)\n146\t if civic_m and building_pages:\n147\t civic = civic_m.group(1)\n148\t street_words = [w for w in re.findall(r\"[a-z]{4,}\", _norm(address))\n149\t if w not in (\"avenue\", \"boulevard\", \"quebec\")]\n150\t for pg in building_pages:\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"d4d289a3-60fb-4a6c-aead-f4e5cbcecdc7","timestamp":"2026-08-21T21:09:53.460Z"}}48{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Reading louka/normalize.py","usage":{"total_tokens":27849,"tool_uses":13,"duration_ms":22355},"last_tool_name":"Read","uuid":"e162c875-4e2a-4ccf-99b3-d30c207fbb51","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}49{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaZ9cNF6isYHQtHRBTp","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UuhTgX4QVmEvMjfqYUpZUS","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/normalize.py","limit":250},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":2697,"cache_read_input_tokens":24975,"cache_creation":{"ephemeral_5m_input_tokens":2697,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"8722511c-f6e3-4e42-b90e-910aed18b700"}}50{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UuhTgX4QVmEvMjfqYUpZUS","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# normalize.py : couche de normalisation commune — chaque connecteur retourne\n5\t# les champs bruts de sa source, ce module uniformise tout :\n6\t# prix, dates de disponibilité, types d'unité, superficies,\n7\t# commodités (tags canoniques), adresses, contacts.\n8\t# -----------------------------------------------------------------------------\n9\tfrom __future__ import annotations\n10\t\n11\timport re\n12\timport unicodedata\n13\tfrom datetime import date\n14\t\n15\t# ---------------------------------------------------------------------------\n16\t# Utilitaires texte\n17\t# ---------------------------------------------------------------------------\n18\t\n19\t_NBSP = (\" \", \" \", \" \")\n20\t\n21\t\n22\tdef strip_accents(s: str) -> str:\n23\t return \"\".join(c for c in unicodedata.normalize(\"NFD\", s)\n24\t if unicodedata.category(c) != \"Mn\")\n25\t\n26\t\n27\tdef _clean_text(s: str) -> str:\n28\t \"\"\"Espaces insécables -> espaces, espaces multiples réduits.\"\"\"\n29\t for ch in _NBSP:\n30\t s = s.replace(ch, \" \")\n31\t return re.sub(r\"\\s+\", \" \", s).strip()\n32\t\n33\t\n34\tdef _key(s: str) -> str:\n35\t \"\"\"Texte en minuscules sans accents, pour matcher des mots-clés.\"\"\"\n36\t return strip_accents(_clean_text(s or \"\")).lower()\n37\t\n38\t\n39\t# valeur « ville » qui est en réalité une rue / route / adresse partielle\n40\t_STREET_IN_CITY = re.compile(\n41\t r\"(?i)^\\s*(\\d+[a-z]?\\s|\\d+e\\s)?(rue|av(enue)?|boul(evard)?|chemin|ch\\.|\"\n42\t r\"route|rang|place|allée|allee|montée|montee|croissant|impasse|terrasse|\"\n43\t r\"cours|carré|carre|côte|cote|promenade|sentier|street|road|drive|lane)\\b\")\n44\t_POSTAL_IN_CITY = re.compile(r\"(?i)\\s*[a-z]\\d[a-z]\\s?\\d[a-z]\\d\\s*$\")\n45\t\n46\t\n47\tdef clean_city(raw: str) -> str:\n48\t \"\"\"Nettoie un nom de ville : entités HTML décodées, code postal retiré,\n49\t et VIDE si la valeur est manifestement un nom de rue (certains portails\n50\t mettent la rue dans le champ ville) — mieux vaut aucune ville qu'une\n51\t fausse ville qui pollue les filtres.\"\"\"\n52\t import html as _html\n53\t if not raw:\n54\t return \"\"\n55\t s = _clean_text(_html.unescape(_html.unescape(raw)))\n56\t s = _POSTAL_IN_CITY.sub(\"\", s).strip(\" ,;-\")\n57\t if _STREET_IN_CITY.match(s):\n58\t return \"\"\n59\t if re.search(r\"\\d\", s) and not re.search(r\"(?i)saint|st[- ]\", s):\n60\t return \"\" # « Route 132 », « 6e Avenue »… (chiffres = suspect)\n61\t return s\n62\t\n63\t\n64\t_BAD_SECTOR = re.compile(\n65\t r\"(?i)^(rue|av(enue)?|boul(evard)?|blvd|chemin|route)\\b\" # rue en tête\n66\t r\"|\\b(rue|boul(evard)?|blvd|av\\.?)\\b.{0,30}\\b(et|and|/|&)\\b\" # intersection\n67\t r\"|minutes?\\s+d[ue]|\\bhttp\")\n68\t\n69\t\n70\tdef clean_sector(raw: str) -> str:\n71\t \"\"\"Nettoie un quartier : entités décodées ; VIDE si la valeur est une rue,\n72\t une intersection ou une phrase marketing (pollue le filtre Quartier).\"\"\"\n73\t import html as _html\n74\t if not raw:\n75\t return \"\"\n76\t s = _clean_text(_html.unescape(_html.unescape(raw)))\n77\t if len(s) > 40 or _BAD_SECTOR.search(s):\n78\t return \"\"\n79\t return s\n80\t\n81\t\n82\tdef clean_address(raw: str) -> str:\n83\t \"\"\"Nettoie une adresse : espaces, virgules orphelines, casse conservée.\"\"\"\n84\t if not raw:\n85\t return \"\"\n86\t s = _clean_text(raw)\n87\t s = re.sub(r\"\\s*,\\s*\", \", \", s) # virgules uniformes\n88\t s = re.sub(r\"(, )+\", \", \", s) # virgules doublées\n89\t return s.strip(\" ,;-\")\n90\t\n91\t\n92\t# ---------------------------------------------------------------------------\n93\t# Prix\n94\t# ---------------------------------------------------------------------------\n95\t\n96\t_PRICE_FROM_RE = re.compile(\n97\t r\"a partir|des\\s+\\d|starting|\\bfrom\\b|\\bdes\\b\\s*$|\\+\\s*$\"\n98\t r\"|de\\s+\\d[\\d\\s]*\\s*\\$?\\s*a\\s+\\d\", re.I) # fourchette « de X $ à Y $ »\n99\t\n100\t\n101\tdef parse_price(raw: str) -> float | None:\n102\t \"\"\"Extrait un loyer mensuel : '1 195 $/mois', '$1,195', 'À partir de 995$'.\n103\t\n104\t Retourne le montant le plus bas si plusieurs, None si aucun montant\n105\t plausible (100–20 000 $). Jamais de valeur inventée.\n106\t \"\"\"\n107\t if not raw:\n108\t return None\n109\t s = _clean_text(str(raw))\n110\t if \"$\" not in s:\n111\t return None\n112\t nums = []\n113\t for m in re.finditer(r\"(?:\\$\\s*)?(\\d[\\d\\s]*(?:[.,]\\d+)?)(?:\\s*\\$)?\", s):\n114\t # le nombre doit toucher un « $ » (avant ou après)\n115\t start, end = m.span()\n116\t near = s[max(0, start - 2):start] + m.group(0) + s[end:end + 2]\n117\t if \"$\" not in near:\n118\t continue\n119\t num = m.group(1).replace(\" \", \"\")\n120\t # « 1,195 » = virgule de milliers ; « 1195,00 » = décimales\n121\t if re.search(r\",\\d{3}(?:\\D|$)\", num + \" \"):\n122\t num = num.replace(\",\", \"\")\n123\t else:\n124\t num = num.replace(\",\", \".\")\n125\t try:\n126\t val = float(num)\n127\t except ValueError:\n128\t continue\n129\t if 100 <= val <= 20000:\n130\t nums.append(val)\n131\t return min(nums) if nums else None\n132\t\n133\t\n134\tdef price_is_from(raw: str) -> bool:\n135\t \"\"\"Vrai si le prix est annoncé « à partir de ».\"\"\"\n136\t return bool(raw) and bool(_PRICE_FROM_RE.search(_key(raw)))\n137\t\n138\t\n139\t# ---------------------------------------------------------------------------\n140\t# Type d'unité\n141\t# ---------------------------------------------------------------------------\n142\t\n143\t_UNIT_WORDS = [\n144\t (re.compile(r\"\\bstudio\\b|\\bbachelor\\b\"), \"Studio\"),\n145\t (re.compile(r\"\\bloft\\b\"), \"Loft\"),\n146\t (re.compile(r\"\\bpenthouse\\b\"), \"Penthouse\"),\n147\t (re.compile(r\"\\bcondo\\b\"), \"Condo\"),\n148\t (re.compile(r\"maison de ville|townhouse|\\bmdv\\b\"), \"Maison\"),\n149\t (re.compile(r\"\\bmaison\\b|\\bhouse\\b|\\bcottage\\b\"), \"Maison\"),\n150\t (re.compile(r\"\\bchambre\\b|\\broom\\b(?!s)\"), \"Chambre\"),\n151\t]\n152\t\n153\t\n154\tdef normalize_unit_type(raw: str) -> str:\n155\t \"\"\"Standardise le type d'unité vers l'énumération Lou-Ka.\n156\t\n157\t '4 1/2', '4½', '4,5', '4.5' -> '4½' ; '2 chambres' -> '4½' (n cc + 2) ;\n158\t '6½' et plus -> '6½+' ; 'bachelor' -> 'Studio' ; 'MDV' -> 'Maison'.\n159\t \"\"\"\n160\t if not raw:\n161\t return \"\"\n162\t s = _key(str(raw))\n163\t\n164\t # « 4 1/2 », « 4½ », « 4,5 », « 4.5 », « 5 1/5 » (coquille fréquente)\n165\t m = re.search(r\"(\\d+)\\s*(?:½|1/2|1/5|[.,]5)\", s)\n166\t if not m:\n167\t # « 4 pièces et demie »\n168\t m = re.search(r\"(\\d+)\\s*pieces?\\s*(?:et\\s*demie?)?\", s)\n169\t if m:\n170\t n = int(m.group(1))\n171\t if n < 1:\n172\t return \"\"\n173\t return \"6½+\" if n >= 6 else f\"{n}½\"\n174\t\n175\t # « 2 chambres », « 3 cc », « 2 bedrooms » -> n + 2 pièces et demie\n176\t m = re.search(r\"(\\d+)\\s*(?:chambres?|\\bcc\\b|\\bcac\\b|bed(?:room)?s?\\b|\\bbdr\\b)\", s)\n177\t if not m:\n178\t # nombres en toutes lettres : « une chambre », « two bedrooms »\n179\t mots = {\"une\": 1, \"un\": 1, \"one\": 1, \"deux\": 2, \"two\": 2,\n180\t \"trois\": 3, \"three\": 3, \"quatre\": 4, \"four\": 4}\n181\t m2 = re.search(r\"\\b(une?|one|deux|two|trois|three|quatre|four)\\s+(?:chambres?|bed(?:room)?s?)\\b\", s)\n182\t if m2:\n183\t n = mots[m2.group(1)] + 2\n184\t return \"6½+\" if n >= 6 else f\"{n}½\"\n185\t if m:\n186\t n = int(m.group(1)) + 2\n187\t return \"6½+\" if n >= 6 else f\"{n}½\"\n188\t\n189\t for rx, label in _UNIT_WORDS:\n190\t if rx.search(s):\n191\t # « chambre » précédé d'un nombre a déjà été traité ci-dessus\n192\t return label\n193\t return _clean_text(str(raw))\n194\t\n195\t\n196\t# ---------------------------------------------------------------------------\n197\t# Chambres / salles de bain\n198\t# ---------------------------------------------------------------------------\n199\t\n200\t_BEDROOMS_TXT_RE = re.compile(\n201\t r\"(\\d+)\\s*(?:chambres?(?:\\s+a\\s+coucher)?\\b|\\bcc\\b|\\bcac\\b|bed(?:room)?s?\\b|\\bbdr\\b)\")\n202\t_BATHROOMS_TXT_RE = re.compile(\n203\t r\"(\\d+(?:[.,]5)?)\\s*(?:salles?\\s+de\\s+bains?\\b|\\bsdb\\b|bath(?:room)?s?\\b)\")\n204\t\n205\t\n206\tdef bedrooms_from_unit_type(unit_type: str) -> float | None:\n207\t \"\"\"Chambres fermées selon la convention québécoise des « pièces et demie ».\n208\t\n209\t n½ = n pièces -> n-2 chambres (3½→1, 4½→2, 5½→3) ; 1½/2½ -> 0 ;\n210\t 6½+ -> 4 (borne basse connue) ; Studio/Loft -> 0 ; Chambre -> 1.\n211\t Types sans nombre de pièces (Maison, Condo…) -> None (inconnu).\n212\t \"\"\"\n213\t if not unit_type:\n214\t return None\n215\t s = unit_type.strip()\n216\t if s == \"6½+\":\n217\t return 4.0\n218\t m = re.match(r\"^(\\d+)½$\", s)\n219\t if m:\n220\t return float(max(int(m.group(1)) - 2, 0))\n221\t key = _key(s)\n222\t if key in (\"studio\", \"loft\"):\n223\t return 0.0\n224\t if key == \"chambre\":\n225\t return 1.0\n226\t return None\n227\t\n228\t\n229\tdef parse_bedrooms(*texts: str) -> float | None:\n230\t \"\"\"Nombre de chambres explicite dans un texte : « 3 chambres », « 2 bedrooms ».\n231\t\n232\t Jamais de valeur inventée : None si aucun nombre plausible (0-12).\n233\t \"\"\"\n234\t for t in texts:\n235\t if not t:\n236\t continue\n237\t m = _BEDROOMS_TXT_RE.search(_key(str(t)))\n238\t if m:\n239\t n = int(m.group(1))\n240\t if 0 <= n <= 12:\n241\t return float(n)\n242\t return None\n243\t\n244\t\n245\tdef parse_bathrooms(*texts: str) -> float | None:\n246\t \"\"\"Nombre de salles de bain : « 2 salles de bain », « 1.5 bath », « 1 sdb ».\"\"\"\n247\t for t in texts:\n248\t if not t:\n249\t continue\n250\t m = _BATHROOMS_TXT_RE.search(_key(str(t)))\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"d2ee1f13-1b8b-4ceb-9d98-bb781e568cc1","timestamp":"2026-08-21T21:09:55.054Z"}}51{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Reading louka/ingest.py","usage":{"total_tokens":32024,"tool_uses":14,"duration_ms":23847},"last_tool_name":"Read","uuid":"59820ce7-bd45-402d-9c4a-94a7db369df8","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}52{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaZGKgSveYP8ddSU35s","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_014PfYoYfgJaD8vSZgaLK9im","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":5,"cache_creation_input_tokens":4172,"cache_read_input_tokens":27672,"cache_creation":{"ephemeral_5m_input_tokens":4172,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"424236db-ac09-4e07-bd3c-70e9d4084487"}}53{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_014PfYoYfgJaD8vSZgaLK9im","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 print(f\"[lou-ka] prochaine synchronisation dans {interval_seconds}s\")\n141\t time.sleep(interval_seconds)\n142\t\n143\t\n144\tif __name__ == \"__main__\":\n145\t run(sys.argv[1:] or None)\n146\t\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"8653ae2a-5947-47e8-8539-7747c3698f8c","timestamp":"2026-08-21T21:09:56.544Z"}}54{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Reading run.py","usage":{"total_tokens":34388,"tool_uses":15,"duration_ms":25109},"last_tool_name":"Read","uuid":"2ef8a914-3829-4daa-a286-216b4fbc7a2c","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}55{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaZNgBGTfkED3CQwScn","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01RLwGJmnBwFJvwgeTo2zEi5","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/run.py"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":2359,"cache_read_input_tokens":31844,"cache_creation":{"ephemeral_5m_input_tokens":2359,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"1c0b4771-1075-4efc-8d6b-8ddfb15c0953"}}56{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01RLwGJmnBwFJvwgeTo2zEi5","type":"tool_result","content":"1\t#!/usr/bin/env python3\n2\t# -----------------------------------------------------------------------------\n3\t# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n4\t# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n5\t# run.py : point d'entrée — `sync`, `watch`, `serve`\n6\t# -----------------------------------------------------------------------------\n7\t\"\"\"Utilisation :\n8\t python run.py sync [source ...] # synchronise les annonces\n9\t python run.py watch [minutes] # synchronise en boucle (défaut 60 min)\n10\t python run.py serve [port] # démarre l'API + le frontend (défaut 8080)\n11\t python run.py record <source ...> # enregistre les fixtures de test d'une source\n12\t python run.py geocode [n] # géocode les annonces sans coordonnées (max n requêtes)\n13\t python run.py poi [n] # commodités de proximité par immeuble (max n requêtes)\n14\t python run.py env [n] # environnement OSM par tuile (socle des KA Scores)\n15\t python run.py kascores [all] # calcule les KA Scores du parc (all = tout recalculer)\n16\t\"\"\"\n17\tfrom __future__ import annotations\n18\t\n19\timport os\n20\timport sys\n21\tfrom pathlib import Path\n22\t\n23\t# Charger .env (FIRECRAWL_API_KEY, etc.) sans dépendance externe\n24\t_env = Path(__file__).parent / \".env\"\n25\tif _env.exists():\n26\t for line in _env.read_text().splitlines():\n27\t line = line.strip()\n28\t if line and not line.startswith(\"#\") and \"=\" in line:\n29\t k, _, v = line.partition(\"=\")\n30\t os.environ.setdefault(k.strip(), v.strip())\n31\t\n32\t\n33\tdef main() -> None:\n34\t cmd = sys.argv[1] if len(sys.argv) > 1 else \"serve\"\n35\t if cmd == \"sync\":\n36\t from louka import ingest\n37\t ingest.run(sys.argv[2:] or None)\n38\t elif cmd == \"watch\":\n39\t from louka import ingest\n40\t minutes = int(sys.argv[2]) if len(sys.argv) > 2 else 60\n41\t ingest.watch(minutes * 60)\n42\t elif cmd == \"geocode1\":\n43\t from louka import geocode\n44\t limit = int(sys.argv[2]) if len(sys.argv) > 2 else None\n45\t geocode.run(limit)\n46\t elif cmd == \"geocode\":\n47\t # lot Adresses Québec (rapide) ; « geocode1 » = ancien mode 1-par-1\n48\t from louka import geocode\n49\t limit = int(sys.argv[2]) if len(sys.argv) > 2 else None\n50\t geocode.run_batch(limit)\n51\t elif cmd == \"quality\":\n52\t # (re)calcule le score de complétude + publication/quarantaine\n53\t from louka import quality\n54\t limit = int(sys.argv[2]) if len(sys.argv) > 2 else None\n55\t quality.backfill(limit)\n56\t elif cmd == \"imgaudit\":\n57\t # contrôle qualité des images (liens morts, minuscules, placeholders,\n58\t # doublons) — incrémental : python run.py imgaudit [n_annonces] [source]\n59\t from louka import imgcheck\n60\t limit = int(sys.argv[2]) if len(sys.argv) > 2 else 1500\n61\t src = sys.argv[3] if len(sys.argv) > 3 else None\n62\t imgcheck.run(limit, source=src)\n63\t elif cmd == \"fairvalue\":\n64\t # (re)calcule la juste valeur locative de toutes les annonces publiées\n65\t from louka import fairvalue\n66\t fairvalue.compute_all()\n67\t elif cmd == \"poi\":\n68\t from louka import poi\n69\t limit = int(sys.argv[2]) if len(sys.argv) > 2 else None\n70\t poi.run(limit)\n71\t elif cmd == \"quartier\":\n72\t from louka import quartier\n73\t limit = int(sys.argv[2]) if len(sys.argv) > 2 else None\n74\t quartier.enrich(limit)\n75\t elif cmd == \"env\":\n76\t # données d'environnement OSM par tuile (routes, rails, cyclable,\n77\t # bars, POI complets) — cache ~3 mois, socle des KA Scores\n78\t from louka import environment\n79\t limit = int(sys.argv[2]) if len(sys.argv) > 2 else None\n80\t print(environment.run(limit))\n81\t elif cmd == \"kascores\":\n82\t # (re)calcule les KA Scores (Walk/Transit/Bike/Calme/Services + global)\n83\t # incrémental ; « python run.py kascores all » force tout le parc\n84\t from louka import kascores\n85\t force = len(sys.argv) > 2 and sys.argv[2] == \"all\"\n86\t print(kascores.run(recompute_all=force))\n87\t elif cmd == \"record\":\n88\t from louka import fixtures\n89\t from louka.connectors import CONNECTORS\n90\t targets = sys.argv[2:] or sorted(CONNECTORS)\n91\t for sid in targets:\n92\t try:\n93\t print(f\"[lou-ka] record {sid} ... {fixtures.record(sid)}\")\n94\t except Exception as exc:\n95\t print(f\"[lou-ka] record {sid} ÉCHEC : {exc}\", file=sys.stderr)\n96\t elif cmd == \"serve\":\n97\t import uvicorn\n98\t port = int(sys.argv[2]) if len(sys.argv) > 2 else 8080\n99\t uvicorn.run(\"louka.web:app\", host=\"0.0.0.0\", port=port)\n100\t else:\n101\t print(__doc__)\n102\t sys.exit(1)\n103\t\n104\t\n105\tif __name__ == \"__main__\":\n106\t main()\n107\t\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"8db61768-7e15-4fe5-b6dc-0c318accb1d6","timestamp":"2026-08-21T21:09:57.806Z"}}57{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Running find /Users/simon-pierreboucher/apps/lou-ka -name…","usage":{"total_tokens":36290,"tool_uses":16,"duration_ms":26664},"last_tool_name":"Bash","uuid":"72a834ca-df22-4799-b6e7-a3f5c0eb5dfa","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}58{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaZUNj5ASA2WZZBEBqR","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01MY3efQTBRJp6tTHUM66FaT","name":"Bash","input":{"command":"find /Users/simon-pierreboucher/apps/lou-ka -name \"ecosystem.config.js\" -o -name \".pm2\" -o -name \"pm2.config.js\" 2>/dev/null"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":1876,"cache_read_input_tokens":34203,"cache_creation":{"ephemeral_5m_input_tokens":1876,"ephemeral_1h_input_tokens":0},"output_tokens":26,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"fb1cb0fb-a1f9-413c-9ed0-58ea1dd3489f"}}59{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01MY3efQTBRJp6tTHUM66FaT","type":"tool_result","content":"(Bash completed with no output)","is_error":false}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"5388c47f-1768-41f6-beeb-33bed37b1e71","timestamp":"2026-08-21T21:09:59.614Z"}}60{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Running cat /Users/simon-pierreboucher/apps/lou-ka/packag…","usage":{"total_tokens":36435,"tool_uses":17,"duration_ms":27877},"last_tool_name":"Bash","uuid":"efa3a2de-5596-4804-9b54-50c0069d1a8e","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}61{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaZc26wwAS26kyAJeFf","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_015yzYqnTgGKdzyCgPrKfvMA","name":"Bash","input":{"command":"cat 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-----------------------------------------------------------------------------\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\t\n13\t# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n14\t# contenu) s'appliquent en plus du score — voir evaluate().\n15\tPUBLISH_THRESHOLD = 40\n16\t\n17\t# Pondération du score de complétude (total = 100)\n18\tW_PRICE = 20 # prix mensuel exploitable\n19\tW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\n20\tW_CITY = 4\n21\tW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\n22\tW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\n23\tW_UNIT = 8 # type d'unité ou nombre de chambres\n24\tW_AVAILABILITY = 5\n25\tW_AREA = 4\n26\tW_BATHROOMS = 3\n27\tW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\n28\tW_DETAILS = 4 # >= 3 champs structurés\n29\tW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n30\t\n31\t\n32\tdef _as_list(value) -> list:\n33\t if isinstance(value, list):\n34\t return value\n35\t if isinstance(value, str) and value:\n36\t try:\n37\t out = json.loads(value)\n38\t return out if isinstance(out, list) else []\n39\t except ValueError:\n40\t return []\n41\t return []\n42\t\n43\t\n44\tdef _as_dict(value) -> dict:\n45\t if isinstance(value, dict):\n46\t return value\n47\t if isinstance(value, str) and value:\n48\t try:\n49\t out = json.loads(value)\n50\t return out if isinstance(out, dict) else {}\n51\t except ValueError:\n52\t return {}\n53\t return {}\n54\t\n55\t\n56\tdef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n57\t \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n58\t\n59\t Retourne (score 0–100, publiable, raisons de quarantaine).\n60\t Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n61\t déjà décodés (Listing.asdict) — images/amenities/details.\n62\t \"\"\"\n63\t score = 0.0\n64\t reasons: list[str] = []\n65\t\n66\t # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n67\t # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n68\t price = d.get(\"price\")\n69\t has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n70\t if has_price:\n71\t score += W_PRICE\n72\t\n73\t address = (d.get(\"address\") or \"\").strip()\n74\t city = (d.get(\"city\") or \"\").strip()\n75\t sector = (d.get(\"sector\") or \"\").strip()\n76\t has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n77\t if address or has_coords:\n78\t score += W_LOCATION\n79\t elif sector:\n80\t score += W_LOCATION * 0.5\n81\t if city:\n82\t score += W_CITY\n83\t\n84\t desc = (d.get(\"description\") or \"\").strip()\n85\t if len(desc) >= 200:\n86\t score += W_DESCRIPTION\n87\t elif len(desc) >= 60:\n88\t score += W_DESCRIPTION * 0.5\n89\t\n90\t images = _as_list(d.get(\"images\"))\n91\t n_img = len(images)\n92\t if n_img >= 5:\n93\t score += W_IMAGES\n94\t elif n_img >= 2:\n95\t score += 11\n96\t elif n_img == 1:\n97\t score += 6\n98\t\n99\t if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n100\t score += W_UNIT\n101\t if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n102\t score += W_AVAILABILITY\n103\t if d.get(\"area_sqft\"):\n104\t score += W_AREA\n105\t if d.get(\"bathrooms\") is not None:\n106\t score += W_BATHROOMS\n107\t\n108\t amenities = _as_list(d.get(\"amenities\"))\n109\t if len(amenities) >= 3:\n110\t score += W_AMENITIES\n111\t elif len(amenities) >= 1:\n112\t score += W_AMENITIES * 0.5\n113\t\n114\t details = _as_dict(d.get(\"details\"))\n115\t if len(details) >= 3:\n116\t score += W_DETAILS\n117\t elif len(details) >= 1:\n118\t score += W_DETAILS * 0.5\n119\t\n120\t if (d.get(\"url\") or \"\").strip():\n121\t score += W_URL\n122\t\n123\t score = round(min(score, 100.0), 1)\n124\t\n125\t # 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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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"91d205e0-cbca-49d1-95f9-f29671ddf5d8","timestamp":"2026-08-21T21:10:06.612Z"}}69{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Running grep -r \"return None\" /Users/simon-pierreboucher/…","usage":{"total_tokens":39591,"tool_uses":20,"duration_ms":35659},"last_tool_name":"Bash","uuid":"3b570e46-e2ab-4364-9eab-8a24ab3fc9ee","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}70{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaa7kmfeiZrg84zjWvu","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0178rvpS56qXk3tTBwag6qvv","name":"Bash","input":{"command":"grep 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-----------------------------------------------------------------------------\n2\t# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n3\t# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n4\t# connectors/cogir.py : connecteur Cogir Immobilier (cogir.net)\n5\t# Page liste « gestion-immeubles-residentiels » (rendu serveur) filtrée sur\n6\t# les villes de la région de Québec/Lévis, du Grand Montréal (île de\n7\t# Montréal, Laval, Longueuil/Rive-Sud, Rive-Nord proche) et de l'Outaouais\n8\t# (Gatineau/Hull/Aylmer); chaque immeuble a\n9\t# une fiche avec un tableau « Modèles disponibles » (type + prix à partir de)\n10\t# et une galerie photos (DATA/PHOTO). Une annonce par modèle d'unité, sinon\n11\t# par immeuble.\n12\t# Exclus : Ontario/Halifax/etc., résidences pour aînés/retraités/étudiantes.\n13\t# -----------------------------------------------------------------------------\n14\tfrom __future__ import annotations\n15\t\n16\timport re\n17\tfrom urllib.parse import unquote\n18\t\n19\tfrom bs4 import BeautifulSoup\n20\t\n21\tfrom ..schema import Listing, infer_city, normalize_unit_type, parse_price\n22\tfrom .base import BaseConnector\n23\t\n24\t\n25\tdef _dedup_address(raw: str) -> str:\n26\t \"\"\"Retire les segments dupliqués des adresses Cogir\n27\t (« 1769 Rue Careau, Québec, QC, Québec, Québec G1M 0E6 »).\"\"\"\n28\t parts, seen = [], set()\n29\t for seg in (s.strip() for s in (raw or \"\").split(\",\")):\n30\t key = seg.lower()\n31\t if not seg or key in seen:\n32\t continue\n33\t seen.add(key)\n34\t parts.append(seg)\n35\t return \", \".join(parts)\n36\t\n37\tBASE = \"https://www.cogir.net\"\n38\tLIST_URL = f\"{BASE}/gestion-immeubles-residentiels.html\"\n39\t\n40\t# Slugs d'URL correspondant à la région de Québec/Lévis\n41\t_QC_SLUGS = {\n42\t \"quebec\", \"sainte-foy\", \"ste-foy\", \"levis\", \"saint-romuald\", \"charny\",\n43\t \"loretteville\", \"neufchatel\", \"beauport\", \"charlesbourg\", \"cap-rouge\",\n44\t \"val-belair\", \"l-ancienne-lorette\", \"saint-augustin\", \"sillery\",\n45\t \"saint-nicolas\", \"wendake\", \"vanier\", \"lebourgneuf\",\n46\t}\n47\t_SLUG_TO_SECTOR = {\n48\t \"quebec\": \"\", \"sainte-foy\": \"Sainte-Foy\", \"ste-foy\": \"Sainte-Foy\",\n49\t \"levis\": \"Lévis\", \"saint-romuald\": \"Saint-Romuald\", \"charny\": \"Charny\",\n50\t \"loretteville\": \"Loretteville\", \"neufchatel\": \"Neufchâtel\",\n51\t \"beauport\": \"Beauport\", \"charlesbourg\": \"Charlesbourg\",\n52\t \"cap-rouge\": \"Cap-Rouge\", \"val-belair\": \"Val-Bélair\",\n53\t \"l-ancienne-lorette\": \"L'Ancienne-Lorette\",\n54\t \"saint-augustin\": \"Saint-Augustin\", \"sillery\": \"Sillery\",\n55\t \"saint-nicolas\": \"Saint-Nicolas\", \"wendake\": \"Wendake\",\n56\t \"vanier\": \"Vanier\", \"lebourgneuf\": \"Lebourgneuf\",\n57\t}\n58\t\n59\t# Slugs d'URL du Grand Montréal et de l'Outaouais -> (secteur, ville).\n60\t# Les autres slugs (Toronto, London, Ottawa, Halifax, Sherbrooke...) restent\n61\t# exclus (hors Québec ou résidences aînés).\n62\t_GM_SLUGS = {\n63\t # Île de Montréal\n64\t \"montreal\": (\"\", \"Montréal\"),\n65\t \"vieux-montreal\": (\"Vieux-Montréal\", \"Montréal\"),\n66\t \"rosemont\": (\"Rosemont\", \"Montréal\"),\n67\t \"lasalle\": (\"LaSalle\", \"Montréal\"),\n68\t \"pierrefonds\": (\"Pierrefonds\", \"Montréal\"),\n69\t \"ville-st-laurent\": (\"Saint-Laurent\", \"Montréal\"),\n70\t \"montreal-est\": (\"\", \"Montréal-Est\"),\n71\t \"westmount\": (\"\", \"Westmount\"),\n72\t \"pointe-claire\": (\"\", \"Pointe-Claire\"),\n73\t \"dorval\": (\"\", \"Dorval\"),\n74\t # Laval\n75\t \"laval\": (\"\", \"Laval\"),\n76\t # Longueuil / Rive-Sud\n77\t \"longueuil\": (\"\", \"Longueuil\"),\n78\t \"saint-hubert\": (\"Saint-Hubert\", \"Longueuil\"),\n79\t \"brossard\": (\"\", \"Brossard\"),\n80\t \"boucherville\": (\"\", \"Boucherville\"),\n81\t \"saint-lambert\": (\"\", \"Saint-Lambert\"),\n82\t \"saint-bruno\": (\"\", \"Saint-Bruno-de-Montarville\"),\n83\t \"sainte-julie\": (\"\", \"Sainte-Julie\"),\n84\t \"beloeil\": (\"\", \"Belœil\"),\n85\t \"varennes\": (\"\", \"Varennes\"),\n86\t \"saint-constant\": (\"\", \"Saint-Constant\"),\n87\t \"delson\": (\"\", \"Delson\"),\n88\t \"candiac\": (\"\", \"Candiac\"),\n89\t \"chateauguay\": (\"\", \"Châteauguay\"),\n90\t # Rive-Nord proche\n91\t \"repentigny\": (\"\", \"Repentigny\"),\n92\t \"terrebonne\": (\"\", \"Terrebonne\"),\n93\t \"mascouche\": (\"\", \"Mascouche\"),\n94\t # Outaouais (expansion provinciale 2026-08)\n95\t \"gatineau\": (\"\", \"Gatineau\"),\n96\t \"hull\": (\"Hull\", \"Gatineau\"),\n97\t \"aylmer\": (\"Aylmer\", \"Gatineau\"),\n98\t}\n99\t# Slugs génériques : remplacés par un slug plus précis quand disponible\n100\t_GENERIC_SLUGS = {\"quebec\", \"montreal\"}\n101\t_BUILDING_RE = re.compile(\n102\t r'href=\"(immeuble-residentiel-([a-z0-9\\-]+)/(\\d+)-[^\"]+\\.html)\"')\n103\t_EXCLUDE_RE = re.compile(\n104\t r\"résidence[s]? pour (aîné|retrait)|résidence[s]? étudiante|\"\n105\t r\"stationnement|commercial|rangement|entreposage\", re.I)\n106\t\n107\t\n108\tclass CogirConnector(BaseConnector):\n109\t source_id = \"cogir\"\n110\t request_delay = 0.6\n111\t max_buildings = 150 # garde-fou (région de Québec + Grand Montréal)\n112\t max_images = 25\n113\t\n114\t def fetch(self) -> list[Listing]:\n115\t html = self.get(LIST_URL).text\n116\t\n117\t # 1) Immeubles des régions couvertes (dédupliqués par id numérique;\n118\t # on privilégie le slug le plus précis, ex. sainte-foy > quebec)\n119\t buildings: dict[str, dict] = {}\n120\t for m in _BUILDING_RE.finditer(html):\n121\t path, slug, bid = m.group(1), m.group(2), m.group(3)\n122\t if slug not in _QC_SLUGS and slug not in _GM_SLUGS:\n123\t continue\n124\t cur = buildings.get(bid)\n125\t if cur is None or (cur[\"slug\"] in _GENERIC_SLUGS\n126\t and slug not in _GENERIC_SLUGS):\n127\t buildings[bid] = {\"path\": path, \"slug\": slug, \"id\": bid}\n128\t\n129\t listings: list[Listing] = []\n130\t for i, b in enumerate(buildings.values()):\n131\t if i >= self.max_buildings:\n132\t break\n133\t try:\n134\t page = self.get(f\"{BASE}/{b['path']}\").text\n135\t except Exception:\n136\t continue\n137\t soup = BeautifulSoup(page, \"html.parser\")\n138\t\n139\t h1 = soup.select_one(\"h1\")\n140\t name = h1.get_text(strip=True) if h1 else f\"Immeuble {b['id']}\"\n141\t addr_el = soup.select_one(\"p.adresse\")\n142\t address = \"\"\n143\t if addr_el:\n144\t address = addr_el.get_text(\" \", strip=True)\n145\t address = re.sub(r\"Coordonnées complètes.*|Visite virtuelle.*\",\n146\t \"\", address).strip(\" »\")\n147\t address = _dedup_address(address)\n148\t\n149\t # description (+ éventuelle section « Promotion » en tête)\n150\t desc = \"\"\n151\t d_h2 = soup.find(\"h2\", string=re.compile(\"Description\", re.I))\n152\t if d_h2 and d_h2.find_parent():\n153\t desc = d_h2.find_parent().get_text(\" \", strip=True)\n154\t desc = re.sub(r\"^Description\\s*\", \"\", desc)[:600]\n155\t p_h2 = soup.find(\"h2\", string=re.compile(r\"^\\s*Promotion\", re.I))\n156\t if p_h2 and p_h2.find_parent():\n157\t promo = p_h2.find_parent().get_text(\" \", strip=True)\n158\t promo = re.sub(r\"^Promotion\\s*\", \"\", promo).strip()[:200]\n159\t if promo:\n160\t desc = f\"Promotion : {promo}. {desc}\".strip()[:700]\n161\t\n162\t # exclusion aînés / étudiantes / commercial\n163\t if _EXCLUDE_RE.search(name) or _EXCLUDE_RE.search(desc[:200]):\n164\t continue\n165\t\n166\t # commodités\n167\t amenities: list[str] = []\n168\t s_h2 = soup.find(\"h2\", string=re.compile(\n169\t \"Services dans l'immeuble\", re.I))\n170\t if s_h2:\n171\t ul = s_h2.find_next(\"ul\")\n172\t if ul:\n173\t amenities = [li.get_text(strip=True)\n174\t for li in ul.select(\"li\")][:20]\n175\t\n176\t # photos (relatives DATA/PHOTO/... -> absolues)\n177\t images: list[str] = []\n178\t for im in soup.select(\"img[src]\"):\n179\t src = im[\"src\"]\n180\t if \"DATA/PHOTO\" not in src:\n181\t continue\n182\t absu = src if src.startswith(\"http\") else f\"{BASE}/{src.lstrip('/')}\"\n183\t if absu not in images:\n184\t images.append(absu)\n185\t images = images[: self.max_images]\n186\t\n187\t # contact de l'immeuble (liens tel:/mailto:, hors pied de page\n188\t # corporatif info@cogir.net / 1-866-671-6381)\n189\t contact: dict = {}\n190\t for a in soup.select('a[href^=\"tel:\"]'):\n191\t digits = re.sub(r\"\\D\", \"\", a.get(\"href\", \"\"))[-10:]\n192\t if len(digits) == 10 and not digits.startswith(\"866\"):\n193\t contact[\"phone\"] = (f\"{digits[:3]}-{digits[3:6]}-\"\n194\t f\"{digits[6:]}\")\n195\t break\n196\t for a in soup.select('a[href^=\"mailto:\"]'):\n197\t email = unquote(a[\"href\"].removeprefix(\"mailto:\")).strip()\n198\t if email and email.lower() != \"info@cogir.net\":\n199\t contact[\"email\"] = email\n200\t break\n\n<system-reminder>\nWhenever you read a file, you should consider whether it would be considered malware. 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Journal : /tmp/louka-kascores.log\n4\tcd ~/apps/lou-ka\n5\tfor i in {1..10}; do\n6\t .venv/bin/python run.py env >> /tmp/louka-kascores.log 2>&1\n7\t MANQ=$(.venv/bin/python - <<PY\n8\tfrom louka import db, environment\n9\tcon = db.connect()\n10\ttiles = environment.needed_tiles(con)\n11\thave = {r[\"tile_key\"] for r in con.execute(\"SELECT tile_key FROM env_tiles\")}\n12\tprint(sum(1 for t in tiles if f\"{t[0]},{t[1]}\" not in have))\n13\tPY\n14\t)\n15\t echo \"[reprise $i] tuiles manquantes: $MANQ\" >> /tmp/louka-kascores.log\n16\t [ \"$MANQ\" = \"0\" ] && break\n17\t sleep 900\n18\tdone\n19\t.venv/bin/python run.py kascores >> /tmp/louka-kascores.log 2>&1\n20\techo \"TERMINE\" >> /tmp/louka-kascores.log\n21\t\n\n<system-reminder>\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. 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Les unités individuelles avec prix sont\n7\t# publiées sur le site jumeau cromwellmontreal.ca (WordPress + thème\n8\t# Houzez, rendu serveur) : cartes .item-listing-wrap avec data-listid,\n9\t# fiches /property/<slug>/ pour photos, statut et description.\n10\t# -----------------------------------------------------------------------------\n11\tfrom __future__ import annotations\n12\t\n13\timport hashlib\n14\timport re\n15\t\n16\tfrom bs4 import BeautifulSoup\n17\t\n18\tfrom ..schema import Listing, normalize_unit_type\n19\tfrom .base import BaseConnector\n20\t\n21\tBASE = \"https://cromwellmontreal.ca\"\n22\tLIST_URL = f\"{BASE}/apartments-for-rent-montreal/\"\n23\t\n24\tIMG_RE = re.compile(\n25\t r\"https://cromwellmontreal\\.ca/wp-content/uploads/\"\n26\t r\"[^\\\"\\s\\\\]+?\\.(?:jpg|jpeg|png|webp)\", re.I)\n27\t\n28\t# Municipalités de l'île qui ne sont pas des arrondissements de Montréal\n29\t_INDEPENDENT_CITIES = {\n30\t \"westmount\": \"Westmount\", \"hampstead\": \"Hampstead\",\n31\t \"mont-royal\": \"Mont-Royal\", \"mount royal\": \"Mont-Royal\",\n32\t \"côte-saint-luc\": \"Côte-Saint-Luc\", \"cote-saint-luc\": \"Côte-Saint-Luc\",\n33\t \"montréal-ouest\": \"Montréal-Ouest\", \"montreal west\": \"Montréal-Ouest\",\n34\t}\n35\t\n36\t\n37\tdef _parse_price_us(raw: str) -> float | None:\n38\t \"\"\"'Starting at $1,995 /month' -> 1995.0 (symbole $ devant le nombre).\"\"\"\n39\t m = re.search(r\"\\$\\s*([\\d,\\s]+(?:\\.\\d{2})?)\", raw or \"\")\n40\t if not m:\n41\t return None\n42\t num = m.group(1).replace(\",\", \"\").replace(\" \", \"\").replace(\" \", \"\")\n43\t try:\n44\t val = float(num)\n45\t except ValueError:\n46\t return None\n47\t return val if 100 <= val <= 20000 else None\n48\t\n49\t\n50\tdef _unit_type(ptype: str, beds: str) -> str:\n51\t \"\"\"'1 Bedroom (3 1/2)' -> 3½ ; sinon via nb de chambres (0.5 = studio).\"\"\"\n52\t m = re.search(r\"(\\d)\\s*1/2\", ptype or \"\")\n53\t if m:\n54\t return f\"{m.group(1)}½\"\n55\t if re.search(r\"studio\", ptype or \"\", re.I):\n56\t return \"Studio\"\n57\t m = re.search(r\"[\\d.]+\", beds or \"\")\n58\t if m:\n59\t n = float(m.group(0))\n60\t if n < 1:\n61\t return \"Studio\"\n62\t return {1: \"3½\", 2: \"4½\", 3: \"5½\", 4: \"6½\"}.get(int(n), f\"{int(n)} chambres\")\n63\t return normalize_unit_type(ptype)\n64\t\n65\t\n66\tclass CromwellConnector(BaseConnector):\n67\t source_id = \"cromwell\"\n68\t request_delay = 0.6\n69\t max_pages = 8 # garde-fou de pagination\n70\t max_details = 60 # garde-fou de fetch des fiches\n71\t\n72\t def fetch(self) -> list[Listing]:\n73\t listings: dict[str, Listing] = {}\n74\t\n75\t # 1) Liste paginée des unités disponibles\n76\t url = LIST_URL\n77\t for _ in range(self.max_pages):\n78\t try:\n79\t html = self.get(url).text\n80\t except Exception:\n81\t break\n82\t soup = BeautifulSoup(html, \"html.parser\")\n83\t for it in soup.select(\"div.item-listing-wrap\"):\n84\t try:\n85\t lst = self._parse_card(it)\n86\t except Exception:\n87\t continue\n88\t if lst and lst.external_id not in listings:\n89\t listings[lst.external_id] = lst\n90\t nxt = soup.select_one(\"a.page-link[rel=next], .pagination a.next,\"\n91\t \" a[rel=next]\")\n92\t if not nxt or not nxt.get(\"href\"):\n93\t break\n94\t url = nxt[\"href\"]\n95\t\n96\t # 2) Fiches détaillées (avec cache BD) : photos, description, statut,\n97\t # type exact, caractéristiques complètes, secteur\n98\t for i, lst in enumerate(listings.values()):\n99\t if i >= self.max_details:\n100\t break\n101\t key = hashlib.sha1(\"|\".join([\n102\t lst.title, lst.price_label, lst.address,\n103\t \";\".join(lst.amenities),\n104\t ]).encode(\"utf-8\")).hexdigest()\n105\t try:\n106\t payload = self.detail(lst.external_id, key,\n107\t lambda u=lst.url: self._fetch_detail(u))\n108\t except Exception:\n109\t continue\n110\t if payload.get(\"images\"):\n111\t lst.images = payload[\"images\"]\n112\t if payload.get(\"description\"):\n113\t lst.description = payload[\"description\"]\n114\t if payload.get(\"availability\"):\n115\t lst.availability = payload[\"availability\"]\n116\t if payload.get(\"unit_type\"):\n117\t lst.unit_type = payload[\"unit_type\"]\n118\t if payload.get(\"amenities\"):\n119\t lst.amenities = list(dict.fromkeys(\n120\t lst.amenities + payload[\"amenities\"]))\n121\t if payload.get(\"sector\") and not lst.sector:\n122\t lst.sector = payload[\"sector\"]\n123\t\n124\t return list(listings.values())\n125\t\n126\t # -- fiche détaillée (thème Houzez) ------------------------------------------\n127\t def _fetch_detail(self, url: str) -> dict:\n128\t detail = self.get(url).text\n129\t payload: dict = {}\n130\t imgs = [u for u in dict.fromkeys(IMG_RE.findall(detail))\n131\t if not re.search(r\"logo|favicon|icon|-\\d+x\\d+\\.\", u, re.I)]\n132\t if imgs:\n133\t payload[\"images\"] = imgs[:30]\n134\t dsoup = BeautifulSoup(detail, \"html.parser\")\n135\t og = dsoup.find(\"meta\", attrs={\"property\": \"og:description\"})\n136\t desc_el = dsoup.select_one(\"#property-description-wrap .block-content-wrap\")\n137\t if desc_el:\n138\t payload[\"description\"] = desc_el.get_text(\" \", strip=True)[:600]\n139\t elif og and og.get(\"content\"):\n140\t payload[\"description\"] = og[\"content\"].strip()[:600]\n141\t labels = [a.get_text(\" \", strip=True)\n142\t for a in dsoup.select(\".property-labels-wrap a\")]\n143\t labels = list(dict.fromkeys(l for l in labels if l))\n144\t if labels:\n145\t payload[\"availability\"] = \", \".join(labels)[:120].title()\n146\t\n147\t # Bloc Détails : type exact (« 1 Bedroom (3 1/2) »), salles de bain,\n148\t # statut (repli si aucune étiquette)\n149\t for li in dsoup.select(\".detail-wrap li\"):\n150\t txt = li.get_text(\" \", strip=True)\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"6c664e69-4e16-4c95-b427-ad30b4501b4e","timestamp":"2026-08-21T21:10:26.007Z"}}114{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Reading README.md","usage":{"total_tokens":50724,"tool_uses":35,"duration_ms":56361},"last_tool_name":"Read","uuid":"f8f2d184-83e7-49f5-b55e-bbf4844273ce","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}115{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGabYmT5gL6o2Kqv6Ppo","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_015nFiv7sJoDsNyYVfCAaqaG","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":2413,"cache_read_input_tokens":47786,"cache_creation":{"ephemeral_5m_input_tokens":2413,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"169fb4ab-1287-4371-9f84-4e54ce79863f"}}116{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015nFiv7sJoDsNyYVfCAaqaG","type":"tool_result","content":"1\t# Lou·Ka\n2\t\n3\t### Tous les **logements à louer du Québec**. Un seul endroit.\n4\t\n5\t**[www.lou-ka.com](https://www.lou-ka.com)** — un service **[Groupe Ka](https://www.groupe-ka.com)**\n6\t\n7\t\n8\t\n9\t\n10\t\n11\t\n12\t\n13\t\n14\t\n15\t\n16\t\n17\t\n18\t\n19\t\n20\t\n21\t\n22\t\n23\t---\n24\t\n25\t## Description\n26\t\n27\tChercher un appartement au Québec, c'est ouvrir des dizaines de sites web 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**.\n28\t\n29\tLou-Ka n'est pas une plateforme d'annonces : c'est un **index fidèle** et un **agrégateur indépendant** de logements locatifs. **Aucun prix inventé**, **aucune coordonnée devinée**, et chaque fiche renvoie vers **l'annonce originale du gestionnaire** via une passerelle de sortie transparente (`/passerelle/{uid}`).\n30\t\n31\t> Les sites d'agences n'offrent pas de webhooks. Lou-Ka reproduit l'équivalent : **synchronisation périodique + hash de contenu** → ajouts, mises à jour et retraits détectés automatiquement. Une annonce qui disparaît du site source disparaît de Lou-Ka (et répond **`410 Gone`** aux moteurs de recherche).\n32\t\n33\t**En chiffres** : **22 900+ annonces actives**, **275 sources recensées**, **212 connecteurs**, **820 villes**, **11 régions**, **~70 %** des annonces géolocalisées.\n34\t\n35\t## Fonctionnalités\n36\t\n37\t- **Recherche filtrée** — ville, quartier, type (**3½**, 4½…), loyer min/max, animaux, meublé, superficie, texte libre.\n38\t- **Vue carte 3D** — **Lou-Ka Maps** (framework **`@groupe-ka/ka-maps`**, moteur **Mapbox GL JS**) : clusters par prix moyen, « Rechercher dans cette zone », caméra partageable dans l'URL, bascule **3D/2D**, synchro liste ↔ carte.\n39\t- **Fiches complètes** — **toutes les photos**, digest structuré de la description (**text mining regex FR, aucun LLM**), badge marché, **historique de prix** (`price_log`), bloc « **Le quartier** » (recensement 2021, INSPQ, SPVM, écoles MEQ, POI OSM), **fiche PDF** avec QR code.\n40\t- **Pages villes SEO** — `/villes`, `/ville/{slug}`, `/ville/{slug}/{type}` avec **SSR léger**, sitemaps dynamiques (chunks de **10 000**), **JSON-LD** (`RealEstateListing` + `Offer` CAD), vrais `404`/`410`.\n41\t- **Observatoire du marché** — KPI temps réel, loyers médians par région/ville/taille, **rapport de marché PDF** multi-pages (`/api/stats/rapport.pdf`).\n42\t- **Registre des sources** — chaque gestionnaire, son statut, sa dernière synchro ; toute source **non connectable est documentée avec sa raison** dans `data/sources.json`.\n43\t- **Comptes & SSO KA** — « **Se connecter avec KA** » via le hub **groupe-ka.com** (JWT HS256, audience `lou-ka`, **`ka_id`** émis par le hub) + **Google OAuth** direct ; favoris synchronisés vers « Mon univers Ka » ; pages gestionnaires réclamables (`/g/{source_id}`) ; profil public **opt-in** `/u/{ka_id}`.\n44\t- **Widget KA Agent** — bulle de chat IA du Groupe Ka intégrée au site.\n45\t- **PWA mobile-first** installable + **app iOS SwiftUI 100 % native** (iOS 17+, TestFlight, dépôt séparé `git.spboucher.ai/lou-ka-ios`) avec moteur de recommandation **on-device**.\n46\t- **Robustesse** — garde-fou **anti-dérive** (`DRIFT_RATIO = 0.25`) : si une source retourne soudainement beaucoup moins d'annonces, les retraits sont **suspendus** au lieu de vider l'inventaire.\n47\t\n48\t### Visite guidée\n49\t\n50\t| | |\n51\t|:---:|:---:|\n52\t| **Recherche filtrée** | **Vue carte Lou-Ka Maps** |\n53\t| <img src=\"docs/screenshots/annonces.jpg\" alt=\"Grille d'annonces\" width=\"440\"> | <img src=\"docs/screenshots/carte.jpg\" alt=\"Vue carte Lou-Ka Maps\" width=\"440\"> |\n54\t| **Fiche complète** | **Pages villes (SEO)** |\n55\t| <img src=\"docs/screenshots/fiche-logement.jpg\" alt=\"Fiche d'un logement\" width=\"440\"> | <img src=\"docs/screenshots/ville-quebec.jpg\" alt=\"Page ville Québec\" width=\"440\"> |\n56\t| **Observatoire du marché** | **Registre des sources** |\n57\t| <img src=\"docs/screenshots/stats.png\" alt=\"Page stats\" width=\"440\"> | <img src=\"docs/screenshots/sources.png\" alt=\"Registre des sources\" width=\"440\"> |\n58\t\n59\t## Stack technique\n60\t\n61\t| Couche | Technologies | Fichiers |\n62\t|---|---|---|\n63\t| **Backend** | **Python 3.14**, **FastAPI**, uvicorn, **SQLite** (migrations auto, upsert par hash), reportlab/**fpdf2** (PDF) — **8 dépendances** | `louka/` |\n64\t| **Connecteurs** | **205 modules auto-découverts** (`pkgutil.iter_modules`) : HTML, API JSON internes (Building Stack, RealVuu, Planpoint, Rentsync, source.immo, WordPress REST…), **Firecrawl** (Cloudflare), **Scrapfly** (anti-bot) | `louka/connectors/*.py` |\n65\t| **Text mining** | digest déterministe des descriptions — regex FR, **< 5 ms/annonce**, **aucun LLM** | `louka/textmine.py` |\n66\t| **Géocodage** | **Nominatim** (1 req/s) + **Adresses Québec** (MERN ArcGIS, mode **EN LOT** de 200) validé par bounding box provinciale | `louka/geocode.py` |\n67\t| **Frontend** | **React 18 + Vite + TypeScript**, design « éditorial sharp » Groupe Ka (Space Grotesk, accent), **PWA** | `frontend/` |\n68\t| **Cartographie** | **`@groupe-ka/ka-maps`** — framework partagé du Groupe Ka, **Mapbox GL JS** style Standard **3D**, monté en `React.lazy` | `frontend/src/kamaps/` |\n69\t| **SEO** | SSR léger FastAPI, sitemaps dynamiques, JSON-LD, hreflang, GZip, `/assets` immuable 1 an | `louka/seo.py` |\n70\t| **iOS** | **SwiftUI natif** (iOS 17+, zéro dépendance externe), TestFlight | dépôt séparé |\n71\t| **Prod** | **PM2** (3 processus) + **ngrok** sur le nœud **M3U96b** | — |\n72\t\n73\t## Structure du dépôt\n74\t\n75\t```\n76\tlou-ka/\n77\t├── run.py # point d'entrée CLI (sync / watch / serve / geocode / poi / quartier / record)\n78\t├── requirements.txt # 8 dépendances backend (FastAPI, uvicorn, bs4, reportlab, fpdf2…)\n79\t├── louka/ # paquet backend (Python 3.14)\n80\t│ ├── web.py # app FastAPI : API JSON + service du build Vite\n81\t│ ├── seo.py # SSR léger, pages programmatiques, sitemaps, robots, JSON-LD\n82\t│ ├── db.py # SQLite : migrations auto, upsert par hash, anti-dérive\n83\t│ ├── schema.py # dataclass Listing\n84\t│ ├── normalize.py # normalisation (prix, dates ISO, types d'unités, adresses)\n85\t│ ├── textmine.py # digest déterministe des descriptions (regex FR)\n86\t│ ├── ingest.py # pipeline sync / watch\n87\t│ ├── auth.py # SSO KA + Google OAuth, sessions HMAC-SHA256 (cookie httpOnly 30 j)\n88\t│ ├── accounts.py # rôles, favoris, réclamation de page gestionnaire\n89\t│ ├── profile.py / hubprofile.py / hubfav.py # profils & intégration hub Groupe Ka\n90\t│ ├── geocode.py # Nominatim + Adresses Québec (mode EN LOT)\n91\t│ ├── poi.py / quartier.py # commodités OSM, stats de quartier\n92\t│ ├── marketstats.py # agrégats du marché (source unique stats/API/PDF)\n93\t│ ├── pdfgen.py # fiches PDF + rapport de marché (QR code)\n94\t│ ├── fixtures.py # enregistrement/rejeu HTTP pour tests hors-ligne\n95\t│ └── connectors/ # 212 connecteurs + base.py (auto-découverte)\n96\t├── frontend/ # React 18 + Vite + TypeScript (pages, composants, kamaps/)\n97\t├── data/\n98\t│ ├── sources.json # registre des 265 sources (statut + raison si non connectable)\n99\t│ ├── louka.db # base de production (gitignorée)\n100\t│ └── quartier.db # base statique de quartier (gitignorée)\n101\t├── scripts/ # build_recensement / build_contexte / build_environnement / merge_quartier / screenshots.mjs\n102\t├── tests/ # pytest + fixtures HTTP rejouables hors-ligne\n103\t├── reports/ # audits : fiches connecteurs, expansion par région, quartier…\n104\t└── docs/ # screenshot.png, screenshots/, ka-maps-lou-ka.md\n105\t```\n106\t\n107\t## Démarrage local\n108\t\n109\t```bash\n110\tgit clone https://git.spboucher.ai/lou-ka.git && cd lou-ka\n111\t\n112\t# Backend\n113\tpython3 -m venv .venv && .venv/bin/pip install -r requirements.txt\n114\t\n115\t# Frontend (nécessite le framework ka-maps bâti à côté : ../ka-maps)\n116\tcd frontend && npm install && npm run build && cd ..\n117\t\n118\t# (optionnel) sites JavaScript / anti-bot\n119\tcat > .env <<EOF\n120\tFIRECRAWL_API_KEY=fc-votre-cle\n121\tSCRAPFLY_KEY=votre-cle\n122\tEOF\n123\t\n124\t# Ingestion puis service\n125\t.venv/bin/python run.py sync # toutes les sources (ou : run.py sync logisco msi)\n126\t.venv/bin/python run.py serve 8080 # → http://localhost:8080\n127\t.venv/bin/python run.py watch 60 # resynchronisation en boucle (minutes)\n128\t```\n129\t\n130\tEn développement frontend : `cd frontend && npm run dev` (**Vite sur `:5173`**, proxy `/api` → `:8080`).\n131\t\n132\t### CLI `run.py`\n133\t\n134\t| Commande | Rôle |\n135\t|---|---|\n136\t| **`run.py sync [source ...]`** | ingestion — toutes les sources ou une liste |\n137\t| **`run.py watch [minutes]`** | boucle de resynchronisation (défaut **60**) |\n138\t| **`run.py serve [port]`** | uvicorn `louka.web:app` (défaut **8080**) |\n139\t| **`run.py geocode [n]`** | géocodage **en lot** (Adresses Québec, lots de 200) |\n140\t| **`run.py geocode1 [n]`** | géocodage un-par-un (Nominatim, 1 req/s) |\n141\t| **`run.py poi [n]`** | commodités OSM à proximité (Overpass) |\n142\t| **`run.py quartier [n]`** | enrichissement quartier (recensement, INSPQ, SPVM) |\n143\t| **`run.py record <source>`** | (ré)enregistre les fixtures HTTP d'un connecteur |\n144\t\n145\t### Variables d'environnement\n146\t\n147\t`run.py` charge **`.env`** à la racine (parsing maison, aucune dépendance).\n148\t\n149\t| Variable | Rôle |\n150\t|---|---|\n151\t| **`FIRECRAWL_API_KEY`** | rendu JavaScript / contournement Cloudflare (optionnel) |\n152\t| **`SCRAPFLY_KEY`** | scraping anti-bot ASP (optionnel) |\n153\t| **`SESSION_SECRET`** | signature HMAC des sessions |\n154\t| **`GOOGLE_CLIENT_ID`** / **`GOOGLE_CLIENT_SECRET`** | connexion Google OAuth |\n155\t| **`KA_SSO_SECRET`** | secret partagé du SSO KA (JWT HS256) |\n156\t| **`KA_HUB_URL`** | hub Groupe Ka (défaut `https://www.groupe-ka.com`) |\n157\t| **`LOUKA_BASE_URL`** | URL publique (derrière ngrok/proxy) |\n158\t| `LOUKA_*_DETAIL_LIMIT` / `LOUKA_*_MAX_PAGES` | limites par portail (Kijiji, LesPAC, RE/MAX…) |\n159\t| **`VITE_MAPBOX_TOKEN`** | jeton Mapbox du frontend (repli public codé en dur) |\n160\t\n161\t### Tests\n162\t\n163\t```bash\n164\t.venv/bin/python -m pytest\n165\t```\n166\t\n167\tChaque connecteur est rejoué **hors-ligne** contre ses fixtures HTTP enregistrées (`tests/fixtures/<source>/` + `expected.json`) ; la normalisation et le text mining ont leurs suites dédiées.\n168\t\n169\t## API (aperçu)\n170\t\n171\t| Endpoint | Description |\n172\t|---|---|\n173\t| **`GET /api/listings`** | recherche filtrée : `city, sector, unit_type, source, price_min/max, pets, furnished, available_by, area_min, q, limit, offset` |\n174\t| **`GET /api/listings.geojson?bbox=O,S,E,N`** | FeatureCollection pour la carte (+ `totalGeocoded`, `totalMatching`) |\n175\t| **`GET /api/listings/{uid}`** | fiche complète : images, POI, quartier, digest, historique de prix |\n176\t| **`GET /api/listings/{uid}/pdf`** | fiche de propriété PDF (QR code) |\n177\t| **`GET /api/facets`** | villes, quartiers, types, sources — pour construire les filtres |\n178\t| **`GET /api/stats`** / **`/api/stats/detailed`** / **`/api/stats/rapport.pdf`** | agrégats du marché + rapport PDF |\n179\t| **`GET /api/sources`** | registre des **265 sources** + compteurs + dernière synchro |\n180\t| **`POST /api/sync`** | synchronisation en arrière-plan (`?source=`) |\n181\t| **`GET /api/auth/ka/login`** / **`/api/auth/google/login`** | SSO KA & Google OAuth |\n182\t| `GET /api/me` · `/api/favorites` · `/api/org/*` · `/api/users/{ka_id}` | session, favoris, pages gestionnaires, profils publics |\n183\t\n184\tPages HTML servies par le SSR (`louka/seo.py`) : `/` · `/villes` · `/ville/{slug}[/{type}]` · `/logement/{uid}` (**410** si retirée) · `/g/{source}` · `/stats` · `/sources` · `/robots.txt` · `/sitemap*.xml`\n185\t\n186\t## Déploiement\n187\t\n188\tEn production sur le nœud **M3U96b** (Mac Studio, cluster MacLustr), dans **`~/apps/lou-ka`**, sous **PM2** (**3 processus**) derrière **ngrok** :\n189\t\n190\t| Processus PM2 | Commande | Rôle |\n191\t|---|---|---|\n192\t| **`lou-ka-web`** | `.venv/bin/python run.py serve 8095` | API + SSR + frontend sur le **port 8095** |\n193\t| **`lou-ka-sync`** | `.venv/bin/python run.py watch 60` | resynchronisation **horaire** des sources |\n194\t| **`lou-ka-ngrok`** | `ngrok http --url=www.lou-ka.com 8095` | tunnel → **https://www.lou-ka.com** |\n195\t\n196\tPhilosophie d'exploitation : **on ne pousse que le code — le serveur maintient ses données lui-même** (`data/*.db`, `frontend/dist` et `.env` ne sont **jamais versionnés**).\n197\t\n198\t## Développement remote-first (IMPORTANT)\n199\t\n200\tLa **source de vérité est le repo git sur le nœud M3U96b** (`~/apps/lou-ka`), **pas** une copie locale sur le laptop. Toute modification se fait **sur le nœud via SSH** : édition, build frontend, `pm2 restart lou-ka-web`, puis commit/push **depuis le nœud**.\n\n<system-reminder>\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</system-reminder>\n"}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"71bb2b8d-410e-4fa3-b42f-cd13d903ab0a","timestamp":"2026-08-21T21:10:29.058Z"}}117{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Running cat /Users/simon-pierreboucher/apps/lou-ka/louka/…","usage":{"total_tokens":56466,"tool_uses":36,"duration_ms":58854},"last_tool_name":"Bash","uuid":"036c27c1-c886-4300-ae76-dddbac2b4ff5","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}118{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGaboB8Lu227fpQcegjU","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017qrtJNy6j6iATbdBMpKZKh","name":"Bash","input":{"command":"cat /Users/simon-pierreboucher/apps/lou-ka/louka/connectors/base.py | head -100"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":5,"cache_creation_input_tokens":5739,"cache_read_input_tokens":50199,"cache_creation":{"ephemeral_5m_input_tokens":5739,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"2d58beb3-1eac-4538-9407-e5a6d75d7c0c"}}119{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017qrtJNy6j6iATbdBMpKZKh","type":"tool_result","content":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# connectors/base.py : classe de base des connecteurs + backends de fetch\n# (requests direct, Firecrawl ou Scrapfly pour les sites\n# JavaScript / derrière anti-bot)\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport os\nimport time\n\nimport requests\n\nfrom ..schema import Listing\n\nUSER_AGENT = (\"Mozilla/5.0 (Macintosh; Intel Mac OS X 10_15_7) \"\n \"AppleWebKit/537.36 (KHTML, like Gecko) Chrome/126 Safari/537.36 \"\n \"LouKaBot/1.0 (+https://www.lou-ka.com/bot; contact@spboucher.ai)\")\n\nFIRECRAWL_API = \"https://api.firecrawl.dev/v1/scrape\"\nSCRAPFLY_API = \"https://api.scrapfly.io/scrape\"\n\n\nclass BaseConnector:\n \"\"\"Un connecteur = un adaptateur propre à un site d'agence.\n\n Sous-classes : définir `source_id` et implémenter `fetch()` qui retourne\n la liste complète des annonces actuellement affichées sur le site.\n Le pipeline (ingest.py) s'occupe du diff avec la base de données.\n \"\"\"\n\n source_id: str = \"\"\n request_delay: float = 0.6 # politesse entre requêtes\n timeout: int = 30\n use_detail_cache: bool = True # cache BD des pages détail\n disabled: bool = False # True = source hors-ligne : le module est\n # conservé mais exclu du registre (connectors/__init__.py) et donc de l'ingestion\n\n def __init__(self) -> None:\n self.session = requests.Session()\n self.session.headers[\"User-Agent\"] = USER_AGENT\n self._last_request = 0.0\n self._detail_con = None\n\n # -- backends -------------------------------------------------------------\n def get(self, url: str, **kw) -> requests.Response:\n \"\"\"GET direct avec throttling poli.\"\"\"\n wait = self.request_delay - (time.time() - self._last_request)\n if wait > 0:\n time.sleep(wait)\n resp = self.session.get(url, timeout=self.timeout, **kw)\n self._last_request = time.time()\n resp.raise_for_status()\n return resp\n\n def post(self, url: str, **kw) -> requests.Response:\n \"\"\"POST direct avec throttling poli (APIs de recherche internes).\"\"\"\n wait = self.request_delay - (time.time() - self._last_request)\n if wait > 0:\n time.sleep(wait)\n resp = self.session.post(url, timeout=self.timeout, **kw)\n self._last_request = time.time()\n resp.raise_for_status()\n return resp\n\n def get_rendered(self, url: str) -> str:\n \"\"\"Récupère le HTML rendu (JavaScript exécuté) via Firecrawl.\n\n Nécessite FIRECRAWL_API_KEY dans l'environnement (.env).\n À utiliser pour les sites SPA (Logisco, Locago, etc.).\n \"\"\"\n key = os.environ.get(\"FIRECRAWL_API_KEY\")\n if not key:\n raise RuntimeError(\"FIRECRAWL_API_KEY manquant (voir .env)\")\n resp = requests.post(\n FIRECRAWL_API,\n json={\"url\": url, \"formats\": [\"html\"]},\n headers={\"Authorization\": f\"Bearer {key}\"},\n timeout=90,\n )\n resp.raise_for_status()\n data = resp.json()\n return (data.get(\"data\") or {}).get(\"html\", \"\")\n\n def scrapfly(self, url: str, render_js: bool = True, asp: bool = True,\n rendering_wait: int = 0, country: str = \"ca\",\n wait_for_selector: str | None = None,\n js_scenario: list | str | None = None,\n proxy_pool: str | None = None, headers: dict | None = None,\n method: str = \"GET\", body: str | None = None) -> dict:\n \"\"\"Appel Scrapfly complet — retourne le dict `result` (content, status_code…).\n\n - `js_scenario` : liste d'étapes [{\"scroll_y\":…},{\"wait\":…}] (encodée base64)\n pour charger les listes virtualisées (BoldTrail/kvCORE, etc.).\n - `proxy_pool` : ex. \"public_residential_pool\" (WAF/anti-bot agressif).\n - `headers`/`method`/`body` : pour REJOUER une API JSON interne via ASP.\n \"\"\"\n import base64","is_error":false}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"21b0e8c0-60f4-4db6-9f74-2c89b57d4d1c","timestamp":"2026-08-21T21:10:31.576Z"}}120{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Running sqlite3 /Users/simon-pierreboucher/apps/lou-ka/da…","usage":{"total_tokens":57885,"tool_uses":37,"duration_ms":61042},"last_tool_name":"Bash","uuid":"31666790-79ae-4fd2-9f3e-9150ca63846d","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}121{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGabxag4xuEDGNFywCnA","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019DyQ6vWvuU5uFPKyvEBnKX","name":"Bash","input":{"command":"sqlite3 /Users/simon-pierreboucher/apps/lou-ka/data/louka.db \"SELECT COUNT(*) as nb_stationnement FROM listings WHERE (title LIKE '%stationnement%' OR title LIKE '%parking%' OR title LIKE '%garage%') AND published=1\" "},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":1410,"cache_read_input_tokens":55938,"cache_creation":{"ephemeral_5m_input_tokens":1410,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"77e2b322-548c-454c-aa31-bffdefd64e17"}}122{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019DyQ6vWvuU5uFPKyvEBnKX","type":"tool_result","content":"558","is_error":false}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"0a44ba41-44c9-4127-83ce-feacb7d609a7","timestamp":"2026-08-21T21:10:33.855Z"}}123{"type":"claude","event":{"type":"system","subtype":"task_progress","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","description":"Running sqlite3 /Users/simon-pierreboucher/apps/lou-ka/da…","usage":{"total_tokens":58077,"tool_uses":38,"duration_ms":63157},"last_tool_name":"Bash","uuid":"3eb170e7-f491-4ad2-9f97-ab961a58b851","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}124{"type":"claude","event":{"type":"assistant","message":{"model":"claude-haiku-4-5-20251001","id":"msg_011CeGac8G5qZ2wy8GJyp7aQ","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Jzk1P9M1pLgpUhmuzoTCae","name":"Bash","input":{"command":"sqlite3 /Users/simon-pierreboucher/apps/lou-ka/data/louka.db \"SELECT COUNT(*) as total FROM listings WHERE published=1 AND active=1\""},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":6,"cache_creation_input_tokens":168,"cache_read_input_tokens":57348,"cache_creation":{"ephemeral_5m_input_tokens":168,"ephemeral_1h_input_tokens":0},"output_tokens":24,"service_tier":"standard","inference_geo":"not_available"},"context_management":null},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"f9377133-fa45-43f4-ab04-3edbcb692fff"}}125{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Jzk1P9M1pLgpUhmuzoTCae","type":"tool_result","content":"58606","is_error":false}]},"parent_tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"8472979a-13c8-4940-baee-22275060b4be","timestamp":"2026-08-21T21:10:35.883Z"}}126{"type":"claude","event":{"type":"system","subtype":"task_notification","task_id":"afffc0b76a0261cb4","tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","status":"completed","output_file":"","summary":"Explorer filtrage annonces lou-ka","usage":{"total_tokens":58192,"tool_uses":38,"duration_ms":89678},"uuid":"75c06383-e21f-4008-b603-f650f37637d2","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}127{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Sr3LhHSUNS93XpTXwURsSt","type":"tool_result","content":[{"type":"text","text":"Perfect! Maintenant j'ai tous les éléments. Voici mon rapport:\n\n---\n\n## RAPPORT D'EXPLORATION — LOU-KA (Agrégateur de logements au Québec)\n\n### 1. STOCKAGE DES ANNONCES\n\n**Base de données**: SQLite\n- **Chemin**: `/Users/simon-pierreboucher/apps/lou-ka/data/louka.db` (1,26 GB)\n- **Table principale**: `listings` avec 58 606 annonces actives publiées\n- **Champs pertinents**:\n - `uid` : identifiant unique (source:external_id)\n - `unit_type` : type d'unité (3½, 4½, Studio, Chambre, Maison, etc.)\n - `title` : titre de l'annonce\n - `price` : loyer mensuel en CAD\n - `source` : identifiant du connecteur (cogir, immobilia, etc.)\n - `active` : booléen (0=retiré, 1=actif)\n - `published` : booléen (0=quarantaine qualité, 1=publié)\n - `quality_reasons` : raisons de rejet JSON (ex: \"sans prix\", \"complétude < seuil\")\n\n---\n\n### 2. CHAMP \"PROPERTY_TYPE\" / CATÉGORIE\n\n**N'existe PAS en tant que colonne dédiée**. Le filtrage se fait uniquement sur `unit_type` (chaîne de caractères).\n\n**Valeurs existantes dans `unit_type`** (statistiques BD):\n- Dominantes : `4½` (29 568), `3½` (26 508), `5½` (11 185), `Chambre` (5 083), `Studio` (4 805), `6½+` (3 702)\n- Autres : `1½`, `2½`, `Maison`, `Condo`, `Loft`, `Penthouse`, `Duplex`, etc.\n- **Bruit**: quelques entrées génériques (`Appartement`, `Logement`, `P`) et valeurs malformées\n\n**Problème identifié**: 322 annonces actives contiennent \"stationnement\", \"parking\" ou \"garage\" dans le titre (558 avec `published=1`). Exemples:\n- \"Stationnement extérieur privé à louer – près du métro Papineau\" | 100 $ | Montréal\n- \"Parking vieux limoilou\" | 3254 $ | Québec\n- \"Location garage entrepot tout inclus\" | 1500 $ | Laval\n\n---\n\n### 3. FILTRAGE/SÉLECTION DES ANNONCES — BACKEND\n\n**Endpoint principal**: `/api/listings` (lignes 76–150 dans `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py`)\n\n**Fichiers clés**:\n- **API**: `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py` (lignes 76–150)\n - Paramètres de recherche : `city`, `sector`, `unit_type`, `source`, `price_min`, `price_max`, `pets`, `furnished`, `available_by`, `area_min`, `q` (texte libre)\n - Filtre systématique appliqué : `WHERE dup_of IS NULL` (ligne 101) → masque les doublons\n - Quarantaine qualité : `AND published=1` (ligne 106) → rejette les annonces sous le seuil de complétude\n\n- **Normalisation (schéma)**: `/Users/simon-pierreboucher/apps/lou-ka/louka/schema.py`\n - `normalize_unit_type()` standardise les entrées brutes vers n½, Studio, Chambre, Maison, etc.\n - Pas de \"category\" pour les stationnements — ce sont des annonces `unit_type` vide ou incohérente\n\n---\n\n### 4. EXCLUSIONS EXISTANTES\n\n**Au niveau des connecteurs** (filtre dès l'ingestion) :\n\n1. **`cogir.py`** (lignes 103–164):\n ```python\n _EXCLUDE_RE = re.compile(\n r\"résidence[s]? pour (aîné|retrait)|résidence[s]? étudiante|\"\n r\"stationnement|commercial|rangement|entreposage\", re.I)\n if _EXCLUDE_RE.search(name) or _EXCLUDE_RE.search(desc[:200]):\n continue # → retourne None (n'ajoute pas l'annonce)\n ```\n\n2. **`bribourg.py`** (lignes 103–106):\n ```python\n if re.search(r\"stationnement|commercial|rangement|garage|entrep[oô]t\",\n title, re.I):\n return None\n ```\n\n3. **Autres connecteurs** : ~20+ connecteurs ont des exclusions similaires (contraste, copley, cromwell, etc.)\n\n**Au niveau du filtrage qualité** (masquage en base) :\n\n- **Fichier**: `/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py`\n- **Seuil de publication**: `PUBLISH_THRESHOLD = 40` (score 0–100)\n- **Portes dures** (lignes 125–136):\n - Sans prix → `published=0`\n - Sans localisation (adresse/coords) → `published=0`\n - Sans contenu exploitable (desc < 40 car ET pas d'amenities/unit_type/bedrooms) → `published=0`\n\n- **Stockage des raisons**: colonne `quality_reasons` (JSON, ex: `[\"complétude 35 < seuil 40\"]`)\n\n**Déduplication inter-sources**: `/Users/simon-pierreboucher/apps/lou-ka/louka/dedup.py`\n- Annonces identifiées comme doublons → `dup_of` pointe la version canonique\n- Filtre API ligne 101 : `WHERE dup_of IS NULL` masque les doublons\n\n---\n\n### 5. INGESTION DES ANNONCES — CONNECTEURS\n\n**Entrée centralisée**: `/Users/simon-pierreboucher/apps/lou-ka/louka/ingest.py`\n\n**Pipeline**:\n1. **Auto-découverte des connecteurs** (lignes 44–45):\n - Module `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/__init__.py`\n - ~212 connecteurs listés (modules auto-détectés via `pkgutil.iter_modules`)\n\n2. **Exécution du fetch** (lignes 62–69):\n ```python\n listings = cls().fetch() # chaque connecteur retourne une liste\n finalized, dropped = [], 0\n for lst in listings:\n finalized.append(lst.finalize()) # normalisation commune\n ```\n\n3. **Normalisation commune** (appelée automatiquement) :\n - `/Users/simon-pierreboucher/apps/lou-ka/louka/schema.py`, méthode `finalize()` (lignes 84–159)\n - Standardise `unit_type`, dates, prix, localisation, description\n\n4. **Sync vers BD** (ligne 69):\n - `/Users/simon-pierreboucher/apps/lou-ka/louka/db.py` : `sync_source()` upsert par hash\n\n**Point d'exclusion optimal**: Dans la méthode `fetch()` de chaque connecteur (retourner `None` = exclure).\n- **Exemple modèle** : `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/bribourg.py` lignes 103–106\n- **Exemple systématique** : `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/cogir.py` lignes 103–164\n\n---\n\n### 6. LANCEMENT & DÉPLOIEMENT\n\n**Pas PM2 localement**, mais en production sur nœud M3U96b (Mac Studio).\n\n**Lancement local**:\n```bash\n.venv/bin/python run.py sync [source ...] # synchronisation unique\n.venv/bin/python run.py watch [minutes] # boucle infinie (60 min défaut)\n.venv/bin/python run.py serve [port] # uvicorn sur port (défaut 8080)\n```\n\n**Point d'entrée**: `/Users/simon-pierreboucher/apps/lou-ka/run.py` (lignes 33–106)\n\n**En production** (README.md, lignes 190–194):\n```\nProcessus PM2 :\n- lou-ka-web : .venv/bin/python run.py serve 8095\n- lou-ka-sync : .venv/bin/python run.py watch 60\n- lou-ka-ngrok : ngrok http --url=www.lou-ka.com 8095\n```\n\n**Build frontend**: `/Users/simon-pierreboucher/apps/lou-ka/frontend/` (React 18 + Vite)\n- Build: `npm run build` → génère `frontend/dist/`\n- Servi par FastAPI (ligne 20 dans `web.py`)\n\n---\n\n## SYNTHÈSE — COMMENT EXCLURE LES STATIONNEMENTS\n\n**Statut actuel**: 322 annonces actives avec \"stationnement\"/\"parking\"/\"garage\" dans le titre (parmi 58 606).\n\n**Solutions à envisager** (du plus isolé au plus global):\n\n1. **Niveau connecteur** (recommandé si limité à quelques sources):\n - Ajouter une regex d'exclusion dans `fetch()` → retourner `None`\n - Modèle : `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/cogir.py` lignes 103–106\n\n2. **Niveau filtrage API** (temps réel):\n - Modifier `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py` ligne 76+\n - Ajouter paramètre `exclude_parking` ou logique par défaut sur le titre\n\n3. **Niveau qualité** (masquage en base):\n - Modifier `/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py` lignes 125–136\n - Ajouter une \"porte dure\" : si titre contient parking/garage → `published=0`\n\n4. **Niveau séquence d'enrichissement** (après ingestion):\n - Modifier `/Users/simon-pierreboucher/apps/lou-ka/louka/ingest.py` après `sync_source()`\n - Batch UPDATE : `SET published=0 WHERE title LIKE '%stationnement%'`\n\nChemins de fichiers exacts :\n- Schema/normalisation: `/Users/simon-pierreboucher/apps/lou-ka/louka/schema.py`\n- Qualité: `/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py`\n- API: `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py`\n- Ingestion: `/Users/simon-pierreboucher/apps/lou-ka/louka/ingest.py`\n- Connecteur modèle: `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/cogir.py` (ou `bribourg.py`)"}]}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"091fed72-b2be-4d4e-baca-5f4cef27c2a9","timestamp":"2026-08-21T21:11:02.374Z","tool_use_result":{"status":"completed","prompt":"Explore le repo /Users/simon-pierreboucher/apps/lou-ka (site de location de logements au Québec). Thoroughness: medium.\n\nJe cherche à comprendre comment exclure les annonces de STATIONNEMENT (parking, garage) qui polluent les résultats (souvent des annonces à ~200$/mois).\n\nRéponds à ces questions :\n1. Où sont stockées les annonces ? (SQLite ? Postgres ? fichiers JSON ?) Donne le chemin de la DB et le schéma de la table des annonces (colonnes : type de propriété, titre, prix, catégorie, etc.)\n2. Y a-t-il déjà un champ \"property_type\" / \"category\" / \"type\" sur les annonces ? Quelles valeurs existent ?\n3. Où se fait le filtrage/la sélection des annonces côté backend (API de recherche/listing) ? Chemins de fichiers + numéros de lignes.\n4. Y a-t-il déjà des exclusions (annonces masquées, blacklist, filtres de pertinence) ? Où ?\n5. Où se fait l'ingestion des annonces (connecteurs/scrapers) — y a-t-il un endroit central où on pourrait rejeter les stationnements dès l'ingestion ?\n6. Comment l'app est-elle lancée (PM2 ? quel nom de process ?) et y a-t-il une étape de build ?\n\nC'est une tâche de recherche uniquement — n'écris aucun code. Rapport concis avec chemins de fichiers précis.","agentId":"afffc0b76a0261cb4","agentType":"Explore","content":[{"type":"text","text":"Perfect! Maintenant j'ai tous les éléments. Voici mon rapport:\n\n---\n\n## RAPPORT D'EXPLORATION — LOU-KA (Agrégateur de logements au Québec)\n\n### 1. STOCKAGE DES ANNONCES\n\n**Base de données**: SQLite\n- **Chemin**: `/Users/simon-pierreboucher/apps/lou-ka/data/louka.db` (1,26 GB)\n- **Table principale**: `listings` avec 58 606 annonces actives publiées\n- **Champs pertinents**:\n - `uid` : identifiant unique (source:external_id)\n - `unit_type` : type d'unité (3½, 4½, Studio, Chambre, Maison, etc.)\n - `title` : titre de l'annonce\n - `price` : loyer mensuel en CAD\n - `source` : identifiant du connecteur (cogir, immobilia, etc.)\n - `active` : booléen (0=retiré, 1=actif)\n - `published` : booléen (0=quarantaine qualité, 1=publié)\n - `quality_reasons` : raisons de rejet JSON (ex: \"sans prix\", \"complétude < seuil\")\n\n---\n\n### 2. CHAMP \"PROPERTY_TYPE\" / CATÉGORIE\n\n**N'existe PAS en tant que colonne dédiée**. Le filtrage se fait uniquement sur `unit_type` (chaîne de caractères).\n\n**Valeurs existantes dans `unit_type`** (statistiques BD):\n- Dominantes : `4½` (29 568), `3½` (26 508), `5½` (11 185), `Chambre` (5 083), `Studio` (4 805), `6½+` (3 702)\n- Autres : `1½`, `2½`, `Maison`, `Condo`, `Loft`, `Penthouse`, `Duplex`, etc.\n- **Bruit**: quelques entrées génériques (`Appartement`, `Logement`, `P`) et valeurs malformées\n\n**Problème identifié**: 322 annonces actives contiennent \"stationnement\", \"parking\" ou \"garage\" dans le titre (558 avec `published=1`). Exemples:\n- \"Stationnement extérieur privé à louer – près du métro Papineau\" | 100 $ | Montréal\n- \"Parking vieux limoilou\" | 3254 $ | Québec\n- \"Location garage entrepot tout inclus\" | 1500 $ | Laval\n\n---\n\n### 3. FILTRAGE/SÉLECTION DES ANNONCES — BACKEND\n\n**Endpoint principal**: `/api/listings` (lignes 76–150 dans `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py`)\n\n**Fichiers clés**:\n- **API**: `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py` (lignes 76–150)\n - Paramètres de recherche : `city`, `sector`, `unit_type`, `source`, `price_min`, `price_max`, `pets`, `furnished`, `available_by`, `area_min`, `q` (texte libre)\n - Filtre systématique appliqué : `WHERE dup_of IS NULL` (ligne 101) → masque les doublons\n - Quarantaine qualité : `AND published=1` (ligne 106) → rejette les annonces sous le seuil de complétude\n\n- **Normalisation (schéma)**: `/Users/simon-pierreboucher/apps/lou-ka/louka/schema.py`\n - `normalize_unit_type()` standardise les entrées brutes vers n½, Studio, Chambre, Maison, etc.\n - Pas de \"category\" pour les stationnements — ce sont des annonces `unit_type` vide ou incohérente\n\n---\n\n### 4. EXCLUSIONS EXISTANTES\n\n**Au niveau des connecteurs** (filtre dès l'ingestion) :\n\n1. **`cogir.py`** (lignes 103–164):\n ```python\n _EXCLUDE_RE = re.compile(\n r\"résidence[s]? pour (aîné|retrait)|résidence[s]? étudiante|\"\n r\"stationnement|commercial|rangement|entreposage\", re.I)\n if _EXCLUDE_RE.search(name) or _EXCLUDE_RE.search(desc[:200]):\n continue # → retourne None (n'ajoute pas l'annonce)\n ```\n\n2. **`bribourg.py`** (lignes 103–106):\n ```python\n if re.search(r\"stationnement|commercial|rangement|garage|entrep[oô]t\",\n title, re.I):\n return None\n ```\n\n3. **Autres connecteurs** : ~20+ connecteurs ont des exclusions similaires (contraste, copley, cromwell, etc.)\n\n**Au niveau du filtrage qualité** (masquage en base) :\n\n- **Fichier**: `/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py`\n- **Seuil de publication**: `PUBLISH_THRESHOLD = 40` (score 0–100)\n- **Portes dures** (lignes 125–136):\n - Sans prix → `published=0`\n - Sans localisation (adresse/coords) → `published=0`\n - Sans contenu exploitable (desc < 40 car ET pas d'amenities/unit_type/bedrooms) → `published=0`\n\n- **Stockage des raisons**: colonne `quality_reasons` (JSON, ex: `[\"complétude 35 < seuil 40\"]`)\n\n**Déduplication inter-sources**: `/Users/simon-pierreboucher/apps/lou-ka/louka/dedup.py`\n- Annonces identifiées comme doublons → `dup_of` pointe la version canonique\n- Filtre API ligne 101 : `WHERE dup_of IS NULL` masque les doublons\n\n---\n\n### 5. INGESTION DES ANNONCES — CONNECTEURS\n\n**Entrée centralisée**: `/Users/simon-pierreboucher/apps/lou-ka/louka/ingest.py`\n\n**Pipeline**:\n1. **Auto-découverte des connecteurs** (lignes 44–45):\n - Module `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/__init__.py`\n - ~212 connecteurs listés (modules auto-détectés via `pkgutil.iter_modules`)\n\n2. **Exécution du fetch** (lignes 62–69):\n ```python\n listings = cls().fetch() # chaque connecteur retourne une liste\n finalized, dropped = [], 0\n for lst in listings:\n finalized.append(lst.finalize()) # normalisation commune\n ```\n\n3. **Normalisation commune** (appelée automatiquement) :\n - `/Users/simon-pierreboucher/apps/lou-ka/louka/schema.py`, méthode `finalize()` (lignes 84–159)\n - Standardise `unit_type`, dates, prix, localisation, description\n\n4. **Sync vers BD** (ligne 69):\n - `/Users/simon-pierreboucher/apps/lou-ka/louka/db.py` : `sync_source()` upsert par hash\n\n**Point d'exclusion optimal**: Dans la méthode `fetch()` de chaque connecteur (retourner `None` = exclure).\n- **Exemple modèle** : `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/bribourg.py` lignes 103–106\n- **Exemple systématique** : `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/cogir.py` lignes 103–164\n\n---\n\n### 6. LANCEMENT & DÉPLOIEMENT\n\n**Pas PM2 localement**, mais en production sur nœud M3U96b (Mac Studio).\n\n**Lancement local**:\n```bash\n.venv/bin/python run.py sync [source ...] # synchronisation unique\n.venv/bin/python run.py watch [minutes] # boucle infinie (60 min défaut)\n.venv/bin/python run.py serve [port] # uvicorn sur port (défaut 8080)\n```\n\n**Point d'entrée**: `/Users/simon-pierreboucher/apps/lou-ka/run.py` (lignes 33–106)\n\n**En production** (README.md, lignes 190–194):\n```\nProcessus PM2 :\n- lou-ka-web : .venv/bin/python run.py serve 8095\n- lou-ka-sync : .venv/bin/python run.py watch 60\n- lou-ka-ngrok : ngrok http --url=www.lou-ka.com 8095\n```\n\n**Build frontend**: `/Users/simon-pierreboucher/apps/lou-ka/frontend/` (React 18 + Vite)\n- Build: `npm run build` → génère `frontend/dist/`\n- Servi par FastAPI (ligne 20 dans `web.py`)\n\n---\n\n## SYNTHÈSE — COMMENT EXCLURE LES STATIONNEMENTS\n\n**Statut actuel**: 322 annonces actives avec \"stationnement\"/\"parking\"/\"garage\" dans le titre (parmi 58 606).\n\n**Solutions à envisager** (du plus isolé au plus global):\n\n1. **Niveau connecteur** (recommandé si limité à quelques sources):\n - Ajouter une regex d'exclusion dans `fetch()` → retourner `None`\n - Modèle : `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/cogir.py` lignes 103–106\n\n2. **Niveau filtrage API** (temps réel):\n - Modifier `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py` ligne 76+\n - Ajouter paramètre `exclude_parking` ou logique par défaut sur le titre\n\n3. **Niveau qualité** (masquage en base):\n - Modifier `/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py` lignes 125–136\n - Ajouter une \"porte dure\" : si titre contient parking/garage → `published=0`\n\n4. **Niveau séquence d'enrichissement** (après ingestion):\n - Modifier `/Users/simon-pierreboucher/apps/lou-ka/louka/ingest.py` après `sync_source()`\n - Batch UPDATE : `SET published=0 WHERE title LIKE '%stationnement%'`\n\nChemins de fichiers exacts :\n- Schema/normalisation: `/Users/simon-pierreboucher/apps/lou-ka/louka/schema.py`\n- Qualité: `/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py`\n- API: `/Users/simon-pierreboucher/apps/lou-ka/louka/web.py`\n- Ingestion: `/Users/simon-pierreboucher/apps/lou-ka/louka/ingest.py`\n- Connecteur modèle: `/Users/simon-pierreboucher/apps/lou-ka/louka/connectors/cogir.py` (ou 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piscine|215.0|Chambre|kijiji\nChambre à louer / Bedroom for rent with parking|500.0|Chambre|kijiji\nchambre meublee tout inclus internet stationnement|595.0|Chambre|kijiji\nGrande Chambre ($600/mois), tout inclus + parking|600.0|Chambre|kijiji\nChambre Room REM Bois-Franc métro Côte-Vertu parking inc|645.0|Chambre|kijiji\nRoom Chambre REM Bois-Franc metro Côte-Vertu - parking incl|645.0|Chambre|kijiji\nChambre près de la station REM Bois-Franc et du métro Côte-Vertu -- Stationnement privé - Private parking - Metro Côte-Vertu|645.0|Chambre|lespac\nChambre à Louer Stationnement Inclus|700.0|6½+|logisquebec\nBasement room for rent. No parking|800.0|Chambre|fb_marketplace\nChambres Meublées – Wifi, Parking, A/C|830.0|Maison|logisquebec\nLarge Bright Furnished Room | Metro Frontenac | Parking | $850|850.0|Chambre|kijiji\n3 1/2 Neuf: Gym,terrasse,stationnement|910.0|3½|logisquebec\n3-1/2 avec Stationnement| Secteur : Vanier | Disponible : Maintenant|995.0|3½|mercini\n3 et demi à St-Jean-sur-Richelieu - Électros et stationnement|995.0|3½|kijiji\nAppartemen 5 1/2 + remise & espace de rangement/salle de lavage|995.0|5½|kijiji\nGrand 2 1/2 avec électros/internet/stationnement métro Viau|995.0|Studio|kijiji\n4 1/2 Rénové Avec Stationnement, électro|995.0|4½|logisquebec\n4 1/2 Avec Stationnement Proche Du Cégep|1023.0|4½|logisquebec\nAgréable logement 41/2 au 1ere étage à louer, laveuse er stationnement inclus, Sorel-Tracy|1090.0|4½|lespac\n3 et demi - Repentigny - Électros, WiFi, parking - Dispo!|1090.0|3½|kijiji\n3 1/2 -1er oct ou nov CHAUFFÉ-ÉCLAIRÉ-POËLE-FRIGO-PARKING inclus|1090.0|3½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Balcon + Stationnement|1100.0|3½|lespac\nMagnifique 3½ rénové – Stationnement inclus – Disponible maintenant! - Beautifully Renovated 3½ Apartment – Parking Included – Available Now!|1100.0|3½|lespac\n541 Paul — 1 MONTH FREE | 1-Bed with Balcony + Parking Included|1100.0|3½|zumper\n3 1/2 Rénové à St-Jérôme avec balcon - Électros et stationnement inclus|1100.0|3½|lespac\n51/2 - 2 Stationnements|1108.0|5½|logisquebec\nJoli 3 1/2 au centre-ville avec stationnement|1125.0|3½|appartements_rimouski\n3½ Heated + Hot Water - NDG - Free parking|1125.0|3½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Balcon + Stationnement|1125.0|3½|lespac\n4½ NDG Stationnement + rangement inclus|1150.0|4½|kijiji\n4 ½ - Beau, Propre, Stationnement, Près Métro Honoré-Beaugrand|1150.0|4½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Balcon + Stationnement|1150.0|3½|lespac\n4 ½ À LOUER – STATIONNEMENT INCLUS|1167.0|4½|logisquebec\nGRAND 4½ À LOUER | LAVAL | MÉTRO DE LA CONCORDE | STATIONNEMENT | DISPONIBLE 1er SEPT OCT|1195.0|4½|lespac\n4 et demi - St-Jérôme - Thermopompe, WiFi et parking inclus|1200.0|4½|kijiji\nROSEMONT* Impeccable condo 4½ avec garage, nouvelle construction|1200.0|4½|bons_locataires\n3-1/2 Neuf à Magog Avec Garage|1210.0|3½|logisquebec\n4.5 à St-Jean à louer, électros et parking inclus, Dispo mtn!|1225.0|4½|kijiji\nBEAU 4 1/2 | THERMOPOMPE | STATIONNEMENT|1225.0|4½|logisquebec\n3 1/2 Neuf: Gym,terrasse,stationnement|1225.0|3½|logisquebec\n4½ à Montréal (NDG) Stationnement inclus|1250.0|4½|kijiji\nSILLERY– 4½ lumineux | Stationnement| Rangement| Près de Maguire|1250.0|4½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Terrasse + Stationnement|1250.0|3½|lespac\n51/2 Avec 2 Stationnements|1250.0|5½|logisquebec\n541 Paul — 1 MONTH FREE | 1-Bed with Terrace + Parking Included|1250.0|4½|zumper\nCondo à Louer 1C à C +1stationnement|1250.0|3½|logisquebec\n2 Bedroom 4 1/2 Apartment in Longueuil With Parking|1270.0|4½|kijiji\nBEAU 3 1/2 | STATIONNEMENT ||1285.0|3½|logisquebec\nLogement 51/2 à l’étage Bromont, frigo, remise et stationnement privé inclus - 5 minutes du Sommet !!! Venez visiter!!!!|1290.0|5½|lespac\n4 et demi - Saint-Jean-sur-Richelieu - Électros + Parking inclus|1295.0|4½|kijiji\nGrand 4½ - Terrasse Et Stationnements|1300.0|4½|logisquebec\nAPPARTEMENT**3 ½ avec Espace BUREAU**et stationnement|1314.0|3½|lespac\nAppartement**3 ½ **avec Espace BUREAU et stationnement|1314.0|3½|kijiji\n4 1/2 Vieux Longueuil style condo à louer - Béton - Garage|1325.0|4½|kijiji\n4 1/2 Vieux Longueuil style condo à louer - Béton - Garage|1325.0|4½|lespac\n4 1/2 Rénové+ garage+rangement à louer rue de Rouville,|1350.0|4½|kijiji\nCharming 5 ½ Ground Floor Apartment in Ahuntsic with Parking|1350.0|4½|kijiji","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"ca04a006-11e4-4017-abc8-69dc141b4609","timestamp":"2026-08-21T21:11:11.509Z","tool_use_result":{"stdout":"Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec\nCostebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec\nChambre TOUT INCLUS à Laval – 215$/Semaine- Climatisé-Parking|215.0|Chambre|kijiji\nChambre TOUT INCLUS Blainville – Meublée, Stationnement, piscine|215.0|Chambre|kijiji\nChambre à louer / Bedroom for rent with parking|500.0|Chambre|kijiji\nchambre meublee tout inclus internet stationnement|595.0|Chambre|kijiji\nGrande Chambre ($600/mois), tout inclus + parking|600.0|Chambre|kijiji\nChambre Room REM Bois-Franc métro Côte-Vertu parking inc|645.0|Chambre|kijiji\nRoom Chambre REM Bois-Franc metro Côte-Vertu - parking incl|645.0|Chambre|kijiji\nChambre près de la station REM Bois-Franc et du métro Côte-Vertu -- Stationnement privé - Private parking - Metro Côte-Vertu|645.0|Chambre|lespac\nChambre à Louer Stationnement Inclus|700.0|6½+|logisquebec\nBasement room for rent. No parking|800.0|Chambre|fb_marketplace\nChambres Meublées – Wifi, Parking, A/C|830.0|Maison|logisquebec\nLarge Bright Furnished Room | Metro Frontenac | Parking | $850|850.0|Chambre|kijiji\n3 1/2 Neuf: Gym,terrasse,stationnement|910.0|3½|logisquebec\n3-1/2 avec Stationnement| Secteur : Vanier | Disponible : Maintenant|995.0|3½|mercini\n3 et demi à St-Jean-sur-Richelieu - Électros et stationnement|995.0|3½|kijiji\nAppartemen 5 1/2 + remise & espace de rangement/salle de lavage|995.0|5½|kijiji\nGrand 2 1/2 avec électros/internet/stationnement métro Viau|995.0|Studio|kijiji\n4 1/2 Rénové Avec Stationnement, électro|995.0|4½|logisquebec\n4 1/2 Avec Stationnement Proche Du Cégep|1023.0|4½|logisquebec\nAgréable logement 41/2 au 1ere étage à louer, laveuse er stationnement inclus, Sorel-Tracy|1090.0|4½|lespac\n3 et demi - Repentigny - Électros, WiFi, parking - Dispo!|1090.0|3½|kijiji\n3 1/2 -1er oct ou nov CHAUFFÉ-ÉCLAIRÉ-POËLE-FRIGO-PARKING inclus|1090.0|3½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Balcon + Stationnement|1100.0|3½|lespac\nMagnifique 3½ rénové – Stationnement inclus – Disponible maintenant! - Beautifully Renovated 3½ Apartment – Parking Included – Available Now!|1100.0|3½|lespac\n541 Paul — 1 MONTH FREE | 1-Bed with Balcony + Parking Included|1100.0|3½|zumper\n3 1/2 Rénové à St-Jérôme avec balcon - Électros et stationnement inclus|1100.0|3½|lespac\n51/2 - 2 Stationnements|1108.0|5½|logisquebec\nJoli 3 1/2 au centre-ville avec stationnement|1125.0|3½|appartements_rimouski\n3½ Heated + Hot Water - NDG - Free parking|1125.0|3½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Balcon + Stationnement|1125.0|3½|lespac\n4½ NDG Stationnement + rangement inclus|1150.0|4½|kijiji\n4 ½ - Beau, Propre, Stationnement, Près Métro Honoré-Beaugrand|1150.0|4½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Balcon + Stationnement|1150.0|3½|lespac\n4 ½ À LOUER – STATIONNEMENT INCLUS|1167.0|4½|logisquebec\nGRAND 4½ À LOUER | LAVAL | MÉTRO DE LA CONCORDE | STATIONNEMENT | DISPONIBLE 1er SEPT OCT|1195.0|4½|lespac\n4 et demi - St-Jérôme - Thermopompe, WiFi et parking inclus|1200.0|4½|kijiji\nROSEMONT* Impeccable condo 4½ avec garage, nouvelle construction|1200.0|4½|bons_locataires\n3-1/2 Neuf à Magog Avec Garage|1210.0|3½|logisquebec\n4.5 à St-Jean à louer, électros et parking inclus, Dispo mtn!|1225.0|4½|kijiji\nBEAU 4 1/2 | THERMOPOMPE | STATIONNEMENT|1225.0|4½|logisquebec\n3 1/2 Neuf: Gym,terrasse,stationnement|1225.0|3½|logisquebec\n4½ à Montréal (NDG) Stationnement inclus|1250.0|4½|kijiji\nSILLERY– 4½ lumineux | Stationnement| Rangement| Près de Maguire|1250.0|4½|kijiji\n1 MOIS GRATUIT | 3 1/2 avec Terrasse + Stationnement|1250.0|3½|lespac\n51/2 Avec 2 Stationnements|1250.0|5½|logisquebec\n541 Paul — 1 MONTH FREE | 1-Bed with Terrace + Parking Included|1250.0|4½|zumper\nCondo à Louer 1C à C +1stationnement|1250.0|3½|logisquebec\n2 Bedroom 4 1/2 Apartment in Longueuil With Parking|1270.0|4½|kijiji\nBEAU 3 1/2 | STATIONNEMENT ||1285.0|3½|logisquebec\nLogement 51/2 à l’étage Bromont, frigo, remise et stationnement privé inclus - 5 minutes du Sommet !!! Venez visiter!!!!|1290.0|5½|lespac\n4 et demi - Saint-Jean-sur-Richelieu - Électros + Parking inclus|1295.0|4½|kijiji\nGrand 4½ - Terrasse Et Stationnements|1300.0|4½|logisquebec\nAPPARTEMENT**3 ½ avec Espace BUREAU**et stationnement|1314.0|3½|lespac\nAppartement**3 ½ **avec Espace BUREAU et stationnement|1314.0|3½|kijiji\n4 1/2 Vieux Longueuil style condo à louer - Béton - Garage|1325.0|4½|kijiji\n4 1/2 Vieux Longueuil style condo à louer - Béton - Garage|1325.0|4½|lespac\n4 1/2 Rénové+ garage+rangement à louer rue de Rouville,|1350.0|4½|kijiji\nCharming 5 ½ Ground Floor Apartment in Ahuntsic with Parking|1350.0|4½|kijiji","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}133{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"27b55990-4e07-4120-99d5-0bc754ff37a2","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}134{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGaeuJZC7KDXT56SQ6hr","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3205,"cache_read_input_tokens":38301,"cache_creation":{"ephemeral_5m_input_tokens":3205,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"aca2f40c-ac5a-49da-bead-baed6e9442fd"}}135{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGaeuJZC7KDXT56SQ6hr","type":"message","role":"assistant","content":[{"type":"text","text":"Comme prévu, la plupart des correspondances sont des logements légitimes « avec stationnement inclus ». Il faut cibler les annonces qui SONT des stationnements. J'affine l'analyse."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3205,"cache_read_input_tokens":38301,"cache_creation":{"ephemeral_5m_input_tokens":3205,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"4bd84e7d-5710-4ba0-8951-5b6cd906f758"}}136{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGaeuJZC7KDXT56SQ6hr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_019813FqteGKMy8U4tRJiXrL","name":"Bash","input":{"command":"cd ~/apps/lou-ka && sqlite3 data/louka.db \"SELECT title, price, unit_type, source, substr(description,1,80) FROM listings WHERE active=1 AND published=1 AND price IS NOT NULL AND price < 500 AND (title LIKE '%stationnement%' OR title LIKE '%parking%' OR title LIKE '%garage%' OR title LIKE '%entrepo%' OR title LIKE '%rangement%') ORDER BY price LIMIT 50\"","description":"Find cheap parking-like listings"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3205,"cache_read_input_tokens":38301,"cache_creation":{"ephemeral_5m_input_tokens":3205,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"b7d6ee34-5cb9-4a24-84a4-627f9787d4b0"}}137{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_019813FqteGKMy8U4tRJiXrL","type":"tool_result","content":"Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec|Grand garage/entrepôt de 8 pieds par 20 pieds, situé au cœur d’un quartier tranq\nCostebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec|Grand garage/entrepôt de 8 pieds par 20 pieds, situé au cœur d’un quartier tranq\nChambre TOUT INCLUS à Laval – 215$/Semaine- Climatisé-Parking|215.0|Chambre|kijiji|Chambre privée à louer (1 seule personne par chambre) dans une maison à partager\nChambre TOUT INCLUS Blainville – Meublée, Stationnement, piscine|215.0|Chambre|kijiji|Chambre meublée et tout inclus à louer à Blainville avec stationnement.\r\n\r\nAUCUN","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"fae8e4dd-b74b-419f-95be-2327ef6395f6","timestamp":"2026-08-21T21:11:23.024Z","tool_use_result":{"stdout":"Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec|Grand garage/entrepôt de 8 pieds par 20 pieds, situé au cœur d’un quartier tranq\nCostebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec|Grand garage/entrepôt de 8 pieds par 20 pieds, situé au cœur d’un quartier tranq\nChambre TOUT INCLUS à Laval – 215$/Semaine- Climatisé-Parking|215.0|Chambre|kijiji|Chambre privée à louer (1 seule personne par chambre) dans une maison à partager\nChambre TOUT INCLUS Blainville – Meublée, Stationnement, piscine|215.0|Chambre|kijiji|Chambre meublée et tout inclus à louer à Blainville avec stationnement.\r\n\r\nAUCUN","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}138{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGaeuJZC7KDXT56SQ6hr","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Qpng7xd2jufJA94ygBievh","name":"Bash","input":{"command":"cd ~/apps/lou-ka && sqlite3 data/louka.db \"SELECT COUNT(*), source FROM listings WHERE active=1 AND published=1 AND (lower(title) GLOB 'stationnement*' OR lower(title) GLOB 'parking*' OR lower(title) GLOB 'garage*' OR lower(title) GLOB '*place de stationnement*' OR lower(title) GLOB '*espace de stationnement*' OR lower(title) LIKE '%stationnement à louer%' OR lower(title) LIKE '%parking à louer%' OR lower(title) LIKE '%garage à louer%' OR lower(title) LIKE '%parking for rent%' OR lower(title) LIKE '%parking spot%' OR lower(title) LIKE '%garage for rent%') GROUP BY source ORDER BY 1 DESC\"","description":"Count listings whose title indicates parking 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vrais stationnements publiés sont ceux dont le titre commence par « stationnement/parking/garage ». Je regarde aussi les annonces à très bas prix, qui sont un bon révélateur."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1477,"cache_read_input_tokens":41506,"cache_creation":{"ephemeral_5m_input_tokens":1477,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"a6f5eae4-939f-4250-82c0-b97e13ffb169"}}143{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGafzDFty4wyUnH7Dqa2","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FkhxZjStT7kKV8AxBdBgLm","name":"Bash","input":{"command":"cd ~/apps/lou-ka && sqlite3 data/louka.db \"SELECT uid, title, price, unit_type, source FROM listings WHERE active=1 AND published=1 AND (lower(title) GLOB 'stationnement*' OR lower(title) GLOB 'parking*' OR 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Location court terme seulement. Tarif par nuit et non par mois. Capacité maximum de 8 personnes. Vis\nduproprio:1131249|3 ½ moderne à Terrebonne Immeuble 1441 Gascon Découvrez ce beau 3 ½ de 702 pi², situé dans un immeuble bien entretenu à Terrebonne. Une unité idéale \nkangalou:233744|Grand garage/entrepôt de 8 pieds par 20 pieds, situé au cœur d’un quartier tranquille et accessible. À quelques minutes du sentier linéaire de la rivi\nlespac:225674412|Bonjour! Mon beau-père a utilisé cette chaise roulante utilisée quelques fois seulement. Il est en excellente condition, de couleur noire et rouge De \nlogisquebec:342835|Bonjour! – ¡Hola!\r\n\r\nCE QUE J’OFFRE :\r\n•\tChambre meublée avec cuisinette et séjour privés;\r\n•\tSalle de bain et buanderie communes;\r\n•\tAccès à la cour;\nlogisquebec:344213|Magnifique logement 4 1/2, lumineux, doté d’un balcon, d’un ascenseur, service de conciergerie. 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-----------------------------------------------------------------------------\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\t\n13\t# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n14\t# contenu) s'appliquent en plus du score — voir evaluate().\n15\tPUBLISH_THRESHOLD = 40\n16\t\n17\t# Pondération du score de complétude (total = 100)\n18\tW_PRICE = 20 # prix mensuel exploitable\n19\tW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\n20\tW_CITY = 4\n21\tW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\n22\tW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\n23\tW_UNIT = 8 # type d'unité ou nombre de chambres\n24\tW_AVAILABILITY = 5\n25\tW_AREA = 4\n26\tW_BATHROOMS = 3\n27\tW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\n28\tW_DETAILS = 4 # >= 3 champs structurés\n29\tW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n30\t\n31\t\n32\tdef _as_list(value) -> list:\n33\t if isinstance(value, list):\n34\t return value\n35\t if isinstance(value, str) and value:\n36\t try:\n37\t out = json.loads(value)\n38\t return out if isinstance(out, list) else []\n39\t except ValueError:\n40\t return []\n41\t return []\n42\t\n43\t\n44\tdef _as_dict(value) -> dict:\n45\t if isinstance(value, dict):\n46\t return value\n47\t if isinstance(value, str) and value:\n48\t try:\n49\t out = json.loads(value)\n50\t return out if isinstance(out, dict) else {}\n51\t except ValueError:\n52\t return {}\n53\t return {}\n54\t\n55\t\n56\tdef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n57\t \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n58\t\n59\t Retourne (score 0–100, publiable, raisons de quarantaine).\n60\t Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n61\t déjà décodés (Listing.asdict) — images/amenities/details.\n62\t \"\"\"\n63\t score = 0.0\n64\t reasons: list[str] = []\n65\t\n66\t # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n67\t # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n68\t price = d.get(\"price\")\n69\t has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n70\t if has_price:\n71\t score += W_PRICE\n72\t\n73\t address = (d.get(\"address\") or \"\").strip()\n74\t city = (d.get(\"city\") or \"\").strip()\n75\t sector = (d.get(\"sector\") or \"\").strip()\n76\t has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n77\t if address or has_coords:\n78\t score += W_LOCATION\n79\t elif sector:\n80\t score += W_LOCATION * 0.5\n81\t if city:\n82\t score += W_CITY\n83\t\n84\t desc = (d.get(\"description\") or \"\").strip()\n85\t if len(desc) >= 200:\n86\t score += W_DESCRIPTION\n87\t elif len(desc) >= 60:\n88\t score += W_DESCRIPTION * 0.5\n89\t\n90\t images = _as_list(d.get(\"images\"))\n91\t n_img = len(images)\n92\t if n_img >= 5:\n93\t score += W_IMAGES\n94\t elif n_img >= 2:\n95\t score += 11\n96\t elif n_img == 1:\n97\t score += 6\n98\t\n99\t if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n100\t score += W_UNIT\n101\t if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n102\t score += W_AVAILABILITY\n103\t if d.get(\"area_sqft\"):\n104\t score += W_AREA\n105\t if d.get(\"bathrooms\") is not None:\n106\t score += W_BATHROOMS\n107\t\n108\t amenities = _as_list(d.get(\"amenities\"))\n109\t if len(amenities) >= 3:\n110\t score += W_AMENITIES\n111\t elif len(amenities) >= 1:\n112\t score += W_AMENITIES * 0.5\n113\t\n114\t details = _as_dict(d.get(\"details\"))\n115\t if len(details) >= 3:\n116\t score += W_DETAILS\n117\t elif len(details) >= 1:\n118\t score += W_DETAILS * 0.5\n119\t\n120\t if (d.get(\"url\") or \"\").strip():\n121\t score += W_URL\n122\t\n123\t score = round(min(score, 100.0), 1)\n124\t\n125\t # ---- portes dures de publication ---------------------------------------\n126\t if not has_price:\n127\t reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n128\t if not (address or has_coords or city):\n129\t reasons.append(\"sans localisation\")\n130\t # contenu exploitable : description OU un minimum de structure\n131\t if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n132\t and d.get(\"bedrooms\") is None:\n133\t reasons.append(\"sans contenu exploitable\")\n134\t if not reasons and score < PUBLISH_THRESHOLD:\n135\t reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n136\t\n137\t return score, not reasons, reasons\n138\t\n139\t\n140\tdef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n141\t \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n142\t from . import db\n143\t con = db.connect()\n144\t rows = con.execute(\n145\t \"SELECT uid, price, address, city, sector, lat, lng, description,\"\n146\t \" images, unit_type, bedrooms, bathrooms, availability,\"\n147\t \" availability_date, area_sqft, amenities, details, url\"\n148\t \" FROM listings WHERE active=1\"\n149\t + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n150\t pub = quar = 0\n151\t for r in rows:\n152\t score, ok, reasons = evaluate(dict(r))\n153\t con.execute(\n154\t \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n155\t \" WHERE uid=?\",\n156\t (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n157\t else None, r[\"uid\"]))\n158\t if ok:\n159\t pub += 1\n160\t else:\n161\t quar += 1\n162\t con.commit()\n163\t con.close()\n164\t out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n165\t if verbose:\n166\t print(f\"[lou-ka] quality: {out}\")\n167\t return out\n168\t"}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"9de76865-9772-4b8d-b15c-e41e3bd9d326","timestamp":"2026-08-21T21:12:30.045Z","tool_use_result":{"type":"text","file":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","content":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","numLines":168,"startLine":1,"totalLines":168}}}}159{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGaiW99DLKP9vWksR67H","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Tsso47jVnADELNdrzxzoiv","name":"Bash","input":{"command":"cd ~/apps/lou-ka && sqlite3 data/louka.db \"SELECT uid,title,price,unit_type,source FROM listings WHERE active=1 AND published=1 AND price IS NOT NULL AND price < 450 AND (unit_type IS NULL OR unit_type NOT IN ('Chambre'))\"","description":"List all 32 cheap non-room published listings"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2188,"cache_read_input_tokens":45345,"cache_creation":{"ephemeral_5m_input_tokens":2188,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"628a9d13-15ea-413f-b192-6d4cd72764d9"}}160{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Tsso47jVnADELNdrzxzoiv","type":"tool_result","content":"lespac:222632243|Iliass|425.0|1½|lespac\nlespac:223901236|petite chambre meubler|300.0||lespac\nremax_quebec:21949032|1288 Rue St-Antoine O. app. P3-151|280.0|Condo|remax_quebec\nroyal_lepage:28677751|102 173 Av Cartier|375.0||royal_lepage\nroyal_lepage:11535881|P158 1400 Boul Rene Levesque O|250.0||royal_lepage\nduproprio:1126505|44, Perron O, Ste-Anne-Des-Monts à louer|210.0|Maison|duproprio\nduproprio:1126403|61, 1re avenue ouest, Ste-Anne-Des-Monts à louer|210.0|Maison|duproprio\nlespac:225632229|Chambres étudiantes reconnue par le Campus du Cégep du Granby|395.0|6½+|lespac\nlogisquebec:343841|Chambre Près De L'UdeS|423.0|5½|logisquebec\nlogisquebec:143316|1 Chambre à Louer - Étudiantes|375.0|3½|logisquebec\nlogisquebec:356001|Chambre Meublée Près Du CÉGEP Joliette|435.0|6½+|logisquebec\nlogisquebec:346589|Chalet à Partager Ou Bord D'un Lac.|400.0|4½|logisquebec\nkangalou:220605|2245 Rue de Vérone|449.74|4½|kangalou\nkangalou:233744|5885 Av. du Costebelle|195.0||kangalou\nkangalou:233746|5885 Av. du Costebelle|195.0||kangalou\nkangalou:237884|1955 Avenue Lincoln|240.0|3½|kangalou\nkijiji:1742201618|maison de campagne à louer|350.0|3½|kijiji\nlespac:225674412|Chaise roulante|200.0||lespac\nlogisquebec:311790|Chambre Pour étudiant(e)|440.0|1½|logisquebec\nlogisquebec:315368|STUDIO, 55 Ans Et Plus|427.0||logisquebec\nduproprio:1131249|1441, Gascon, Terrebonne (Terrebonne) à louer|180.0|3½|duproprio\nlogisquebec:345183|Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec\nlogisquebec:345185|Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026|195.0|3½|logisquebec\nlogisquebec:342376|Bureau/Local Commercial |350 Pi²|438.0|1½|logisquebec\nlogisquebec:342835|LOGIS ET FRANCISATION CONTRE SERVICES|200.0|6½+|logisquebec\nfb_marketplace:1329963689165095|1 Bed 2 Baths - House|300.0|3½|fb_marketplace\nfb_marketplace:28032919243059296|2 Beds 1 Bath House|400.0|4½|fb_marketplace\nfb_marketplace:2128485448102815|Appartement de 1 chambre et 1 salle de bain|400.0|3½|fb_marketplace\nfb_marketplace:27587646460906343|Appartement de 1 chambre et 1 salle de bain|300.0|3½|fb_marketplace\nfb_marketplace:1878541706856996|Appartement de 1 chambre et 1 salle de bain|438.0|3½|fb_marketplace\nfb_marketplace:1727476925202880|1 Bed 1 Bath House|400.0|3½|fb_marketplace\nfb_marketplace:1211414027824741|One bedroom in windfields area|362.0|3½|fb_marketplace","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"6d589df2-19e6-4818-83e4-6bd341102942","timestamp":"2026-08-21T21:12:31.797Z","tool_use_result":{"stdout":"lespac:222632243|Iliass|425.0|1½|lespac\nlespac:223901236|petite chambre meubler|300.0||lespac\nremax_quebec:21949032|1288 Rue St-Antoine O. app. P3-151|280.0|Condo|remax_quebec\nroyal_lepage:28677751|102 173 Av Cartier|375.0||royal_lepage\nroyal_lepage:11535881|P158 1400 Boul Rene Levesque O|250.0||royal_lepage\nduproprio:1126505|44, Perron O, Ste-Anne-Des-Monts à louer|210.0|Maison|duproprio\nduproprio:1126403|61, 1re avenue ouest, Ste-Anne-Des-Monts à louer|210.0|Maison|duproprio\nlespac:225632229|Chambres étudiantes reconnue par le Campus du Cégep du Granby|395.0|6½+|lespac\nlogisquebec:343841|Chambre Près De 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img.save(AVATAR_DIR / fname, \"JPEG\", quality=88)\nlouka/quality.py:4:# quality.py : score de complétude par annonce + seuil minimum de publication\nlouka/quality.py:14:# contenu) s'appliquent en plus du score — voir evaluate().\nlouka/quality.py:56:def evaluate(d: dict) -> tuple[float, bool, list[str]]:\nlouka/quality.py:152: score, ok, reasons = evaluate(dict(r))\nlouka/quality.py:154: \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\nlouka/quality.py:166: print(f\"[lou-ka] quality: {out}\")\nlouka/statsdash.py:282: # qualité des données (quality.py) : quarantaine\nlouka/web.py:495: img.save(buf, \"WEBP\", quality=80, method=4)\nlouka/web.py:676: # qualité des données : complétude moyenne + quarantaine (quality.py)\nlouka/web.py:683: return {**dict(row), \"quality\": dict(qual), \"recent_syncs\": log}\nlouka/ingest.py:112: from . import quality\nlouka/ingest.py:113: quality.backfill()\nlouka/ingest.py:115: print(f\"[lou-ka] quality: erreur non bloquante: {exc}\", file=sys.stderr)\nlouka/ingest.py:127: try: # juste valeur locative (fair value) — après dedup/geocode/quality\nlouka/db.py:195: \"completeness\": \"REAL\", # score de complétude 0–100 (quality.py)\nlouka/db.py:197: \"quality_reasons\": \"TEXT\", # JSON : raisons de la quarantaine\nlouka/db.py:307: from .quality import evaluate\nlouka/db.py:308: q_score, q_pub, q_reasons = evaluate({\nlouka/db.py:335: quality_reasons=(json.dumps(q_reasons, ensure_ascii=False)\nlouka/db.py:347: quality_reasons)\nlouka/db.py:354: :completeness,:published,:quality_reasons)\"\"\", params)\nlouka/db.py:375: quality_reasons=:quality_reasons"}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"948c995c-abf2-47d6-8bb6-38a2ebd9b814","timestamp":"2026-08-21T21:14:09.476Z","tool_use_result":{"mode":"content","numFiles":0,"filenames":[],"content":"louka/profile.py:98: img.save(AVATAR_DIR / fname, \"JPEG\", quality=88)\nlouka/quality.py:4:# quality.py : score de complétude par annonce + seuil minimum de publication\nlouka/quality.py:14:# contenu) s'appliquent en plus du score — voir evaluate().\nlouka/quality.py:56:def evaluate(d: dict) -> tuple[float, bool, list[str]]:\nlouka/quality.py:152: score, ok, reasons = evaluate(dict(r))\nlouka/quality.py:154: \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\nlouka/quality.py:166: print(f\"[lou-ka] quality: {out}\")\nlouka/statsdash.py:282: # qualité des données (quality.py) : quarantaine\nlouka/web.py:495: img.save(buf, \"WEBP\", quality=80, method=4)\nlouka/web.py:676: # qualité des données : complétude moyenne + quarantaine (quality.py)\nlouka/web.py:683: return {**dict(row), \"quality\": dict(qual), \"recent_syncs\": log}\nlouka/ingest.py:112: from . import quality\nlouka/ingest.py:113: quality.backfill()\nlouka/ingest.py:115: print(f\"[lou-ka] quality: erreur non bloquante: {exc}\", file=sys.stderr)\nlouka/ingest.py:127: try: # juste valeur locative (fair value) — après dedup/geocode/quality\nlouka/db.py:195: \"completeness\": \"REAL\", # score de complétude 0–100 (quality.py)\nlouka/db.py:197: \"quality_reasons\": \"TEXT\", # JSON : raisons de la quarantaine\nlouka/db.py:307: from .quality import evaluate\nlouka/db.py:308: q_score, q_pub, q_reasons = evaluate({\nlouka/db.py:335: quality_reasons=(json.dumps(q_reasons, ensure_ascii=False)\nlouka/db.py:347: quality_reasons)\nlouka/db.py:354: :completeness,:published,:quality_reasons)\"\"\", params)\nlouka/db.py:375: quality_reasons=:quality_reasons","numLines":23}}}166{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGakpzGNxWzJQcpbUhsY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01Cf8sBeT3X8KncA2jEPQKsS","name":"Bash","input":{"command":"cd ~/apps/lou-ka && sqlite3 data/louka.db \"SELECT uid, substr(description,1,120) FROM listings WHERE uid IN ('kangalou:220605','lespac:222632243','duproprio:1126403')\" && echo '---par nuit---' && sqlite3 data/louka.db \"SELECT COUNT(*) FROM listings WHERE active=1 AND published=1 AND (lower(description) LIKE '%par nuit%' OR lower(description) LIKE '%per night%')\" && sqlite3 data/louka.db \"SELECT uid,title,price,unit_type FROM listings WHERE active=1 AND published=1 AND (lower(description) LIKE '%par nuit%' OR lower(description) LIKE '%per night%') LIMIT 20\"","description":"Check edge-case descriptions and nightly-rate matches"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":6143,"cache_read_input_tokens":47533,"cache_creation":{"ephemeral_5m_input_tokens":6143,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"808c4a52-1196-4e2b-9bd5-429c2a676bc2"}}167{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01Cf8sBeT3X8KncA2jEPQKsS","type":"tool_result","content":"duproprio:1126403|No de permis CITQ 323042 - La Maison Rouge sur Mer Location à court terme seulement. Visite virtuelle : https://youtu.be\nkangalou:220605|Découvrez cet appartement moderne et meublé de 2 chambres à coucher - idéal pour une location de court, moyen ou long te\nlespac:222632243|\n---par nuit---\n4\nduproprio:1126505|44, Perron O, Ste-Anne-Des-Monts à louer|210.0|Maison\nduproprio:1126403|61, 1re avenue ouest, Ste-Anne-Des-Monts à louer|210.0|Maison\nlouer_ca:822223-0|5717 Rue Saint-Hubert|2795.0|4½\nrentals_ca:822223-0|5717 Rue Saint-Hubert|2795.0|4½","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"b5e45608-73cd-4a75-967f-a384941aca05","timestamp":"2026-08-21T21:14:12.499Z","tool_use_result":{"stdout":"duproprio:1126403|No de permis CITQ 323042 - La Maison Rouge sur Mer Location à court terme seulement. Visite virtuelle : https://youtu.be\nkangalou:220605|Découvrez cet appartement moderne et meublé de 2 chambres à coucher - idéal pour une location de court, moyen ou long te\nlespac:222632243|\n---par nuit---\n4\nduproprio:1126505|44, Perron O, Ste-Anne-Des-Monts à louer|210.0|Maison\nduproprio:1126403|61, 1re avenue ouest, Ste-Anne-Des-Monts à louer|210.0|Maison\nlouer_ca:822223-0|5717 Rue Saint-Hubert|2795.0|4½\nrentals_ca:822223-0|5717 Rue Saint-Hubert|2795.0|4½","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}168{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"5a8c0450-af4f-4ccc-805a-b1106cb218af","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}169{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGatFRdxXNXsbLYyEtxj","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8438,"cache_read_input_tokens":53676,"cache_creation":{"ephemeral_5m_input_tokens":8438,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"0b274979-8df9-4b0e-bd18-92eb3ca2252e"}}170{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGatFRdxXNXsbLYyEtxj","type":"message","role":"assistant","content":[{"type":"text","text":"Je regarde comment `evaluate()` est appelé dans `db.py` pour m'assurer que le titre y est transmis."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8438,"cache_read_input_tokens":53676,"cache_creation":{"ephemeral_5m_input_tokens":8438,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"ee5e10ce-3726-4110-8c18-99993112a8cd"}}171{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGatFRdxXNXsbLYyEtxj","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01CPf17qTBaEpZZBxwYxLW5a","name":"Read","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/db.py","offset":290,"limit":70},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":8438,"cache_read_input_tokens":53676,"cache_creation":{"ephemeral_5m_input_tokens":8438,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"07a0738b-2644-4806-908f-d58827bcad3f"}}172{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01CPf17qTBaEpZZBxwYxLW5a","type":"tool_result","content":"290\t added = updated = 0\n291\t seen_uids = set()\n292\t\n293\t n = len(listings)\n294\t null_price = sum(1 for l in listings if l.price is None)\n295\t null_addr = sum(1 for l in listings if not l.address)\n296\t null_price_rate = round(null_price / n, 3) if n else 0.0\n297\t\n298\t alert = _drift_alert(con, source, n, null_price_rate)\n299\t\n300\t for lst in listings:\n301\t seen_uids.add(lst.uid)\n302\t h = lst.content_hash()\n303\t row = con.execute(\n304\t \"SELECT content_hash, price, images FROM listings WHERE uid=?\",\n305\t (lst.uid,)).fetchone()\n306\t # score de complétude + seuil de publication (quarantaine sous le seuil)\n307\t from .quality import evaluate\n308\t q_score, q_pub, q_reasons = evaluate({\n309\t \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,\n310\t \"sector\": lst.sector, \"lat\": lst.lat, \"lng\": lst.lng,\n311\t \"description\": lst.description, \"images\": lst.images,\n312\t \"unit_type\": lst.unit_type, \"bedrooms\": lst.bedrooms,\n313\t \"bathrooms\": lst.bathrooms, \"availability\": lst.availability,\n314\t \"availability_date\": lst.availability_date,\n315\t \"area_sqft\": lst.area_sqft, \"amenities\": lst.amenities,\n316\t \"details\": lst.details, \"url\": lst.url})\n317\t params = dict(\n318\t uid=lst.uid, source=lst.source, external_id=lst.external_id,\n319\t url=lst.url, title=lst.title, address=lst.address,\n320\t sector=lst.sector, city=lst.city, unit_type=lst.unit_type,\n321\t bedrooms=lst.bedrooms, bathrooms=lst.bathrooms,\n322\t price=lst.price, price_label=lst.price_label,\n323\t availability=lst.availability,\n324\t availability_date=lst.availability_date,\n325\t area_sqft=lst.area_sqft, pets=lst.pets,\n326\t furnished=(None if lst.furnished is None else int(lst.furnished)),\n327\t description=lst.description,\n328\t digest=(json.dumps(lst.digest, ensure_ascii=False)\n329\t if getattr(lst, \"digest\", None) else None),\n330\t amenities=json.dumps(lst.amenities, ensure_ascii=False),\n331\t details=json.dumps(lst.details, ensure_ascii=False),\n332\t images=json.dumps(lst.images, ensure_ascii=False),\n333\t lat=lst.lat, lng=lst.lng, content_hash=h, now=now,\n334\t completeness=q_score, published=int(q_pub),\n335\t quality_reasons=(json.dumps(q_reasons, ensure_ascii=False)\n336\t if q_reasons else None),\n337\t )\n338\t if row is None:\n339\t con.execute(\n340\t \"\"\"INSERT INTO listings (uid, source, external_id, url, title,\n341\t address, sector, city, unit_type, bedrooms, bathrooms,\n342\t price, price_label,\n343\t availability, availability_date, area_sqft, pets, furnished,\n344\t description, digest, amenities, details, images, lat, lng,\n345\t content_hash, first_seen, last_seen, updated_at,\n346\t miss_count, active, completeness, published,\n347\t quality_reasons)\n348\t VALUES (:uid,:source,:external_id,:url,:title,:address,\n349\t :sector,:city,:unit_type,:bedrooms,:bathrooms,\n350\t :price,:price_label,:availability,\n351\t :availability_date,:area_sqft,:pets,:furnished,\n352\t :description,:digest,:amenities,:details,:images,:lat,:lng,\n353\t :content_hash,:now,:now,:now,0,1,\n354\t :completeness,:published,:quality_reasons)\"\"\", params)\n355\t if lst.price is not None: # prix initial = point de départ de l'historique\n356\t con.execute(\"INSERT INTO price_log (uid, ts, price) VALUES (?,?,?)\",\n357\t (lst.uid, now, lst.price))\n358\t added += 1\n359\t elif row[\"content_hash\"] != h:"}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"c1e33ed7-09c3-45ff-a265-62622be7cef9","timestamp":"2026-08-21T21:14:26.872Z","tool_use_result":{"type":"text","file":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/db.py","content":" added = updated = 0\n seen_uids = set()\n\n n = len(listings)\n null_price = sum(1 for l in listings if l.price is None)\n null_addr = sum(1 for l in listings if not l.address)\n null_price_rate = round(null_price / n, 3) if n else 0.0\n\n alert = _drift_alert(con, source, n, null_price_rate)\n\n for lst in listings:\n seen_uids.add(lst.uid)\n h = lst.content_hash()\n row = con.execute(\n \"SELECT content_hash, price, images FROM listings WHERE uid=?\",\n (lst.uid,)).fetchone()\n # score de complétude + seuil de publication (quarantaine sous le seuil)\n from .quality import evaluate\n q_score, q_pub, q_reasons = evaluate({\n \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,\n \"sector\": lst.sector, \"lat\": lst.lat, \"lng\": lst.lng,\n \"description\": lst.description, \"images\": lst.images,\n \"unit_type\": lst.unit_type, \"bedrooms\": lst.bedrooms,\n \"bathrooms\": lst.bathrooms, \"availability\": lst.availability,\n \"availability_date\": lst.availability_date,\n \"area_sqft\": lst.area_sqft, \"amenities\": lst.amenities,\n \"details\": lst.details, \"url\": lst.url})\n params = dict(\n uid=lst.uid, source=lst.source, external_id=lst.external_id,\n url=lst.url, title=lst.title, address=lst.address,\n sector=lst.sector, city=lst.city, unit_type=lst.unit_type,\n bedrooms=lst.bedrooms, bathrooms=lst.bathrooms,\n price=lst.price, price_label=lst.price_label,\n availability=lst.availability,\n availability_date=lst.availability_date,\n area_sqft=lst.area_sqft, pets=lst.pets,\n furnished=(None if lst.furnished is None else int(lst.furnished)),\n description=lst.description,\n digest=(json.dumps(lst.digest, ensure_ascii=False)\n if getattr(lst, \"digest\", None) else None),\n amenities=json.dumps(lst.amenities, ensure_ascii=False),\n details=json.dumps(lst.details, ensure_ascii=False),\n images=json.dumps(lst.images, ensure_ascii=False),\n lat=lst.lat, lng=lst.lng, content_hash=h, now=now,\n completeness=q_score, published=int(q_pub),\n quality_reasons=(json.dumps(q_reasons, ensure_ascii=False)\n if q_reasons else None),\n )\n if row is None:\n con.execute(\n \"\"\"INSERT INTO listings (uid, source, external_id, url, title,\n address, sector, city, unit_type, bedrooms, bathrooms,\n price, price_label,\n availability, availability_date, area_sqft, pets, furnished,\n description, digest, amenities, details, images, lat, lng,\n content_hash, first_seen, last_seen, updated_at,\n miss_count, active, completeness, published,\n quality_reasons)\n VALUES (:uid,:source,:external_id,:url,:title,:address,\n :sector,:city,:unit_type,:bedrooms,:bathrooms,\n :price,:price_label,:availability,\n :availability_date,:area_sqft,:pets,:furnished,\n :description,:digest,:amenities,:details,:images,:lat,:lng,\n :content_hash,:now,:now,:now,0,1,\n :completeness,:published,:quality_reasons)\"\"\", params)\n if lst.price is not None: # prix initial = point de départ de l'historique\n con.execute(\"INSERT INTO price_log (uid, ts, price) VALUES (?,?,?)\",\n (lst.uid, now, lst.price))\n added += 1\n elif row[\"content_hash\"] != h:","numLines":70,"startLine":290,"totalLines":464}}}}173{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"71586ce0-c5ab-4796-88cd-af63430a97e3","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}174{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGauJee2Xw5hsPNGpT3b","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"CAISxUMKpAEIERgCKkDl4Grv+zj2EnnJKXVptw4iiZKdUXig3im8jRsnXYaeN2uVgl/ENMPE44wYUknyGGV/jwwrukL36UrESJBe0X5qMg5jbGF1ZGUtZmFibGUtNTgBQgh0aGlua2luZ1okNmZjYzhmODMtMWY5Yy00ZDMzLWJhMDctNGQ0ZGYzN2Q2N2Y1chD0eFf7D17nbHkCPBxNVtIaiAEBqAHm/6LUBhIMYZzhl2mpTQAFy+NhGgyhmCJUZ3+eWiiKnA4iMFMlc73EsLPZZEAENDisdKd3k0ys6tpiCBe/nlrOoJ/ii+2vlInOZKJxug6xhRTGTSrNQWEmPi00CjjYt0qNIOQb1lXa2ttVq90gLtHlUkG+qXhIglM5AK9acpWmTqDEvBe63jE68W0In+XMijWFf2IZwQl9pUZA/lDYl6KvTzn+1mE5skQciGgD2diq7uttHcS9r0rfApK+KBPtzirlmUdBclOA5kNyBY7Psv6p3Rf8JHlwjLSdIim8xsCMB2XMBNmgiwCNZafztmddZVgYGAtjEe7TnAbIQ+ZsUPWs28d2NdE6EoNZ+rCkv5dpcU7Ozx5+uEIdPdXWq/euJPQsta5jjumI8EV6EbU1NOqhyCnmT2uwiKjwk+ERVX0AeC2LmdiS/OPB9RdH2MJkrVRfT3ckuJAdNWo7l9rgzXic0sgExlBktM1HQCC4sTMsRQB6lmnrZ/X8+WIzX6+I9ohjbInYadX/UPQf2J0Bz7UUMOlrk+YbQ0Y5F9Utd4EYCfJQMkfFMSkoIHjIAVQFPl2m+auFEAUutflCkzi+I7n8QSSjgy7u5UZu6mwPBIqcUJBdjGPnLpCpAXQRY5eiVycKcG1nM+2tE/XlyrcxN4v0EhhuuSj33c6hSyGSCnHlwrvK1ssGIuRECLJwHPXZ52X03GRIS3SVDNyHbqg/wWBPvRKQqAGtHzY4632tXDB0Gk/uCKb5cccLpViKLn5lbUfd6U9Y0p7m7aPyrkdccnjuHeNkFpd6D+xucyhcewfW/H3KITnDKrGnqzJMTxVdCVjBcFZC7+W24FWDVZdWUj+rTrBsY/xV3AbIphy5BjkL/YG8FQRGZ6E5XPO52pRTlDuVsZl6PzUeeWnwI4w+m5FFwahiv1qJr3Cdl8zugCzwdcLO6T2PO4V3SeO22wK+zcUHEa4Ea8sZoG1bfoYNDq5T/k8UoRJOrG/grG3pG2IpnO1HlDlsMXeaA0xbVv67ch5FtCo1eHzJjkgAB4UGkMa1Pzd5+oSEVGSuH/8ZeBSFdgmTiOe8aNeAUcs2wnN0ldmVlXmM5pD8JUf6Jck9ASlexCfd5AzFLPzCHonSdiZyPEmbQtfUBmYlar5q47dpHWN7425PK3dbodD/1POfYaEwcd72dm4YLUKvZYjfO4vLFzW0D5JyWTO9UVGIXZZAYatjNpHzyaJ+Y0c9xqg7EFuFLnzVStwkvXStsXjqY+M8XD0MdQXNIgkqgLZ7QB4n608i0Ch69bTly1WamoDByoy3/tIAyFhArx4HNmLIdW74ZSznXx9P3o8r8No/4iy1nelpiOcqucTRc/0YAm/CfoNHNUoS4kEXZ2glpkuCky3lHk4P6qcRFoE4c5KQoxoRNtikHI0yRCigEZjxT7a/HpaWSYK+vd0Y9/wkaEuatkhw1i7wVrSdPpzjE9OD8bCVth0XXYvNcejSkv52Lu98wgBIzZwswANlMP/FPATgXfRG3b4QW6vd21Ebz/m9IcWRj1AHq0SGP13tjbqdcE/477wv5ZJ7ivgSM8ZTDETdDgzXzV3Hq4XHrA1itvIAe9BVDNwahHtN648FrnZVHexRMBKlmZuEdxXZvdfgwKas/X8ByZH1bxfDFJi3cPQ0Gv9hQMDUXJLi3YXmMnjO6iLjvON1J9yApCAgADMY2qi6JXZFNbRr9VADf38c0OuVoPdThqYZhjB5VPfVBKImxNsAlv0rBnUsl5nzALiE7JDCZdAHG08MOGJgF6CngNyrP4Fb2p8zk0PS1NzKYA6gn6k6huw7zCGoERTBByrJy6oX5LwmDieh5yB5iRYKE79yvxNTkwILBqAmTxv1wrGJKsdlR6XyHuZ2ieRJqcP3R3L8CRjLWw8tOgJlI3k6pw7Mg1wBNwwWAd7YPuZbR+mAsjCfgo2qXvjGb/YxQMbfQCcjec+voEDrDFDsvxCQu93X/yFru2oLEYYDkR//4gv6wHpsDKriYqi8Jc3C7rNBaT4gb0jLjCTqYMb+vLUQGXKP8i5Q68WbRknihcCAD/xIyCVjypBooMs4pJHd4MBrDKOsYeM3OSkhUP+ZBUBmr/zIBYsbeTYQ+QqkQlP4/BjkzIKV3d3qkzZLWCZn9DycYqiaTF97ybAxSMbG+LRF89ZrkZyWjsYXexHtUoBhoCOmVYumikYCL3qy/jG2I2V8O5Z4VSAnMgaG2tyrWs8DVB8yTYJCjJoHisKhAkMom8/AaB1AQfuZ4iUdcj4JWG9dCZojbHITFpc4RoELkEVmNWE+Mj+qBHEkEGd36/BLSraO7/D9no3AadVERaEzADqMliIrZ/Y/5TzGpEhaJvqMRKOEPwlwANHVfJTmLOae/04SsIGrooiZ6a3ec8oxvS4OPyhd4BVwlvmZPjGReTMHEIElxFAeua/8S0jRY6ao5IvV3chPxFu2EnxJOIvTaGrTupwcB34WrBUY8hmY0fobazMfHb6QVQP84ZMrevgseGvEDrgOUiNH4sDIZv/pIFQoP6BAz1+dd3Dk/7OqXwRvcvYOkU3EcwOsnXgjGQnUT412nJpbmHsCbeqj36OYTF/IdZCUgaDEtVdiFJ/6blJ/Ti6f2pWb2cX9Tnvc4ZeGHDJ+m2vvTleRUD+lh/e4UtnZSTispxXGaT/A/7jZB58IpJJiosNVDXoqlYpRQ91b4nS3U0TtzGZP5xnpupY6toozHZzjWADWmT+0DVhJbe3KVw3liiNp1K3XFiTMyC4fhczPj88FCEGb0RuhVSsAGsW6u5uRZWHNsgRSIJ5VcAei5u86FjKyL5Jxe/96JP5uY3fPsx2DMMa9f8pX8PCEUO13M4UY1Cf+md5j77285ezt8rNjxSHbfvTgZVasJ5Fp2B4DabdHrjdHlLax3DgAGaJbEG+LdGAwWB3Io3HfqIzEjGlcCLudAbtTLvySgXwvoLOWTB/1yBRqZ/4hGwqudxaBzhZpCBDz2NRRZ7Jxu7aaCCEy7Hnb2V8kFk7y3RUgDRqB82lJXEWbmlSbOvZQXX9NwBNRQHOpIF7bAR95xKXR8dmhOS6T9orWIp9YggKHxIIRHtN1ckiZdJcUMvbun/Ajgx94iEuuGqgycP+2KA1hEvOYVM8wOBiABnxcbn9OhSbnbFOcEuAjzsZcR4OfftfisbWi+TbLhJovUCjcle5blkLDGQcSVphE+V+fYPXGMpRqTPuHRwwtU6SS8+/asH4OwbMdfS3LVxIDbL02+GviULVjW1h3H791u6Q5HD789rNewYSAaIZ8AZyLjJO/ZbJHCRMFZpLZYEWziAT77zvsr+Phb9uxveGorxQ05viq12hXvrhNMVicB8oCUB2Rp1eV+4yx81N/lglroY4LX1eEDj2oAwAPhFikKPuHDUzuTYFICrE4Q29MBp1jmd98WRxGWHEcRT6AQvuH1c+eXAPIJd5AlqItb5Y6McSZ2a+/n23Y1MsWseLb4Y2O/FKfHydCruevII95H9dHJ5vYTmGkse1b4qTWAtzog1PQeT9l1I6csxe+w6rDDKJAe2hCCvzXeLGxNJPz+ZqDCUgNOcnDwHJlyeZXTSo384cRTgDoOvj4ylfrRpkxueEcnxlsbCm2OqUrT4laHwt3K4EMLXWGQ8lLu0GNVNsbxD1X59E4CBsSHuPyN4TmpIvHFi182nEmMkmApcqOkLVeqG7JBNCyV/EHgzKsznhTI8dhiJf2yYkP2+BNqmfldsPFu0EbpkoNdaT0Ectg6RRSkVq0lFtkD5GHXCTK0s2uHaZBMLJvSg4L4gJSBXMxrIExXBboW0W1KQVFC4U+o49DAac8puQ7zZ5+tFMYOYcWdETcefl7GDDwxJFEpyvjwkJGkVl27TClhibBvbwOTZ8Ah9ClWXvbbJWEsRri5mPmIxqILehJ5flHYS0LGqP4lkUk/2ALDS6NrwuBOcRrv+g8z8Bg5ZBWLChbUReJO4BhzuzvK2jxLGUsJDwjxsaMqP2A8YDkuGcNTfLvyfcLYD7oSUp3w1JuGxA0mv452ez2EHske5g5YXMuG54YRMrWqwFNjqsI0csIQspv4BgzRcBdZepvrzFLRvZer5aPNprLKxY9+Kw3KF9TPTYuL8tgzWo62aAAOineXg/yivoV8E9B/y9Zr/qm5tEHkVEBjKN/yZx1HFO8jGbgdItVmvL+PDnXQ1cLFx6uPkH+IbE/tjQjQBu3Oq6FC6THqzHS2jtrvdy47vUgmONf82Baw8YIDyZC69vHcLKSgrwiLX4skgYoTE+KOEz9sZ2QmsCTK65BCMlt6fDYHClmUw2L3CwRVIROomsSEf/9k/h6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Emplacement de choix, tout est facilement ac","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}178{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"63324f2f-ae9e-4e1d-a08e-4fc7a538602c","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}179{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGayBxvFPfUupVfyXxoP","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3899,"cache_read_input_tokens":64460,"cache_creation":{"ephemeral_5m_input_tokens":3899,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"85f3a792-d96e-4565-a1b6-4766684b016a"}}180{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGayBxvFPfUupVfyXxoP","type":"message","role":"assistant","content":[{"type":"text","text":"Le cas louer_ca à 2795 $ est un vrai logement — je vais donc borner la règle « à la nuit » aux prix < 600 $. J'écris maintenant le code."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3899,"cache_read_input_tokens":64460,"cache_creation":{"ephemeral_5m_input_tokens":3899,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"f2f81b5f-1cf6-4810-9a27-20a9b6ef3777"}}181{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGayBxvFPfUupVfyXxoP","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HhwCRz51BXa3Zn9tbTzbsy","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":"from __future__ import annotations\n\nimport json","new_string":"from __future__ import annotations\n\nimport json\nimport re"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3899,"cache_read_input_tokens":64460,"cache_creation":{"ephemeral_5m_input_tokens":3899,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"66d5b2de-8d51-4cc6-80dd-80e13037d55c"}}182{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HhwCRz51BXa3Zn9tbTzbsy","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"5ddda0c2-1122-487b-af48-76a3c6a53d3b","timestamp":"2026-08-21T21:15:28.880Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":"from __future__ import annotations\n\nimport json","newString":"from __future__ import annotations\n\nimport json\nimport re","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":9,"oldLines":6,"newStart":9,"newLines":7,"lines":[" from __future__ import annotations"," "," import json","+import re"," "," # Seuil de publication (score 0–100). Les portes dures (prix, localisation,"," # contenu) s'appliquent en plus du score — voir evaluate()."]}],"userModified":false,"replaceAll":false}}}183{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"1b85c57a-27df-4c07-8fe4-22799fa43b88","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}184{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGaytGKtrx9zLQgnMjEF","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01AUSHk9DM9aACFF37yqXAZx","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":"def _as_list(value) -> list:","new_string":"# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"\n r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"\n r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",\n re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":728,"cache_read_input_tokens":68359,"cache_creation":{"ephemeral_5m_input_tokens":728,"ephemeral_1h_input_tokens":0},"output_tokens":15,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"94adc3e2-9065-4260-b127-9aff4a5d4943"}}185{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AUSHk9DM9aACFF37yqXAZx","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"234c28b1-7ed1-40fa-9700-0bc1fc58eb4c","timestamp":"2026-08-21T21:15:51.573Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":"def _as_list(value) -> list:","newString":"# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"\n r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"\n r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",\n re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":30,"oldLines":6,"newStart":30,"newLines":82,"lines":[" W_URL = 3 # lien vers l'annonce originale (contact / réservation)"," "," ","+# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------","+# Certaines sources mêlent stationnements, garages, entreposage, locaux","+# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.","+# Ces annonces passent le score de complétude mais ne sont pas des logements :","+# on les met en quarantaine (published=0) avec une raison « hors sujet ».","+","+# vocabulaire logement (titre/description)","+_RE_RES = re.compile(","+ r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"","+ r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"","+ r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",","+ re.I)","+","+# objet non résidentiel proposé à la location","+_RE_NONRES = re.compile(","+ r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"","+ r\"espaces? de rangement|places? de (?:stationnement|parking)|\"","+ r\"lockers?|cabanons?|remises?|\"","+ r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",","+ re.I)","+","+# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)","+_RE_DESC_LEAD = re.compile(","+ r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"","+ r\"jolie?s?|\\d+)?\\s*\"","+ r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"","+ r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"","+ r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)","+","+# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)","+_RE_NIGHTLY = re.compile(","+ r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"","+ r\"location à la nuit|court terme seulement\", re.I)","+","+","+def relevance_reason(d: dict) -> str | None:","+ \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement","+ à louer au mois (stationnement, garage, entreposage, local commercial,","+ objet divers, location à la nuit), sinon None.","+","+ Les seuils de prix évitent les faux positifs : un vrai logement dont le","+ titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½","+ à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.","+ \"\"\"","+ title = (d.get(\"title\") or \"\").strip()","+ desc = (d.get(\"description\") or \"\").strip()","+ head = desc[:300]","+ price = d.get(\"price\")","+ priced = isinstance(price, (int, float))","+ unit = (d.get(\"unit_type\") or \"\").strip()","+ res_title = bool(_RE_RES.search(title))","+ res_text = res_title or bool(_RE_RES.search(head))","+","+ # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement","+ if _RE_NONRES.search(title) and not res_title \\","+ and (not unit or not priced or price < 700):","+ return \"hors sujet : stationnement/garage/local (titre)\"","+ # 2) la description s'ouvre sur l'objet non résidentiel — attrape les","+ # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les","+ # titres-adresses (« P158 1400 Boul René-Lévesque »)","+ if _RE_DESC_LEAD.match(desc) and (","+ not priced or price < 450","+ or (not res_title and \"à vendre\" in head.lower())):","+ return \"hors sujet : stationnement/garage/local (description)\"","+ # 3) prix de case de stationnement + aucun vocabulaire logement","+ if priced and price < 450 and not res_text and _RE_NONRES.search(head):","+ return \"hors sujet : stationnement/garage (prix + texte)\"","+ # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)","+ if title and not unit and d.get(\"bedrooms\") is None and not res_text:","+ return \"hors sujet : aucun signal résidentiel\"","+ # 5) prix à la nuit / courte durée affiché comme loyer mensuel","+ if priced and price < 600 and _RE_NIGHTLY.search(desc):","+ return \"hors sujet : location à la nuit / court terme\"","+ return None","+","+"," def _as_list(value) -> list:"," if isinstance(value, list):"," return value"]}],"userModified":false,"replaceAll":false}}}186{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"52183a3b-984d-47d0-8a39-88e6fdfb4355","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}187{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb1Yi9dbyTBYGGPXnLY","type":"message","role":"assistant","content":[{"type":"text","text":"Je branche la porte dans `evaluate()` et j'ajoute `title` au backfill et à l'appel dans `db.py`."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1900,"cache_read_input_tokens":69087,"cache_creation":{"ephemeral_5m_input_tokens":1900,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"e9f9fd2f-810e-4af9-be42-afa41a874c79"}}188{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb1Yi9dbyTBYGGPXnLY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_015p88PY5rxrrfQ4xpEVc5Uh","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":" if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")","new_string":" if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1900,"cache_read_input_tokens":69087,"cache_creation":{"ephemeral_5m_input_tokens":1900,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"fcc9c349-29af-4943-ad6c-0a369a9ab904"}}189{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_015p88PY5rxrrfQ4xpEVc5Uh","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"cea4ae63-ff39-49c6-8ac0-4ac7f4266614","timestamp":"2026-08-21T21:15:58.349Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":" if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")","newString":" if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"\n r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"\n r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",\n re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":208,"oldLines":6,"newStart":208,"newLines":10,"lines":[" if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\"," and d.get(\"bedrooms\") is None:"," reasons.append(\"sans contenu exploitable\")","+ # pertinence : pas un logement à louer au mois (stationnement, garage…)","+ rel = relevance_reason(d)","+ if rel:","+ reasons.append(rel)"," if not reasons and score < PUBLISH_THRESHOLD:"," reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")"," "]}],"userModified":false,"replaceAll":false}}}190{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb1Yi9dbyTBYGGPXnLY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_013RBuF9y7AhPXNUGbCpYHX5","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":" \"SELECT uid, price, address, city, sector, lat, lng, description,\"","new_string":" \"SELECT uid, title, price, address, city, sector, lat, lng, description,\""},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1900,"cache_read_input_tokens":69087,"cache_creation":{"ephemeral_5m_input_tokens":1900,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"e195b4ba-f26a-4aba-8d81-98248e01a9c2"}}191{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_013RBuF9y7AhPXNUGbCpYHX5","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"7ed1640b-c9e2-4117-8bb5-e6cb4c1eff12","timestamp":"2026-08-21T21:15:59.737Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":" \"SELECT uid, price, address, city, sector, lat, lng, description,\"","newString":" \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"\n r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"\n r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",\n re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":223,"oldLines":7,"newStart":223,"newLines":7,"lines":[" from . import db"," con = db.connect()"," rows = con.execute(","- \"SELECT uid, price, address, city, sector, lat, lng, description,\"","+ \"SELECT uid, title, price, address, city, sector, lat, lng, description,\""," \" images, unit_type, bedrooms, bathrooms, availability,\""," \" availability_date, area_sqft, amenities, details, url\""," \" FROM listings WHERE active=1\""]}],"userModified":false,"replaceAll":false}}}192{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb1Yi9dbyTBYGGPXnLY","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_013nagf9rPus43vvUtvzrHxs","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/db.py","old_string":" q_score, q_pub, q_reasons = evaluate({\n \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,","new_string":" q_score, q_pub, q_reasons = evaluate({\n \"title\": lst.title,\n \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1900,"cache_read_input_tokens":69087,"cache_creation":{"ephemeral_5m_input_tokens":1900,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"c14621fd-5627-4701-a262-aef887b33a4f"}}193{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_013nagf9rPus43vvUtvzrHxs","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/db.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"7e43986a-301d-4010-821c-bb1b854ff5a2","timestamp":"2026-08-21T21:16:01.176Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/db.py","oldString":" q_score, q_pub, q_reasons = evaluate({\n \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,","newString":" q_score, q_pub, q_reasons = evaluate({\n \"title\": lst.title,\n \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# db.py : persistance SQLite — upsert avec détection de changements,\n# cycle de vie avec délai de grâce (2 syncs), détection de dérive,\n# cache des pages détail, cache de géocodage.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport sqlite3\nimport statistics\nimport time\nfrom pathlib import Path\n\nfrom .schema import Listing\n\nDB_PATH = Path(__file__).resolve().parent.parent / \"data\" / \"louka.db\"\n\n# Nombre d'exécutions consécutives où une annonce doit être absente de la\n# source avant d'être désactivée (délai de grâce contre les ratés ponctuels).\nMISS_GRACE = 2\n\n# Dérive : si une source retourne <= DRIFT_RATIO × sa médiane historique\n# (médiane >= DRIFT_MIN_BASE annonces), on alerte et on suspend les retraits.\nDRIFT_RATIO = 0.25\nDRIFT_MIN_BASE = 8\nDRIFT_HISTORY = 5\n\n_SCHEMA = \"\"\"\nCREATE TABLE IF NOT EXISTS 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 bedrooms REAL,\n bathrooms REAL,\n price REAL,\n price_label TEXT,\n availability TEXT,\n availability_date TEXT,\n area_sqft REAL,\n pets TEXT,\n furnished INTEGER,\n description TEXT,\n amenities TEXT, -- JSON (liste de textes source)\n details TEXT, -- JSON (champs structurés : inclusions, parking…)\n images TEXT, -- JSON\n lat REAL,\n lng REAL,\n geocode_failed INTEGER DEFAULT 0,\n content_hash TEXT,\n first_seen REAL,\n last_seen REAL,\n updated_at REAL,\n miss_count INTEGER DEFAULT 0,\n active INTEGER DEFAULT 1\n);\nCREATE INDEX IF NOT EXISTS idx_listings_source ON listings(source);\nCREATE INDEX IF NOT EXISTS idx_listings_city ON listings(city);\nCREATE INDEX IF NOT EXISTS idx_listings_active ON listings(active);\nCREATE INDEX IF NOT EXISTS idx_listings_geo ON listings(lat, lng);\n\nCREATE TABLE IF NOT EXISTS sync_log (\n id INTEGER PRIMARY KEY AUTOINCREMENT,\n source TEXT,\n ts REAL,\n found INTEGER,\n added INTEGER,\n updated INTEGER,\n removed INTEGER,\n ok INTEGER,\n message TEXT,\n stats TEXT -- JSON : taux de champs null, missed, alerte…\n);\n\nCREATE TABLE IF NOT EXISTS detail_cache (\n source TEXT NOT NULL,\n external_id TEXT NOT NULL,\n key TEXT, -- hash du contenu « liste » de l'annonce\n payload TEXT, -- JSON opaque propre au connecteur\n fetched_at REAL,\n PRIMARY KEY (source, external_id)\n);\n\nCREATE TABLE IF NOT EXISTS price_log (\n uid TEXT NOT NULL,\n ts REAL NOT NULL,\n price REAL -- prix observé (NULL = retiré de l'affichage)\n);\nCREATE INDEX IF NOT EXISTS idx_price_log_uid ON price_log(uid);\n\nCREATE TABLE IF NOT EXISTS poi_cache (\n coord_key TEXT PRIMARY KEY, -- \"lat,lng\" arrondi à 4 décimales (~11 m)\n lat REAL,\n lng REAL,\n pois TEXT, -- JSON : [{cat, name, dist_m}] (plus proche/catégorie)\n ts REAL\n);\n\nCREATE TABLE IF NOT EXISTS geocode_cache (\n address TEXT PRIMARY KEY, -- adresse normalisée (clé de cache)\n lat REAL,\n lng REAL,\n provider TEXT,\n failed INTEGER DEFAULT 0,\n ts REAL\n);\n\nCREATE TABLE IF NOT EXISTS users (\n id INTEGER PRIMARY KEY AUTOINCREMENT,\n google_sub TEXT UNIQUE, -- identifiant stable Google (OpenID « sub »)\n ka_id TEXT, -- identifiant membre « ka-0123456789 » (unique)\n email TEXT,\n name TEXT,\n picture TEXT, -- URL de l'avatar Google\n public INTEGER DEFAULT 0, -- profil public /u/{ka_id} (opt-in)\n role TEXT, -- « locataire » | « gestionnaire » | NULL\n org_source TEXT, -- source réclamée (gestionnaire)\n created_at REAL,\n last_login REAL\n);\n\nCREATE TABLE IF NOT EXISTS favorites (\n user_id INTEGER NOT NULL,\n uid TEXT NOT NULL, -- listings.uid\n ts REAL,\n PRIMARY KEY (user_id, uid)\n);\n\nCREATE TABLE IF NOT EXISTS image_checks (\n url TEXT PRIMARY KEY, -- URL d'image vérifiée (imgcheck.py)\n status TEXT, -- ok | dead | small | error\n width INTEGER,\n height INTEGER,\n bytes INTEGER,\n sha1 TEXT, -- hash du contenu (doublons / placeholders)\n checked_at REAL\n);\n\nCREATE TABLE IF NOT EXISTS env_tiles (\n tile_key TEXT PRIMARY KEY, -- « ty,tx » (tuiles 0,5° — voir poi.py/environment.py)\n data TEXT, -- JSON : routes/rails/aéro/industriel/bars/cyclable/POI\n fetched_at REAL\n);\n\nCREATE TABLE IF NOT EXISTS kascores (\n coord_key TEXT PRIMARY KEY, -- « lat,lng » arrondi à 4 décimales (immeuble)\n lat REAL, lng REAL,\n walk REAL, -- KA Walk Score 0-100 (NULL = données insuffisantes)\n transit REAL, -- KA Transit Score (NULL = non desservi/inconnu)\n bike REAL,\n calme REAL,\n services REAL,\n global REAL, -- moyenne pondérée par défaut (voir kascores.py)\n details TEXT, -- JSON : détail par score (fiche + méthodologie)\n version TEXT, -- version du barème (recalcul si changement)\n computed_at REAL\n);\n\nCREATE TABLE IF NOT EXISTS source_profiles (\n source_id TEXT PRIMARY KEY, -- id de la source (data/sources.json)\n owner_user_id INTEGER, -- gestionnaire qui a réclamé la page\n tagline TEXT, -- accroche personnalisée\n description TEXT,\n website TEXT,\n phone TEXT,\n email TEXT,\n logo_url TEXT,\n updated_at REAL\n);\n\"\"\"\n\n# Colonnes ajoutées après la v1 — migration automatique des bases existantes.\n_MIGRATIONS = {\n \"listings\": {\n \"availability_date\": \"TEXT\",\n \"area_sqft\": \"REAL\",\n \"pets\": \"TEXT\",\n \"furnished\": \"INTEGER\",\n \"details\": \"TEXT\",\n \"geocode_failed\": \"INTEGER DEFAULT 0\",\n \"miss_count\": \"INTEGER DEFAULT 0\",\n \"dauid\": \"TEXT\", # aire de diffusion 2021 (stats de quartier)\n \"digest\": \"TEXT\", # JSON louka/textmine.py (description structurée)\n \"dup_of\": \"TEXT\", # uid de l'annonce canonique si doublon inter-sources\n \"dup_sources\": \"TEXT\", # JSON : autres sources où l'annonce est publiée\n \"bedrooms\": \"REAL\", # chambres fermées (convention QC : 4½ = 2)\n \"bathrooms\": \"REAL\", # salles de bain (1.5 = salle d'eau en plus)\n \"completeness\": \"REAL\", # score de complétude 0–100 (quality.py)\n \"published\": \"INTEGER DEFAULT 1\", # 0 = quarantaine (sous le seuil)\n \"quality_reasons\": \"TEXT\", # JSON : raisons de la quarantaine\n \"images_ok\": \"TEXT\", # JSON : galerie nettoyée (imgcheck.py)\n \"img_audit\": \"TEXT\", # JSON : traçabilité du contrôle images\n \"coord_key\": \"TEXT\", # clé immeuble « lat,lng » 4 déc. (jointure kascores)\n },\n \"sync_log\": {\n \"stats\": \"TEXT\",\n },\n \"users\": {\n \"ka_id\": \"TEXT\",\n \"public\": \"INTEGER DEFAULT 0\",\n \"role\": \"TEXT\",\n \"org_source\": \"TEXT\",\n \"display_name\": \"TEXT\", # nom choisi (prime sur le nom Google)\n \"avatar_url\": \"TEXT\", # photo téléversée (prime sur picture)\n \"bio\": \"TEXT\",\n \"city\": \"TEXT\",\n \"phone\": \"TEXT\",\n \"website\": \"TEXT\",\n \"socials\": \"TEXT\", # JSON {instagram, facebook, x, linkedin…}\n },\n}\n\n\ndef connect() -> sqlite3.Connection:\n DB_PATH.parent.mkdir(parents=True, exist_ok=True)\n con = sqlite3.connect(DB_PATH)\n con.row_factory = sqlite3.Row\n con.executescript(_SCHEMA)\n for table, cols in _MIGRATIONS.items():\n existing = {r[\"name\"] for r in con.execute(f\"PRAGMA table_info({table})\")}\n for col, decl in cols.items():\n if col not in existing:\n con.execute(f\"ALTER TABLE {table} ADD COLUMN {col} {decl}\")\n # index sur des colonnes de migration : APRÈS les ALTER TABLE (une base\n # antérieure n'a pas encore la colonne au moment du CREATE INDEX)\n con.execute(\"CREATE UNIQUE INDEX IF NOT EXISTS users_ka_id ON users(ka_id)\")\n con.execute(\"CREATE INDEX IF NOT EXISTS idx_listings_pub\"\n \" ON listings(active, published)\")\n con.execute(\"CREATE INDEX IF NOT EXISTS idx_listings_coord\"\n \" ON listings(coord_key)\")\n con.commit()\n # WAL : lectures (web) et écritures (sync, imgcheck) concurrentes sans\n # verrou global ; busy_timeout évite les « database is locked » ponctuels.\n con.execute(\"PRAGMA journal_mode=WAL\")\n con.execute(\"PRAGMA busy_timeout=30000\")\n return con\n\n\n# ---------------------------------------------------------------------------\n# Synchronisation d'une source\n# ---------------------------------------------------------------------------\n\ndef _drift_alert(con: sqlite3.Connection, source: str, found: int,\n null_price_rate: float) -> str | None:\n \"\"\"Détecte une dérive du connecteur (chute du volume ou des prix extraits).\n\n Retourne un message d'alerte, ou None si tout est normal.\n \"\"\"\n hist = con.execute(\n \"SELECT found, stats FROM sync_log WHERE source=? AND ok=1\"\n \" ORDER BY ts DESC LIMIT ?\", (source, DRIFT_HISTORY)).fetchall()\n if len(hist) < 3:\n return None\n med_found = statistics.median(r[\"found\"] for r in hist)\n if med_found >= DRIFT_MIN_BASE and found <= DRIFT_RATIO * med_found:\n return (f\"dérive: {found} annonce(s) trouvée(s) contre une médiane de \"\n f\"{med_found:.0f} — retraits suspendus, vérifier le connecteur\")\n if found >= DRIFT_MIN_BASE and null_price_rate >= 0.8:\n rates = []\n for r in hist:\n try:\n rates.append(json.loads(r[\"stats\"] or \"{}\")[\"null_price_rate\"])\n except (KeyError, ValueError, TypeError):\n continue\n if rates and statistics.median(rates) <= 0.3:\n return (f\"dérive: {null_price_rate:.0%} des annonces sans prix \"\n f\"(habituellement {statistics.median(rates):.0%}) — \"\n \"le format de la source a probablement changé\")\n return None\n\n\ndef sync_source(con: sqlite3.Connection, source: str,\n listings: list[Listing]) -> dict:\n \"\"\"Synchronise les annonces d'une source.\n\n - nouvelle annonce -> insertion\n - annonce modifiée -> mise à jour (comparaison de content_hash)\n - annonce disparue -> miss_count += 1, puis active=0 après MISS_GRACE\n exécutions consécutives (délai de grâce)\n - dérive détectée -> alerte consignée, retraits suspendus\n \"\"\"\n now = time.time()\n added = updated = 0\n seen_uids = set()\n\n n = len(listings)\n null_price = sum(1 for l in listings if l.price is None)\n null_addr = sum(1 for l in listings if not l.address)\n null_price_rate = round(null_price / n, 3) if n else 0.0\n\n alert = _drift_alert(con, source, n, null_price_rate)\n\n for lst in listings:\n seen_uids.add(lst.uid)\n h = lst.content_hash()\n row = con.execute(\n \"SELECT content_hash, price, images FROM listings WHERE uid=?\",\n (lst.uid,)).fetchone()\n # score de complétude + seuil de publication (quarantaine sous le seuil)\n from .quality import evaluate\n q_score, q_pub, q_reasons = evaluate({\n \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,\n \"sector\": lst.sector, \"lat\": lst.lat, \"lng\": lst.lng,\n \"description\": lst.description, \"images\": lst.images,\n \"unit_type\": lst.unit_type, \"bedrooms\": lst.bedrooms,\n \"bathrooms\": lst.bathrooms, \"availability\": lst.availability,\n \"availability_date\": lst.availability_date,\n \"area_sqft\": lst.area_sqft, \"amenities\": lst.amenities,\n \"details\": lst.details, \"url\": lst.url})\n params = dict(\n uid=lst.uid, source=lst.source, external_id=lst.external_id,\n url=lst.url, title=lst.title, address=lst.address,\n sector=lst.sector, city=lst.city, unit_type=lst.unit_type,\n bedrooms=lst.bedrooms, bathrooms=lst.bathrooms,\n price=lst.price, price_label=lst.price_label,\n availability=lst.availability,\n availability_date=lst.availability_date,\n area_sqft=lst.area_sqft, pets=lst.pets,\n furnished=(None if lst.furnished is None else int(lst.furnished)),\n description=lst.description,\n digest=(json.dumps(lst.digest, ensure_ascii=False)\n if getattr(lst, \"digest\", None) else None),\n amenities=json.dumps(lst.amenities, ensure_ascii=False),\n details=json.dumps(lst.details, ensure_ascii=False),\n images=json.dumps(lst.images, ensure_ascii=False),\n lat=lst.lat, lng=lst.lng, content_hash=h, now=now,\n completeness=q_score, published=int(q_pub),\n quality_reasons=(json.dumps(q_reasons, ensure_ascii=False)\n if q_reasons else None),\n )\n if row is None:\n con.execute(\n \"\"\"INSERT INTO listings (uid, source, external_id, url, title,\n address, sector, city, unit_type, bedrooms, bathrooms,\n price, price_label,\n availability, availability_date, area_sqft, pets, furnished,\n description, digest, amenities, details, images, lat, lng,\n content_hash, first_seen, last_seen, updated_at,\n miss_count, active, completeness, published,\n quality_reasons)\n VALUES (:uid,:source,:external_id,:url,:title,:address,\n :sector,:city,:unit_type,:bedrooms,:bathrooms,\n :price,:price_label,:availability,\n :availability_date,:area_sqft,:pets,:furnished,\n :description,:digest,:amenities,:details,:images,:lat,:lng,\n :content_hash,:now,:now,:now,0,1,\n :completeness,:published,:quality_reasons)\"\"\", params)\n if lst.price is not None: # prix initial = point de départ de l'historique\n con.execute(\"INSERT INTO price_log (uid, ts, price) VALUES (?,?,?)\",\n (lst.uid, now, lst.price))\n added += 1\n elif row[\"content_hash\"] != h:\n # COALESCE : ne jamais écraser des coordonnées géocodées par null\n con.execute(\n \"\"\"UPDATE listings SET url=:url, title=:title,\n address=:address, sector=:sector, city=:city,\n unit_type=:unit_type, bedrooms=:bedrooms,\n bathrooms=:bathrooms, price=:price,\n price_label=:price_label, availability=:availability,\n availability_date=:availability_date,\n area_sqft=:area_sqft, pets=:pets, furnished=:furnished,\n description=:description, digest=:digest,\n amenities=:amenities, details=:details, images=:images,\n lat=COALESCE(:lat, lat), lng=COALESCE(:lng, lng),\n content_hash=:content_hash, last_seen=:now,\n updated_at=:now, miss_count=0, active=1,\n completeness=:completeness, published=:published,\n quality_reasons=:quality_reasons\n WHERE uid=:uid\"\"\", params)\n if (row[\"images\"] or \"[]\") != params[\"images\"]:\n # galerie modifiée : invalider l'audit d'images (imgcheck.py)\n con.execute(\"UPDATE listings SET images_ok=NULL, img_audit=NULL\"\n \" WHERE uid=?\", (lst.uid,))\n if lst.price != row[\"price\"]: # changement de prix -> historique\n con.execute(\"INSERT INTO price_log (uid, ts, price) VALUES (?,?,?)\",\n (lst.uid, now, lst.price))\n updated += 1\n else:\n con.execute(\n \"UPDATE listings SET last_seen=?, miss_count=0, active=1 WHERE uid=?\",\n (now, lst.uid))\n\n # Annonces de cette source qui n'apparaissent plus : délai de grâce,\n # puis désactivation. Suspendu si une dérive est détectée.\n removed = missed = 0\n if not alert:\n for r in con.execute(\n \"SELECT uid, miss_count FROM listings WHERE source=? AND active=1\",\n (source,)).fetchall():\n if r[\"uid\"] in seen_uids:\n continue\n missed += 1\n if r[\"miss_count\"] + 1 >= MISS_GRACE:\n con.execute(\n \"UPDATE listings SET active=0, miss_count=?, updated_at=?\"\n \" WHERE uid=?\", (r[\"miss_count\"] + 1, now, r[\"uid\"]))\n removed += 1\n else:\n con.execute(\"UPDATE listings SET miss_count=miss_count+1 WHERE uid=?\",\n (r[\"uid\"],))\n\n stats = {\n \"null_price_rate\": null_price_rate,\n \"null_address_rate\": round(null_addr / n, 3) if n else 0.0,\n \"missed\": missed,\n }\n if alert:\n stats[\"alert\"] = alert\n con.execute(\n \"INSERT INTO sync_log (source, ts, found, added, updated, removed, ok,\"\n \" message, stats) VALUES (?,?,?,?,?,?,1,?,?)\",\n (source, now, n, added, updated, removed, alert or \"ok\",\n json.dumps(stats, ensure_ascii=False)))\n con.commit()\n out = {\"source\": source, \"found\": n, \"added\": added,\n \"updated\": updated, \"removed\": removed}\n if alert:\n out[\"alert\"] = alert\n return out\n\n\ndef log_failure(con: sqlite3.Connection, source: str, message: str) -> None:\n con.execute(\n \"INSERT INTO sync_log (source, ts, found, added, updated, removed, ok, message)\"\n \" VALUES (?,?,0,0,0,0,0,?)\", (source, time.time(), message))\n con.commit()\n\n\n# ---------------------------------------------------------------------------\n# Cache des pages détail (« détail si nouveau/modifié »)\n# ---------------------------------------------------------------------------\n\ndef get_cached_detail(con: sqlite3.Connection, source: str,\n external_id: str, key: str) -> dict | None:\n \"\"\"Payload détail mis en cache si la clé (hash liste) n'a pas changé.\"\"\"\n row = con.execute(\n \"SELECT key, payload FROM detail_cache WHERE source=? AND external_id=?\",\n (source, external_id)).fetchone()\n if row and row[\"key\"] == key and row[\"payload\"]:\n try:\n return json.loads(row[\"payload\"])\n except ValueError:\n return None\n return None\n\n\ndef put_cached_detail(con: sqlite3.Connection, source: str,\n external_id: str, key: str, payload: dict) -> None:\n con.execute(\n \"INSERT INTO detail_cache (source, external_id, key, payload, fetched_at)\"\n \" VALUES (?,?,?,?,?)\"\n \" ON CONFLICT(source, external_id) DO UPDATE SET\"\n \" key=excluded.key, payload=excluded.payload, fetched_at=excluded.fetched_at\",\n (source, external_id, key, json.dumps(payload, ensure_ascii=False),\n time.time()))\n con.commit()\n","structuredPatch":[{"oldStart":306,"oldLines":6,"newStart":306,"newLines":7,"lines":[" # score de complétude + seuil de publication (quarantaine sous le seuil)"," from .quality import evaluate"," q_score, q_pub, q_reasons = evaluate({","+ \"title\": lst.title,"," \"price\": lst.price, \"address\": lst.address, \"city\": lst.city,"," \"sector\": lst.sector, \"lat\": lst.lat, \"lng\": lst.lng,"," \"description\": lst.description, \"images\": lst.images,"]}],"userModified":false,"replaceAll":false}}}194{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"80891d6c-2bdc-45d7-9abc-d59d89b4588c","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}195{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb2Fudryq5gGEtC5hwo","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1034,"cache_read_input_tokens":70987,"cache_creation":{"ephemeral_5m_input_tokens":1034,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"1607fc23-d609-44e8-aa95-75744c8f9249"}}196{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb2Fudryq5gGEtC5hwo","type":"message","role":"assistant","content":[{"type":"text","text":"Avant de toucher à la base, je fais un essai à blanc : je liste toutes les annonces publiées que la nouvelle règle mettrait en quarantaine, pour vérifier les faux positifs."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1034,"cache_read_input_tokens":70987,"cache_creation":{"ephemeral_5m_input_tokens":1034,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"f8ecaad7-d0d3-497f-9777-34520aa43239"}}197{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb2Fudryq5gGEtC5hwo","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XhGPZmEH3gr2XLAmYVmfbC","name":"Bash","input":{"command":"cd ~/apps/lou-ka && .venv/bin/python - <<'EOF'\nimport sqlite3, collections\nfrom louka.quality import relevance_reason\ncon = sqlite3.connect('data/louka.db'); con.row_factory = sqlite3.Row\nrows = con.execute(\"SELECT uid,title,price,unit_type,bedrooms,description,source FROM listings WHERE active=1 AND published=1\").fetchall()\nflagged = collections.defaultdict(list)\nfor r in rows:\n reason = relevance_reason(dict(r))\n if reason:\n flagged[reason].append(r)\nprint(f\"total publiées: {len(rows)}\")\nfor reason, lst in flagged.items():\n print(f\"\\n=== {reason} — {len(lst)} annonces ===\")\n for r in lst[:40]:\n print(f\" {r['uid']} | {r['price']} | {r['unit_type'] or '-'} | {(r['title'] or '')[:90]}\")\n if len(lst) > 40:\n print(f\" … +{len(lst)-40} autres\")\nEOF","description":"Dry-run relevance gate on all published listings"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1034,"cache_read_input_tokens":70987,"cache_creation":{"ephemeral_5m_input_tokens":1034,"ephemeral_1h_input_tokens":0},"output_tokens":4,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"d98f7aff-9ee8-4814-9481-57ff78cf5f26"}}198{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XhGPZmEH3gr2XLAmYVmfbC","type":"tool_result","content":"total publiées: 58607\n\n=== hors sujet : aucun signal résidentiel — 74 annonces ===\n stb_immobilier:avenue-damours | 725.0 | - | Avenue d’Amours — 80-84-86, avenue d’Amours, Matane\n stb_immobilier:rue-marquis | 1250.0 | - | Rue Marquis — 119, rue Marquis, Matane\n barnes_quebec:20974706 | 1350.0 | - | 4820 Ch. de la Côte-Ste-Catherine #006 Montréal (Côte-des-Neiges/Notre-Dame-de-Grâce) (Mon\n barnes_quebec:17766332 | 5500.0 | - | 3458 Av. du Parc Montréal (Le Plateau-Mont-Royal) (Montréal)\n lespac:224909816 | 1125.0 | - | Beau 3.5 frais peint 4 électros inclus 2ieme étage\n m_immobilier:20974706 | 1350.0 | - | 4820 Ch. de la Côte-Ste-Cather, Montréal\n royal_lepage:10556461 | 800.0 | - | 302 600 Rue Sherbrooke E\n royal_lepage:17492248 | 1000.0 | - | 301 Rue St Marcel\n royal_lepage:17881430 | 3700.0 | - | Rdc 51 Rue Perreault E\n royal_lepage:25318665 | 1804.0 | - | 103 4707 Boul Des Laurentides\n royal_lepage:15258807 | 750.0 | - | 1 444 Ch De La Grande Cote\n royal_lepage:25019031 | 1500.0 | - | 1649 Ch Sullivan\n royal_lepage:12815962 | 4500.0 | - | 45 Rue Perreault E\n royal_lepage:24029889 | 5245.0 | - | 801 3E Avenue\n royal_lepage:26430912 | 4000.0 | - | 23 Rue Villeneuve E\n royal_lepage:20054597 | 2800.0 | - | 487 1Re Rue O\n royal_lepage:19040486 | 3050.0 | - | 432 Rue De Leglise\n royal_lepage:22100030 | 11000.0 | - | 121 Rue De La Commune O\n royal_lepage:26358251 | 3413.0 | - | 640 Av Centrale\n royal_lepage:26146336 | 4000.0 | - | 2039 Rue St Francois Xavier\n royal_lepage:28045668 | 3500.0 | - | 492 Rue Claude De Ramezay\n royal_lepage:19450477 | 800.0 | - | 222 855 5E Avenue\n royal_lepage:18831012 | 800.0 | - | 1 250 Rue Seraphin\n royal_lepage:22022271 | 1717.0 | - | 214A 1605 Desserte Nord Laval A 440 O\n royal_lepage:22736651 | 5500.0 | - | 1589 Desserte Nord Laval A 440 O\n royal_lepage:21618354 | 1200.0 | - | A 3994 Boul St Martin O\n royal_lepage:20554962 | 1250.0 | - | 1 158 Rue St Joseph\n royal_lepage:22436194 | 1800.0 | - | 51 Rue Monseigneur Tessier O\n royal_lepage:13360761 | 3850.0 | - | 260 Boul Taschereau\n royal_lepage:26068943 | 1500.0 | - | 23 Rue Monseigneur Tessier E\n royal_lepage:13212062 | 1400.0 | - | 80 Boul Henri Bourassa O\n royal_lepage:14797073 | 2700.0 | - | 101 681 Boul Du Cure Labelle\n royal_lepage:10136438 | 1895.0 | - | 127 Boul Des Bois Francs S\n royal_lepage:13623337 | 6000.0 | - | 851 859 Rue De La Verendrye\n royal_lepage:28904314 | 3500.0 | - | 855 Av Granada\n royal_lepage:21105303 | 1200.0 | - | 1 339 Rue St Charles O\n royal_lepage:19556141 | 3975.0 | - | A 115 Boul Industriel\n royal_lepage:14891704 | 1669.0 | - | 109 223 Ch De La Beauce\n royal_lepage:17203979 | 1186.0 | - | 108 223 Ch De La Beauce\n royal_lepage:19422195 | 2250.0 | - | 6056 Av De Monkland\n … +34 autres\n\n=== hors sujet : stationnement/garage (prix + texte) — 1 annonces ===\n remax_quebec:21949032 | 280.0 | Condo | 1288 Rue St-Antoine O. app. P3-151\n\n=== hors sujet : stationnement/garage/local (description) — 6 annonces ===\n royal_lepage:28677751 | 375.0 | - | 102 173 Av Cartier\n royal_lepage:11535881 | 250.0 | - | P158 1400 Boul Rene Levesque O\n kangalou:233744 | 195.0 | - | 5885 Av. du Costebelle\n kangalou:233746 | 195.0 | - | 5885 Av. du Costebelle\n logisquebec:345183 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n logisquebec:345185 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n\n=== hors sujet : location à la nuit / court terme — 2 annonces ===\n duproprio:1126505 | 210.0 | Maison | 44, Perron O, Ste-Anne-Des-Monts à louer\n duproprio:1126403 | 210.0 | Maison | 61, 1re avenue ouest, Ste-Anne-Des-Monts à louer\n\n=== hors sujet : stationnement/garage/local (titre) — 17 annonces ===\n fb_marketplace:1014788388216357 | 4420.0 | - | Espace commercial rénové louer – Emplacement de choix\n fb_marketplace:1026651330135075 | 3650.0 | - | LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\n fb_marketplace:2309405196543776 | 3800.0 | - | Local commercial à louer – 126 Rue Lebouthillier, Québec\n fb_marketplace:3989115164723791 | 4000.0 | - | ESPACE DE BUREAUX À LOUER – SECTEUR CENTRAL DE QUÉBEC | 3 009 PI2 | CLÉ EN MAIN\n fb_marketplace:1565047911690436 | 4585.0 | - | Bureau à Sainte-Foy à louer\n fb_marketplace:4516692381919556 | 3200.0 | - | GARAGE / LOCAL commercial à louer\n fb_marketplace:3609250349230025 | 4650.0 | - | Local commercial à louer Vieux-Québec\n fb_marketplace:2136414086915352 | 3310.0 | - | Bureau à louer / Local 1 805 pc\n fb_marketplace:1509375837872703 | 740.0 | - | Local commercial tout inclus - Pierre Bertrand, Québec\n fb_marketplace:1377744147650576 | 5424.0 | - | Parking à louer\n logisquebec:342376 | 438.0 | 1½ | Bureau/Local Commercial |350 Pi²\n royal_lepage:9820436 | 5670.0 | - | 3220 Av Jacques Bureau\n fb_marketplace:1720284419245372 | 4083.0 | - | Local commercial à louer – 1 400 pi2 – Vieux-Montréal (119 rue Saint‐Pierre)\n fb_marketplace:28523476293925864 | 8678.0 | - | Espace d'entreposage chauffé et éclairé\n fb_marketplace:1786778925827251 | 1250.0 | - | Local commercial à louer — 1 000 pi2 — Rue Labelle, St-Jérôme (2e étage)\n fb_marketplace:1102640808795275 | 8678.0 | - | Stationnement à Louer Plateau Mont-Royal Des Érables/Marie-Anne (Dispo Maintenant / 1er Ao\n fb_marketplace:1664509465680018 | 550.0 | Studio | Local commercial/bureau 350 pi 2","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"5b664d44-3012-408d-94b5-cb63ab8943cd","timestamp":"2026-08-21T21:16:10.736Z","tool_use_result":{"stdout":"total publiées: 58607\n\n=== hors sujet : aucun signal résidentiel — 74 annonces ===\n stb_immobilier:avenue-damours | 725.0 | - | Avenue d’Amours — 80-84-86, avenue d’Amours, Matane\n stb_immobilier:rue-marquis | 1250.0 | - | Rue Marquis — 119, rue Marquis, Matane\n barnes_quebec:20974706 | 1350.0 | - | 4820 Ch. de la Côte-Ste-Catherine #006 Montréal (Côte-des-Neiges/Notre-Dame-de-Grâce) (Mon\n barnes_quebec:17766332 | 5500.0 | - | 3458 Av. du Parc Montréal (Le Plateau-Mont-Royal) (Montréal)\n lespac:224909816 | 1125.0 | - | Beau 3.5 frais peint 4 électros inclus 2ieme étage\n m_immobilier:20974706 | 1350.0 | - | 4820 Ch. de la Côte-Ste-Cather, Montréal\n royal_lepage:10556461 | 800.0 | - | 302 600 Rue Sherbrooke E\n royal_lepage:17492248 | 1000.0 | - | 301 Rue St Marcel\n royal_lepage:17881430 | 3700.0 | - | Rdc 51 Rue Perreault E\n royal_lepage:25318665 | 1804.0 | - | 103 4707 Boul Des Laurentides\n royal_lepage:15258807 | 750.0 | - | 1 444 Ch De La Grande Cote\n royal_lepage:25019031 | 1500.0 | - | 1649 Ch Sullivan\n royal_lepage:12815962 | 4500.0 | - | 45 Rue Perreault E\n royal_lepage:24029889 | 5245.0 | - | 801 3E Avenue\n royal_lepage:26430912 | 4000.0 | - | 23 Rue Villeneuve E\n royal_lepage:20054597 | 2800.0 | - | 487 1Re Rue O\n royal_lepage:19040486 | 3050.0 | - | 432 Rue De Leglise\n royal_lepage:22100030 | 11000.0 | - | 121 Rue De La Commune O\n royal_lepage:26358251 | 3413.0 | - | 640 Av Centrale\n royal_lepage:26146336 | 4000.0 | - | 2039 Rue St Francois Xavier\n royal_lepage:28045668 | 3500.0 | - | 492 Rue Claude De Ramezay\n royal_lepage:19450477 | 800.0 | - | 222 855 5E Avenue\n royal_lepage:18831012 | 800.0 | - | 1 250 Rue Seraphin\n royal_lepage:22022271 | 1717.0 | - | 214A 1605 Desserte Nord Laval A 440 O\n royal_lepage:22736651 | 5500.0 | - | 1589 Desserte Nord Laval A 440 O\n royal_lepage:21618354 | 1200.0 | - | A 3994 Boul St Martin O\n royal_lepage:20554962 | 1250.0 | - | 1 158 Rue St Joseph\n royal_lepage:22436194 | 1800.0 | - | 51 Rue Monseigneur Tessier O\n royal_lepage:13360761 | 3850.0 | - | 260 Boul Taschereau\n royal_lepage:26068943 | 1500.0 | - | 23 Rue Monseigneur Tessier E\n royal_lepage:13212062 | 1400.0 | - | 80 Boul Henri Bourassa O\n royal_lepage:14797073 | 2700.0 | - | 101 681 Boul Du Cure Labelle\n royal_lepage:10136438 | 1895.0 | - | 127 Boul Des Bois Francs S\n royal_lepage:13623337 | 6000.0 | - | 851 859 Rue De La Verendrye\n royal_lepage:28904314 | 3500.0 | - | 855 Av Granada\n royal_lepage:21105303 | 1200.0 | - | 1 339 Rue St Charles O\n royal_lepage:19556141 | 3975.0 | - | A 115 Boul Industriel\n royal_lepage:14891704 | 1669.0 | - | 109 223 Ch De La Beauce\n royal_lepage:17203979 | 1186.0 | - | 108 223 Ch De La Beauce\n royal_lepage:19422195 | 2250.0 | - | 6056 Av De Monkland\n … +34 autres\n\n=== hors sujet : stationnement/garage (prix + texte) — 1 annonces ===\n remax_quebec:21949032 | 280.0 | Condo | 1288 Rue St-Antoine O. app. P3-151\n\n=== hors sujet : stationnement/garage/local (description) — 6 annonces ===\n royal_lepage:28677751 | 375.0 | - | 102 173 Av Cartier\n royal_lepage:11535881 | 250.0 | - | P158 1400 Boul Rene Levesque O\n kangalou:233744 | 195.0 | - | 5885 Av. du Costebelle\n kangalou:233746 | 195.0 | - | 5885 Av. du Costebelle\n logisquebec:345183 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n logisquebec:345185 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n\n=== hors sujet : location à la nuit / court terme — 2 annonces ===\n duproprio:1126505 | 210.0 | Maison | 44, Perron O, Ste-Anne-Des-Monts à louer\n duproprio:1126403 | 210.0 | Maison | 61, 1re avenue ouest, Ste-Anne-Des-Monts à louer\n\n=== hors sujet : stationnement/garage/local (titre) — 17 annonces ===\n fb_marketplace:1014788388216357 | 4420.0 | - | Espace commercial rénové louer – Emplacement de choix\n fb_marketplace:1026651330135075 | 3650.0 | - | LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\n fb_marketplace:2309405196543776 | 3800.0 | - | Local commercial à louer – 126 Rue Lebouthillier, Québec\n fb_marketplace:3989115164723791 | 4000.0 | - | ESPACE DE BUREAUX À LOUER – SECTEUR CENTRAL DE QUÉBEC | 3 009 PI2 | CLÉ EN MAIN\n fb_marketplace:1565047911690436 | 4585.0 | - | Bureau à Sainte-Foy à louer\n fb_marketplace:4516692381919556 | 3200.0 | - | GARAGE / LOCAL commercial à louer\n fb_marketplace:3609250349230025 | 4650.0 | - | Local commercial à louer Vieux-Québec\n fb_marketplace:2136414086915352 | 3310.0 | - | Bureau à louer / Local 1 805 pc\n fb_marketplace:1509375837872703 | 740.0 | - | Local commercial tout inclus - Pierre Bertrand, Québec\n fb_marketplace:1377744147650576 | 5424.0 | - | Parking à louer\n logisquebec:342376 | 438.0 | 1½ | Bureau/Local Commercial |350 Pi²\n royal_lepage:9820436 | 5670.0 | - | 3220 Av Jacques Bureau\n fb_marketplace:1720284419245372 | 4083.0 | - | Local commercial à louer – 1 400 pi2 – Vieux-Montréal (119 rue Saint‐Pierre)\n fb_marketplace:28523476293925864 | 8678.0 | - | Espace d'entreposage chauffé et éclairé\n fb_marketplace:1786778925827251 | 1250.0 | - | Local commercial à louer — 1 000 pi2 — Rue Labelle, St-Jérôme (2e étage)\n fb_marketplace:1102640808795275 | 8678.0 | - | Stationnement à Louer Plateau Mont-Royal Des Érables/Marie-Anne (Dispo Maintenant / 1er Ao\n fb_marketplace:1664509465680018 | 550.0 | Studio | Local commercial/bureau 350 pi 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Mon beau-père a utilisé cette chaise roulante utilisée quelques fois seulement. Il est en excellente condition, de couleur noire et rouge De marque Drive Payée 365$ facture à l’appui Achetée \nroyal_lepage:10556461|800.0|Espace de bureau lumineux et fonctionnel de 290 pi², idéalement situé au coeur du centre-ville de Montréal. Emplacement pratique à proximité de la station de métro Sherbrooke, de l'UQAM, des transport\nroyal_lepage:22100030|11000.0|Emplacement exceptionnel au coeur du Vieux-Montréal, sur la rue de la Commune Ouest, dans le secteur du Vieux-Port. Superbe espace, aménagé en restaurant bénéficiant d'un important achalandage tourist\nroyal_lepage:9820436|5670.0|Local industriel rénové de 3 240 pieds carrés à louer, parfaitement situé sur l'avenue Jacques-Bureau, à Chomedey, Laval, avec un accès direct à l'autoroute 440. Le local comprend 1 quai de chargement\nstb_immobilier:avenue-damours|725.0|À proximité : Centre-ville, Hôpital, Épicerie, Pharmacie, Parc des Îles, Bibliothèque municipale, Restaurants, Caractéristiques :, Situé au centre-ville en bordure de la rivière Matane.","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"f84e60a5-8487-4b50-85ad-9cec557a73c9","timestamp":"2026-08-21T21:16:41.977Z","tool_use_result":{"stdout":"kangalou:237884|240.0|\nlespac:225674412|200.0|Bonjour! Mon beau-père a utilisé cette chaise roulante utilisée quelques fois seulement. Il est en excellente condition, de couleur noire et rouge De marque Drive Payée 365$ facture à l’appui Achetée \nroyal_lepage:10556461|800.0|Espace de bureau lumineux et fonctionnel de 290 pi², idéalement situé au coeur du centre-ville de Montréal. Emplacement pratique à proximité de la station de métro Sherbrooke, de l'UQAM, des transport\nroyal_lepage:22100030|11000.0|Emplacement exceptionnel au coeur du Vieux-Montréal, sur la rue de la Commune Ouest, dans le secteur du Vieux-Port. Superbe espace, aménagé en restaurant bénéficiant d'un important achalandage tourist\nroyal_lepage:9820436|5670.0|Local industriel rénové de 3 240 pieds carrés à louer, parfaitement situé sur l'avenue Jacques-Bureau, à Chomedey, Laval, avec un accès direct à l'autoroute 440. Le local comprend 1 quai de chargement\nstb_immobilier:avenue-damours|725.0|À proximité : Centre-ville, Hôpital, Épicerie, Pharmacie, Parc des Îles, Bibliothèque municipale, Restaurants, Caractéristiques :, Situé au centre-ville en bordure de la rivière 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= re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"\n r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"\n r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",\n re.I)","new_string":"_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"\n r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2522,"cache_read_input_tokens":75641,"cache_creation":{"ephemeral_5m_input_tokens":2522,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"91b70ba8-197c-4ef4-833d-4d263f4ab703"}}208{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01VDcoJ5oJS2yjtuyVdQdFkJ","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"32d2f43f-b16c-45be-8362-e62dbe035f57","timestamp":"2026-08-21T21:17:42.951Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":"_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"\n r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"\n r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",\n re.I)","newString":"_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"\n r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"\n r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"\n r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",\n re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":38,"oldLines":10,"newStart":38,"newLines":10,"lines":[" "," # vocabulaire logement (titre/description)"," _RE_RES = re.compile(","- r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|logement|\"","- r\"chalet|penthouse|duplex|triplex|bachelor|colocation|sous-sol|basement|\"","- r\"½|1/2|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\",","- re.I)","+ r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"","+ r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"","+ r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"","+ r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)"," "," # objet non résidentiel proposé à la location"," _RE_NONRES = re.compile("]}],"userModified":false,"replaceAll":false}}}209{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGb5GQyiW2rnFZapytLW","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01HjQiJ6Gk9uBiw8QYXqNSRs","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":"# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)","new_string":"# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",\n re.I)\n\n# local commercial / bureau / industriel (titre ou description)\n_RE_COMMERCIAL = re.compile(\n r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"\n r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"\n r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"\n r\"(?:usage|zonage|bail)\\s+commercial\", re.I)\n\n# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer\n_RE_STREET_BUREAU = re.compile(\n r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"\n r\"(?:\\w+[- ])?bureau\\b\", re.I)"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2522,"cache_read_input_tokens":75641,"cache_creation":{"ephemeral_5m_input_tokens":2522,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"d7cb1b8d-2487-460b-8bab-6d22db393125"}}210{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01HjQiJ6Gk9uBiw8QYXqNSRs","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"f938bd49-30a7-4749-ba25-91f04920709c","timestamp":"2026-08-21T21:17:50.685Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":"# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)","newString":"# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",\n re.I)\n\n# local commercial / bureau / industriel (titre ou description)\n_RE_COMMERCIAL = re.compile(\n r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"\n r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"\n r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"\n r\"(?:usage|zonage|bail)\\s+commercial\", re.I)\n\n# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer\n_RE_STREET_BUREAU = re.compile(\n r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"\n r\"(?:\\w+[- ])?bureau\\b\", re.I)","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"\n r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":57,"oldLines":8,"newStart":57,"newLines":21,"lines":[" r\"jolie?s?|\\d+)?\\s*\""," r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\""," r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"","- r\"bureaux?|loca(?:l|ux) commercia(?:l|ux))\\b\", re.I)","+ r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",","+ re.I)"," ","+# local commercial / bureau / industriel (titre ou description)","+_RE_COMMERCIAL = re.compile(","+ r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"","+ r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"","+ r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"","+ r\"(?:usage|zonage|bail)\\s+commercial\", re.I)","+","+# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer","+_RE_STREET_BUREAU = re.compile(","+ r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"","+ r\"(?:\\w+[- ])?bureau\\b\", re.I)","+"," # location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)"," _RE_NIGHTLY = re.compile("," r\"tarif par nuit|prix par nuit|par nuit et non par mois|\""]}],"userModified":false,"replaceAll":false}}}211{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"c7351545-c9e1-4b86-b322-6882c65b1799","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}212{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbAN7v7gFvM49BDkkLz","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01XgYASeGa42eCGbSN7rPZSc","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":" # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"","new_string":" # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and not _RE_STREET_BUREAU.search(title) \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\""},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":5198,"cache_read_input_tokens":78163,"cache_creation":{"ephemeral_5m_input_tokens":5198,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"ec619a06-d8df-4aac-8909-a8938344c01b"}}213{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01XgYASeGa42eCGbSN7rPZSc","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"524b3bc7-16ca-4f63-ae89-738a404bd48c","timestamp":"2026-08-21T21:17:57.013Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":" # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"","newString":" # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and not _RE_STREET_BUREAU.search(title) \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"\n r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",\n re.I)\n\n# local commercial / bureau / industriel (titre ou description)\n_RE_COMMERCIAL = re.compile(\n r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"\n r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"\n r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"\n r\"(?:usage|zonage|bail)\\s+commercial\", re.I)\n\n# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer\n_RE_STREET_BUREAU = re.compile(\n r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"\n r\"(?:\\w+[- ])?bureau\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":98,"oldLines":6,"newStart":98,"newLines":7,"lines":[" "," # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement"," if _RE_NONRES.search(title) and not res_title \\","+ and not _RE_STREET_BUREAU.search(title) \\"," and (not unit or not priced or price < 700):"," return \"hors sujet : stationnement/garage/local (titre)\""," # 2) la description s'ouvre sur l'objet non résidentiel — attrape les"]}],"userModified":false,"replaceAll":false}}}214{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbAN7v7gFvM49BDkkLz","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01FZAHMiG1co2QFQdUafKedr","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":" # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"","new_string":" # 4) local commercial/bureau/industriel sans aucun vocabulaire logement\n if not res_text and _RE_COMMERCIAL.search(f\"{title}\\n{head}\"):\n return \"hors sujet : local commercial/bureau\"\n # 5) prix impossible pour un logement + aucun signal logement dans le texte\n # (case de stationnement à titre-adresse, objets divers…)\n if priced and price < 300 and not res_text and unit != \"Chambre\":\n return \"hors sujet : prix non résidentiel, aucun signal logement\""},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":5198,"cache_read_input_tokens":78163,"cache_creation":{"ephemeral_5m_input_tokens":5198,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"e82e76b5-5c5f-46c1-8b8a-7d7f3b3b753f"}}215{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01FZAHMiG1co2QFQdUafKedr","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"791cff21-1204-404b-9b82-880582f2c74d","timestamp":"2026-08-21T21:18:01.243Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":" # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"","newString":" # 4) local commercial/bureau/industriel sans aucun vocabulaire logement\n if not res_text and _RE_COMMERCIAL.search(f\"{title}\\n{head}\"):\n return \"hors sujet : local commercial/bureau\"\n # 5) prix impossible pour un logement + aucun signal logement dans le texte\n # (case de stationnement à titre-adresse, objets divers…)\n if priced and price < 300 and not res_text and unit != \"Chambre\":\n return \"hors sujet : prix non résidentiel, aucun signal logement\"","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"\n r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",\n re.I)\n\n# local commercial / bureau / industriel (titre ou description)\n_RE_COMMERCIAL = re.compile(\n r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"\n r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"\n r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"\n r\"(?:usage|zonage|bail)\\s+commercial\", re.I)\n\n# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer\n_RE_STREET_BUREAU = re.compile(\n r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"\n r\"(?:\\w+[- ])?bureau\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and not _RE_STREET_BUREAU.search(title) \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)\n if title and not unit and d.get(\"bedrooms\") is None and not res_text:\n return \"hors sujet : aucun signal résidentiel\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":111,"oldLines":9,"newStart":111,"newLines":13,"lines":[" # 3) prix de case de stationnement + aucun vocabulaire logement"," if priced and price < 450 and not res_text and _RE_NONRES.search(head):"," return \"hors sujet : stationnement/garage (prix + texte)\"","- # 4) aucun signal résidentiel nulle part (objets divers, hors sujet)","- if title and not unit and d.get(\"bedrooms\") is None and not res_text:","- return \"hors sujet : aucun signal résidentiel\"","+ # 4) local commercial/bureau/industriel sans aucun vocabulaire logement","+ if not res_text and _RE_COMMERCIAL.search(f\"{title}\\n{head}\"):","+ return \"hors sujet : local commercial/bureau\"","+ # 5) prix impossible pour un logement + aucun signal logement dans le texte","+ # (case de stationnement à titre-adresse, objets divers…)","+ if priced and price < 300 and not res_text and unit != \"Chambre\":","+ return \"hors sujet : prix non résidentiel, aucun signal logement\""," # 5) prix à la nuit / courte durée affiché comme loyer mensuel"," if priced and price < 600 and _RE_NIGHTLY.search(desc):"," return \"hors sujet : location à la nuit / court terme\""]}],"userModified":false,"replaceAll":false}}}216{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbAN7v7gFvM49BDkkLz","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_017QGK4XnDTjqA8ZQkXVmWLh","name":"Edit","input":{"replace_all":false,"file_path":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","old_string":" # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None","new_string":" # 6) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":5198,"cache_read_input_tokens":78163,"cache_creation":{"ephemeral_5m_input_tokens":5198,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"4176557d-23c4-41f2-8dbb-64631e116ca2"}}217{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_017QGK4XnDTjqA8ZQkXVmWLh","type":"tool_result","content":"The file /Users/simon-pierreboucher/apps/lou-ka/louka/quality.py has been updated successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"9d244a1a-2b91-4292-80d4-3ccd7c32c738","timestamp":"2026-08-21T21:18:03.048Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":" # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None","newString":" # 6) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"\n r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",\n re.I)\n\n# local commercial / bureau / industriel (titre ou description)\n_RE_COMMERCIAL = re.compile(\n r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"\n r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"\n r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"\n r\"(?:usage|zonage|bail)\\s+commercial\", re.I)\n\n# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer\n_RE_STREET_BUREAU = re.compile(\n r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"\n r\"(?:\\w+[- ])?bureau\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and not _RE_STREET_BUREAU.search(title) \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) local commercial/bureau/industriel sans aucun vocabulaire logement\n if not res_text and _RE_COMMERCIAL.search(f\"{title}\\n{head}\"):\n return \"hors sujet : local commercial/bureau\"\n # 5) prix impossible pour un logement + aucun signal logement dans le texte\n # (case de stationnement à titre-adresse, objets divers…)\n if priced and price < 300 and not res_text and unit != \"Chambre\":\n return \"hors sujet : prix non résidentiel, aucun signal logement\"\n # 5) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":118,"oldLines":7,"newStart":118,"newLines":7,"lines":[" # (case de stationnement à titre-adresse, objets divers…)"," if priced and price < 300 and not res_text and unit != \"Chambre\":"," return \"hors sujet : prix non résidentiel, aucun signal logement\"","- # 5) prix à la nuit / courte durée affiché comme loyer mensuel","+ # 6) prix à la nuit / courte durée affiché comme loyer mensuel"," if priced and price < 600 and _RE_NIGHTLY.search(desc):"," return \"hors sujet : location à la nuit / court terme\""," return None"]}],"userModified":false,"replaceAll":false}}}218{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"7cbaa676-15cd-4cd8-b24f-43e0cf719cd6","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}219{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbBEsdEpRzonnMUQb9F","type":"message","role":"assistant","content":[{"type":"text","text":"Nouvel essai à blanc avec les règles affinées."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1280,"cache_read_input_tokens":83361,"cache_creation":{"ephemeral_5m_input_tokens":1280,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"c4de25c0-327e-433d-b84e-64b29b7694c1"}}220{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbBEsdEpRzonnMUQb9F","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UKGpoXHDJLMrpNmBfJ56we","name":"Bash","input":{"command":"cd ~/apps/lou-ka && .venv/bin/python - <<'EOF'\nimport sqlite3, collections\nfrom louka.quality import relevance_reason\ncon = sqlite3.connect('data/louka.db'); con.row_factory = sqlite3.Row\nrows = con.execute(\"SELECT uid,title,price,unit_type,bedrooms,description,source FROM listings WHERE active=1 AND published=1\").fetchall()\nflagged = collections.defaultdict(list)\nfor r in rows:\n reason = relevance_reason(dict(r))\n if reason:\n flagged[reason].append(r)\nprint(f\"total publiées: {len(rows)} — total flaggées: {sum(len(v) for v in flagged.values())}\")\nfor reason, lst in flagged.items():\n print(f\"\\n=== {reason} — {len(lst)} annonces ===\")\n for r in lst:\n print(f\" {r['uid']} | {r['price']} | {r['unit_type'] or '-'} | {(r['title'] or '')[:85]}\")\nEOF","description":"Second dry-run of refined relevance gate"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1280,"cache_read_input_tokens":83361,"cache_creation":{"ephemeral_5m_input_tokens":1280,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"761d8cc4-90a2-4b19-a73f-fdd5ae662c62"}}221{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UKGpoXHDJLMrpNmBfJ56we","type":"tool_result","content":"total publiées: 58575 — total flaggées: 59\n\n=== hors sujet : stationnement/garage (prix + texte) — 1 annonces ===\n remax_quebec:21949032 | 280.0 | Condo | 1288 Rue St-Antoine O. app. P3-151\n\n=== hors sujet : local commercial/bureau — 32 annonces ===\n royal_lepage:10556461 | 800.0 | - | 302 600 Rue Sherbrooke E\n royal_lepage:17881430 | 3700.0 | - | Rdc 51 Rue Perreault E\n royal_lepage:25019031 | 1500.0 | - | 1649 Ch Sullivan\n royal_lepage:12815962 | 4500.0 | - | 45 Rue Perreault E\n royal_lepage:26430912 | 4000.0 | - | 23 Rue Villeneuve E\n royal_lepage:22100030 | 11000.0 | - | 121 Rue De La Commune O\n royal_lepage:26358251 | 3413.0 | - | 640 Av Centrale\n royal_lepage:26146336 | 4000.0 | - | 2039 Rue St Francois Xavier\n royal_lepage:19450477 | 800.0 | - | 222 855 5E Avenue\n royal_lepage:21618354 | 1200.0 | - | A 3994 Boul St Martin O\n royal_lepage:20554962 | 1250.0 | - | 1 158 Rue St Joseph\n royal_lepage:26068943 | 1500.0 | - | 23 Rue Monseigneur Tessier E\n royal_lepage:14797073 | 2700.0 | - | 101 681 Boul Du Cure Labelle\n royal_lepage:10136438 | 1895.0 | - | 127 Boul Des Bois Francs S\n royal_lepage:13623337 | 6000.0 | - | 851 859 Rue De La Verendrye\n royal_lepage:19556141 | 3975.0 | - | A 115 Boul Industriel\n royal_lepage:19422195 | 2250.0 | - | 6056 Av De Monkland\n royal_lepage:14895415 | 2500.0 | - | 955 Rue Fleury E\n royal_lepage:18766811 | 2900.0 | - | 11985 Boul Gouin O\n royal_lepage:12382323 | 4500.0 | - | 101 9900 Boul Bourque\n royal_lepage:19553751 | 2337.0 | - | 3 2954 Ch Ste Marie\n sutton:14747172 | 2150.0 | 4½ | 4 Boulevard Cartier O., app. 717\n sutton:21045675 | 1535.0 | 3½ | 4 Boulevard Cartier O., app. 203\n sutton:21490625 | 2660.0 | 5½ | 4 Boulevard Cartier O., app. 311\n duproprio:1109317 | 1350.0 | Studio | 82, place demers, Victoriaville à louer\n royal_lepage:18020586 | 6500.0 | - | 201 600 Rue Sherbrooke E\n kangalou:188222 | 7301.33 | - | 1419 Grande Allée\n duproprio:1140246 | 750.0 | 2½ | 111, 58e rue Est, Limoilou à louer\n duproprio:1140245 | 1500.0 | 5½ | 111, 58e rue Est, Limoilou à louer\n royal_lepage:14675399 | 2700.0 | - | 75B Av Principale\n royal_lepage:22285260 | 5000.0 | - | 699 Ch Principal\n royal_lepage:9820436 | 5670.0 | - | 3220 Av Jacques Bureau\n\n=== hors sujet : stationnement/garage/local (description) — 6 annonces ===\n royal_lepage:28677751 | 375.0 | - | 102 173 Av Cartier\n royal_lepage:11535881 | 250.0 | - | P158 1400 Boul Rene Levesque O\n kangalou:233744 | 195.0 | - | 5885 Av. du Costebelle\n kangalou:233746 | 195.0 | - | 5885 Av. du Costebelle\n logisquebec:345183 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n logisquebec:345185 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n\n=== hors sujet : location à la nuit / court terme — 2 annonces ===\n duproprio:1126505 | 210.0 | Maison | 44, Perron O, Ste-Anne-Des-Monts à louer\n duproprio:1126403 | 210.0 | Maison | 61, 1re avenue ouest, Ste-Anne-Des-Monts à louer\n\n=== hors sujet : stationnement/garage/local (titre) — 16 annonces ===\n fb_marketplace:1014788388216357 | 4420.0 | - | Espace commercial rénové louer – Emplacement de choix\n fb_marketplace:1026651330135075 | 3650.0 | - | LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\n fb_marketplace:2309405196543776 | 3800.0 | - | Local commercial à louer – 126 Rue Lebouthillier, Québec\n fb_marketplace:3989115164723791 | 4000.0 | - | ESPACE DE BUREAUX À LOUER – SECTEUR CENTRAL DE QUÉBEC | 3 009 PI2 | CLÉ EN MAIN\n fb_marketplace:1565047911690436 | 4585.0 | - | Bureau à Sainte-Foy à louer\n fb_marketplace:4516692381919556 | 3200.0 | - | GARAGE / LOCAL commercial à louer\n fb_marketplace:3609250349230025 | 4650.0 | - | Local commercial à louer Vieux-Québec\n fb_marketplace:2136414086915352 | 3310.0 | - | Bureau à louer / Local 1 805 pc\n fb_marketplace:1509375837872703 | 740.0 | - | Local commercial tout inclus - Pierre Bertrand, Québec\n fb_marketplace:1377744147650576 | 5424.0 | - | Parking à louer\n logisquebec:342376 | 438.0 | 1½ | Bureau/Local Commercial |350 Pi²\n fb_marketplace:1720284419245372 | 4083.0 | - | Local commercial à louer – 1 400 pi2 – Vieux-Montréal (119 rue Saint‐Pierre)\n fb_marketplace:28523476293925864 | 8678.0 | - | Espace d'entreposage chauffé et éclairé\n fb_marketplace:1786778925827251 | 1250.0 | - | Local commercial à louer — 1 000 pi2 — Rue Labelle, St-Jérôme (2e étage)\n fb_marketplace:1102640808795275 | 8678.0 | - | Stationnement à Louer Plateau Mont-Royal Des Érables/Marie-Anne (Dispo Maintenant / 1\n fb_marketplace:1664509465680018 | 550.0 | Studio | Local commercial/bureau 350 pi 2\n\n=== hors sujet : prix non résidentiel, aucun signal logement — 2 annonces ===\n kangalou:237884 | 240.0 | 3½ | 1955 Avenue Lincoln\n lespac:225674412 | 200.0 | - | Chaise roulante","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"56d44a22-fd39-4c20-92e3-49c177c75368","timestamp":"2026-08-21T21:18:10.942Z","tool_use_result":{"stdout":"total publiées: 58575 — total flaggées: 59\n\n=== hors sujet : stationnement/garage (prix + texte) — 1 annonces ===\n remax_quebec:21949032 | 280.0 | Condo | 1288 Rue St-Antoine O. app. P3-151\n\n=== hors sujet : local commercial/bureau — 32 annonces ===\n royal_lepage:10556461 | 800.0 | - | 302 600 Rue Sherbrooke E\n royal_lepage:17881430 | 3700.0 | - | Rdc 51 Rue Perreault E\n royal_lepage:25019031 | 1500.0 | - | 1649 Ch Sullivan\n royal_lepage:12815962 | 4500.0 | - | 45 Rue Perreault E\n royal_lepage:26430912 | 4000.0 | - | 23 Rue Villeneuve E\n royal_lepage:22100030 | 11000.0 | - | 121 Rue De La Commune O\n royal_lepage:26358251 | 3413.0 | - | 640 Av Centrale\n royal_lepage:26146336 | 4000.0 | - | 2039 Rue St Francois Xavier\n royal_lepage:19450477 | 800.0 | - | 222 855 5E Avenue\n royal_lepage:21618354 | 1200.0 | - | A 3994 Boul St Martin O\n royal_lepage:20554962 | 1250.0 | - | 1 158 Rue St Joseph\n royal_lepage:26068943 | 1500.0 | - | 23 Rue Monseigneur Tessier E\n royal_lepage:14797073 | 2700.0 | - | 101 681 Boul Du Cure Labelle\n royal_lepage:10136438 | 1895.0 | - | 127 Boul Des Bois Francs S\n royal_lepage:13623337 | 6000.0 | - | 851 859 Rue De La Verendrye\n royal_lepage:19556141 | 3975.0 | - | A 115 Boul Industriel\n royal_lepage:19422195 | 2250.0 | - | 6056 Av De Monkland\n royal_lepage:14895415 | 2500.0 | - | 955 Rue Fleury E\n royal_lepage:18766811 | 2900.0 | - | 11985 Boul Gouin O\n royal_lepage:12382323 | 4500.0 | - | 101 9900 Boul Bourque\n royal_lepage:19553751 | 2337.0 | - | 3 2954 Ch Ste Marie\n sutton:14747172 | 2150.0 | 4½ | 4 Boulevard Cartier O., app. 717\n sutton:21045675 | 1535.0 | 3½ | 4 Boulevard Cartier O., app. 203\n sutton:21490625 | 2660.0 | 5½ | 4 Boulevard Cartier O., app. 311\n duproprio:1109317 | 1350.0 | Studio | 82, place demers, Victoriaville à louer\n royal_lepage:18020586 | 6500.0 | - | 201 600 Rue Sherbrooke E\n kangalou:188222 | 7301.33 | - | 1419 Grande Allée\n duproprio:1140246 | 750.0 | 2½ | 111, 58e rue Est, Limoilou à louer\n duproprio:1140245 | 1500.0 | 5½ | 111, 58e rue Est, Limoilou à louer\n royal_lepage:14675399 | 2700.0 | - | 75B Av Principale\n royal_lepage:22285260 | 5000.0 | - | 699 Ch Principal\n royal_lepage:9820436 | 5670.0 | - | 3220 Av Jacques Bureau\n\n=== hors sujet : stationnement/garage/local (description) — 6 annonces ===\n royal_lepage:28677751 | 375.0 | - | 102 173 Av Cartier\n royal_lepage:11535881 | 250.0 | - | P158 1400 Boul Rene Levesque O\n kangalou:233744 | 195.0 | - | 5885 Av. du Costebelle\n kangalou:233746 | 195.0 | - | 5885 Av. du Costebelle\n logisquebec:345183 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n logisquebec:345185 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n\n=== hors sujet : location à la nuit / court terme — 2 annonces ===\n duproprio:1126505 | 210.0 | Maison | 44, Perron O, Ste-Anne-Des-Monts à louer\n duproprio:1126403 | 210.0 | Maison | 61, 1re avenue ouest, Ste-Anne-Des-Monts à louer\n\n=== hors sujet : stationnement/garage/local (titre) — 16 annonces ===\n fb_marketplace:1014788388216357 | 4420.0 | - | Espace commercial rénové louer – Emplacement de choix\n fb_marketplace:1026651330135075 | 3650.0 | - | LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\n fb_marketplace:2309405196543776 | 3800.0 | - | Local commercial à louer – 126 Rue Lebouthillier, Québec\n fb_marketplace:3989115164723791 | 4000.0 | - | ESPACE DE BUREAUX À LOUER – SECTEUR CENTRAL DE QUÉBEC | 3 009 PI2 | CLÉ EN MAIN\n fb_marketplace:1565047911690436 | 4585.0 | - | Bureau à Sainte-Foy à louer\n fb_marketplace:4516692381919556 | 3200.0 | - | GARAGE / LOCAL commercial à louer\n fb_marketplace:3609250349230025 | 4650.0 | - | Local commercial à louer Vieux-Québec\n fb_marketplace:2136414086915352 | 3310.0 | - | Bureau à louer / Local 1 805 pc\n fb_marketplace:1509375837872703 | 740.0 | - | Local commercial tout inclus - Pierre Bertrand, Québec\n fb_marketplace:1377744147650576 | 5424.0 | - | Parking à louer\n logisquebec:342376 | 438.0 | 1½ | Bureau/Local Commercial |350 Pi²\n fb_marketplace:1720284419245372 | 4083.0 | - | Local commercial à louer – 1 400 pi2 – Vieux-Montréal (119 rue Saint‐Pierre)\n fb_marketplace:28523476293925864 | 8678.0 | - | Espace d'entreposage chauffé et éclairé\n fb_marketplace:1786778925827251 | 1250.0 | - | Local commercial à louer — 1 000 pi2 — Rue Labelle, St-Jérôme (2e étage)\n fb_marketplace:1102640808795275 | 8678.0 | - | Stationnement à Louer Plateau Mont-Royal Des Érables/Marie-Anne (Dispo Maintenant / 1\n fb_marketplace:1664509465680018 | 550.0 | Studio | Local commercial/bureau 350 pi 2\n\n=== hors sujet : prix non résidentiel, aucun signal logement — 2 annonces ===\n kangalou:237884 | 240.0 | 3½ | 1955 Avenue Lincoln\n lespac:225674412 | 200.0 | - | Chaise 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Demers, Victoriaville Grand local commercial disponible dès septembre, idéal pour bureau, service professionnel ou boutique. Grand espace ouvert avec deux b\nduproprio:1140245|5½|Local commercial à louer Disponible dès maintenant! 111 58e Rue E, Québec, QC G1H 2E7 Profitez de cette excellente opportunité d'établir votre entreprise dans un local commercial bien situé, au coeur \nduproprio:1140246|2½|Local commercial à louer Disponible dès maintenant! 111 58e Rue E, Québec, QC G1H 2E7 Profitez de cette excellente opportunité d'établir votre entreprise dans un local commercial bien situé, au c?ur \nkangalou:188222||Magnifique espace bureau de 3500 pieds carrés fraîchement rénové\n\nLe 1419 Grande Allée;\n\nSitué près des principaux axes routier au coeur de Terrebonne,\n\n18 bureau fonctionnel et très lumineux,\n\nSalle \nsutton:14747172|4½|Découvrez la fusion parfaite entre un cadre de vie raffiné et un commerce dynamique. 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Grand espace ouvert avec deux b\nduproprio:1140245|5½|Local commercial à louer Disponible dès maintenant! 111 58e Rue E, Québec, QC G1H 2E7 Profitez de cette excellente opportunité d'établir votre entreprise dans un local commercial bien situé, au coeur \nduproprio:1140246|2½|Local commercial à louer Disponible dès maintenant! 111 58e Rue E, Québec, QC G1H 2E7 Profitez de cette excellente opportunité d'établir votre entreprise dans un local commercial bien situé, au c?ur \nkangalou:188222||Magnifique espace bureau de 3500 pieds carrés fraîchement rénové\n\nLe 1419 Grande Allée;\n\nSitué près des principaux axes routier au coeur de Terrebonne,\n\n18 bureau fonctionnel et très lumineux,\n\nSalle \nsutton:14747172|4½|Découvrez la fusion parfaite entre un cadre de vie raffiné et un commerce dynamique. Plongez dans un espace où sophistication et commodité se rencontrent, avec des résidences exquises et des espaces 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successfully."}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"e3011fdd-5d70-4af5-a29c-31f96f807e8a","timestamp":"2026-08-21T21:18:50.115Z","tool_use_result":{"filePath":"/Users/simon-pierreboucher/apps/lou-ka/louka/quality.py","oldString":" r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"","newString":" r\"logement|logis\\b|r[ée]sidences?\\b|chalet|penthouse|duplex|triplex|\"\n r\"bachelor|colocation|\"","originalFile":"# -----------------------------------------------------------------------------\n# Lou-Ka — Agrégateur de logements à louer (province de Québec)\n# Auteur : Simon-Pierre Boucher — contact@spboucher.ai\n# quality.py : score de complétude par annonce + seuil minimum de publication\n# Une annonce sous le seuil (sans prix, sans localisation ou sans contenu\n# exploitable) est mise en QUARANTAINE (published=0) : conservée en base,\n# re-synchronisée normalement, mais jamais affichée sur le site.\n# -----------------------------------------------------------------------------\nfrom __future__ import annotations\n\nimport json\nimport re\n\n# Seuil de publication (score 0–100). Les portes dures (prix, localisation,\n# contenu) s'appliquent en plus du score — voir evaluate().\nPUBLISH_THRESHOLD = 40\n\n# Pondération du score de complétude (total = 100)\nW_PRICE = 20 # prix mensuel exploitable\nW_LOCATION = 14 # adresse OU coordonnées GPS (partiel si ville seulement)\nW_CITY = 4\nW_DESCRIPTION = 14 # >= 200 caractères ; partiel si >= 60\nW_IMAGES = 16 # 0 -> 0 ; 1 -> 6 ; 2-4 -> 11 ; >= 5 -> 16\nW_UNIT = 8 # type d'unité ou nombre de chambres\nW_AVAILABILITY = 5\nW_AREA = 4\nW_BATHROOMS = 3\nW_AMENITIES = 5 # >= 3 commodités ; partiel si >= 1\nW_DETAILS = 4 # >= 3 champs structurés\nW_URL = 3 # lien vers l'annonce originale (contact / réservation)\n\n\n# ---- pertinence : n'afficher que des LOGEMENTS à louer au mois --------------\n# Certaines sources mêlent stationnements, garages, entreposage, locaux\n# commerciaux, objets divers ou locations à la nuit — souvent à ~200 $/mois.\n# Ces annonces passent le score de complétude mais ne sont pas des logements :\n# on les met en quarantaine (published=0) avec une raison « hors sujet ».\n\n# vocabulaire logement (titre/description)\n_RE_RES = re.compile(\n r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"\n r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"\n r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\"\n r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)\n\n# objet non résidentiel proposé à la location\n_RE_NONRES = re.compile(\n r\"stationnements?|parkings?|garages?|entrep[oô]ts?|entreposage|\"\n r\"espaces? de rangement|places? de (?:stationnement|parking)|\"\n r\"lockers?|cabanons?|remises?|\"\n r\"loca(?:l|ux) commercia(?:l|ux)|espaces? commercia(?:l|ux)|\\bbureaux?\\b\",\n re.I)\n\n# description qui COMMENCE par l'objet non résidentiel (l'annonce vend ça)\n_RE_DESC_LEAD = re.compile(\n r\"^\\W*(?:grande?s?|petite?s?|beaux?|belles?|beau|magnifiques?|superbes?|\"\n r\"jolie?s?|\\d+)?\\s*\"\n r\"(?:stationnements?|parkings?|garages?|entrep[oô]ts?|\"\n r\"places? de (?:stationnement|parking)|espaces? de (?:rangement|stationnement)|\"\n r\"bureaux?|loca(?:l|ux) (?:commercia(?:l|ux)|industriels?|professionnels?))\\b\",\n re.I)\n\n# local commercial / bureau / industriel (titre ou description)\n_RE_COMMERCIAL = re.compile(\n r\"loca(?:l|ux)\\s+(?:commercia(?:l|ux)|industriels?|professionnels?)|\"\n r\"espaces?\\s+(?:de\\s+)?bureaux?\\b|espaces?\\s+commercia(?:l|ux)|\"\n r\"aménagé\\s+en\\s+(?:restaurant|commerce|boutique)|\"\n r\"(?:usage|zonage|bail)\\s+commercial\", re.I)\n\n# « bureau » comme nom de rue (av. Jacques-Bureau…) — pas un local à louer\n_RE_STREET_BUREAU = re.compile(\n r\"(?:av(?:enue)?|rue|boul(?:evard)?|ch(?:emin)?|pl(?:ace)?)\\.?\\s+\"\n r\"(?:\\w+[- ])?bureau\\b\", re.I)\n\n# location à la nuit / courte durée (le « loyer » n'est pas un prix mensuel)\n_RE_NIGHTLY = re.compile(\n r\"tarif par nuit|prix par nuit|par nuit et non par mois|\"\n r\"location à la nuit|court terme seulement\", re.I)\n\n\ndef relevance_reason(d: dict) -> str | None:\n \"\"\"Retourne la raison de quarantaine si l'annonce n'est pas un logement\n à louer au mois (stationnement, garage, entreposage, local commercial,\n objet divers, location à la nuit), sinon None.\n\n Les seuils de prix évitent les faux positifs : un vrai logement dont le\n titre mentionne « garage » (ex. « Garage intérieur chauffé » pour un 4½\n à 2 250 $) reste publié, alors qu'un « garage à louer » à 195 $ tombe.\n \"\"\"\n title = (d.get(\"title\") or \"\").strip()\n desc = (d.get(\"description\") or \"\").strip()\n head = desc[:300]\n price = d.get(\"price\")\n priced = isinstance(price, (int, float))\n unit = (d.get(\"unit_type\") or \"\").strip()\n res_title = bool(_RE_RES.search(title))\n res_text = res_title or bool(_RE_RES.search(head))\n\n # 1) le titre vend un stationnement/garage/local, sans vocabulaire logement\n if _RE_NONRES.search(title) and not res_title \\\n and not _RE_STREET_BUREAU.search(title) \\\n and (not unit or not priced or price < 700):\n return \"hors sujet : stationnement/garage/local (titre)\"\n # 2) la description s'ouvre sur l'objet non résidentiel — attrape les\n # titres trompeurs (« Appartement Garage à Louer » à 195 $) et les\n # titres-adresses (« P158 1400 Boul René-Lévesque »)\n if _RE_DESC_LEAD.match(desc) and (\n not priced or price < 450\n or (not res_title and \"à vendre\" in head.lower())):\n return \"hors sujet : stationnement/garage/local (description)\"\n # 3) prix de case de stationnement + aucun vocabulaire logement\n if priced and price < 450 and not res_text and _RE_NONRES.search(head):\n return \"hors sujet : stationnement/garage (prix + texte)\"\n # 4) local commercial/bureau/industriel sans aucun vocabulaire logement\n if not res_text and _RE_COMMERCIAL.search(f\"{title}\\n{head}\"):\n return \"hors sujet : local commercial/bureau\"\n # 5) prix impossible pour un logement + aucun signal logement dans le texte\n # (case de stationnement à titre-adresse, objets divers…)\n if priced and price < 300 and not res_text and unit != \"Chambre\":\n return \"hors sujet : prix non résidentiel, aucun signal logement\"\n # 6) prix à la nuit / courte durée affiché comme loyer mensuel\n if priced and price < 600 and _RE_NIGHTLY.search(desc):\n return \"hors sujet : location à la nuit / court terme\"\n return None\n\n\ndef _as_list(value) -> list:\n if isinstance(value, list):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, list) else []\n except ValueError:\n return []\n return []\n\n\ndef _as_dict(value) -> dict:\n if isinstance(value, dict):\n return value\n if isinstance(value, str) and value:\n try:\n out = json.loads(value)\n return out if isinstance(out, dict) else {}\n except ValueError:\n return {}\n return {}\n\n\ndef evaluate(d: dict) -> tuple[float, bool, list[str]]:\n \"\"\"Évalue une annonce (dict aux clés du schéma listings).\n\n Retourne (score 0–100, publiable, raisons de quarantaine).\n Accepte indifféremment les champs JSON sérialisés (rangée SQLite) ou\n déjà décodés (Listing.asdict) — images/amenities/details.\n \"\"\"\n score = 0.0\n reasons: list[str] = []\n\n # loyer mensuel plausible : hors bornes = donnée corrompue à la source\n # (0,02 $, 1 $, prix « à la nuit »…) — traité comme absence de prix\n price = d.get(\"price\")\n has_price = isinstance(price, (int, float)) and 175 <= price <= 20000\n if has_price:\n score += W_PRICE\n\n address = (d.get(\"address\") or \"\").strip()\n city = (d.get(\"city\") or \"\").strip()\n sector = (d.get(\"sector\") or \"\").strip()\n has_coords = d.get(\"lat\") is not None and d.get(\"lng\") is not None\n if address or has_coords:\n score += W_LOCATION\n elif sector:\n score += W_LOCATION * 0.5\n if city:\n score += W_CITY\n\n desc = (d.get(\"description\") or \"\").strip()\n if len(desc) >= 200:\n score += W_DESCRIPTION\n elif len(desc) >= 60:\n score += W_DESCRIPTION * 0.5\n\n images = _as_list(d.get(\"images\"))\n n_img = len(images)\n if n_img >= 5:\n score += W_IMAGES\n elif n_img >= 2:\n score += 11\n elif n_img == 1:\n score += 6\n\n if (d.get(\"unit_type\") or \"\").strip() or d.get(\"bedrooms\") is not None:\n score += W_UNIT\n if d.get(\"availability_date\") or (d.get(\"availability\") or \"\").strip():\n score += W_AVAILABILITY\n if d.get(\"area_sqft\"):\n score += W_AREA\n if d.get(\"bathrooms\") is not None:\n score += W_BATHROOMS\n\n amenities = _as_list(d.get(\"amenities\"))\n if len(amenities) >= 3:\n score += W_AMENITIES\n elif len(amenities) >= 1:\n score += W_AMENITIES * 0.5\n\n details = _as_dict(d.get(\"details\"))\n if len(details) >= 3:\n score += W_DETAILS\n elif len(details) >= 1:\n score += W_DETAILS * 0.5\n\n if (d.get(\"url\") or \"\").strip():\n score += W_URL\n\n score = round(min(score, 100.0), 1)\n\n # ---- portes dures de publication ---------------------------------------\n if not has_price:\n reasons.append(\"sans prix\" if not price else f\"prix non plausible ({price:g} $)\")\n if not (address or has_coords or city):\n reasons.append(\"sans localisation\")\n # contenu exploitable : description OU un minimum de structure\n if len(desc) < 40 and not amenities and not (d.get(\"unit_type\") or \"\").strip() \\\n and d.get(\"bedrooms\") is None:\n reasons.append(\"sans contenu exploitable\")\n # pertinence : pas un logement à louer au mois (stationnement, garage…)\n rel = relevance_reason(d)\n if rel:\n reasons.append(rel)\n if not reasons and score < PUBLISH_THRESHOLD:\n reasons.append(f\"complétude {score:.0f} < seuil {PUBLISH_THRESHOLD}\")\n\n return score, not reasons, reasons\n\n\ndef backfill(limit: int | None = None, verbose: bool = True) -> dict:\n \"\"\"(Re)calcule completeness/published sur toutes les annonces actives.\"\"\"\n from . import db\n con = db.connect()\n rows = con.execute(\n \"SELECT uid, title, price, address, city, sector, lat, lng, description,\"\n \" images, unit_type, bedrooms, bathrooms, availability,\"\n \" availability_date, area_sqft, amenities, details, url\"\n \" FROM listings WHERE active=1\"\n + (f\" LIMIT {int(limit)}\" if limit else \"\")).fetchall()\n pub = quar = 0\n for r in rows:\n score, ok, reasons = evaluate(dict(r))\n con.execute(\n \"UPDATE listings SET completeness=?, published=?, quality_reasons=?\"\n \" WHERE uid=?\",\n (score, int(ok), json.dumps(reasons, ensure_ascii=False) if reasons\n else None, r[\"uid\"]))\n if ok:\n pub += 1\n else:\n quar += 1\n con.commit()\n con.close()\n out = {\"evaluees\": len(rows), \"publiees\": pub, \"quarantaine\": quar}\n if verbose:\n print(f\"[lou-ka] quality: {out}\")\n return out\n","structuredPatch":[{"oldStart":39,"oldLines":7,"newStart":39,"newLines":8,"lines":[" # vocabulaire logement (titre/description)"," _RE_RES = re.compile("," r\"chambre|room|studio|appart|apartment|condo|loft|maison|house|\"","- r\"logement|logis\\b|chalet|penthouse|duplex|triplex|bachelor|colocation|\"","+ r\"logement|logis\\b|r[ée]sidences?\\b|chalet|penthouse|duplex|triplex|\"","+ r\"bachelor|colocation|\""," r\"sous-sol|basement|½|1/2|\\b\\d[.,]5\\b|\\bdemie?s?\\b|\\bbed(?:room)?s?\\b|\""," r\"\\bunit[ée]?s?\\b|\\bpi[eè]ces\\b\", re.I)"," "]}],"userModified":false,"replaceAll":false}}}232{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"9ec58a41-a06c-4fe3-966b-f8f030a5657a","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}233{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbEiHDsoZAEwhQFaDDS","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01DakTv2XHVUbEBgpjQGJF2B","name":"Bash","input":{"command":"cd ~/apps/lou-ka && .venv/bin/python - <<'EOF'\nimport sqlite3, collections\nfrom louka.quality import relevance_reason\ncon = sqlite3.connect('data/louka.db'); con.row_factory = sqlite3.Row\nrows = con.execute(\"SELECT uid,title,price,unit_type,bedrooms,description,source FROM listings WHERE active=1 AND published=1\").fetchall()\nflagged = collections.defaultdict(list)\nfor r in rows:\n reason = relevance_reason(dict(r))\n if reason:\n flagged[reason].append(r)\nprint(f\"total publiées: {len(rows)} — total flaggées: {sum(len(v) for v in flagged.values())}\")\nfor reason, lst in flagged.items():\n print(f\"\\n=== {reason} — {len(lst)} ===\")\n for r in lst:\n print(f\" {r['uid']} | {r['price']} | {r['unit_type'] or '-'} | {(r['title'] or '')[:80]}\")\n# contrôle : les vrais logements \"avec stationnement\" restent publiés\nkeep = [\"logisquebec:344213\"]\nfor uid in keep:\n r = con.execute(\"SELECT uid,title,price,unit_type,bedrooms,description FROM listings WHERE uid=?\", (uid,)).fetchone()\n if r: print(f\"\\ncontrôle {uid}: reason={relevance_reason(dict(r))}\")\nEOF","description":"Third dry-run after résidence fix"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1336,"cache_read_input_tokens":89361,"cache_creation":{"ephemeral_5m_input_tokens":1336,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"90629455-760a-4354-b7ef-c7af07fd3cc3"}}234{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01DakTv2XHVUbEBgpjQGJF2B","type":"tool_result","content":"total publiées: 58575 — total flaggées: 56\n\n=== hors sujet : stationnement/garage (prix + texte) — 1 ===\n remax_quebec:21949032 | 280.0 | Condo | 1288 Rue St-Antoine O. app. P3-151\n\n=== hors sujet : local commercial/bureau — 29 ===\n royal_lepage:10556461 | 800.0 | - | 302 600 Rue Sherbrooke E\n royal_lepage:17881430 | 3700.0 | - | Rdc 51 Rue Perreault E\n royal_lepage:25019031 | 1500.0 | - | 1649 Ch Sullivan\n royal_lepage:12815962 | 4500.0 | - | 45 Rue Perreault E\n royal_lepage:26430912 | 4000.0 | - | 23 Rue Villeneuve E\n royal_lepage:22100030 | 11000.0 | - | 121 Rue De La Commune O\n royal_lepage:26358251 | 3413.0 | - | 640 Av Centrale\n royal_lepage:26146336 | 4000.0 | - | 2039 Rue St Francois Xavier\n royal_lepage:19450477 | 800.0 | - | 222 855 5E Avenue\n royal_lepage:21618354 | 1200.0 | - | A 3994 Boul St Martin O\n royal_lepage:20554962 | 1250.0 | - | 1 158 Rue St Joseph\n royal_lepage:26068943 | 1500.0 | - | 23 Rue Monseigneur Tessier E\n royal_lepage:14797073 | 2700.0 | - | 101 681 Boul Du Cure Labelle\n royal_lepage:10136438 | 1895.0 | - | 127 Boul Des Bois Francs S\n royal_lepage:13623337 | 6000.0 | - | 851 859 Rue De La Verendrye\n royal_lepage:19556141 | 3975.0 | - | A 115 Boul Industriel\n royal_lepage:19422195 | 2250.0 | - | 6056 Av De Monkland\n royal_lepage:14895415 | 2500.0 | - | 955 Rue Fleury E\n royal_lepage:18766811 | 2900.0 | - | 11985 Boul Gouin O\n royal_lepage:12382323 | 4500.0 | - | 101 9900 Boul Bourque\n royal_lepage:19553751 | 2337.0 | - | 3 2954 Ch Ste Marie\n duproprio:1109317 | 1350.0 | Studio | 82, place demers, Victoriaville à louer\n royal_lepage:18020586 | 6500.0 | - | 201 600 Rue Sherbrooke E\n kangalou:188222 | 7301.33 | - | 1419 Grande Allée\n duproprio:1140246 | 750.0 | 2½ | 111, 58e rue Est, Limoilou à louer\n duproprio:1140245 | 1500.0 | 5½ | 111, 58e rue Est, Limoilou à louer\n royal_lepage:14675399 | 2700.0 | - | 75B Av Principale\n royal_lepage:22285260 | 5000.0 | - | 699 Ch Principal\n royal_lepage:9820436 | 5670.0 | - | 3220 Av Jacques Bureau\n\n=== hors sujet : stationnement/garage/local (description) — 6 ===\n royal_lepage:28677751 | 375.0 | - | 102 173 Av Cartier\n royal_lepage:11535881 | 250.0 | - | P158 1400 Boul Rene Levesque O\n kangalou:233744 | 195.0 | - | 5885 Av. du Costebelle\n kangalou:233746 | 195.0 | - | 5885 Av. du Costebelle\n logisquebec:345183 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n logisquebec:345185 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n\n=== hors sujet : location à la nuit / court terme — 2 ===\n duproprio:1126505 | 210.0 | Maison | 44, Perron O, Ste-Anne-Des-Monts à louer\n duproprio:1126403 | 210.0 | Maison | 61, 1re avenue ouest, Ste-Anne-Des-Monts à louer\n\n=== hors sujet : stationnement/garage/local (titre) — 16 ===\n fb_marketplace:1014788388216357 | 4420.0 | - | Espace commercial rénové louer – Emplacement de choix\n fb_marketplace:1026651330135075 | 3650.0 | - | LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\n fb_marketplace:2309405196543776 | 3800.0 | - | Local commercial à louer – 126 Rue Lebouthillier, Québec\n fb_marketplace:3989115164723791 | 4000.0 | - | ESPACE DE BUREAUX À LOUER – SECTEUR CENTRAL DE QUÉBEC | 3 009 PI2 | CLÉ EN MAIN\n fb_marketplace:1565047911690436 | 4585.0 | - | Bureau à Sainte-Foy à louer\n fb_marketplace:4516692381919556 | 3200.0 | - | GARAGE / LOCAL commercial à louer\n fb_marketplace:3609250349230025 | 4650.0 | - | Local commercial à louer Vieux-Québec\n fb_marketplace:2136414086915352 | 3310.0 | - | Bureau à louer / Local 1 805 pc\n fb_marketplace:1509375837872703 | 740.0 | - | Local commercial tout inclus - Pierre Bertrand, Québec\n fb_marketplace:1377744147650576 | 5424.0 | - | Parking à louer\n logisquebec:342376 | 438.0 | 1½ | Bureau/Local Commercial |350 Pi²\n fb_marketplace:1720284419245372 | 4083.0 | - | Local commercial à louer – 1 400 pi2 – Vieux-Montréal (119 rue Saint‐Pierre)\n fb_marketplace:28523476293925864 | 8678.0 | - | Espace d'entreposage chauffé et éclairé\n fb_marketplace:1786778925827251 | 1250.0 | - | Local commercial à louer — 1 000 pi2 — Rue Labelle, St-Jérôme (2e étage)\n fb_marketplace:1102640808795275 | 8678.0 | - | Stationnement à Louer Plateau Mont-Royal Des Érables/Marie-Anne (Dispo Maintenan\n fb_marketplace:1664509465680018 | 550.0 | Studio | Local commercial/bureau 350 pi 2\n\n=== hors sujet : prix non résidentiel, aucun signal logement — 2 ===\n kangalou:237884 | 240.0 | 3½ | 1955 Avenue Lincoln\n lespac:225674412 | 200.0 | - | Chaise roulante\n\ncontrôle logisquebec:344213: reason=None","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"3d10dbd0-2149-4c38-bf3e-aa0da51d80c0","timestamp":"2026-08-21T21:18:59.177Z","tool_use_result":{"stdout":"total publiées: 58575 — total flaggées: 56\n\n=== hors sujet : stationnement/garage (prix + texte) — 1 ===\n remax_quebec:21949032 | 280.0 | Condo | 1288 Rue St-Antoine O. app. P3-151\n\n=== hors sujet : local commercial/bureau — 29 ===\n royal_lepage:10556461 | 800.0 | - | 302 600 Rue Sherbrooke E\n royal_lepage:17881430 | 3700.0 | - | Rdc 51 Rue Perreault E\n royal_lepage:25019031 | 1500.0 | - | 1649 Ch Sullivan\n royal_lepage:12815962 | 4500.0 | - | 45 Rue Perreault E\n royal_lepage:26430912 | 4000.0 | - | 23 Rue Villeneuve E\n royal_lepage:22100030 | 11000.0 | - | 121 Rue De La Commune O\n royal_lepage:26358251 | 3413.0 | - | 640 Av Centrale\n royal_lepage:26146336 | 4000.0 | - | 2039 Rue St Francois Xavier\n royal_lepage:19450477 | 800.0 | - | 222 855 5E Avenue\n royal_lepage:21618354 | 1200.0 | - | A 3994 Boul St Martin O\n royal_lepage:20554962 | 1250.0 | - | 1 158 Rue St Joseph\n royal_lepage:26068943 | 1500.0 | - | 23 Rue Monseigneur Tessier E\n royal_lepage:14797073 | 2700.0 | - | 101 681 Boul Du Cure Labelle\n royal_lepage:10136438 | 1895.0 | - | 127 Boul Des Bois Francs S\n royal_lepage:13623337 | 6000.0 | - | 851 859 Rue De La Verendrye\n royal_lepage:19556141 | 3975.0 | - | A 115 Boul Industriel\n royal_lepage:19422195 | 2250.0 | - | 6056 Av De Monkland\n royal_lepage:14895415 | 2500.0 | - | 955 Rue Fleury E\n royal_lepage:18766811 | 2900.0 | - | 11985 Boul Gouin O\n royal_lepage:12382323 | 4500.0 | - | 101 9900 Boul Bourque\n royal_lepage:19553751 | 2337.0 | - | 3 2954 Ch Ste Marie\n duproprio:1109317 | 1350.0 | Studio | 82, place demers, Victoriaville à louer\n royal_lepage:18020586 | 6500.0 | - | 201 600 Rue Sherbrooke E\n kangalou:188222 | 7301.33 | - | 1419 Grande Allée\n duproprio:1140246 | 750.0 | 2½ | 111, 58e rue Est, Limoilou à louer\n duproprio:1140245 | 1500.0 | 5½ | 111, 58e rue Est, Limoilou à louer\n royal_lepage:14675399 | 2700.0 | - | 75B Av Principale\n royal_lepage:22285260 | 5000.0 | - | 699 Ch Principal\n royal_lepage:9820436 | 5670.0 | - | 3220 Av Jacques Bureau\n\n=== hors sujet : stationnement/garage/local (description) — 6 ===\n royal_lepage:28677751 | 375.0 | - | 102 173 Av Cartier\n royal_lepage:11535881 | 250.0 | - | P158 1400 Boul Rene Levesque O\n kangalou:233744 | 195.0 | - | 5885 Av. du Costebelle\n kangalou:233746 | 195.0 | - | 5885 Av. du Costebelle\n logisquebec:345183 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n logisquebec:345185 | 195.0 | 3½ | Costebelle-Banville Appartement Garage à Louer Duberger-Les Saules Juillet 2026\n\n=== hors sujet : location à la nuit / court terme — 2 ===\n duproprio:1126505 | 210.0 | Maison | 44, Perron O, Ste-Anne-Des-Monts à louer\n duproprio:1126403 | 210.0 | Maison | 61, 1re avenue ouest, Ste-Anne-Des-Monts à louer\n\n=== hors sujet : stationnement/garage/local (titre) — 16 ===\n fb_marketplace:1014788388216357 | 4420.0 | - | Espace commercial rénové louer – Emplacement de choix\n fb_marketplace:1026651330135075 | 3650.0 | - | LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\n fb_marketplace:2309405196543776 | 3800.0 | - | Local commercial à louer – 126 Rue Lebouthillier, Québec\n fb_marketplace:3989115164723791 | 4000.0 | - | ESPACE DE BUREAUX À LOUER – SECTEUR CENTRAL DE QUÉBEC | 3 009 PI2 | CLÉ EN MAIN\n fb_marketplace:1565047911690436 | 4585.0 | - | Bureau à Sainte-Foy à louer\n fb_marketplace:4516692381919556 | 3200.0 | - | GARAGE / LOCAL commercial à louer\n fb_marketplace:3609250349230025 | 4650.0 | - | Local commercial à louer Vieux-Québec\n fb_marketplace:2136414086915352 | 3310.0 | - | Bureau à louer / Local 1 805 pc\n fb_marketplace:1509375837872703 | 740.0 | - | Local commercial tout inclus - Pierre Bertrand, Québec\n fb_marketplace:1377744147650576 | 5424.0 | - | Parking à louer\n logisquebec:342376 | 438.0 | 1½ | Bureau/Local Commercial |350 Pi²\n fb_marketplace:1720284419245372 | 4083.0 | - | Local commercial à louer – 1 400 pi2 – Vieux-Montréal (119 rue Saint‐Pierre)\n fb_marketplace:28523476293925864 | 8678.0 | - | Espace d'entreposage chauffé et éclairé\n fb_marketplace:1786778925827251 | 1250.0 | - | Local commercial à louer — 1 000 pi2 — Rue Labelle, St-Jérôme (2e étage)\n fb_marketplace:1102640808795275 | 8678.0 | - | Stationnement à Louer Plateau Mont-Royal Des Érables/Marie-Anne (Dispo Maintenan\n fb_marketplace:1664509465680018 | 550.0 | Studio | Local commercial/bureau 350 pi 2\n\n=== hors sujet : prix non résidentiel, aucun signal logement — 2 ===\n kangalou:237884 | 240.0 | 3½ | 1955 Avenue Lincoln\n lespac:225674412 | 200.0 | - | Chaise roulante\n\ncontrôle logisquebec:344213: 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~/apps/lou-ka && sqlite3 data/louka.db \"SELECT uid, substr(description,1,130) FROM listings WHERE uid IN ('royal_lepage:19450477','royal_lepage:26068943','royal_lepage:19422195')\"","description":"Spot-check three commercial-rule listings"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":3133,"cache_read_input_tokens":90697,"cache_creation":{"ephemeral_5m_input_tokens":3133,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"51d36613-d6b2-4704-a0df-da3af5933d44"}}239{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_013SxPaQL1f52r9mDGzKVKm2","type":"tool_result","content":"royal_lepage:19422195|Local commercial lumineux situé au 6056 avenue Monkland, Montréal. Espace polyvalent offrant une excellente visibilité grâce à sa \nroyal_lepage:19450477|Local commercial à louer Opportunité idéale pour professionnel, travailleur autonome ou petite entreprise. Le local comprend : 2 b\nroyal_lepage:26068943|Saisissez l'opportunité! Ce local commercial, situé à deux pas du centre-ville de Rouyn-Noranda, bénéficie d'une excellente visibi","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"0789dcd9-0abb-4603-b855-1da656eabcd0","timestamp":"2026-08-21T21:19:10.430Z","tool_use_result":{"stdout":"royal_lepage:19422195|Local commercial lumineux situé au 6056 avenue Monkland, Montréal. Espace polyvalent offrant une excellente visibilité grâce à sa \nroyal_lepage:19450477|Local commercial à louer Opportunité idéale pour professionnel, travailleur autonome ou petite entreprise. Le local comprend : 2 b\nroyal_lepage:26068943|Saisissez l'opportunité! Ce local commercial, situé à deux pas du centre-ville de Rouyn-Noranda, bénéficie d'une excellente visibi","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}240{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"b57a5836-d341-4485-bf7a-ee1e0235af66","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}241{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbGD9LLw67mihtJLjW2","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":860,"cache_read_input_tokens":93830,"cache_creation":{"ephemeral_5m_input_tokens":860,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"32a56b66-352e-45eb-a36b-4e79c168b2d3"}}242{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbGD9LLw67mihtJLjW2","type":"message","role":"assistant","content":[{"type":"text","text":"Tous confirmés locaux commerciaux. J'ajoute maintenant un test dédié, puis je lance la suite de tests."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":860,"cache_read_input_tokens":93830,"cache_creation":{"ephemeral_5m_input_tokens":860,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"23d453d6-08fb-42be-927b-f3f1a262bb03"}}243{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbGD9LLw67mihtJLjW2","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01AE7kJXUzrQdYf38ph14TTZ","name":"Write","input":{"file_path":"/Users/simon-pierreboucher/apps/lou-ka/tests/test_quality.py","content":"# -----------------------------------------------------------------------------\n# Lou-Ka — tests de la porte de pertinence (quality.relevance_reason)\n# Un stationnement/garage/local commercial à louer ne doit jamais être publié ;\n# un logement qui INCLUT un stationnement doit rester publié.\n# -----------------------------------------------------------------------------\nfrom louka.quality import evaluate, relevance_reason\n\n\ndef _reason(**kw):\n d = {\"title\": \"\", \"description\": \"\", \"price\": None, \"unit_type\": None,\n \"bedrooms\": None}\n d.update(kw)\n return relevance_reason(d)\n\n\n# ---- hors sujet : doivent être mis en quarantaine ---------------------------\n\ndef test_parking_titre():\n assert _reason(title=\"Parking à louer\", price=200.0)\n assert _reason(title=\"Stationnement extérieur privé à louer – près du métro\",\n price=100.0)\n assert _reason(title=\"Espace d'entreposage chauffé et éclairé\", price=150.0)\n\n\ndef test_garage_description_titre_trompeur():\n # logisquebec : « Appartement Garage à Louer » à 195 $ = un garage\n assert _reason(\n title=\"Costebelle-Banville Appartement Garage à Louer Duberger\",\n description=\"Grand garage/entrepôt de 8 pieds par 20 pieds, situé au \"\n \"cœur d'un quartier tranquille.\",\n price=195.0, unit_type=\"3½\")\n\n\ndef test_stationnement_titre_adresse():\n # titre-adresse, la description révèle la case de stationnement\n assert _reason(title=\"P158 1400 Boul Rene Levesque O\",\n description=\"1 Stationnement intérieur #158 à vendre.\",\n price=250.0)\n\n\ndef test_local_commercial():\n assert _reason(title=\"LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\", price=3650.0)\n assert _reason(title=\"302 600 Rue Sherbrooke E\",\n description=\"Espace de bureau lumineux et fonctionnel de \"\n \"290 pi², au centre-ville.\", price=800.0)\n\n\ndef test_prix_de_case_sans_signal_logement():\n assert _reason(title=\"1288 Rue St-Antoine O. app. P3-151\",\n description=\"Un dépot de $100 pour le ouvre garage.\",\n price=280.0, unit_type=\"Condo\")\n\n\ndef test_location_a_la_nuit():\n assert _reason(title=\"44, Perron O, Ste-Anne-Des-Monts à louer\",\n description=\"Location court terme seulement. Tarif par nuit \"\n \"et non par mois.\", price=210.0,\n unit_type=\"Maison\")\n\n\n# ---- logements légitimes : doivent rester publiés ---------------------------\n\ndef test_logement_avec_stationnement_inclus():\n assert _reason(title=\"4½ NDG Stationnement + rangement inclus\",\n price=1150.0, unit_type=\"4½\") is None\n assert _reason(title=\"Grand 2 1/2 avec électros/internet/stationnement\",\n price=995.0, unit_type=\"Studio\") is None\n\n\ndef test_logement_titre_garage_prix_plausible():\n # vrai 4½ dont le titre vante le garage\n assert _reason(title=\"Garage Intérieur Chauffé\",\n description=\"Magnifique logement 4 1/2, lumineux, doté d'un \"\n \"balcon, d'un ascenseur.\",\n price=2250.0, unit_type=\"4½\") is None\n\n\ndef test_immeuble_mixte_residentiel():\n assert _reason(title=\"4 Boulevard Cartier O., app. 717\",\n description=\"Des résidences exquises et des espaces \"\n \"commerciaux au rez-de-chaussée.\",\n price=2150.0, unit_type=\"4½\") is None\n\n\ndef test_nom_de_rue_bureau():\n assert _reason(title=\"3220 Av Jacques Bureau\",\n description=\"Magnifique logement de 2 chambres.\",\n price=1200.0) is None\n\n\ndef test_chambre_pas_chere_reste_publiee():\n assert _reason(title=\"Grande Chambre ($600/mois), tout inclus + parking\",\n price=600.0, unit_type=\"Chambre\") is None\n\n\ndef test_evaluate_integre_la_pertinence():\n score, ok, reasons = evaluate({\n \"title\": \"Parking à louer\", \"price\": 200.0, \"address\": \"123 rue X\",\n \"city\": \"Montréal\", \"description\": \"Belle place de stationnement \" * 10,\n \"images\": [\"a.jpg\"], \"url\": \"https://x\"})\n assert not ok\n assert any(\"hors sujet\" in r for r in reasons)\n"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":860,"cache_read_input_tokens":93830,"cache_creation":{"ephemeral_5m_input_tokens":860,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"982d78a2-54eb-4e65-a35f-e9b96891bf23"}}244{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01AE7kJXUzrQdYf38ph14TTZ","type":"tool_result","content":"File created successfully at: /Users/simon-pierreboucher/apps/lou-ka/tests/test_quality.py"}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"c7c55d6c-b42e-4adf-8dc4-2fc16021f024","timestamp":"2026-08-21T21:19:34.260Z","tool_use_result":{"type":"create","filePath":"/Users/simon-pierreboucher/apps/lou-ka/tests/test_quality.py","content":"# -----------------------------------------------------------------------------\n# Lou-Ka — tests de la porte de pertinence (quality.relevance_reason)\n# Un stationnement/garage/local commercial à louer ne doit jamais être publié ;\n# un logement qui INCLUT un stationnement doit rester publié.\n# -----------------------------------------------------------------------------\nfrom louka.quality import evaluate, relevance_reason\n\n\ndef _reason(**kw):\n d = {\"title\": \"\", \"description\": \"\", \"price\": None, \"unit_type\": None,\n \"bedrooms\": None}\n d.update(kw)\n return relevance_reason(d)\n\n\n# ---- hors sujet : doivent être mis en quarantaine ---------------------------\n\ndef test_parking_titre():\n assert _reason(title=\"Parking à louer\", price=200.0)\n assert _reason(title=\"Stationnement extérieur privé à louer – près du métro\",\n price=100.0)\n assert _reason(title=\"Espace d'entreposage chauffé et éclairé\", price=150.0)\n\n\ndef test_garage_description_titre_trompeur():\n # logisquebec : « Appartement Garage à Louer » à 195 $ = un garage\n assert _reason(\n title=\"Costebelle-Banville Appartement Garage à Louer Duberger\",\n description=\"Grand garage/entrepôt de 8 pieds par 20 pieds, situé au \"\n \"cœur d'un quartier tranquille.\",\n price=195.0, unit_type=\"3½\")\n\n\ndef test_stationnement_titre_adresse():\n # titre-adresse, la description révèle la case de stationnement\n assert _reason(title=\"P158 1400 Boul Rene Levesque O\",\n description=\"1 Stationnement intérieur #158 à vendre.\",\n price=250.0)\n\n\ndef test_local_commercial():\n assert _reason(title=\"LOCAL COMMERCIAL À LOUER – CLÉ EN MAIN\", price=3650.0)\n assert _reason(title=\"302 600 Rue Sherbrooke E\",\n description=\"Espace de bureau lumineux et fonctionnel de \"\n \"290 pi², au centre-ville.\", price=800.0)\n\n\ndef test_prix_de_case_sans_signal_logement():\n assert _reason(title=\"1288 Rue St-Antoine O. app. P3-151\",\n description=\"Un dépot de $100 pour le ouvre garage.\",\n price=280.0, unit_type=\"Condo\")\n\n\ndef test_location_a_la_nuit():\n assert _reason(title=\"44, Perron O, Ste-Anne-Des-Monts à louer\",\n description=\"Location court terme seulement. Tarif par nuit \"\n \"et non par mois.\", price=210.0,\n unit_type=\"Maison\")\n\n\n# ---- logements légitimes : doivent rester publiés ---------------------------\n\ndef test_logement_avec_stationnement_inclus():\n assert _reason(title=\"4½ NDG Stationnement + rangement inclus\",\n price=1150.0, unit_type=\"4½\") is None\n assert _reason(title=\"Grand 2 1/2 avec électros/internet/stationnement\",\n price=995.0, unit_type=\"Studio\") is None\n\n\ndef test_logement_titre_garage_prix_plausible():\n # vrai 4½ dont le titre vante le garage\n assert _reason(title=\"Garage Intérieur Chauffé\",\n description=\"Magnifique logement 4 1/2, lumineux, doté d'un \"\n \"balcon, d'un ascenseur.\",\n price=2250.0, unit_type=\"4½\") is None\n\n\ndef test_immeuble_mixte_residentiel():\n assert _reason(title=\"4 Boulevard Cartier O., app. 717\",\n description=\"Des résidences exquises et des espaces \"\n \"commerciaux au rez-de-chaussée.\",\n price=2150.0, unit_type=\"4½\") is None\n\n\ndef test_nom_de_rue_bureau():\n assert _reason(title=\"3220 Av Jacques Bureau\",\n description=\"Magnifique logement de 2 chambres.\",\n price=1200.0) is None\n\n\ndef test_chambre_pas_chere_reste_publiee():\n assert _reason(title=\"Grande Chambre ($600/mois), tout inclus + parking\",\n price=600.0, unit_type=\"Chambre\") is None\n\n\ndef test_evaluate_integre_la_pertinence():\n score, ok, reasons = evaluate({\n \"title\": \"Parking à louer\", \"price\": 200.0, \"address\": \"123 rue X\",\n \"city\": \"Montréal\", \"description\": \"Belle place de stationnement \" * 10,\n \"images\": [\"a.jpg\"], \"url\": \"https://x\"})\n assert not ok\n assert any(\"hors sujet\" in r for r in reasons)\n","structuredPatch":[],"originalFile":null,"userModified":false}}}245{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"ac59f3e1-3eba-446c-9035-c356b470454e","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}246{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbHxpv8Vafc2fCj8XMN","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01N4oh7NYoMkXdsZtM88YWXw","name":"Bash","input":{"command":"cd ~/apps/lou-ka && .venv/bin/python -m pytest tests/test_quality.py tests/test_normalize.py tests/test_search.py -q 2>&1 | tail -15","description":"Run quality + related test suites"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":2130,"cache_read_input_tokens":94690,"cache_creation":{"ephemeral_5m_input_tokens":2130,"ephemeral_1h_input_tokens":0},"output_tokens":20,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"941d937a-b67b-4a3c-8da3-844b3bb5020d"}}247{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"bjx1i9or0","tool_use_id":"toolu_01N4oh7NYoMkXdsZtM88YWXw","description":"Run quality + related test suites","task_type":"local_bash","uuid":"e7f27bcd-baaf-4947-91c8-2803f0ae2c56","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}248{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01N4oh7NYoMkXdsZtM88YWXw","type":"tool_result","content":"................................................ [100%]\n48 passed in 3.34s","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"b579b275-a498-4080-a7a5-d02a898841b6","timestamp":"2026-08-21T21:19:41.157Z","tool_use_result":{"stdout":"................................................ [100%]\n48 passed in 3.34s","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}249{"type":"claude","event":{"type":"system","subtype":"task_notification","task_id":"bjx1i9or0","tool_use_id":"toolu_01N4oh7NYoMkXdsZtM88YWXw","status":"completed","output_file":"","summary":"Run quality + related test suites","uuid":"a9ab12f3-9913-4b22-9f4f-c90c795fbedc","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}250{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"36f9e15e-054a-42d2-beba-e8468c9cdd70","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}251{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbJUKhfw2VQJMPVXhB6","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"CAIS3wIKpAEIERgCKkCB6RzEyjvJaXFEi+RK6sibg47Mi1sA7box7j/EKh60sjNSPwyEjoAw2yidfIIVIa8tuUNl1pVy6B6ffmMmLUKNMg5jbGF1ZGUtZmFibGUtNTgBQgh0aGlua2luZ1okNmZjYzhmODMtMWY5Yy00ZDMzLWJhMDctNGQ0ZGYzN2Q2N2Y1chD0eFf7D17nbHkCPBxNVtIaiAEBqAHxgaPUBhIMPaHuAWKt4RrmWwjXGgzmnEa5adc/1QluT28iMHXyrUXnbnTkfZI2oKmp8dw27/Cjjo6Tg3OvJQjQAOHTVaZqVRd/Sc/xKxHDVj+1ZSpobXsVzJCfs6mF/JOqdNydgxeJrebIFO6memWdeWPl9kWll8Evx1dY1ej/ESXtWlId9EvGoa91cN7soMfHd/jT9kExMEXyf49SC3cFe/8h0gvPmUWCctiC7UNdpd+cpm4XUfgjB2YM1BYYAQ=="}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":167,"cache_read_input_tokens":96820,"cache_creation":{"ephemeral_5m_input_tokens":167,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"b38b5512-3bca-4c2d-9f81-c3291772969b"}}252{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbJUKhfw2VQJMPVXhB6","type":"message","role":"assistant","content":[{"type":"text","text":"48 tests passent. J'applique maintenant le recalcul (backfill) sur toute la base, puis je vérifie le résultat."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":167,"cache_read_input_tokens":96820,"cache_creation":{"ephemeral_5m_input_tokens":167,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"16fa2a98-381f-409f-b71c-29546243904d"}}253{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbJUKhfw2VQJMPVXhB6","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EwYMoYx1eLXJDVuascS6AB","name":"Bash","input":{"command":"cd ~/apps/lou-ka && .venv/bin/python -c \"from louka import quality; quality.backfill()\" && sqlite3 data/louka.db \"SELECT COUNT(*) AS quarantaine_hors_sujet FROM listings WHERE active=1 AND published=0 AND quality_reasons LIKE '%hors sujet%'\" && sqlite3 data/louka.db \"SELECT COUNT(*) FROM listings WHERE active=1 AND published=1 AND (lower(title) GLOB 'parking*' OR lower(title) GLOB 'stationnement*' OR lower(title) LIKE '%local commercial%')\"","description":"Run quality backfill and verify quarantine"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":167,"cache_read_input_tokens":96820,"cache_creation":{"ephemeral_5m_input_tokens":167,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"a5c1ecb9-667c-4047-bb4a-2d50b7f99ae8"}}254{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EwYMoYx1eLXJDVuascS6AB","type":"tool_result","content":"[lou-ka] quality: {'evaluees': 59680, 'publiees': 58519, 'quarantaine': 1161}\n78\n0","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"e1d5bc5c-66bc-4249-9b8c-e62c77bef961","timestamp":"2026-08-21T21:19:50.277Z","tool_use_result":{"stdout":"[lou-ka] quality: {'evaluees': 59680, 'publiees': 58519, 'quarantaine': 1161}\n78\n0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}255{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"d19a0fa7-548d-4c7e-bfcc-c549fc30dac0","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}256{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbK9DHHfXaLSpqQMkBj","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":434,"cache_read_input_tokens":96987,"cache_creation":{"ephemeral_5m_input_tokens":434,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"6dfc2f57-98fe-4a64-bef6-e30556927cea"}}257{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbK9DHHfXaLSpqQMkBj","type":"message","role":"assistant","content":[{"type":"text","text":"Backfill fait : 78 annonces hors sujet en quarantaine, plus aucun stationnement/local commercial publié. Je redéploie et vérifie le site."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":434,"cache_read_input_tokens":96987,"cache_creation":{"ephemeral_5m_input_tokens":434,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"5bdd7102-878e-4287-a538-6d4d758aee03"}}258{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbK9DHHfXaLSpqQMkBj","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_012NUHNRM3jb8b37431Ra6Ff","name":"Bash","input":{"command":"pm2 restart lou-ka-web lou-ka-sync && sleep 2 && curl -s -o /dev/null -w \"%{http_code}\" http://localhost:8095/ && echo \"\" && curl -s \"http://localhost:8095/api/listings?q=stationnement&limit=5\" | python3 -c \"import json,sys; d=json.load(sys.stdin); items=d.get('items') or d.get('listings') or d.get('results') or []; [print(i.get('title','')[:70],'|',i.get('price')) for i in items[:5]]\"","description":"Restart PM2 apps and verify site responds"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":434,"cache_read_input_tokens":96987,"cache_creation":{"ephemeral_5m_input_tokens":434,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"2ef990d9-2c5b-465a-aa82-7a86a102d4a7"}}259{"type":"claude","event":{"type":"system","subtype":"task_notification","task_id":"b10605tg5","tool_use_id":"toolu_012NUHNRM3jb8b37431Ra6Ff","status":"completed","output_file":"","summary":"Restart PM2 apps and verify site responds","uuid":"ce6be000-1397-445c-bded-f30c57250f05","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}260{"type":"claude","event":{"type":"system","subtype":"task_started","task_id":"b10605tg5","tool_use_id":"toolu_012NUHNRM3jb8b37431Ra6Ff","description":"Restart PM2 apps and verify site responds","task_type":"local_bash","uuid":"ce18ce77-29d6-48c8-9cd0-1282f6330b58","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}261{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_012NUHNRM3jb8b37431Ra6Ff","type":"tool_result","content":"Use --update-env to update environment variables\n[PM2] Applying action restartProcessId on app [lou-ka-web](ids: [ 25 ])\n[PM2] [lou-ka-web](25) ✓\nUse --update-env to update environment variables\n[PM2] Applying action restartProcessId on app [lou-ka-sync](ids: [ 26 ])\n[PM2] [lou-ka-sync](26) ✓\n┌────┬──────────────────────────┬─────────────┬─────────┬─────────┬──────────┬────────┬──────┬───────────┬──────────┬──────────┬──────────┬──────────┐\n│ id │ name │ namespace │ version │ mode │ pid │ uptime │ ↺ │ status │ cpu │ mem │ user │ watching │\n├────┼──────────────────────────┼─────────────┼─────────┼─────────┼──────────┼────────┼──────┼───────────┼──────────┼──────────┼──────────┼──────────┤\n│ 6 │ airiskindex-ngrok │ default │ N/A │ fork │ 13980 │ 16D │ 0 │ online │ 0% │ 171.7mb │ simon-p… │ disabled │\n│ 5 │ airiskindex-web │ default │ N/A │ fork │ 65729 │ 16D │ 13 │ online │ 0% │ 167.0mb │ simon-p… │ disabled │\n│ 75 │ anomaly-atlas │ default │ N/A │ fork │ 33650 │ 9D │ 14 │ online │ 0% │ 71.3mb │ simon-p… │ disabled │\n│ 76 │ anomaly-atlas-ngrok │ default │ N/A │ fork │ 61023 │ 9D │ 0 │ online │ 0% │ 71.5mb │ simon-p… │ disabled │\n│ 77 │ apika-api │ default │ N/A │ fork │ 13966 │ 2D │ 21 │ online │ 1% │ 708.6mb │ simon-p… │ disabled │\n│ 79 │ apika-ngrok │ default │ N/A │ fork │ 11978 │ 4D │ 0 │ online │ 0% │ 123.1mb │ simon-p… │ disabled │\n│ 78 │ apika-scheduler │ default │ N/A │ fork │ 58993 │ 3D │ 6 │ online │ 0% │ 10.0gb │ simon-p… │ disabled │\n│ 21 │ coinexplorer-api │ default │ N/A │ fork │ 4186 │ 15D │ 6 │ online │ 1% │ 219.1mb │ simon-p… │ disabled │\n│ 19 │ coinexplorer-indexer │ default │ N/A │ fork │ 54216 │ 15D │ 3 │ online │ 110% │ 833.7mb │ simon-p… │ disabled │\n│ 22 │ coinexplorer-ngrok │ default │ N/A │ fork │ 60713 │ 15D │ 0 │ online │ 0% │ 151.3mb │ simon-p… │ disabled │\n│ 89 │ crea-ka-ngrok │ default │ N/A │ fork │ 63473 │ 4D │ 0 │ online │ 1% │ 159.2mb │ simon-p… │ disabled │\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 42702 │ 3h │ 10 │ online │ 0% │ 544.1mb │ simon-p… │ disabled │\n│ 87 │ crea-ka-web │ default │ N/A │ fork │ 42690 │ 3h │ 30 │ online │ 0% │ 138.2mb │ simon-p… │ disabled │\n│ 28 │ draft2027 │ default │ N/A │ fork │ 89898 │ 12D │ 0 │ online │ 0% │ 40.5mb │ simon-p… │ disabled │\n│ 29 │ draft2027-ngrok │ default │ N/A │ fork │ 89910 │ 12D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled │\n│ 60 │ earthnow-api │ default │ N/A │ fork │ 87198 │ 11D │ 0 │ online │ 0% │ 79.7mb │ simon-p… │ disabled │\n│ 63 │ earthnow-ngrok │ default │ N/A │ fork │ 87239 │ 11D │ 0 │ online │ 0% │ 76.8mb │ simon-p… │ disabled │\n│ 62 │ earthnow-proxy │ default │ N/A │ fork │ 87227 │ 11D │ 0 │ online │ 0% │ 46.0mb │ simon-p… │ disabled │\n│ 61 │ earthnow-web │ default │ 0.1.0 │ fork │ 87210 │ 11D │ 0 │ online │ 0% │ 109.2mb │ simon-p… │ disabled │\n│ 30 │ groupe-ka │ default │ 1.0.0 │ fork │ 83981 │ 17m │ 71 │ online │ 1% │ 163.7mb │ simon-p… │ disabled │\n│ 31 │ groupe-ka-ngrok │ default │ N/A │ fork │ 26263 │ 6D │ 1 │ online │ 0% │ 198.9mb │ simon-p… │ disabled │\n│ 95 │ groupe-ka-status-tick │ default │ 1.0.0 │ fork │ 0 │ 0 │ 119 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 0 │ immbot-ai │ default │ 1.0.0 │ fork │ 19793 │ 16D │ 6 │ online │ 0% │ 148.6mb │ simon-p… │ disabled │\n│ 1 │ immbot-ngrok │ default │ N/A │ fork │ 76976 │ 16D │ 1 │ online │ 0% │ 70.5mb │ simon-p… │ disabled │\n│ 64 │ khaelor-sh │ default │ N/A │ fork │ 13042 │ 10D │ 2 │ online │ 0% │ 43.8mb │ simon-p… │ disabled │\n│ 65 │ khaelor-sh-ngrok │ default │ N/A │ fork │ 21045 │ 11D │ 0 │ online │ 0% │ 58.5mb │ simon-p… │ disabled │\n│ 16 │ llmindex-benchmark │ default │ 4.23.5 │ fork │ 0 │ 0 │ 0 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 9 │ llmindex-ngrok │ default │ N/A │ fork │ 93363 │ 16D │ 0 │ online │ 0% │ 217.5mb │ simon-p… │ disabled │\n│ 7 │ llmindex-web │ default │ 0.1.0 │ fork │ 85142 │ 2D │ 19 │ online │ 0% │ 556.8mb │ simon-p… │ disabled │\n│ 10 │ llmindex-worker │ default │ 4.23.5 │ fork │ 44184 │ 16D │ 4 │ online │ 0% │ 51.7mb │ simon-p… │ disabled │\n│ 71 │ localvm-web │ default │ 1.0.0 │ fork │ 4329 │ 9D │ 13 │ online │ 1% │ 91.2mb │ simon-p… │ disabled │\n│ 72 │ localvm-web-ngrok │ default │ N/A │ fork │ 71734 │ 9D │ 0 │ online │ 0% │ 92.9mb │ simon-p… │ disabled │\n│ 27 │ lou-ka-ngrok │ default │ N/A │ fork │ 22790 │ 15D │ 0 │ online │ 1% │ 348.4mb │ simon-p… │ disabled │\n│ 26 │ lou-ka-sync │ default │ 1.0.0 │ fork │ 8681 │ 0s │ 32 │ online │ 0% │ 5.2mb │ simon-p… │ disabled │\n│ 25 │ lou-ka-web │ default │ 1.0.0 │ fork │ 8670 │ 1s │ 66 │ online │ 59% │ 75.8mb │ simon-p… │ disabled │\n│ 73 │ modelmap-web │ default │ 1.0.0 │ fork │ 23027 │ 9D │ 18 │ online │ 0% │ 73.9mb │ simon-p… │ disabled │\n│ 74 │ modelmap-web-ngrok │ default │ N/A │ fork │ 89389 │ 9D │ 0 │ online │ 0% │ 75.4mb │ simon-p… │ disabled │\n│ 84 │ resto-ka │ default │ N/A │ fork │ 92117 │ 45h │ 18 │ online │ 0% │ 158.7mb │ simon-p… │ disabled │\n│ 85 │ resto-ka-ngrok │ default │ N/A │ fork │ 35426 │ 4D │ 0 │ online │ 1% │ 110.0mb │ simon-p… │ disabled │\n│ 86 │ resto-ka-sync │ default │ N/A │ fork │ 24658 │ 3D │ 6 │ online │ 0% │ 235.6mb │ simon-p… │ disabled │\n│ 66 │ spbdrive-server │ default │ 2.1.0 │ fork │ 54545 │ 10D │ 3 │ online │ 0% │ 88.9mb │ simon-p… │ disabled │\n│ 68 │ spbdrive-tunnel │ default │ N/A │ fork │ 58322 │ 11D │ 0 │ online │ 0% │ 60.2mb │ simon-p… │ disabled │\n│ 70 │ svgarden-tunnel │ default │ N/A │ fork │ 34955 │ 10D │ 1 │ online │ 0% │ 75.1mb │ simon-p… │ disabled │\n│ 69 │ svgarden-web │ default │ 1.0.0 │ fork │ 34954 │ 10D │ 1 │ online │ 0% │ 65.3mb │ simon-p… │ disabled │\n│ 23 │ voyage2026 │ default │ N/A │ fork │ 43917 │ 15D │ 0 │ online │ 0% │ 39.8mb │ simon-p… │ disabled │\n│ 24 │ voyage2026-ngrok │ default │ N/A │ fork │ 43929 │ 15D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled │\n└────┴──────────────────────────┴─────────────┴─────────┴─────────┴──────────┴────────┴──────┴───────────┴──────────┴──────────┴──────────┴──────────┘\n200\nChambre TOUT INCLUS Blainville – Meublée, Stationnement, piscine | 215.0\nchambre meublee tout inclus internet stationnement | 595.0\nChambre près de la station REM Bois-Franc et du métro Côte-Vertu -- S | 645.0\nChambre à Louer Stationnement Inclus | 700.0\n3 1/2 Neuf: Gym,terrasse,stationnement | 910.0","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"e83759af-7a76-4006-b463-760769c7df25","timestamp":"2026-08-21T21:20:02.377Z","tool_use_result":{"stdout":"Use --update-env to update environment variables\n[PM2] Applying action restartProcessId on app [lou-ka-web](ids: [ 25 ])\n[PM2] [lou-ka-web](25) ✓\nUse --update-env to update environment variables\n[PM2] Applying action restartProcessId on app [lou-ka-sync](ids: [ 26 ])\n[PM2] [lou-ka-sync](26) ✓\n┌────┬──────────────────────────┬─────────────┬─────────┬─────────┬──────────┬────────┬──────┬───────────┬──────────┬──────────┬──────────┬──────────┐\n│ id │ name │ namespace │ version │ mode │ pid │ uptime │ ↺ │ status │ cpu │ mem │ user │ watching │\n├────┼──────────────────────────┼─────────────┼─────────┼─────────┼──────────┼────────┼──────┼───────────┼──────────┼──────────┼──────────┼──────────┤\n│ 6 │ airiskindex-ngrok │ default │ N/A │ fork │ 13980 │ 16D │ 0 │ online │ 0% │ 171.7mb │ simon-p… │ disabled │\n│ 5 │ airiskindex-web │ default │ N/A │ fork │ 65729 │ 16D │ 13 │ online │ 0% │ 167.0mb │ simon-p… │ disabled │\n│ 75 │ anomaly-atlas │ default │ N/A │ fork │ 33650 │ 9D │ 14 │ online │ 0% │ 71.3mb │ simon-p… │ disabled │\n│ 76 │ anomaly-atlas-ngrok │ default │ N/A │ fork │ 61023 │ 9D │ 0 │ online │ 0% │ 71.5mb │ simon-p… │ disabled │\n│ 77 │ apika-api │ default │ N/A │ fork │ 13966 │ 2D │ 21 │ online │ 1% │ 708.6mb │ simon-p… │ disabled │\n│ 79 │ apika-ngrok │ default │ N/A │ fork │ 11978 │ 4D │ 0 │ online │ 0% │ 123.1mb │ simon-p… │ disabled │\n│ 78 │ apika-scheduler │ default │ N/A │ fork │ 58993 │ 3D │ 6 │ online │ 0% │ 10.0gb │ simon-p… │ disabled │\n│ 21 │ coinexplorer-api │ default │ N/A │ fork │ 4186 │ 15D │ 6 │ online │ 1% │ 219.1mb │ simon-p… │ disabled │\n│ 19 │ coinexplorer-indexer │ default │ N/A │ fork │ 54216 │ 15D │ 3 │ online │ 110% │ 833.7mb │ simon-p… │ disabled │\n│ 22 │ coinexplorer-ngrok │ default │ N/A │ fork │ 60713 │ 15D │ 0 │ online │ 0% │ 151.3mb │ simon-p… │ disabled │\n│ 89 │ crea-ka-ngrok │ default │ N/A │ fork │ 63473 │ 4D │ 0 │ online │ 1% │ 159.2mb │ simon-p… │ disabled │\n│ 94 │ crea-ka-sync │ default │ N/A │ fork │ 42702 │ 3h │ 10 │ online │ 0% │ 544.1mb │ simon-p… │ disabled │\n│ 87 │ crea-ka-web │ default │ N/A │ fork │ 42690 │ 3h │ 30 │ online │ 0% │ 138.2mb │ simon-p… │ disabled │\n│ 28 │ draft2027 │ default │ N/A │ fork │ 89898 │ 12D │ 0 │ online │ 0% │ 40.5mb │ simon-p… │ disabled │\n│ 29 │ draft2027-ngrok │ default │ N/A │ fork │ 89910 │ 12D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled │\n│ 60 │ earthnow-api │ default │ N/A │ fork │ 87198 │ 11D │ 0 │ online │ 0% │ 79.7mb │ simon-p… │ disabled │\n│ 63 │ earthnow-ngrok │ default │ N/A │ fork │ 87239 │ 11D │ 0 │ online │ 0% │ 76.8mb │ simon-p… │ disabled │\n│ 62 │ earthnow-proxy │ default │ N/A │ fork │ 87227 │ 11D │ 0 │ online │ 0% │ 46.0mb │ simon-p… │ disabled │\n│ 61 │ earthnow-web │ default │ 0.1.0 │ fork │ 87210 │ 11D │ 0 │ online │ 0% │ 109.2mb │ simon-p… │ disabled │\n│ 30 │ groupe-ka │ default │ 1.0.0 │ fork │ 83981 │ 17m │ 71 │ online │ 1% │ 163.7mb │ simon-p… │ disabled │\n│ 31 │ groupe-ka-ngrok │ default │ N/A │ fork │ 26263 │ 6D │ 1 │ online │ 0% │ 198.9mb │ simon-p… │ disabled │\n│ 95 │ groupe-ka-status-tick │ default │ 1.0.0 │ fork │ 0 │ 0 │ 119 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 0 │ immbot-ai │ default │ 1.0.0 │ fork │ 19793 │ 16D │ 6 │ online │ 0% │ 148.6mb │ simon-p… │ disabled │\n│ 1 │ immbot-ngrok │ default │ N/A │ fork │ 76976 │ 16D │ 1 │ online │ 0% │ 70.5mb │ simon-p… │ disabled │\n│ 64 │ khaelor-sh │ default │ N/A │ fork │ 13042 │ 10D │ 2 │ online │ 0% │ 43.8mb │ simon-p… │ disabled │\n│ 65 │ khaelor-sh-ngrok │ default │ N/A │ fork │ 21045 │ 11D │ 0 │ online │ 0% │ 58.5mb │ simon-p… │ disabled │\n│ 16 │ llmindex-benchmark │ default │ 4.23.5 │ fork │ 0 │ 0 │ 0 │ stopped │ 0% │ 0b │ simon-p… │ disabled │\n│ 9 │ llmindex-ngrok │ default │ N/A │ fork │ 93363 │ 16D │ 0 │ online │ 0% │ 217.5mb │ simon-p… │ disabled │\n│ 7 │ llmindex-web │ default │ 0.1.0 │ fork │ 85142 │ 2D │ 19 │ online │ 0% │ 556.8mb │ simon-p… │ disabled │\n│ 10 │ llmindex-worker │ default │ 4.23.5 │ fork │ 44184 │ 16D │ 4 │ online │ 0% │ 51.7mb │ simon-p… │ disabled │\n│ 71 │ localvm-web │ default │ 1.0.0 │ fork │ 4329 │ 9D │ 13 │ online │ 1% │ 91.2mb │ simon-p… │ disabled │\n│ 72 │ localvm-web-ngrok │ default │ N/A │ fork │ 71734 │ 9D │ 0 │ online │ 0% │ 92.9mb │ simon-p… │ disabled │\n│ 27 │ lou-ka-ngrok │ default │ N/A │ fork │ 22790 │ 15D │ 0 │ online │ 1% │ 348.4mb │ simon-p… │ disabled │\n│ 26 │ lou-ka-sync │ default │ 1.0.0 │ fork │ 8681 │ 0s │ 32 │ online │ 0% │ 5.2mb │ simon-p… │ disabled │\n│ 25 │ lou-ka-web │ default │ 1.0.0 │ fork │ 8670 │ 1s │ 66 │ online │ 59% │ 75.8mb │ simon-p… │ disabled │\n│ 73 │ modelmap-web │ default │ 1.0.0 │ fork │ 23027 │ 9D │ 18 │ online │ 0% │ 73.9mb │ simon-p… │ disabled │\n│ 74 │ modelmap-web-ngrok │ default │ N/A │ fork │ 89389 │ 9D │ 0 │ online │ 0% │ 75.4mb │ simon-p… │ disabled │\n│ 84 │ resto-ka │ default │ N/A │ fork │ 92117 │ 45h │ 18 │ online │ 0% │ 158.7mb │ simon-p… │ disabled │\n│ 85 │ resto-ka-ngrok │ default │ N/A │ fork │ 35426 │ 4D │ 0 │ online │ 1% │ 110.0mb │ simon-p… │ disabled │\n│ 86 │ resto-ka-sync │ default │ N/A │ fork │ 24658 │ 3D │ 6 │ online │ 0% │ 235.6mb │ simon-p… │ disabled │\n│ 66 │ spbdrive-server │ default │ 2.1.0 │ fork │ 54545 │ 10D │ 3 │ online │ 0% │ 88.9mb │ simon-p… │ disabled │\n│ 68 │ spbdrive-tunnel │ default │ N/A │ fork │ 58322 │ 11D │ 0 │ online │ 0% │ 60.2mb │ simon-p… │ disabled │\n│ 70 │ svgarden-tunnel │ default │ N/A │ fork │ 34955 │ 10D │ 1 │ online │ 0% │ 75.1mb │ simon-p… │ disabled │\n│ 69 │ svgarden-web │ default │ 1.0.0 │ fork │ 34954 │ 10D │ 1 │ online │ 0% │ 65.3mb │ simon-p… │ disabled │\n│ 23 │ voyage2026 │ default │ N/A │ fork │ 43917 │ 15D │ 0 │ online │ 0% │ 39.8mb │ simon-p… │ disabled │\n│ 24 │ voyage2026-ngrok │ default │ N/A │ fork │ 43929 │ 15D │ 0 │ online │ 0% │ 58.0mb │ simon-p… │ disabled │\n└────┴──────────────────────────┴─────────────┴─────────┴─────────┴──────────┴────────┴──────┴───────────┴──────────┴──────────┴──────────┴──────────┘\n200\nChambre TOUT INCLUS Blainville – Meublée, Stationnement, piscine | 215.0\nchambre meublee tout inclus internet stationnement | 595.0\nChambre près de la station REM Bois-Franc et du métro Côte-Vertu -- S | 645.0\nChambre à Louer Stationnement Inclus | 700.0\n3 1/2 Neuf: Gym,terrasse,stationnement | 910.0","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}262{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"8443faa4-f3d3-4a9b-910f-b5b5313a4bbf","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}263{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbL33EDtY47M2giHbG8","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4777,"cache_read_input_tokens":97421,"cache_creation":{"ephemeral_5m_input_tokens":4777,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"072acce6-a81b-4f2f-9238-ee53e3bef39c"}}264{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbL33EDtY47M2giHbG8","type":"message","role":"assistant","content":[{"type":"text","text":"Le site répond (200) et une recherche « stationnement » ne retourne plus que de vrais logements avec stationnement inclus. Je committe et pousse."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4777,"cache_read_input_tokens":97421,"cache_creation":{"ephemeral_5m_input_tokens":4777,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"e79f3ede-71ba-4cd1-97d8-74e5f2543722"}}265{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbL33EDtY47M2giHbG8","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01EmjuYtok7nMy64YdCbNdum","name":"Bash","input":{"command":"cd ~/apps/lou-ka && git add louka/quality.py louka/db.py tests/test_quality.py && git status","description":"Stage changed files and show status"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":4777,"cache_read_input_tokens":97421,"cache_creation":{"ephemeral_5m_input_tokens":4777,"ephemeral_1h_input_tokens":0},"output_tokens":3,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"71af7fa2-3105-4022-8d21-ad69e448d61a"}}266{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01EmjuYtok7nMy64YdCbNdum","type":"tool_result","content":"On branch main\nYour branch is up to date with 'origin/main'.\n\nChanges to be committed:\n (use \"git restore --staged <file>...\" to unstage)\n\tmodified: louka/db.py\n\tmodified: louka/quality.py\n\tnew file: tests/test_quality.py","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"8cd86da0-9a14-40a4-a2a2-b48e832a97da","timestamp":"2026-08-21T21:20:07.893Z","tool_use_result":{"stdout":"On branch main\nYour branch is up to date with 'origin/main'.\n\nChanges to be committed:\n (use \"git restore --staged <file>...\" to unstage)\n\tmodified: louka/db.py\n\tmodified: louka/quality.py\n\tnew file: tests/test_quality.py","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}267{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"c314c1bd-c002-42cd-8e13-6ddc3bf3a39b","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}268{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbLSZ6JnZh8v5TMRc7C","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01UXmtdY4QuMuaPFvVuGrake","name":"Bash","input":{"command":"cd ~/apps/lou-ka && git commit -m \"$(cat <<'EOF'\nquality: porte de pertinence — quarantaine des stationnements, garages, locaux commerciaux et locations à la nuit\n\nCertaines sources mêlent aux logements des cases de stationnement (~200 $),\ngarages/entreposage, locaux commerciaux/bureaux, objets divers et tarifs à la\nnuit. relevance_reason() les détecte (titre + description + seuils de prix,\nsans faux positif sur les logements « avec stationnement inclus ») et evaluate()\nles met en quarantaine (published=0). Backfill appliqué : 78 annonces retirées.\n\nCo-Authored-By: Claude Opus 4.7 <noreply@anthropic.com>\nEOF\n)\" && git push origin main && git log --oneline -1","description":"Commit and push to spbgit origin"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":312,"cache_read_input_tokens":102198,"cache_creation":{"ephemeral_5m_input_tokens":312,"ephemeral_1h_input_tokens":0},"output_tokens":17,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"caaea055-4206-4451-accb-9342fe418d22"}}269{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01UXmtdY4QuMuaPFvVuGrake","type":"tool_result","content":"[main 8547737] quality: porte de pertinence — quarantaine des stationnements, garages, locaux commerciaux et locations à la nuit\n 3 files changed, 204 insertions(+), 1 deletion(-)\n create mode 100644 tests/test_quality.py\nTo gitsrv:srv/git/lou-ka.git\n 463c508..8547737 main -> main\n8547737 quality: porte de pertinence — quarantaine des stationnements, garages, locaux commerciaux et locations à la nuit","is_error":false}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"fc2a25ea-8044-43a4-8b75-35ec51a927e9","timestamp":"2026-08-21T21:20:14.988Z","tool_use_result":{"stdout":"[main 8547737] quality: porte de pertinence — quarantaine des stationnements, garages, locaux commerciaux et locations à la nuit\n 3 files changed, 204 insertions(+), 1 deletion(-)\n create mode 100644 tests/test_quality.py\nTo gitsrv:srv/git/lou-ka.git\n 463c508..8547737 main -> main\n8547737 quality: porte de pertinence — quarantaine des stationnements, garages, locaux commerciaux et locations à la nuit","stderr":"","interrupted":false,"isImage":false,"noOutputExpected":false}}}270{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"3536eedb-e52d-4727-831a-cfdaae69d804","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}271{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbLyNzUSkQJ6r4C1waS","type":"message","role":"assistant","content":[{"type":"thinking","thinking":"","signature":"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"}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":538,"cache_read_input_tokens":102510,"cache_creation":{"ephemeral_5m_input_tokens":538,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"b8d45981-6366-4c28-84f9-433c87546095"}}272{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbLyNzUSkQJ6r4C1waS","type":"message","role":"assistant","content":[{"type":"text","text":"C'est fait — Lou-Ka n'affiche plus les stationnements ni les autres annonces hors sujet. Je garde une note de cette exigence de pertinence pour les prochaines sessions."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":538,"cache_read_input_tokens":102510,"cache_creation":{"ephemeral_5m_input_tokens":538,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"c3f4ae37-6a1e-4b2c-ab99-0dc5d00ced93"}}273{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbLyNzUSkQJ6r4C1waS","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_0186TUQ1W3i8gobNPND8wabg","name":"Write","input":{"file_path":"/Users/simon-pierreboucher/.claude/projects/-Users-simon-pierreboucher-apps-lou-ka/memory/feedback_pertinence.md","content":"---\nname: Pertinence des annonces Lou-Ka\ndescription: L'utilisateur exige que Lou-Ka n'affiche QUE des logements à louer au mois — pas de stationnements (~200 $), garages, locaux commerciaux, objets, tarifs à la nuit\ntype: feedback\n---\n\nLou-Ka ne doit afficher que des logements à louer au mois. Les annonces hors sujet (stationnements ~200 $, garages/entreposage, locaux commerciaux/bureaux, objets divers, tarifs à la nuit) doivent être mises en quarantaine, pas affichées.\n\n**Why:** demande explicite du 2026-08-21 — les stationnements à ~200 $ polluaient les résultats ; « fait un effort pour que ça soit toute pertinent les annonces ».\n\n**How to apply:** la porte centrale est `relevance_reason()` dans `louka/quality.py` (quarantaine `published=0`, raisons « hors sujet : … »). Si de nouvelles annonces non pertinentes apparaissent (nouvelle source, nouveau motif), étendre cette fonction plutôt que filtrer côté frontend ou connecteur par connecteur. Toujours faire un essai à blanc sur la base avant backfill (les titres « avec stationnement inclus » et les immeubles mixtes sont des faux positifs classiques). Même exigence de pertinence probable sur les autres sites Ka.\n"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":538,"cache_read_input_tokens":102510,"cache_creation":{"ephemeral_5m_input_tokens":538,"ephemeral_1h_input_tokens":0},"output_tokens":6,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"7b8f2cef-01cd-4cf2-8de8-d0970274ad78"}}274{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_0186TUQ1W3i8gobNPND8wabg","type":"tool_result","content":"File created successfully at: /Users/simon-pierreboucher/.claude/projects/-Users-simon-pierreboucher-apps-lou-ka/memory/feedback_pertinence.md"}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"84e65b58-daa5-4071-83d9-7705b75efc77","timestamp":"2026-08-21T21:20:29.276Z","tool_use_result":{"type":"create","filePath":"/Users/simon-pierreboucher/.claude/projects/-Users-simon-pierreboucher-apps-lou-ka/memory/feedback_pertinence.md","content":"---\nname: Pertinence des annonces Lou-Ka\ndescription: L'utilisateur exige que Lou-Ka n'affiche QUE des logements à louer au mois — pas de stationnements (~200 $), garages, locaux commerciaux, objets, tarifs à la nuit\ntype: feedback\noriginSessionId: 048b2f77-93a9-4c47-9af0-6898fcb24dcd\n---\nLou-Ka ne doit afficher que des logements à louer au mois. Les annonces hors sujet (stationnements ~200 $, garages/entreposage, locaux commerciaux/bureaux, objets divers, tarifs à la nuit) doivent être mises en quarantaine, pas affichées.\n\n**Why:** demande explicite du 2026-08-21 — les stationnements à ~200 $ polluaient les résultats ; « fait un effort pour que ça soit toute pertinent les annonces ».\n\n**How to apply:** la porte centrale est `relevance_reason()` dans `louka/quality.py` (quarantaine `published=0`, raisons « hors sujet : … »). Si de nouvelles annonces non pertinentes apparaissent (nouvelle source, nouveau motif), étendre cette fonction plutôt que filtrer côté frontend ou connecteur par connecteur. Toujours faire un essai à blanc sur la base avant backfill (les titres « avec stationnement inclus » et les immeubles mixtes sont des faux positifs classiques). Même exigence de pertinence probable sur les autres sites Ka.\n","structuredPatch":[],"originalFile":null,"userModified":false}}}275{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"b5b6e71e-6870-48d6-8439-5da568d6b948","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}276{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbN2RaRxJuqLNSnpwiX","type":"message","role":"assistant","content":[{"type":"tool_use","id":"toolu_01SrEXHBpoArz42t6Adj4DFo","name":"Write","input":{"file_path":"/Users/simon-pierreboucher/.claude/projects/-Users-simon-pierreboucher-apps-lou-ka/memory/MEMORY.md","content":"# Index mémoire — lou-ka\n\n- [Pertinence des annonces Lou-Ka](feedback_pertinence.md) — seulement des logements au mois ; hors sujet → quarantaine via `relevance_reason()` dans quality.py\n"},"caller":{"type":"direct"}}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":1113,"cache_read_input_tokens":103048,"cache_creation":{"ephemeral_5m_input_tokens":1113,"ephemeral_1h_input_tokens":0},"output_tokens":14,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"a5dae050-13d7-4775-abe0-5082d55a62a8"}}277{"type":"claude","event":{"type":"user","message":{"role":"user","content":[{"tool_use_id":"toolu_01SrEXHBpoArz42t6Adj4DFo","type":"tool_result","content":"File created successfully at: /Users/simon-pierreboucher/.claude/projects/-Users-simon-pierreboucher-apps-lou-ka/memory/MEMORY.md"}]},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"cf6a862d-7df8-4865-88cf-f7099274214e","timestamp":"2026-08-21T21:20:33.435Z","tool_use_result":{"type":"create","filePath":"/Users/simon-pierreboucher/.claude/projects/-Users-simon-pierreboucher-apps-lou-ka/memory/MEMORY.md","content":"# Index mémoire — lou-ka\n\n- [Pertinence des annonces Lou-Ka](feedback_pertinence.md) — seulement des logements au mois ; hors sujet → quarantaine via `relevance_reason()` dans quality.py\n","structuredPatch":[],"originalFile":null,"userModified":false}}}278{"type":"claude","event":{"type":"system","subtype":"status","status":"requesting","uuid":"ee8f121c-112c-4ffa-b20a-ed5ef641bccc","session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd"}}279{"type":"claude","event":{"type":"assistant","message":{"model":"claude-fable-5","id":"msg_011CeGbNKmrg6gfgSQKB7tjU","type":"message","role":"assistant","content":[{"type":"text","text":"Terminé. Résumé de ce qui a été fait :\n\n**Le problème était plus large que les stationnements.** En analysant la base (58 600 annonces publiées), j'ai trouvé 5 catégories d'annonces hors sujet, souvent déguisées derrière des titres-adresses :\n- **Stationnements/garages** à ~195-280 $ (dont « P158 1400 Boul René-Lévesque », « app. P3-151 » = cases de stationnement, et des « Appartement Garage à Louer » LogisQuébec)\n- **29 locaux commerciaux/bureaux** (Royal LePage, Facebook, DuProprio) — bureaux, restaurant, local industriel\n- **Entreposage/entrepôts**\n- **Locations à la nuit** affichées comme loyer mensuel (210 $ « par nuit et non par mois »)\n- **Objets divers** (une chaise roulante à 200 $ chez LesPAC!)\n\n**La solution** : une porte de pertinence centrale `relevance_reason()` dans `louka/quality.py:96` — 6 règles combinant titre, description et seuils de prix, appliquée à l'ingestion et au backfill. **56 annonces retirées** (78 marquées « hors sujet » au total), **zéro faux positif** vérifié par 3 essais à blanc : les vrais logements « avec stationnement inclus », un vrai 4½ intitulé « Garage Intérieur Chauffé », les immeubles mixtes et l'avenue Jacques-**Bureau** restent tous publiés.\n\nValidé : 48 tests passent (dont 12 nouveaux dans `tests/test_quality.py`), PM2 redémarré, site en 200, recherche « stationnement » ne retourne plus que des logements. Commit `8547737` poussé sur spbgit. Les prochaines synchronisations appliqueront le filtre automatiquement."}],"stop_reason":null,"stop_sequence":null,"stop_details":null,"usage":{"input_tokens":2,"cache_creation_input_tokens":271,"cache_read_input_tokens":104161,"cache_creation":{"ephemeral_5m_input_tokens":271,"ephemeral_1h_input_tokens":0},"output_tokens":2,"service_tier":"standard","inference_geo":"global"},"context_management":null},"parent_tool_use_id":null,"session_id":"048b2f77-93a9-4c47-9af0-6898fcb24dcd","uuid":"7d4fb238-d978-4592-a812-47b5ff6a5717"}}280{"type":"claude","event":{"type":"result","subtype":"success","is_error":false,"api_error_status":null,"duration_ms":685026,"duration_api_ms":665839,"num_turns":41,"result":"Terminé. Résumé de ce qui a été fait :\n\n**Le problème était plus large que les stationnements.** En analysant la base (58 600 annonces publiées), j'ai trouvé 5 catégories d'annonces hors sujet, souvent déguisées derrière des titres-adresses :\n- **Stationnements/garages** à ~195-280 $ (dont « P158 1400 Boul René-Lévesque », « app. P3-151 » = cases de stationnement, et des « Appartement Garage à Louer » LogisQuébec)\n- **29 locaux commerciaux/bureaux** (Royal LePage, Facebook, DuProprio) — bureaux, restaurant, local industriel\n- **Entreposage/entrepôts**\n- **Locations à la nuit** affichées comme loyer mensuel (210 $ « par nuit et non par mois »)\n- **Objets divers** (une chaise roulante à 200 $ chez LesPAC!)\n\n**La solution** : une porte de pertinence centrale `relevance_reason()` dans `louka/quality.py:96` — 6 règles combinant titre, description et seuils de prix, appliquée à l'ingestion et au backfill. **56 annonces retirées** (78 marquées « hors sujet » au total), **zéro faux positif** vérifié par 3 essais à blanc : les vrais logements « avec stationnement inclus », un vrai 4½ intitulé « Garage Intérieur Chauffé », les immeubles mixtes et l'avenue Jacques-**Bureau** restent tous publiés.\n\nValidé : 48 tests passent (dont 12 nouveaux dans `tests/test_quality.py`), PM2 redémarré, site en 200, recherche « stationnement » ne retourne plus que des logements. Commit `8547737` poussé sur spbgit. 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