| """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 = [ |
| "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", |
| ] |
|
|
|
|
| @dataclass |
| class Person: |
| """Une personne avec ses variantes de surface (piege n°1 : 'Dupont' seul).""" |
| first: str |
| last: str |
| civ: str = "M." |
|
|
| @property |
| 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}", |
| ] |
|
|
|
|
| @dataclass |
| 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) |
|
|
| |
| 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: |
| |
| |
| 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: |
| |
| |
| 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() |
|
|
| |
| 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 |
|
|
| |
| 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() |
|
|
| |
| 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)), |
| ]) |
| |
| |
| 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} €" |
|
|