from pydantic import BaseModel
from faker import Faker
import os
import csv
import pandas as pd
import random
import re
from datetime import datetime
import pkg_resources
import string


villes = ["ozan","cormoranche-sur-saone","plagne-01","tossiat","pouillat","torcieu","replonges","corcelles","peron","relevant","chaveyriat","vaux-en-bugey","maillat","faramans-01","beon-01","saint-bernard-01","rossillon","pont-d-ain","nantua","chavannes-sur-reyssouze","neuville-les-dames","flaxieu","hotonnes","saint-sorlin-en-bugey","songieu","virieu-le-petit","saint-denis-en-bugey","charnoz-sur-ain","chazey-sur-ain","marchamp","culoz","mantenay-montlin","marboz","foissiat","treffort-cuisiat","izieu","saint-etienne-du-bois-01","hauteville-lompnes","saint-trivier-sur-moignans","peyriat","evosges","poncin","crans-01","montreal-la-cluse","cleyzieu","lompnieu","villereversure","saint-martin-du-mont-01","saint-genis-pouilly","bolozon","confrancon","lochieu","chanoz-chatenay","villebois","ceignes","saint-didier-sur-chalaronne","revonnas","bourg-saint-christophe","condeissiat","pirajoux","chalamont","plantay","versailleux","montagnat","vieu","saint-andre-de-corcy","bressolles-01","peronnas","colomieu","monthieux","saint-jean-sur-reyssouze","garnerans","montrevel-en-bresse","conand","challes-la-montagne","mogneneins","thoissey","chaleins","neuville-sur-ain","thil-01","jujurieux","oncieu","lurcy","balan-01","ambutrix","sainte-croix-01","blyes","conzieu","nievroz","nurieux-volognat","ambleon","saint-maurice-de-gourdans","chezery-forens","sault-brenaz","murs-et-gelignieux","petit-abergement","cormoz","saint-martin-de-bavel","saint-trivier-de-courtes","boyeux-saint-jerome","chateau-gaillard","premeyzel","arandas","chatenay-01","innimond","boz","briord","reyrieux","matafelon-granges","drom","chatillon-en-michaille","polliat","vesancy","massieux","saint-cyr-sur-menthon","serrieres-sur-ain","nivollet-montgriffon","izernore","saint-nizier-le-desert","guereins","illiat","trancliere","saint-didier-de-formans","merignat","saint-eloi-01","chapelle-du-chatelard","saint-jean-de-niost","savigneux-01","nattages","saint-benoît-01","douvres","francheleins","dortan","saint-germain-les-paroisses","miribel-01","lancrans","echenevex","saint-jean-sur-veyle","billiat","abergement-de-varey","villeneuve-01","villars-les-dombes","thezillieu","saint-etienne-sur-reyssouze","souclin","saint-just-01","civrieux","argis","talissieu","birieux","saint-julien-sur-veyle","thoiry-01","laiz","cressin-rochefort","saint-champ","saint-georges-sur-renon","lantenay-01","vernoux","cormaranche-en-bugey","sainte-euphemie","beaupont","brens-01","ramasse","divonne-les-bains","leaz","villes","saint-julien-sur-reyssouze","groslee","vandeins","verjon","saint-andre-sur-vieux-jonc","saint-andre-d-huiriat","grilly","cessy","ordonnaz","vescours","meillonnas","geovreisset","ceyzerieu","beard-geovreissiat","burbanche","perrex","villemotier","jasseron","corveissiat","journans","sermoyer","charix","arbignieu","leyssard","saint-jean-de-thurigneux","frans","tenay","bage-la-ville","montmerle-sur-saone","courmangoux","baneins","lagnieu","attignat","saint-andre-de-bage","pont-de-vaux","amberieu-en-bugey","peyzieux-sur-saone","crozet-01","seyssel-01","beynost","versonnex-01","saint-laurent-sur-saone","artemare","montracol","parves","pugieu","virieu-le-grand","saint-remy-01","rance","grieges","grand-corent","outriaz","montagnieu-01","champagne-en-valromey","amberieux-en-dombes","boisse-01","parcieux","saint-didier-d-aussiat","saint-nizier-le-bouchoux","ars-sur-formans","anglefort","corlier","ferney-voltaire","saint-maurice-de-remens","chatillon-la-palud","saint-sulpice-01","saint-bois","virignin","premillieu","genouilleux","reyssouze","collonges","saint-germain-de-joux","bregnier-cordon","saint-martin-le-chatel","marignieu","neyrolles","sulignat","beny","injoux-genissiat","chanay","chatillon-sur-chalaronne","farges-01","saint-alban-01","curtafond","viriat","belleydoux","bage-le-chatel","sainte-olive","saint-genis-sur-menthon","domsure","chavannes-sur-suran","priay","peyrieu","lalleyriat","sergy-01","saint-martin-du-frene","saint-maurice-de-beynost","servas-01","cuzieu-01","jayat","lavours","chevroux","pollieu","beligneux","brenaz","benonces","saint-jean-le-vieux-01","beauregard-01","oyonnax","mionnay","germagnat","coligny","simandre-sur-suran","abergement-clemenciat","lescheroux","ornex","dommartin-01","lompnas","bettant","armix","feillens","chavornay","challex","vongnes","magnieu","groissiat","dompierre-sur-chalaronne","montluel","poizat","hostiaz","montanges","sainte-julie","bey-01","sonthonnax-la-montagne","mezeriat","bellignat","saint-marcel-01","belley","corbonod","neyron","saint-paul-de-varax","pressiat","chazey-bons","servignat","marlieux","andert-et-condon","hautecourt-romaneche","crottet","druillat","dompierre-sur-veyle","perouges","rignieux-le-franc","giron","cerdon-01","cruzilles-les-mepillat","lelex","lhopital","segny","cheignieu-la-balme","saint-vulbas","echallon","montellier","martignat","ceyzeriat","montcet","vonnas","buellas","saint-benigne","chevillard","bouligneux","contrevoz","champdor","port-01","surjoux","champfromier","vesines","seillonnaz","varambon","grand-abergemen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etang-sale","petite-ile","la-plaine-des-palmistes","le-port","la-possession","saint-andre","saint-benoit","saint-denis","saint-joseph","saint-leu","saint-louis","saint-paul","saint-pierre","saint-philippe","sainte-marie","sainte-rose","sainte-suzanne","salazie","le-tampon","les-trois-bassins","cilaos","acoua","bandraboua","bandrele","boueni","chiconi","chirongui","dembeni","dzaoudzi","kani-keli","koungou","mamoudzou","mtsamboro","m-tsangamouji","ouangani","pamandzi","sada","tsingoni","st-barthelemy","st-martin","st-pierre-et-miquelon"]


clients = ["BYTEL","SFR","MI","GN","G&C","FTV","DGAC","CRE","CG","DGA","ABF","AFAQ","AFNOR","AMF","ARCOM","ISO","ONF","OPH","PTI","RFI","TWC","Orange","Bouygues","ORANGE","BOUYGUES","Enedis","ARQIVA","ALBOUY","ALLON","ALTA","APRR"]


acronymes = ["5G","5S","A3","AAE","ABR ","AC","ACM","ACROPOL","ADP","ADSL ","ADV","AE","AF","AGCP","AM ","AMCA","AMII","AMOA","AMOE","ANFR","ANO","AO","AOT","AP ","APD","APS","AR","ASI","ASI","AU","AV","BAES","BDC ","BDD","BDD","BE","BF","BF","BH","BLO","BO","BOQ","BP","BPC","BPU","BRH","BT","BTS","BU","BUA","BUF","BUT","CA","CAD","CAPEX","CC","CCF","CCTG","CDC","CDP","CF","CFA","CFO","CODIR","COMEX","COPIL","COPROJ","COREG","CP","CPN","CPO","CRA","CRI ","CRVT","CSC","CSPS","CT","CTR","CVC","CVT","DA","DAB+","DAR","DAS","DAS","DAT","DC","DCP","DGC","DI","DICT","DID","DIES","DII","DIM","DIUO","DJ","DMAIC","DOE","DOT ","DP","DPI","DPO","DR","DSI","DSP","DT","DTA","DTOM","DTTA","DTTA","EB","EBF","EBI","EBITDA","ECME","EDP","EF","EI","EP","EPI","EPI","ETP","FAE","FAI","FAR","FAS ","FEF","FH","FI","FM","FMD","FN","FO","FON","FP&A","FTE ","FTTE","FTTH","FTTO","FY","GA","GC","GE","GED","GEPP","GES ","GF","GHz","GIEC","GPRS","GROWTH","GSM","GT","GTB","GTC","GTI","GTR","HBA","HDS","HF","HF","HJ","HMA","HNO","HO","HSDPA ","HSE","HSPA","HT","HT","HZTD","IA","IA ","IAV","IBB","IDF","IDU ","IFP","IG","IHM","IKM","IM","IMES","IOT","IP","IP","IP","IRU","IT","ITC","KPI","KO","LO","LR","LTE","M&A","M2M","MAD","MBR","MCO","MEC","MEC","MEP","MER","MES","MEX","MFR","MIMO","MJS","MMR","MNO","MO","MOA","MOCO","MODOP","MOE","MPS","MUX ","MVNO","MVR","NAO","NE ","NLO ","NO","NOC","NRA","NRO","OES ","OF","OPEX","P2P","PAC","PAP ","PAR","PAR","PBO","PC","PCA","PCE","PCI","PDCA","PDL","PDM","PDP","PDS","PE","PEX","PFA","PFI","PGC","PI","PIC","PIM","PIM","PLU","PM","PMP","PMR","PO","PO","POC ","POP ","PP","PPM","PPSPS","PPT","PRA","PS","PTC","PTCD","PVCI","PVMAD","QCD","QoS","QPR","QQOQCP","QRDM","QVTC","RACI","RAF","RAL","RAP","RAS","RB","RC","RC ","RCS","RDS","RDSSE ","REO","REX","RF","RF","RF","RFQ","RFT ","RGPD","RIP","RIS ","RMP","RNT","RP","RPRD ","RPS","RRH","RRH","RRI","RRU","RSE","RSSI","RT ","RTC","RTC","RUBIS","RUHD","RUO","SALTO","SC","SE","SFDR","SI","SIDV","SIPOC","SLA","SMO","SMSI","SO","SPH","SPV","SRO","SSI","STT","TAI","TAT","TBD ","TBT","TCO ","TCP / IP","TD","TDB","TG","TGBT","THD","TI","TJM","TMO","TNT","TO","TP","TRI","TS","TT","TT","TTC","TTE","U2M","UHD","UHF","UMTS","VA/NVA","VAREQ","VAS","VB","VDR","VDR","VH","VHF","VIC","VIE","VOB","VOC","VPN","VRD","VRE","VSM","VT","WEEKLY","WIFI","WIP","YIELD","ZB","ZCC","ZDS","ZM","ZMD","ZNIEFF","ZTD","CEF","PEC","MIS","DI","GI","AU","POD","ADR","CPR","DAPT","IPVSAT","TMS","CDN","TRN","MIP","DSL","TTS","FTTH","DATA","OLT","CMA","Realtor","Fiber","Contrainst","Start","Secured","Date/Heure","End","Triggered","POP","Qbit","Hz","HZ","hz","Interxion","Télégestion","FMNET","NET","ROS","TV","SPAN","Unsecured","We","MRSN","Lag","LAG","Servlink","By","Pass","Shoutcast","SAT","SD","CDM","AAIJ","ADFM","ADR","AES","AJ","IPTV","DRMCAST","VLAN","URL","VSAT","UTC","SVP","SATA","RDV","SUD","ANGR","ARP","BAV","BB","BQ","GPS","GS","HS","HTBT","ICECAST","INFO","INTERXION","JT","KMT","LL","LT","MBS","MDLR","MID","MPX","MRA","MT","NAT","ND","OES","OK","OT","PCR","PDU","PID","PJ","POPS","PORTAIL","RADIO","RAD","RCB","REMUX","RX","SDSL"]


liste_pays = ["afghanistan", "afrique du sud", "albanie", "algérie", "allemagne", "andorre", "angola", "antigua-et-barbuda", "arabie saoudite", "argentine", "arménie", "aruba", "australie", "autriche", "azerbaïdjan", "bahamas", "bahreïn", "bangladesh", "barbade", "belgique", "belize", "bélarus", "bénin", "bhoutan", "birmanie", "bolivie", "bosnie-herzégovine", "botswana", "brésil", "brunéi", "bulgarie", "burkina faso", "burundi", "cambodge", "cameroun", "canada", "cap-vert", "chili", "chine", "chypre", "colombie", "comores", "corée du nord", "corée du sud", "costa rica", "côte d'ivoire", "croatie", "cuba", "curaçao", "danemark", "djibouti", "dominique", "egypte", "el salvador", "émirats arabes unis", "équateur", "érythrée", "espagne", "estonie", "éthiopie", "fidji", "finlande", "france", "gabon", "gambie", "géorgie", "ghana", "grèce", "grenade", "guatemala", "guinée", "guinée équatoriale", "guinée-bissau", "guyana", "haïti", "honduras", "hongrie", "inde", "indonésie", "irak", "iran", "irlande", "islande", "israël", "italie", "jamaïque", "japon", "jordanie", "kazakhstan", "kenya", "kirghizistan", "kiribati", "kosovo", "koweït", "laos", "lesotho", "lettonie", "liban", "libéria", "libye", "liechtenstein", "lituanie", "luxembourg", "macédoine du nord", "madagascar", "malaisie", "malawi", "maldives", "mali", "malte", "maroc", "marshall", "maurice", "mauritanie", "mexique", "micronésie", "moldavie", "monaco", "mongolie", "monténégro", "mozambique", "namibie", "nauru", "nepal", "nicaragua", "niger", "nigeria", "niue", "norvège", "nouvelle-zélande", "oman", "ouganda", "ouzbékistan", "pakistan", "palaos", "panama", "papouasie nouvelle-guinée", "paraguay", "pays-bas", "pérou", "philippines", "pologne", "portugal", "qatar", "république centrafricaine", "république démocratique du congo", "république dominicaine", "république du congo", "république tchèque", "roumanie", "royaume-uni", "russie", "rwanda", "saint-christophe-et-niévès", "saint-marin", "saint-martin", "saint-vincent-et-les-grenadines", "sainte-lucie", "salomon", "salvador", "samoa", "são tomé-et-principe", "sénégal", "serbie", "seychelles", "sierra leone", "singapour", "slovaquie", "slovénie", "somalie", "soudan", "soudan du sud", "sri lanka", "suède", "suisse", "surinam", "swaziland", "syrie", "tadjikistan", "tanzanie", "tchad", "thaïlande", "timor oriental", "togo", "tonga", "trinité-et-tobago", "tunisie", "turkménistan", "turquie", "tuvalu", "ukraine", "uruguay", "vanuatu", "vatican", "venezuela", "vietnam", "yémen", "zambie", "zimbabwe"]

departements_france = [
    "Ain", "Aisne", "Allier", "Alpes-de-Haute-Provence", "Hautes-Alpes", "Alpes-Maritimes",
    "Ardèche", "Ardennes", "Ariège", "Aube", "Aude", "Aveyron", "Bouches-du-Rhône", "Calvados",
    "Cantal", "Charente", "Charente-Maritime", "Cher", "Corrèze", "Corse-du-Sud", "Haute-Corse",
    "Côte-d'Or", "Côtes-d'Armor", "Creuse", "Dordogne", "Doubs", "Drôme", "Eure", "Eure-et-Loir",
    "Finistère", "Gard", "Haute-Garonne", "Gers", "Gironde", "Hérault", "Ille-et-Vilaine", "Indre",
    "Indre-et-Loire", "Isère", "Jura", "Landes", "Loir-et-Cher", "Loire", "Haute-Loire",
    "Loire-Atlantique", "Loiret", "Lot", "Lot-et-Garonne", "Lozère", "Maine-et-Loire", "Manche",
    "Marne", "Haute-Marne", "Mayenne", "Meurthe-et-Moselle", "Meuse", "Morbihan", "Moselle",
    "Nièvre", "Nord", "Oise", "Orne", "Pas-de-Calais", "Puy-de-Dôme", "Pyrénées-Atlantiques",
    "Hautes-Pyrénées", "Pyrénées-Orientales", "Bas-Rhin", "Haut-Rhin", "Rhône", "Haute-Saône",
    "Saône-et-Loire", "Sarthe", "Savoie", "Haute-Savoie", "Paris", "Seine-Maritime", "Seine-et-Marne",
    "Yvelines", "Deux-Sèvres", "Somme", "Tarn", "Tarn-et-Garonne", "Var", "Vaucluse", "Vendée",
    "Vienne", "Haute-Vienne", "Vosges", "Yonne", "Territoire de Belfort", "Essonne", "Hauts-de-Seine",
    "Seine-Saint-Denis", "Val-de-Marne", "Val-d'Oise","Guadeloupe","Guyane","Martinique"
]

regions_france_metropolitaine = [
    "Auvergne-Rhône-Alpes",
    "Bourgogne-Franche-Comté",
    "Bretagne",
    "Centre-Val de Loire",
    "Corse",
    "Grand Est",
    "Hauts-de-France",
    "Île-de-France",
    "Normandie",
    "Nouvelle-Aquitaine",
    "Occitanie",
    "Pays de la Loire",
    "Provence-Alpes-Côte d'Azur"
]


dict_path = pkg_resources.resource_filename(__name__, 'resources')
word_path = pkg_resources.resource_filename(__name__, 'resources/words.csv')
name_path = pkg_resources.resource_filename(__name__, 'resources/Prenoms.csv')


class Configuration:
    def __init__(self, ville,chaine,nom,date,heure,nombre,pays,entreprise,lien):
        self.ville = ville
        self.chaine = chaine
        self.nom = nom
        self.date = date
        self.heure = heure
        self.nombre = nombre
        self.pays = pays
        self.entreprise = entreprise
        self.lien = lien

    ville: bool
    chaine: bool
    nom: bool
    date: bool
    heure: bool
    nombre: bool
    pays: bool
    entreprise: bool
    lien: bool


class textAnonyms(BaseModel):
    originalText: str
    textFormat: str


#stop_words = set(stopwords.words('french'))
#namelist = set(names.words())

faker = Faker(["fr_FR"])

def split(paragraphe):
    phrase = paragraphe
    phrase = phrase.replace(",", " , ")
    phrase = phrase.replace("'", " ' ")
    phrase = phrase.replace("(", " ( ")
    phrase = phrase.replace(")", " ) ")
    phrase = phrase.replace("-", " - ")

    phrase = re.sub(r'([A-Z][a-z]*)\/([A-Z][a-z]*)', r'\1 / \2', phrase)
    phrase = re.sub(r'\.([A-Z][a-z]*)',r'. \1',phrase)
    nouveau_texte = re.sub(r'([a-zA-Z0-9+])([.,])', r'\1 \2', phrase)

    mots = nouveau_texte.split()
    return mots


def add_space(paragraphe):
    phrase = paragraphe
    phrase = phrase.replace(".", ". ")
    phrase = phrase.replace(",", ", ")
    phrase = phrase.replace("0H", "0 H")
    phrase = phrase.replace("1H", "1 H")
    phrase = phrase.replace("2H", "2 H")
    phrase = phrase.replace("3H", "3 H")
    phrase = phrase.replace("4H", "4 H")
    phrase = phrase.replace("5H", "5 H")
    phrase = phrase.replace("6H", "6 H")
    phrase = phrase.replace("7H", "7 H")
    phrase = phrase.replace("8H", "8 H")
    phrase = phrase.replace("9H", "9 H")
    phrase = phrase.replace("0h", "0 h")
    phrase = phrase.replace("1h", "1 h")
    phrase = phrase.replace("2h", "2 h")
    phrase = phrase.replace("3h", "3 h")
    phrase = phrase.replace("4h", "4 h")
    phrase = phrase.replace("5h", "5 h")
    phrase = phrase.replace("6h", "6 h")
    phrase = phrase.replace("7h", "7 h")
    phrase = phrase.replace("8h", "8 h")
    phrase = phrase.replace("9h", "9 h")
    phrase = phrase.replace("0F", "0 F ")
    phrase = phrase.replace("1F", "1 F ")
    phrase = phrase.replace("2F", "2 F ")
    phrase = phrase.replace("3F", "3 F ")
    phrase = phrase.replace("4F", "4 F ")
    phrase = phrase.replace("5F", "5 F ")
    phrase = phrase.replace("6F", "6 F ")
    phrase = phrase.replace("7F", "7 F ")
    phrase = phrase.replace("8F", "8 F ")
    phrase = phrase.replace("9F", "9 F ")
    phrase = phrase.replace("0f", "0 f ")
    phrase = phrase.replace("1f", "1 f ")
    phrase = phrase.replace("2f", "2 f ")
    phrase = phrase.replace("3f", "3 f ")
    phrase = phrase.replace("4f", "4 f ")
    phrase = phrase.replace("5f", "5 f ")
    phrase = phrase.replace("6f", "6 f ")
    phrase = phrase.replace("7f", "7 f ")
    phrase = phrase.replace("8f", "8 f ")
    phrase = phrase.replace("9f", "9 f ")
    return phrase


def fake_num_string(original):
    fakedigit=[1,2,3,4,5,6,7,8,9]     
    fakeData = list(original)
    for i in range(len(fakeData)):
        if(fakeData[i].isnumeric()):
            digit = random.choice(fakedigit)
            fakeData[i] = str(digit)
    fakeData = "".join(fakeData)
    return fakeData

def cherche_chaine(chaine):
    chaine = chaine.upper()

    data  = ["C8","CNEWS","TF1","M6","CSTAR","BFM","F5","CNEW"]
    for item in data:
        if    item in chaine  :
            return True
            break

    return False


def cherche_ville(ville):
    ville = ville.lower()
    for item in villes:
        if  ville == item :
            return True
            break
    return False

def is_in_dico(mot):
    premiere_lettre = mot[0].upper()
    subdict = dict_path+f"/dictionnaire_{premiere_lettre}.txt"
    if (os.path.exists(subdict)):
        with open(subdict, 'r', encoding='utf-8') as file:
            for ligne in file:
                ligne = ligne.strip()
                if(mot == ligne):
                    return True
    return False

def check_same(mot):
    anonymisedData = pd.read_csv(word_path, dtype={"original": str, "anonymous": str, "index":int})
    for index, row in anonymisedData.iterrows():
        if (row["original"] == mot):
            return False
        if (row["anonymous"] == mot):
            return False
    return True

def initialiser():
    csv_file_path = word_path

    if os.path.exists(csv_file_path):
        os.remove(csv_file_path)

    empty_dataframe = pd.DataFrame(columns=["original", "anonymous"])

    empty_dataframe.to_csv(csv_file_path, index=False)

def anonymiser_mot(text: textAnonyms,nbfakechaine,nbfakeorganisation,nbfakecity,nbfakepays,config : Configuration ):
    #fakelink=["google.fr", "yahoo.fr", "hotmail.fr","bing.fr","qwant.fr"]
    #fakecity=["TOULON", "NANTES", "MONTPELLIER", "CHAMBOURCY", "NANTERRE",  "GRENOBLE", "LYON" ]
    fakecity = ["ville"]
    #fakechaine=["TF1", "M6", "BFMTV"  "FRANCE5", "FRANCE2" ]
    fakechaine = ["chaine"]
    fakepays = ["pays"]
    fakeprenom=["PAUL", "JEAN", "PHILIPPE", "PIERRE", "MARC",  "DAVID", "GUILLAUME"]
    #fakeorganisation=[ "ORANGE", "SAFRAN", "BOUYGUES", "FREE" ]
    fakeorganisation=["entreprise"]
    fakehour=[0,1,2,3,4,5,6,7,8,9,10,11,12,13,14,15,16,17,18,19,20,21,22,23]

    try:
        anonymisedData = pd.read_csv(word_path, dtype={"original": str, "anonymous": str, "index":int})
        original = text.originalText
        if(original.lower() == "iqoya"):
            fakeData = "codecaudio"
        elif(original.lower() == "iqoyas"):
            fakeData = "codecaudios"
        elif (text.textFormat == "CITY" and config.ville == True):
            fakeData = fakecity[0]+str(nbfakecity)
            nbfakecity+=1
        elif (text.textFormat == "CHAINE" and config.chaine == True):
            fakeData = fakechaine[0]+str(nbfakechaine)
            nbfakechaine +=1
        elif(text.textFormat == "PERSON" and config.nom == True):
            fakeData = random.choice(fakeprenom)
            fakeprenom.remove(fakeData)
        elif(text.textFormat == "DATE" and config.date == True):
            fakeData = faker.date()
            fakeData = datetime.strptime(fakeData, "%Y-%m-%d")
            fakeData = fakeData.strftime("%d/%m/%Y")
        elif(text.textFormat == "HOUR" and config.heure == True):
            hour = random.choice(fakehour)
            fakehour.remove(hour)
            fakeData = (str(hour) if hour>9 else "0"+str(hour))+"h00"
        elif(text.textFormat == "NUMBER" and config.nombre == True):
            unique = False
            while unique == False:
                fakeData = fake_num_string(original)
                unique = check_same(fakeData)
            while any(anonymisedData["anonymous"] == fakeData) and any(anonymisedData["original"] == fakeData):
                fakeData = fake_num_string(original)
        elif(text.textFormat == "COUNTRY" and config.pays == True):
            fakeData = fakepays[0]+str(nbfakepays)
            nbfakepays +=1
        elif(text.textFormat == "ORGANIZATION" and config.entreprise == True):
            fakeData = fakeorganisation[0]+str(nbfakeorganisation)
            nbfakeorganisation += 1

        while any(anonymisedData["anonymous"] == fakeData):
            fakeData = faker.first_name()

        anonymisedData = pd.concat([anonymisedData, pd.DataFrame([[text.originalText, fakeData]], columns=["original", "anonymous"])])
        anonymisedData.to_csv(word_path, index=False)
        return (fakeData,nbfakechaine,nbfakeorganisation,nbfakecity,nbfakepays)
    except Exception as e:
        return (text.originalText,nbfakechaine,nbfakeorganisation,nbfakecity,nbfakepays)

def anonymiser_email(paragraphe):
    pattern = r'\b[A-Za-z0-9._%+-]+@[A-Za-z0-9.-]+\.[A-Z|a-z]{2,7}\b'
    fakemail = ["fakemail"]
    nbfakemail = 1
    adresses_email = re.findall(pattern, paragraphe)
    for adresse in adresses_email:
        fakeData = (fakemail[0]+str(nbfakemail))
        paragraphe = paragraphe.replace(adresse,fakeData)
        nbfakemail +=1
        with open(word_path, mode='a', newline='') as fichier_csv:
            writer = csv.writer(fichier_csv)
            writer.writerow([adresse,fakeData])
    return paragraphe

def is_a_prenom(word):
    encodages = ['utf-8', 'iso-8859-1', 'windows-1252']
    
    for encodage in encodages:
        try:
            with open(name_path, mode='r', newline='', encoding=encodage) as fichier_csv:
                lecteur_csv = csv.reader(fichier_csv)
                for ligne in lecteur_csv:
                    if word.lower() == ligne[0].lower():
                        return True
            return False
        except UnicodeDecodeError:
            continue  # Essayez un autre encodage si une erreur de décodage se produit
    return False

def anonymiser_lien(paragraphe):
    pattern = r'https?://\S+'
    fakelink = ["fakelink"]
    nbfakelink = 1
    liens = re.findall(pattern, paragraphe)
    for lien in liens:
        fakeData = (fakelink[0]+str(nbfakelink))
        paragraphe = paragraphe.replace(lien,fakeData)
        nbfakelink +=1
        with open(word_path, mode='a', newline='') as fichier_csv:
            writer = csv.writer(fichier_csv)
            writer.writerow([lien,fakeData])
    return paragraphe

def anonymiser_paragraphe(paragraphe,config:Configuration):
    phrase = anonymiser_email(paragraphe)
    if (config.lien == True):
        phrase = anonymiser_lien(phrase)

    #tokens = word_tokenize(phrase, language="french")
    tokens = split(phrase)
    listmot = []
    #tags = pos_tag(tokens )
    entites_nommees = []
    #stop_words = set(stopwords.words('french'))
    index = 0
    pos_word = 0
    last_was_dot = True
    #for word,tag in tokens:
    for word in tokens:
        index=index+1
        listmot.append(word)
        #if (word not in acronymes and word.lower() not in stop_words):
        if (word not in acronymes):
            if((last_was_dot == True and is_in_dico(word.lower()) == False) or (last_was_dot == False and is_in_dico(word) == False)):

                if (cherche_chaine(word)):
                    entites_nommees.append(("CHAINE",word,pos_word))
                elif word in clients or word.lower() in clients:
                    entites_nommees.append(("ORGANIZATION",word,pos_word))
                elif (re.match("[0-9]+[hH][0-9]*[.]?",word) or re.match("[0-9]+[:][0-9]+[.]?",word)):
                    entites_nommees.append(("HOUR", word,pos_word))
                elif (re.match("[0-9]+[-/.][0-9]{2}[-/.][0-9]{4}[.]?",word) or re.match("^[0-9]+[-/.][0-9]{2}[.]?$",word)):
                    entites_nommees.append(("DATE", word,pos_word))
                elif (re.match(".*[0-9].*",word) and not re.match("fakemail[0-9]",word) and not re.match("fakelink[0-9]",word)):
                    entites_nommees.append(("NUMBER", word,pos_word))
                elif  word.lower() in liste_pays:
                    entites_nommees.append(("COUNTRY", word,pos_word))
                elif ((cherche_ville(word.lower()) or word in departements_france or word in regions_france_metropolitaine)):
                    entites_nommees.append(("CITY", word,pos_word))
                elif re.match("[A-Z].*",word) and is_a_prenom(word) == True:
                    entites_nommees.append(("PERSON",word,pos_word))
                elif word.isupper() and len(word)>1:
                    entites_nommees.append(("ORGANIZATION", word,pos_word))
                elif (re.match("[A-Z].*",word) and index>1 and len(word)>1 and not is_in_dico(word.lower())):
                    entites_nommees.append(("PERSON", word,pos_word))
        last_was_dot = True if re.match("^[.?!]$",word) else  False
        pos_word += 1
    nbfakeorganisation = 1
    nbfakechaine = 1
    nbfakecity = 1
    nbfakepays = 1
    for entity_type, entity_value,position in entites_nommees:
        text = textAnonyms(originalText=entity_value, textFormat=entity_type)
        anonymisedData = pd.read_csv(word_path, dtype={"original": str, "anonymous": str, "index" : int})
        found = False
        for index, row in anonymisedData.iterrows():
            if (entity_value == row["original"]):
                listmot[position] = row["anonymous"]
                found = True
                with open(word_path, mode='a', newline='') as fichier_csv:
                    writer = csv.writer(fichier_csv)
                    writer.writerow([entity_value,row["anonymous"]])
        if found == False:
            (faketext,nbfakechaine,nbfakeorganisation,nbfakecity,nbfakepays) = anonymiser_mot(text,nbfakechaine,nbfakeorganisation,nbfakecity,nbfakepays,config)
            listmot[position] = faketext
    paragraphe = (" ".join(listmot))
    paragraphe = paragraphe.replace(" . ",". ")
    paragraphe = paragraphe.replace(" .",".")
    paragraphe = paragraphe.replace(" - ","-")
    paragraphe = paragraphe.replace(" , ",", ")
    paragraphe = paragraphe.replace(" ' ","'")

    return paragraphe

def desanonymiser_paragraphe(anonymous_paragraphe):
    #tokens = word_tokenize(anonymous_paragraphe, language="french")
    anonymous_paragraphe = re.sub(r"l'entreprise([1-9])", r"entreprise\1", anonymous_paragraphe)
    tokens = split(anonymous_paragraphe)
    listmot = []
    #for word in tokens:
    for word in tokens:
        listmot.append(word)
    anonymisedData = pd.read_csv(word_path, dtype={"original": str, "anonymous": str,"index":int})
    for index, row in anonymisedData.iterrows():
        for i in range(0,len(listmot)):
            if (listmot[i] == row["anonymous"]):
                listmot[i] = row["original"]
    anonymous_paragraphe = " ".join(listmot)
    anonymous_paragraphe = anonymous_paragraphe.replace(" . ",". ")
    anonymous_paragraphe = anonymous_paragraphe.replace(" .",".")
    anonymous_paragraphe = anonymous_paragraphe.replace(" - ","-")
    anonymous_paragraphe = anonymous_paragraphe.replace(" , ",", ")
    anonymous_paragraphe = anonymous_paragraphe.replace(" ' ","'")

    return anonymous_paragraphe