{ "method": { "version": "comparaisons-has-v3", "date": "2026-10-16", "n_political_inputs": 3011, "universes": [ { "id": "protection", "label": "Prévenir et protéger", "pattern": "sante publique|risques? sanitaires?|preven\\w*|proteg\\w*|protec\\w*|toxic\\w*|danger\\w*|cancer\\w*|mortal\\w*" }, { "id": "libertes", "label": "Libertés et contraintes", "pattern": "libert\\w*|contraint\\w*|obligat\\w*|consent\\w*|choisir|choix|autonomie|dignite" }, { "id": "preuves", "label": "Preuves et incertitudes", "pattern": "preuves?|scientifi\\w*|etudes?|donnees|incert\\w*|efficaci\\w*|expert\\w*|demont\\w*" }, { "id": "acces", "label": "Inégalités et accès", "pattern": "inegal\\w*|acces\\w*|precar\\w*|vulnerab\\w*|deserts? medic\\w*|territoi\\w*|rurali\\w*|outre.mer" }, { "id": "economie", "label": "Économie et filières", "pattern": "econom\\w*|entreprises?|emplois?|filiere\\w*|industr\\w*|concurr\\w*|agric\\w*|souverain\\w*|import(?:ations?|ateurs?|atrices?|ees?|es|er)" }, { "id": "financement", "label": "Coûts et financement", "pattern": "financ\\w*|budget\\w*|cout\\w*|depens\\w*|recett\\w*|taxes?|fiscal\\w*|euros?|rembours\\w*" }, { "id": "application", "label": "Application et alternatives", "pattern": "experiment\\w*|evalu\\w*|delais?|alternativ\\w*|substitut\\w*|faisab\\w*|mise en oeuvre|controle\\w*" }, { "id": "milieux", "label": "Milieux et environnement", "pattern": "environn\\w*|biodivers\\w*|pollu\\w*|eaux?|insect\\w*|abeill\\w*|ecosyst\\w*|dechets?|sols?" }, { "id": "droit", "label": "Droit et réparation", "pattern": "constitut\\w*|juridi\\w*|normes?|reglement\\w*|principe de precaution|responsabil\\w*|reparat\\w*|indemni\\w*" }, { "id": "ordre", "label": "Ordre public et voisinage", "pattern": "ordre public|securite publique|tranquill\\w*|nuisanc\\w*|riverain\\w*|trafic\\w*|delinqu\\w*|repress\\w*|police" } ], "stop_words": [ "a", "abadieamiel", "acquaviva", "afin", "ai", "aient", "ailleurs", "ainsi", "ait", "allegretpilot", "allemand", "aller", "allez", "allons", "alors", "amard", "amendement", "amendements", "amiot", "applaudissement", "applaudissements", "apres", "arbelot", "article", "articles", "as", "assez", "au", "aubert", "auconie", "aucun", "aucune", "aujourd", "auquel", "aura", "aurait", "auront", "aussi", "autain", "auteur", "autre", "autrement", "autres", "aux", "avaient", "avait", "avant", "avec", "avez", "aviragnet", "avoir", "avons", "ayant", "bagarry", "balanant", "bancs", "bannier", "baptiste", "batho", "battistel", "bazin", "bazinmalgras", "beaucoup", "beaune", "beauvais", "becht", "bellay", "bellecourt", "belouassacherifi", "benard", "benoit", "bentz", "berete", "bergantz", "berger", "bernalicis", "bernhardt", "berrios", "besse", "bessonmoreau", "bien", "bilongo", "blairy", "blin", "bodo", "bon", "bonnet", "bonnivard", "bordes", "bouloux", "boumertit", "bourouaha", "bouyx", "bovet", "boyard", "boyer", "breton", "bricout", "brosse", "brugerolles", "brulebois", "brun", "bruneau", "c", "ca", "califer", "car", "carbonnel", "carel", "cas", "casterman", "castor", "cathala", "causse", "cazeneuve", "ce", "ceccoli", "ceci", "cela", "celle", "celles", "celui", "cependant", "certaines", "certains", "ces", "cet", "cette", "ceux", "chapelier", "chaque", "chassaigne", "chatelain", "chenu", "chez", "chose", "choses", "christophe", "cinieri", "cinq", "clouet", "colasroy", "colinoesterle", "collegue", "collegues", "colombani", "colombier", "colombpitollat", "combien", "comme", "comment", "commission", "concernant", "contre", "corbiere", "corneloup", "coulomme", "cours", "courson", "cristol", "crois", "d", "dalloz", "daniel", "dans", "darrieussecq", "davantage", "davi", "david", "de", "deja", "delaporte", "delatte", "delautrette", "delpech", "demande", "demander", "depuis", "depute", "deputes", "dernier", "derniere", "dernieres", "derniers", "des", "descoeur", "descrozaille", "deux", "deuxieme", "devons", "dezarnaud", "dharreville", "dire", "dis", "disait", "disons", "dispositif", "dit", "dive", "dix", "dogorsuch", "doit", "doivent", "donc", "dont", "du", "dubrechirat", "dufour", "dupont", "duquel", "dussausaye", "egalement", "elle", "elles", "en", "encore", "enfin", "ensemble", "entends", "entre", "erodi", "eskenazi", "essayan", "est", "et", "etaient", "etait", "etant", "ete", "etes", "etre", "eux", "exclamations", "exemple", "facon", "faire", "fait", "falcon", "falorni", "faucillon", "faudrait", "faut", "favennecbecot", "fayssat", "feld", "fesneau", "feur", "fiat", "filippo", "fin", "fleurian", "florquin", "fois", "font", "fournier", "francais", "francaise", "francaises", "france", "frappe", "frei", "froger", "fugit", "gaillard", "galliardminier", "garin", "garot", "garrido", "genevard", "gernigon", "gervais", "godard", "gosselin", "gouvernement", "grelier", "groupe", "gruet", "guedj", "guibert", "gustave", "hachi", "hajjar", "hamdane", "hemicycle", "herth", "hetzel", "hors", "houlie", "houssin", "hui", "huit", "iborra", "ici", "il", "ils", "important", "importe", "indique", "indiquez", 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"proenca", "propos", "propose", "proposer", "protestations", "prudhomme", "puis", "puisqu", "qu", "quand", "quatre", "que", "quel", "quelle", "quelles", "quelque", "quels", "question", "questions", "qui", "quoi", "rabault", "rappele", "rappeler", "rappelle", "rapport", "rapporteur", "rapporteure", "raux", "regol", "renault", "rien", "rilhac", "rimane", "riotton", "rires", "rist", "rixain", "roseren", "roullaud", "rousseau", "rousset", "ruffin", "runel", "s", "sa", "saddier", "sais", "salmon", "sans", "sansu", "sarles", "savez", "savignat", "schellenberger", "score", "se", "sebaihi", "selon", "semble", "sens", "sept", "sera", "serait", "sermier", "seront", "serva", "ses", "si", "simian", "simion", "simonnet", "sitzenstuhl", "six", "sommes", "son", "sont", "sorte", "sother", "souhaite", "souhaitons", "sourires", "sous", "spillebout", "stambachterrenoir", "sur", "t", "ta", "tache", "taillepolian", "taite", "tanguy", "tant", "tanzilli", "taupiac", "taurine", "taurinya", "tavernier", "te", 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"presidente", "proposition", "rapporteur", "rapporteure", "scrutin", "scrutins", "seance", "sousamendement", "sousamendements" ], "minimum_group_speakers": 2, "minimum_group_documents": 2, "phrase_rule": "Expressions contiguës de 2 à 5 mots, au moins deux mots de contenu ; ≥4 occurrences, ≥3 orateurs et ≥2 documents dans le dossier, puis ≥2 orateurs et ≥2 documents dans le côté montré. Formes accentuées visibles, accents neutralisés pour compter, sans lemmatisation. Sélection par écart de fréquences, une moyenne par orateur.", "weight": "Chaque orateur reçoit le même poids. Pour les univers et expressions, occurrences / 1 000 mots de ses passages. Pour J–S, moyenne des distributions de mots de contenu par orateur. Pour chaque représentation, moyenne normalisée des tours par orateur, puis des orateurs par ensemble.", "models": [ { "model": "unsloth/Qwen3.6-35B-A3B-UD-MLX-4bit", "role": "codage principal", "revision": "6700c3e5bdeb050a379c8d2a4133f43f3647f20f", "config_sha256": "46f215270b159f88fdf2eda2151894e2803e5def43062c34e376499ded6f277a", "reference": "refs/main du cache local utilisé, relevé le 16 octobre 2026" }, { "model": "BAAI/bge-m3", "role": "plongements sémantiques", "revision": "5617a9f61b028005a4858fdac845db406aefb181", "config_sha256": "26159e7ad065073448460117eb24b7a4572f6f4e78eadff65dc0a11c052449fa", "reference": "refs/main du cache local utilisé, relevé le 16 octobre 2026" }, { "model": "sentence-transformers/paraphrase-multilingual-MiniLM-L12-v2", "role": "sensibilité sémantique", "revision": "e8f8c211226b894fcb81acc59f3b34ba3efd5f42", "config_sha256": "6300193cb75e01cf80c96decef7187dfb33094d97cc1490b7ead6ff134476e4e", "reference": "refs/main du cache local utilisé, relevé le 16 octobre 2026" } ], "tfidf": { "ngram_range": [ 1, 2 ], "min_df": 3, "max_df": 0.95, "max_features": 12000, "sublinear_tf": true, "vocabulary_size": 12000 }, "input_hashes": { "analyse": "1f5ee76146939ac331720de03e8f0f9951d14a0764354b6e930e24a1d5b07f76", "windows": "57846693b96268dc6953e41cf1f1290caf6aace552dbd1fb519a07b5cae25cad" }, "limits": [ "Les ensembles de votants et de locuteurs diffèrent ; les distances de discours ne mesurent ni soutien individuel, ni influence.", "Familles descriptives, groupes historiques conservés dans les exemples et cartes. En 2020 aucun groupe RN ; les non-inscrits ne sont pas réaffectés.", "Périmètre pertinent sélectionné par Qwen avec accord partiel ; contrôle sans ce filtre disponible.", "Deux orateurs et deux documents suffisent à afficher un contraste descriptif, sans garantir sa stabilité. Aucun test de significativité.", "Deux mesures appartiennent au même PLFSS. Les corrélations sur au plus dix cas sont descriptives, avec retrait de chaque cas.", "Les univers sont des lexiques explicites, non exclusifs, sans interprétation LLM ; leurs taux ne s’additionnent pas en pourcentage du texte.", "Une expression plus fréquente n’a pas nécessairement un sens différent. Ouvrir ses contextes.", "La carte compare des moyennes de groupes, à sujet égal. Une proximité ne prouve pas un accord.", "Les cosinus des moteurs ne sont pas calibrés entre eux et ne sont pas des pourcentages d’accord." ], "expression_focus_pattern": "\\b(?:libert\\w*|droits?|choix|conscience|autonom\\w*|corps|contraint\\w*|sante|sanitair\\w*|risqu\\w*|danger\\w*|protec\\w*|proteg\\w*|preven\\w*|cancer\\w*|mortal\\w*|preuv\\w*|scienti\\w*|alternat\\w*|cout\\w*|pouvoir|prix|financ\\w*|concurr\\w*|inegal\\w*|acces|desert\\w*|oblig\\w*|indemni\\w*|repar\\w*|responsab\\w*|precaution|interdi\\w*|interdir\\w*|regul\\w*|fiscali\\w*|emploi\\w*|securite|ordre|nuisanc\\w*|trafic\\w*|efficaci\\w*|demontr\\w*|pollu\\w*|depol\\w*|industri\\w*)\\b", "generic_expression_words": [ "cas", "centre", "centres", "dispositif", "dispositifs", "etablissement", "etablissements", "generaliste", "generalistes", "lieu", "lieux", "maladie", "maladies", "medecin", "medecins", "patient", "patiente", "patientes", "patients", "population", "populations", "sante", "soin", "soins" ], "exploration": { "scope": "Sélection libre de mesures et de groupes, indépendamment du scrutin affiché. Tous les groupes sont visibles ensemble.", "categories": "Groupes distingués par identifiant officiel et législature de la prise de parole. Familles descriptives disponibles séparément.", "aggregation": "Univers : moyenne à poids égal des mesures exploitables de chaque groupe ; poids égal des orateurs à l’intérieur. Distances : moyenne des distances calculées séparément dans les seules mesures communes aux deux groupes. La couverture est affichée, jamais imputée.", "expressions": "Contrastes de chaque groupe contre les autres groupes de la même mesure et du même périmètre. Les expressions sont accompagnées du nom de la mesure ; aucun contraste lexical transversal n’est fabriqué." } }, "slices": { "relevant:all": { "pfas": { "families": { "Gauche": { "n": 165, "speakers": 15, "documents": 5, "universes": [ 7.361961332215494, 0.5758562578883794, 2.2151384113947645, 0.512633522667663, 6.6144748169315655, 1.8825203263987766, 1.3533621445390722, 11.467527833732886, 3.0792742451896604, 1.2026978292750392 ], "universe_words": [ [ [ "proteger", 26 ], [ "sante publique", 17 ], [ "dangereux", 16 ], [ "cancers", 16 ], [ "cancer", 10 ], [ "protection", 9 ] ], [ [ "obligatoire", 5 ], [ "obligation", 5 ], [ "consentir", 3 ], [ "contraintes", 3 ], [ "choix", 3 ], [ "choisir", 2 ] ], [ [ "scientifiques", 32 ], [ "scientifique", 18 ], [ "etudes", 13 ], [ "etude", 6 ], [ "donnees", 5 ], [ "scientifiquement", 4 ] ], [ [ "territoires", 14 ], [ "territoire", 11 ] ], [ [ "industriels", 58 ], [ "industrie", 28 ], [ "entreprises", 26 ], [ "industries", 11 ], [ "industriel", 11 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