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| """Generation de valeurs PII francaises pour le corpus synthetique. | |
| Chaque generateur renvoie (valeur_texte, type_entite). Les formats de surface | |
| varient volontairement (espaces IBAN, points telephone, casse noms) : le | |
| benchmark doit refleter la realite des documents, pas des valeurs canoniques. | |
| """ | |
| import random | |
| from dataclasses import dataclass, field | |
| from faker import Faker | |
| from . import checksums as ck | |
| # Types d'entites du benchmark (aligne sur l'analyse, doc/memory/analyse.md §2) | |
| TYPES = [ | |
| "PERSON", "COMPANY", "ADDRESS", "CITY", "EMAIL", "PHONE", "DATE", | |
| "DATE_BIRTH", "IBAN", "NIR", "SIREN", "SIRET", "TVA", "CARD", "PLATE", | |
| "RG", "CADASTRE", "IP", "AMOUNT", "REF", "URL", "SECRET", | |
| "USERAGENT", "MAC", "IPV6", "AGE", "ACCOUNT", | |
| ] | |
| class Person: | |
| """Une personne avec ses variantes de surface (piege n°1 : 'Dupont' seul).""" | |
| first: str | |
| last: str | |
| civ: str = "M." | |
| def full(self) -> str: | |
| return f"{self.first} {self.last}" | |
| def variants(self) -> list[str]: | |
| return [ | |
| self.full, | |
| f"{self.civ} {self.last}", | |
| self.last.upper(), | |
| self.last, | |
| f"{self.civ} {self.first} {self.last.upper()}", | |
| f"{self.first[0]}. {self.last}", | |
| f"{self.last}, {self.first}", # etat civil / BODACC : Nom, Prenom | |
| ] | |
| class PiiFactory: | |
| seed: int = 0 | |
| rng: random.Random = field(init=False) | |
| fk: Faker = field(init=False) | |
| def __post_init__(self): | |
| self.rng = random.Random(self.seed) | |
| self.fk = Faker("fr_FR") | |
| self.fk.seed_instance(self.seed) | |
| # --- personnes / societes / lieux ------------------------------------ | |
| def person(self) -> Person: | |
| civ = self.rng.choice(["M.", "Mme", "Me", "Dr"]) | |
| if civ == "Mme": | |
| first = self.fk.first_name_female() | |
| else: | |
| first = self.fk.first_name_male() | |
| return Person(first=first, last=self.fk.last_name(), civ=civ) | |
| def company(self) -> str: | |
| # styles releves sur BODACC (remontees reelles 2026-07-28) : marques | |
| # tout-majuscules, sigles, style domaine — pas que du Faker propre | |
| style = self.rng.random() | |
| if style < 0.5: | |
| base = self.fk.company() | |
| forme = self.rng.choice(["", "", " SARL", " SAS", " SA", " SCI"]) | |
| return base + forme | |
| if style < 0.7: | |
| suffix = self.rng.choice(["", "", " TRANSPORTS", " CONSEIL", | |
| " IMMO", " DISTRIBUTION", " BATIMENT"]) | |
| return self.fk.last_name().upper().replace(" ", "") + suffix | |
| if style < 0.8: | |
| return self.fk.last_name().upper() + "." + self.rng.choice(["FR", "COM"]) | |
| if style < 0.9: | |
| letters = [w[0].upper() for w in self.fk.company().split()[:3]] | |
| while len(letters) < 2: | |
| letters.append(self.rng.choice("BCDFGMPRST")) | |
| return ".".join(letters) + "." | |
| return self.fk.company().upper() | |
| def address(self) -> str: | |
| # formes reelles : plages de numeros, lieux-dits, hameaux sans type | |
| # de voie, Grande Rue, residences (remontees BODACC) | |
| style = self.rng.random() | |
| if style < 0.55: | |
| return self.fk.street_address() | |
| if style < 0.65: | |
| n = self.rng.randint(1, 120) | |
| return f"{n}-{n + self.rng.choice([2, 4, 6])} {self.fk.street_name()}" | |
| if style < 0.75: | |
| art = self.rng.choice(["La", "Le", "Les"]) | |
| return f"Lieu-dit {art} {self.fk.last_name()}" | |
| if style < 0.85: | |
| return f"{self.rng.randint(1, 40)} {self.fk.last_name()}" | |
| if style < 0.93: | |
| return f"{self.rng.randint(1, 60)} Grande Rue" | |
| art = self.rng.choice(["La", "Le", "Les"]) | |
| return (f"{self.rng.randint(1, 30)} Résidence {art} " | |
| f"{self.fk.last_name()}") | |
| def city(self) -> str: | |
| city = self.fk.city() | |
| if city.startswith("Saint") and self.rng.random() < 0.5: | |
| return city.replace("Sainte-", "Ste-").replace("Saint-", "St-") | |
| return city | |
| def email(self, person: Person | None = None) -> str: | |
| if person and self.rng.random() < 0.7: | |
| dom = self.rng.choice(["gmail.com", "orange.fr", "free.fr", "outlook.fr"]) | |
| sep = self.rng.choice([".", "", "-"]) | |
| return f"{person.first.lower()}{sep}{person.last.lower()}@{dom}".replace(" ", "") | |
| return self.fk.email() | |
| # --- identifiants a checksum ----------------------------------------- | |
| def iban(self) -> str: | |
| raw = ck.gen_iban_fr(self.rng) | |
| if self.rng.random() < 0.6: | |
| return " ".join(raw[i:i + 4] for i in range(0, len(raw), 4)) | |
| return raw | |
| def nir(self) -> str: | |
| raw = ck.gen_nir(self.rng) | |
| if self.rng.random() < 0.5: | |
| p = [raw[0], raw[1:3], raw[3:5], raw[5:7], raw[7:10], raw[10:13], raw[13:15]] | |
| return " ".join(p) | |
| return raw | |
| def siren(self) -> str: | |
| raw = ck.gen_siren(self.rng) | |
| if self.rng.random() < 0.5: | |
| return f"{raw[:3]} {raw[3:6]} {raw[6:]}" | |
| return raw | |
| def siret(self) -> str: | |
| raw = ck.gen_siret(self.rng) | |
| if self.rng.random() < 0.5: | |
| return f"{raw[:3]} {raw[3:6]} {raw[6:9]} {raw[9:]}" | |
| return raw | |
| def tva(self) -> str: | |
| raw = ck.gen_tva_fr(self.rng) | |
| if self.rng.random() < 0.4: | |
| return f"{raw[:4]} {raw[4:]}" | |
| return raw | |
| def card(self) -> str: | |
| raw = ck.gen_carte_bancaire(self.rng) | |
| if self.rng.random() < 0.5: | |
| return " ".join(raw[i:i + 4] for i in range(0, 16, 4)) | |
| return raw | |
| # --- regex sans checksum ---------------------------------------------- | |
| def phone(self) -> str: | |
| prefix = self.rng.choice(["01", "02", "03", "04", "05", "06", "07", "09"]) | |
| digits = [f"{self.rng.randint(0, 99):02d}" for _ in range(4)] | |
| style = self.rng.random() | |
| if style < 0.3: | |
| return "+33 " + prefix[1] + " " + " ".join(digits) | |
| if style < 0.6: | |
| return prefix + " " + " ".join(digits) | |
| if style < 0.8: | |
| return prefix + "." + ".".join(digits) | |
| return prefix + "".join(digits) | |
| def plate(self) -> str: | |
| letters = "BCDFGHJKLMNPRSTVWXZ" | |
| if self.rng.random() < 0.8: | |
| return (f"{self.rng.choice(letters)}{self.rng.choice(letters)}-" | |
| f"{self.rng.randint(100, 999)}-" | |
| f"{self.rng.choice(letters)}{self.rng.choice(letters)}") | |
| return (f"{self.rng.randint(100, 999)} " | |
| f"{''.join(self.rng.choices(letters, k=3))} " | |
| f"{self.rng.randint(1, 95):02d}") | |
| def rg(self) -> str: | |
| return f"{self.rng.randint(18, 26):02d}/{self.rng.randint(1, 99999):05d}" | |
| def cadastre(self) -> str: | |
| letters = "ABCDEFGHIKLMNOPRSTVXYZ" | |
| section = "".join(self.rng.choices(letters, k=self.rng.choice([1, 2]))) | |
| return f"section {section} n° {self.rng.randint(1, 999)}" | |
| def ip(self) -> str: | |
| return self.fk.ipv4() | |
| # --- divers ------------------------------------------------------------ | |
| def date(self) -> str: | |
| d = self.fk.date_between(start_date="-3y", end_date="today") | |
| if self.rng.random() < 0.5: | |
| return d.strftime("%d/%m/%Y") | |
| months = ["janvier", "février", "mars", "avril", "mai", "juin", "juillet", | |
| "août", "septembre", "octobre", "novembre", "décembre"] | |
| return f"{d.day} {months[d.month - 1]} {d.year}" | |
| def ref(self) -> str: | |
| """Numero de dossier/facture NON etiquete : distracteur numerique.""" | |
| return f"{self.rng.randint(100, 99999):05d}" | |
| def date_birth(self) -> str: | |
| d = self.fk.date_of_birth(minimum_age=18, maximum_age=90) | |
| style = self.rng.random() | |
| if style < 0.4: | |
| return d.strftime("%d/%m/%Y") | |
| if style < 0.7: | |
| months = ["janvier", "février", "mars", "avril", "mai", "juin", "juillet", | |
| "août", "septembre", "octobre", "novembre", "décembre"] | |
| return f"{d.day} {months[d.month - 1]} {d.year}" | |
| return d.strftime("%d.%m.%Y") | |
| def amount(self) -> str: | |
| v = self.rng.choice([ | |
| f"{self.rng.randint(100, 9999)},{self.rng.randint(0, 99):02d}", | |
| f"{self.rng.randint(1, 99)} {self.rng.randint(100, 999)},{self.rng.randint(0, 99):02d}", | |
| str(self.rng.randint(50, 5000)), | |
| ]) | |
| # decimale POINT et devise EUR : formats reels (BODACC, exports | |
| # bancaires), remontee 2026-07-28 | |
| style = self.rng.random() | |
| if style < 0.15: | |
| return f"{self.rng.randint(500, 90000)}.{self.rng.randint(0, 99):02d} EUR" | |
| if style < 0.25: | |
| return f"{v.replace(',', '.').replace(' ', '')} EUR" | |
| if style < 0.35: | |
| return f"{v} euros" | |
| return f"{v} €" | |