amel sellami iskander charfi.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAQEAYABgAAD/2wBDAAoHBwkHBgoJCAkLCwoMDxkQDw4ODx4WFxIZJCAmJSMg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\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='th.jpg')\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "After gathering the data with facebook Scraper it's time to analyse it and try to learn from it the Tunisian dialect using machine learning tools.\n",
    "First we had exported needed libraries such as scikit-learn, numpy for data processing and xlrd ,csv for excel microsoft sheet processing."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Import entire libraries\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "## Import specific items only from the sklearn library\n",
    "\n",
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "from sklearn.feature_extraction.text import CountVectorizer\n",
    "from sklearn.feature_extraction.text import TfidfVectorizer\n",
    "\n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.naive_bayes import MultinomialNB\n",
    "\n",
    "from sklearn.metrics import accuracy_score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import csv \n",
    "import xlrd\n",
    "import math \n",
    "import numpy as np\n",
    "import sklearn.cluster\n",
    "import distance\n",
    "from sklearn import preprocessing"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "First of all we load the data in our system,we open the execl shhet files using opne_workbook of the xlrd library, then we place ourselves in the first \"feuille\" as it's where our data is located,we create an empty list and retrive the comments located in the first column."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "wb = xlrd.open_workbook('bad_ones.xlsx')\n",
    "wg = xlrd.open_workbook('good_ones.xlsx')\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sb = wb.sheet_by_name(u'Feuil1') #bad_ones in feuil 1 \n",
    "sg = wg.sheet_by_name(u'Feuil1') #good_ones in feuil 1\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "bad_com = []\n",
    "good_com = []\n",
    "bad_com = sb.col_values(0) #getting data in the first column \n",
    "good_com = sg.col_values(0) #same here "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "the following cells are just used to gater information abut the data such as numbers and so on."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "546\n"
     ]
    }
   ],
   "source": [
    "#need to pt togeather the pos and neg comments\n",
    "all_com = good_com + bad_com\n",
    "print(len(all_com)) #all comments "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#to diffrenciate btw bad and good coms \n",
    "y = [1]*len(good_com) + [0]*len(bad_com)\n",
    "X = all_com"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0, 0]\n",
      "['Miaaaaam', \"Amel Ben's Hadhemi Sliti Mariem Ben Said hata hedha ma3andek mat9oul zeda\", 'OMPV la fameuse farm crépe avc sauce béchamel champignon fromage thon a 8900 gout succulent + mojito a 5900\\n\"Smug\\'s lac the best\" sans oublier l\\'acceuil du staff ..benna 💖', 'Arbia Chahbi lazmetna ka3ba hakka', 'Saha, bechfaa', \"sa7a w bechfè lik :) wow vrmt ichahi fil tof j'espère que le gout aussi ;) c où exact stp !!\", 'Emna mara jeya na5ltou 😜😜', 'Chayma Younes hedhaaa!!!!', \"Smug's meilleur rapport qualité prix je confirme... sa7a zoch\", 'Maha Akrout aya kifeeeeeh ??', 'Sahaaaa', 'Salma Kefi Fatma Kefi a essayer hihihi', 'Siwar Arfaoui che5et 3anna', 'Hedha lundi sans discussion', 'Sa77a', 'A voir la pâte, on dirait un makloub 😊 saha en tt cas', 'Yaaaaaa', 'Prix?', 'A3az ftour f tunis', 'Prix svp pour 2 ?', 'Je confirme sa7a', 'Chawkihissen citronadi a33 mouch ken f parad ice', \"J'ai essayé ce petit dej!\\nC'était waaaaw!\\nTres tres bon,copieux!\\nانا و راجلي ما نجّمنا ناكلو شيّ حتّى للستّة متاع العشيّة😜😜😜\", 'Raw End yenj7 3alle5er', 'Abby Yr chouf Hethé', 'Oussama Sahbani ija inbox 😈', 'Bellehi win ?', \"Smug's\", \"Smug's Lac 1. Tayara qualité et rapidité\", \"Je confirme que le service d 500 est rapide w accueil chaleureux gauffre et pancake bnen et on n oublie pas l'I 9hawehom bnina ! Mais nhart li amalt prit déjà j ai pas trop aime jus (yessser hlow) w jben hasitou kdim chway !\", \"Bsr Aman smug's win Bithabt ???\", 'Imen Mehrzi awel 7aja na3mlouhaaa !!!!', 'Houçem Nefla Ahaya eli 7kytlk 3leha', \"Pour un ptit déj qui est le meilleur\\nSmug's ou côté jardin\", \"brabi anehy khyr smug's lac ou bien smug's lmarsa pour un brunch ?? sinon si vous avez d'autres adresses à me recommander\", 'Super 10/10 9bila 3malet petit déjeuner', 'Kifkif ezouz behin mais lmarsa 5ir pask lac dima m3ebya', 'Se3a bniiin ale5er peut etre el pâte ma 3ejbetekch kima Pizza Hut', 'Smugs lac Ennaser et la Marsa', \"smug's ;)\", \"Brabbi shkoun yaatini l'adresse exacte de smug's la marsa et mercii :)\", 'Emna Chakroun jdida atheya !!', 'Yes tse3dek theb lmelaah aa sbeh', 'Ummm saha 😘', \"Hello mouledkom mabrouk w snin deyma. OMPV un petit déjeuner/brunch à Smug's lac 1 super bon, accueil chaleureux, service rapide, personnel sympathique, j'ai pris un brunch à 14dt500: café noisettes,jus de fraise et framboises, Pancake Nutella, croissant salé(omelette et jambon ),tomate...\", 'Fadwa Dhraief Dhraief Feten Jrad Rabeb aya kifeh ??', 'saha', 'sa7a faut il reserver ?', 'Sa7a alik andek tel w mefte7 karhba :D', 'Hhhhhh hetha petit dej 😂😂 thaher min manther plat yesser bnin saha', 'Chnowa ismou le menu ?', 'Tnajem enti te5o l cafè par exple weli m3ak jus sauf si ken tt les deux thebo cafe w jus ensemble alors wa9tha tzid', 'Sihema Karoui wa9teh nemchiw', \"Seifeddine Ben Saad smuuuuuug's :p\", 'Sahha sahha ...chahhitouni 😟😟', 'ya3tiik essa7a Khaoula It was delicious! marra jeya on ira ensemble ;)', 'صحة فطوركم\\nBarchaa benna 😃😍', 'Khaoula El Mehdi w a7na wa9tech', 'Noura Ouafi 9oul el fatma', 'Mmmm un délice', \"wallah tbarkallah c'est top...el7adher ywassel lel ghayeb..inchallah kima malmoumin fel 5ir..wenchallah dima teklou fi 7ajet bnina pour nous\", \"Smug's a l'entrée de La marsa sur la droite\", \"Ompv au smugs la marsa un excellent petit d j, brunch, dejeuner appelez le comme vous voulez mais c'était hyper bon avec un personnel très accueillant! Je vous recommande le menu The Generous pour 2 et même 3 personnes a 29.900 👌\", 'non non pas du tt mouch m5altine !! c vrai ds le mem plat mais mnadhma !', 'Non bnina barcha et présentation vintage moderne', '12 d bnin wichaba3', 'Dhaher fih ebnnninnn', 'Pizza poulet panée+mozzarella +champignon+ oignon caramélisé bniiina', 'Hezni m3akkk 😭😭😭😭😭', \"Brunch pour 2 personnes à Smug's :)\\nQuantité généreuse, ichaba3 3alle5er w bnin !\", 'Sahha prix brabi ?', 'Oumaima Kheriji Sabrine Kh amaaaaaaan', 'hhhh dkhalet ltaswirtek bech nchouf fomek kbir ou nn :p saha w bechfé', 'Manel Tmar Akremi Imen Boughazli nemchiw amaaan', 'Petit Déj Tayara Allekher W Service Très Rapide W Accueil Chaleureux... Vraiment Barcha Benna ❤️', 'Mmmm', 'saha tae Ennasr?', 'W ena winn 😔😔', \"A smug's\", 'Miiiaammmmmmmmmmm 💜💜💜💜💜', 'yessser alina ya eya', 'القنبلة ... crépe sauce glace', 'Rahma Rahma Trabelsi 7aja k hakka mithel !', 'OMPV big burger pizza bniiiina', \"Myrîâm Brinis Nadia D'haimi :\\\\ :\\\\ lazem nemchiou !!\", 'OumaymaNefzi na3fek tchii5 alihom hal fazet 😍😍😍', 'Bnin yfata9 ena mon préféré', \"Hjaa bnina barchaaaaa ndour ndour wnarga3 l smug's\", 'emm', 'win hetha?', 'Oui tayara cette formule les petites patates mabanhom les jambon fumé tout est bon .3andi barcha mamchitech khalitha 13 dinars mêla ghlet', 'Un espace chaleureux , service rapid w breakfast bniiiin barcha 😍', 'El taswira hedhi kol mara nra had mhabatha !', 'brabi chnowa ismha pizza', 'Azza Latrous fel programme hhh', 'Miam miam top 10/10', 'Eya Boukadida njarbouh hedha', 'Saha', 'Fine hedha svp', '3alemiiiiii 😍', 'Sa7a jarti 😁😁', 'Sa7a ou far7a prix svp ?', 'Bichfa.', 'Saha jiji 😍😍😍😍', 'Dbarti behiya ❤❤', 'Sinda Bm', 'Mariem Tamtam Rihab Marzoukii Nedra Dridi samedi ?!!! :*', \"Menu big Smug's a 20dt vraiment idawe5555 iwakel 3 personnes un deliceeee\", 'Rytou hal mignon lyoum mashallah alih , rabby yfadhelhoulk et saha l brunch 😊', 'Imen BenAba l9ina win noftrou 8odwa', 'Sami Chakroun kifech mfhemtekech', 'Bientôt f lac 2 nchallah', 'Sa77a w bechfé', \"Coucou tout le monde 😀\\nAlors juste 3al faza mchit ftart chez Smug's & Go fel manar 3 au kiosque oillybia : un sandwich et un dessert au nom bizar mais extrêmement succulents !!\\nJe n'ai pas attendu 1h 😉 tic tac le temps d'une petite pause déj.\\n#free_smugs #soyons_objectif\", 'Ah ouii.<3', 'Ahlem jo3eet 😜😜 neemchiiw 3laa 9rrribb 😆😍😍', 'Oui oui :p Amani Mouelhi', \"OMPV a smug's la marsa un délicieux petit dej...je vous le conseil 3al leeeekher 😎😎😎\", \"Bonjour smug's mta3 nasr svp\", 'Be9adech formule pour deux personnes', 'm9abel via vai', 'sa7a, le nom et prix des plats stp', \"Sa77a\\nC où exactement smug's?\", 'Win blasto w esmo?', 'Malek Rgg njarbohhaa?', 'Saha hafoutha beyna bnina :D', 'Bizarre d habitude elle est super délicieuse leur pizza burger!! Baz le pizzaiolo mouch fi sa7nou nharet ha loool bon la meilleure reste celle d ennasr...', 'emela tawa na3mel 1er mi temps fi ariana w nkammel fel nasser :p :p', 'Ekher mara ritek en régime :p saha :)', 'Hhhhh oui oui mais un peu de changement yeziii mél régime loool', 'Sa7a,pour deux personnes', 'Bsaha ouraha', 'Je confirme bénnna 3la bénnna!! 😊', 'Ena je parie mé ifoutich il 5 minutes fi sahni :)', \"Bon moi je l'ai mangé sur 6 fois et je l'ai partagé zeda w chay ma 7abech youfa :)\", 'Lol :) sahha ou bichfé linnes illi klét il koll :)', 'Bedoui Intissar Amira Boughdir un régal n3awdo nmchiw mab3adhna :D', 'ma3 wa9tech youfa leur petit dej svp?', 'Un tacos sans piti loool on ira ensemble nchlh!!', 'Houssem Ferchichi bhia pizza win fi naser', 'salade chicken grillé. ..Benna 😁😁', 'Farm crêpe (8dt) Tacos poulet (10dt500) , Oreo shake et nutella thrills: mo5ek ye9ef!! Merci pour ces délicieuses préparations!!', \"Asma3 tji l smug's rahi ba7dheya kont tnajem tjibli sandwish m3ak 😂😂\", 'Hhhhhhhhhhhhh je mange tjrs ghadi tawa net3adelek c jours w ras hobi', 'Eyyy aman 9bal manebda fil regime 😘😘😘😘', 'Behi amoura walah tawa nkalmek menghir manzid nchahik fama barcha fazet bnen 3al le5er', 'Chahitouni bech ndhou9', 'Tik saha, je recommande vivement. Ma pizza préférée c celle avec smoky chiken et pour l hamburger je recommande celui au camembert, un déliiiice', \"Smug's\", \"smug's\", \"trait d union manzeh\\noxford lac\\nkeens café sidi bou\\nsmug's marssa\\nthe hills Carthage\", \"Smug's Ennaser\\nSmug's lac\\nSmug's ElMarsa\", 'win najm nal9a Cheesecake behya !', \"Smug's\", \"Smug's / La Focaccia\", \"Smug's ; )\", \"Smug's la marsa\", 'Sa7a ,stp c celui de la Marsa ou de Nasr ?', \"Smug's\", \"Smug's 3andhom haja lux\", \"Smug's😎\", \"Meilleur pancake zone Ennaser Menzah SVP ? D'avance merci.\", \"smug's\", \"Smug's\", \"Smug's lac1\", 'les 2 par contre mta3ek yfat9ou ki ça depend mta3 lamine nahdi', \"Smug's\", 'smug ou versaille le meilleur', \"Smug's\", 'Smug´s lac 1', \"Smug's\", \"Smug's 😁😁\", 'Yup et yasser bninaaaa ^^', 'Ouiiiiiiiiii', \"Smug's la marsa\", \"Smug's nasr\", \"Smug's lac\", \"Smug's la marsa\", 'Smug´s', \"Smug's\", \"Smug's\", \"Smug's\", 'Ma3ndi men9oul service rapide bouf alors là metahkich bina 3alemiya bravo smugs', \"Je suis vraiment déçue !! Le service se dégrade vraiment : koll chay, qualité du service, la bouffe est dégueulasse. Le macchiato n'est que tarf hlib bil chocoline :/ #smu'gs lac1\", \"hello Smug's :*\\nservice très accueillant, très bonne ambiance,staff trés sympa sur tous #3am_youssef mrc 3al cadeau ili 3matholi :) ,Propreté tres bien ,Menu: riche\\na bientôt <3\", 'ki tji habibi tw nemchiw :*', 'Service tayara Mekla bnina barrcha badlou w3amlou barcha fazet jdod bnen j’ai trop aimé ��', 'Bacon burger! Binna', 'Kol chay bnine 😜', '\\ude4a\\ud83d😍😍😍🙄🙄', 'Lezem houni, tji eamel 7esba.. tatla3 7esba.. tu peux pas te contrôler *.* DELISH ♡', 'Qualité 👍 prix 👍 ❤️💗', 'Mojito energy drunk + Crunchy burger 👌❤️ du dèlice ❤️❤️', '#smoothy #framboises 😍 😍 😍 😍 😍 😍 😍', \"J'adoooore ce café tt est parfait: bouffe, boissons, personnel... ♥♥♥♥\", 'jdr <3 ambiance ta7founa w barcha 7ajet bnen :D', 'décore 3alaaaaaaaaaaaaaaamy! et encore some delicious cupcakes! <3', 'ambiance aalamya', 'Sa7a sa7a :* :*', 'sa7a w bechfé..w tawa chweya sport. ;)', 'Bninnnnnnnaaaaaaaa \\U0001f95d\\U0001f95d\\U0001f95d', 'Petit Déj Tayara Allekher W Service Très Rapide W Accueil Chaleureux... Vraiment Barcha Benna ❤️', \"Lahkika mchit dernièrement l smug's marrtine pour prendre un brunch et c'etait très très bon et copieux, w hatta serveuse li ghadi nachta w 5addema\", \"Vous avez de la chance..Ena j'aimerai bien prendre un pti dej dans un joli endroit mais wahdi manhebech😐welli nkoulou ye5dem wi kif yerteh il préfère dormir😣\", 'Riadh sa7a yo93od lmidi??', 'Saha 😍', 'Miaaam\\nSaha', \"Brunch pour 2 personnes à Smug's :)\\nQuantité généreuse, ichaba3 3alle5er w bnin !\", 'Miam miam saha wobechfe😘😘😘😛', '3alemiiiiii 😍', 'Bizarre j en ai mangé aussi w m3aha pizza o5rine w bnina 3alle5er athwe9 c tout smugs ma3roufa bel big smugs mouch ken fennsr hatta lac', 'Mandhrha ichahi', 'OMPV big burger pizza bniiiina', 'Stp à par le fromage chnowa fiha kol mara nemchi n9oul bich nekhedhha après nbadel rayi', 'Yeklouh 7ata 3. Ena klitou Ena w sa7ebti men awel morceau chba3na', 'C trooop bon ! Tkamel mena tefchel mena hhhh', 'Saha :*', 'Karim hhhhh nkamlouha za3ma?', \"Sahar Ben Brahim sayééé walit n7ebha smug's !!! :(\", 'Anis Abouda houma jarbou wahna wa9teh 😍😍😍😍', 'Yassine Negra haaya teba3 el régime walah :p :p', 'saha w bchfé wided .. bayna bnina', 'صحة فطوركم\\nBarchaa benna 😃😍', \"Hjaa bnina barchaaaaa ndour ndour wnarga3 l smug's\", 'sa7a wbechfa', 'Miam 😍👌👍', 'Ena betbi3ty leger nheb ken l haja l khfifa ta nhabil rohi :D saha 3chirty matra7 mayesri yemri :D', 'Saha prx svp ?', 'saha , les pix svp', 'Fihe echffee', \"brabi anehy khyr smug's lac ou bien smug's lmarsa pour un brunch ?? sinon si vous avez d'autres adresses à me recommander\", '3jebni le commentaire 😂', 'Frida Boufaied 9ombla :o', 'Bravo Saif Tebai pour cet combinaison', 'Mm le prix svp', '❤🍫', 'Sa7a Benti 😘', 'Oui je partage le même avis que vous pour le petit déj de 500 menzah 5 petit déj Behy bnin mais surtout le service et l accueil !', \"billehy bkadech petit dej 2 personnes f SMUG'S ! w j aimerais bien avoir une idée donc n'hésitez pas à partager des photos! merciiiiii <3\", 'Medhedi Metoui aya temchi?', 'Mahran Rahal fama menou hetha ? Lol', 'Ah bon 4 dt kahaw !!! Sur', 'Miam miam daher bnin 😍', 'Ech esmou ?', 'Imen BenAba wa9teh ?', 'Med Malek Khammessi zeyed :p', \"Menu big Smug's a 20dt vraiment idawe5555 iwakel 3 personnes un deliceeee\", 'Sahha naddou', 'Amira Melki Zas nemchiw ?', 'sahha ou bichfa.', '14dt/personne\\n\"Fema f ennasser w lac1 w marsa\"', 'Wajih Oueriemi yanja7 nn?? 😜😜', 'Win fil marsa?', 'Win f naaser brabi', 'Mon dieu un pure délice wallah', 'Amin Aminn tetfaker ki 9otlik nodkhlolou? Ken sma3t klemi! 😢😭', 'Omar haya :)', 'Hana Rym wakteh nemchiw', 'Ensaf Chouki aya kifeh :p', 'Yaaa aman syf jey nheb nemchi Omaima Troudi', 'Taw nemchew wiwi', 'Siwar Wafa Maha Souha ennés lkol jarbettou, a7na wa9tech ?', 'Naouel w nemchiw hne zeda', 'Sa7a sa7a', 'Michket Wesleti wa9teech?', 'Kmar Kmar win hedhi fel lac', '', 'Mch 3arfa m3a chkoun ama lezem nemchiw :p', \"Smug's eli 7garnehaaaa Hedia Mechergui\", 'Hamdouch aya wa9tech?', 'Saha lik! Mais c quoi exactement un burger ou une pizza?', 'Ne soyez pas un panier perce et apprenez a fabriquer a la maison ce truc facile avec un peu d imagination.un pain chaouya precuit achete au mg et a couper en deux et mettre au four a dorer 5 minutes .. fourrer avec tout ce qu on veut,mozarella parmesan tomates basilic ,ail ,sauce tomate fraiche a l huile d olive ,thon', 'saha ya rouhi', \"C'est quoi Brabbi ca l'air appétissant.\", \"OMPV chez smug's ennaser 2\\nPizza burger pour 2 personnes a 22 dt bniiiiiiiiiiina\", 'Je confirme', 'Smugs', '', 'smugs lac', \"Bsr Aman smug's win Bithabt ???\", \"A smug's\", 'hahaaa du tout!! enfin CT hyper soft et sain pour moi, tu en sors rassasié mais surtt leger (bon je te les recommande, mais un par un of course :p ) y a rien de gras là dedans! ama enti Marouen na3rfek mekch gourmand 7ata tarf :p donc lance toi!', 'mamit feha hier :p', 'Waw waw kol chei kol chei dhaher bnin', \"Hhhh accueil chaleureux w pizza bnina inchalla c est vrai j'habite Just a côté w mchit 3 fois me rit fihom chey déjà l accueil nebdew netmana yjini serveur et pr avoir la commande et manger pffff une heure w jebouheli mabloula bil mee w halla hlila par contre la promotion C est nouveau et srtt mchit au début C t très bon mais allah ghaleb 3 fois après raté\", 'Belhassen shaebi te3jebeni enti ma3neha dhwa9a el pizza hehdi :p', \"Les formules p'tit-déj à Smug's sont tout simplement exceptionnels !!!\", \"OMPV a smug's la marsa un délicieux petit dej...je vous le conseil 3al leeeekher 😎😎😎\", \"smug's ennasr c où exactement svp\", \"OMPV 😄2 #big smug's burger pr 4 personnes et la surprise💖💖 le fameux #BIG mojito 😀#offre à ne pas rater je vs conseille d'y aller👌👍 ..\\n(2 big smug's ==> un #big mojito gratuit)\\nun grand #merci pr l'accueil chaleureux et tte l'équipe #Smug's #Ennasr ❤\\n#Skan #Mario 😄\", 'Houda Daddou haya nimchiw', 'Une bonne adresse smug\\'s nasser la fameux \"smug\\'s pizza burger\"', 'win hedha smag\"s bedhabet', \"Smug's nassr ou lac\", 'Marwa Lahouel 7ram :(', 'salade chicken grillé. ..Benna 😁😁', 'Farm crêpe (8dt) Tacos poulet (10dt500) , Oreo shake et nutella thrills: mo5ek ye9ef!! Merci pour ces délicieuses préparations!!', 'win najm nal9a Cheesecake behya !', \"tout est HYPER bon au Smug's :D miam :D\", '', \"Smug's lac\", \"aussi barista's , smugs ,cooks , topkapi\", \"smug's\", \"Sa77a w bechfé ça a l'air délicieux\", 'Yasmine hetha l mara jeya :p', 'Maha Akrout kifeh taw ?', 'Saha wou bel cheffé ! Chabe3ek netsawour medem klitou el kol wa7dek', 'Saha cholestérol 😁', 'SAHA maroumti tchahiiiii', \"je suis un client fidèle aussi chez smug's la marsa l'autre fois khthit un delice cheesecake ferero <3\", 'Bien <3 elyoum njarbouh', 'Sana Bahloul na3mlouh marra ;)', 'Yasser yenja7 hedha', 'Maa Mar nmchiw 😍😍😍😍', 'Souhaila Ben Massoud nemchou ??? :p', 'Hedha khyr ;) w ena meshyt lehom zouz', 'Sa7a prix ptit dej', 'Nesrine Guermazi Emna Guermazi lezemna nemchiwlou hetha ;)', 'Firas Ben Ayed : 7atta hamed 9allek y7eb nemchiw :-)', 'Sarah Jebali BenMbarek cho hedhi khir', \"Smug's lac 1 après une petite dérive change de menu et lance un nouveau menu fort sympatique\", 'Safé Ghouma Ayadi l tawa la 7an alina rabbi', 'OMPV la fameuse farm crépe avc sauce béchamel champignon fromage thon a 8900 gout succulent + mojito a 5900\\n\"Smug\\'s lac the best\" sans oublier l\\'acceuil du staff ..benna 💖', 'Je confirme', 'Sa7a l bacon 😨', 'EmnaYounsi pr remonter le moral :p darba darba', 'Hathaya el b jnab gaurmandise', '', 'Win exactement brabi ?', 'Salma Mokrani, ghodwa !', 'je confirme', 'Nader Jenhani Nadia Jenhani wa9teh nemchiw ??', 'Salma Ferjeny wa9teh nemchiw', 'Nahed Cheikhrouhou ena bch nsaba7 ghadi winti ??', 'Hela Rais sa7itek', 'nensa7 bih  Douha Houaes', \"Smug's\", \"Smug's ouvert demain !\", \"Smug's\", 'T3ayefffffff 😖😖😖\\nB 22dt w kolha 3jinaaa w mafeha hatta benna w hatta gout\\nMayghoroukomch tsawer', 'enchala ma to7slouch kifi 3al 7it ', '3al 7it ', 'el 8le wel kwa ', 'fama des questions yetar7ou kima chbih ma fama ken croissant wa7da w chnoua elli fil kess la7mar ? ', 'el kathra w 9ilit el manf3a ', 'el 9onbla crepe sauce  glace t3ayeff ', '3jebni le commentaire 😂', 'masit', 'kolou cholosterol kifeh teklou hetha el kol w zid b 30 dt', 'to93dou testannéw barsha aman ?', 'Ahmed Zouaoui chnwa rayk', 'Mriiwa Aloui Maw tfehemna manech mte3 pti dej :D pti dej à 15h :D', 'hhhhhhhhhhh Issam Ghanem', 'nhar calorie fel smugs', 'Mz3ejbekch ???', 'Yhebelha chhar entrainement ba3d tachkila hedhi : D', 'trah a3tini bo993a 5ir w ar5ess pr un brunch mme mouha sfar???', \"sahha c'est pour combien de personnes ?\", 'Ahahahah tbarkallah aala wkhayy', 'chnouma les suprises et soyez précise svp, merci', 'Classic hamburger not that bad ; better to avoid the mustard ; but as something to drink i really recommend the caramel macchiato so sweat !', 'mana3rach 3leh fi tounes el 7aja awel mat7el ta7founa w ba3ed temchi w tetbalbes.cheesecake t9oul men 3am el 7arb ??', \"Avoid bubble gum cold drink, otherwise it's a 5/5 :)\", 'When in \"30 minutes it\\'ll be ready\" turns into more than an hour of waiting. I wouldn\\'t come here again despite the food being good', 'Kol chay bnine ??', 'all is good but not panini.', 'Horrible service yet a very delicious burger', 'Service merdique...', 'Bad service', '????????????', '????????????', 'J’ai beaucoup entendu parler de l’endroit mais je suis finalement déçu. Table sale, et le pain utilisé dans le sandwich est de mauvaise qualité. Et j’ai mâché un os au passage dans la garniture. ??', 'Sweet breakfast ??? à ne pas rater ?', \"Le meilleur hambuger que j'ai goûté,un vrai délice ??\", \"Merci aux organisateurs . C'était bien ...mais bon... Quand on a près de 40 ans et veux qui sont autour ont la moitié de mon âge ...on se sent heureux de voir ces gens sourire et échanger ...\", 'Les prix par rapport à la quantité sont exagérés.. sinon tout est excellent :-)', 'Le burger est bon mais pas délicieux. Pr le même prix je préfère le zink..', \"J'adoooore ce café tt est parfait: bouffe, boissons, personnel... ????\", 'Très bonne bouffe malheureusement le service est trreeeeeees très très mais vraiment très lent!!! Passer 1h pour avoir son petit dej, non merci !!!', 'Cheesecacke yesser bnin w service excellent mais pour un samedi yesser joujma', \"Les cookies sont merdiques!! Non mais vraiment ils sont pas digne d'être appellés des cookies !!! C'est des pauvres minables 'bachkoutou' pas plus....\", \"Aujourd'hui c'etait la catastrophe a smugs , le serveur nous ramene une fausse demande et il a refusé de la changer !! C'est impoli !!!\", 'Le cup cake date de la première guerre mondiale.Il est temps de boycotter', \"Service y3ayyef malgré que l'endroit et les produits behin...\", 'Lezem houni, tji eamel 7esba.. tatla3 7esba.. tu peux pas te contrôler *.* DELISH ?', \"Le service se dégrade de plus en plus c'est vraiment dommage\", \"Rien n'est plus comme avant ! Service beaucoup trop long avec un café totalement glacé après 1h30 d'attente! Aucun respect de priorité!\", 'Le cup cake date de la première guerre mondiale.La qualité de pire en pire à chaque fois. Il est temps de boycotter', 'Gateau au chocolat ????', 'Pas trop satisfaite par rapport qualité prix', '....c pas très fameux... :-/', \"Service tressssssss lent et mou manger avant d'y aller pour ne pas crever de faim\", 'El cookies is not good ????? ??????', 'Tarte ferrero !!?je la déconseille fortement :/', '???? ????? ???.... Machrou3 pedophile !!! Bref crêpes 7aja heyla', \"Service très long, avant de commander une crêpe farmer penser a attendre 1h30 pour qu'elle soit a table :(\", 'Service merdique avec prix chers produits non existants', 'Service hyper lent', 'Qualité ?? prix ?? ????', '#smoothy #framboises ?? ?? ?? ?? ?? ?? ??', '#milkshake #Nutella ?? ?? ?? ??', 'Pas vraiment fidele a sa reputation', '#cheesecake #oreo ??????', \"#smug'spizza ????\", 'too costy and its not like its worth it, the place is too small and also like a lot of cofees in tunisia theres no place for non smokers ,  guess what , they blocked pavement so nobody can walk there', 'Quite pricey. Nothing special here much like most other places in this area.', 'Le pancake banane nutella est très délicieux. Le service est bien, quoique un peu lent.', \"Accueil correct . Le mojito est bon . Mais l'espace est petit et très bruyant .\", 'Mojito énergétique le plus bon ??????', \"La qualité du service s'est dégradée... la table est sale, les couverts aussi. J'ai pris un pancake au nutella, C'était bon mais les pancakes ne ressemblent pas à des pancakes. Je ne reviendrai plus..\", 'Le service est très lent mais la qualité est bonne. Par contre je ne conseille pas les gateaux', \"Preparez vous a un delai d'attente interminable\", \"désolé la note 8.5 /10 c'est trop exagéré, la qualité dernièrement est devenue très mediocre, le service est catastrophique et très très lent, surtout pendant les pauses déj; ena n5dem juste à coté, konet nemchi au moins 3 fois par semaine et a chaque fois nendem w nrawah deçue, et aujourd'hui ca sera la derniere fois inchallah , après 2 ou 3 fois salade bel trab, et Brunch avec des fruits fessdine , malgré les excuses des gérants (kol mara wehed) mais rien n'a changé\", \"On n'a rien MPV hier soir à smug's la Marsa. On avait commandé un sandwich et un burger. 40 min d'attente et toujours rien😡 qd a demandé au serveur si ça sera encore long, à chaque fois i9olna haw c'est bon 7adher. Bref, On a dû quitter les lieux et le pire aucune excuse de la part du gérant qui nous voyait partir. Dommage...\", \"Diiiiiiiimaaaa haka Smug's c'est graaave!!! Fil Lac koool manemchi nadhreb 7 snin nestana fil commande hata ki yebda feregh 😡\", '3lik wa3la freddo lac 2\\n#freddolac2', 'Hhhhhhhhh ya 7asra 3leha smugs', 'jarréb celui de versaille f ennaser w ed3ili bl khir !', '3lech haka kol chay fou9 ba3dhou!!', \"Le fameux zaama zaama 'red fruits pancakes' 😡\\nC'est euh.. c'est juste 'red' quoi ! Degeu !\", \"yahkiw bjadd'hom walla ifadlkou ??? :o\", \"Mauvaise expérience lyoum fi smug's ennasr !! Men 10.45 wena ndour f nasr bech nal9a 9ahwa feha tawla fer8a .3ad mchit el smug's 11.30 w tellement fadit b9it nestana fil beb bech tefra8 tawla..ba3d rbo3 se3a fer8et tawla mchit b9it nestana f serveur yji . Je 11.50 5tart 2 brunch 9ali ok w ba3d...\", 'Lė t3ayef el kolha 3jina', \"mahich bnina 7atta tarif zeda , feha 3 couches de pain gras super gras mbasses barchaa bsal doré chweya viande haché w felfel 7ar mais 7aaaaaaaaaar ,le fromage qui déborde est mis juste sur les bords w mahouch bnin jemla zeda w zid nestanaw 45 minutes pour l'avoir j\", 'J\\'ai mangé pour vous big smug\\'s chez smug\\'s ennasr \"manther akahw \" 😐😐😐😐', 'ena jetni intoxication minou', 'Exactement !', 'Je confirme :(', 'J en ai goûté fi lac , i9wiya mouch mil binna c industrielle, ki rawa7ana birdit wallet plastique 7acha ni3mit rabbi', \"Petit déjeuner Zone lac 1 bi 5laf smug's w la Croisette\", 'Hhhh chouf chouf Mariem Melki Kimo Omri', 'matfakrounich hhhhhhhhhhhhhhhhh', 'rodou belkom temchiou mekla 000000000 hhhhhhhhhhh', 'Ye5i normal mafih chay mahouch mta3 30 dinars trop cher', \"ama eli msawret'hom inti 4 brunch! ama réellement hedha eli b 14dt500 😑\", \"Un petit dej nul chez smug's la marsa\\nLa nourriture était froide qui n'a aucun goût.\\nRien n'était bon..\\nToast (non grillé) , patatos froides et trop huilées\\nLe bacon de boeuf alors là YÈBES\\nMal9it manekel a part les sauces 😑\", 'Deja ki tchoufou bark ma ychahich (présentation mech hlowa)', 'C grave le truc nte3 les ptits dej froids :o noftrou f dar khir wala -_-', \"petit dej smug's manajim n9oul 3lih ken 7aja wahda 7acha ni3met rabbi ndimit nidimit ili mchitttt !!\", \"smug's awel ma7alet ta7founa mais mba3ed ma3adech te3jebni cheesecake t9oul men 3am el 7arb ka3bt el oreo beyta w el panini mafih chay special.\", \"mahich bnina 7atta tarif zeda , feha 3 couches de pain gras super gras mbasses barchaa bsal doré chweya viande haché w felfel 7ar mais 7aaaaaaaaaar ,le fromage qui déborde est mis juste sur les bords w mahouch bnin jemla zeda w zid nestanaw 45 minutes pour l'avoir j\", \"mahich bnina 7atta tarif zeda , feha 3 couches de pain gras super gras mbasses barchaa bsal doré chweya viande haché w felfel 7ar mais 7aaaaaaaaaar ,le fromage qui déborde est mis juste sur les bords w mahouch bnin jemla zeda w zid nestanaw 45 minutes pour l'avoir\", 'Hlow w mala7 kifech? ifrez w bara', 'Je confirme service hala', 'Ena mchit w mafama 7ad fergha w 93at nestana 1h hhhhh', 'Oui dima lezma el.attende mai mekla bnina dima n9olhom baad man3adi el commande n9olhom el karhba hatitha fi position cv pas w tawa hay fama blassa behya w nemchi n9achich min happynes parfemerie', 'Ey dima hakekaaa nistana fil i3ana', \"Je confirme zide i3adioulik menu bil ghalite et ikolik 5aless je m'en fou\", 'Wlh klit 3andhom crépe el pate naya feha ken frommage bnin ...', \"Même les sandwichs 5aybin ena ki klit 3andhom j'ai eu une infection intestinale !\", 'Jarrreb crepe mtaa ci gusta lac2 w tfakarni', 'Ah NOn je te conseil pas 😕', 'T7essou yetekel par étage 😂😂 w 17 dinars c correcte comme prix 🤔🤔', '17 tnd yaser 3lih', 'kifech yittekil', \"Nnnn vraiment c du l'arnaque mchit we ndemet j'ai payer 30d hram mchit un lundi service 0 we ftour maset laset\", 'Chay ma3edech waleh bidouna cette pizza....', 'loool lwah 19 dt , belmbet ? hhh', 'Ena mchit El smugs lac .el service catastrophique mel awel kanet tayra. Se3a jus 9dim Wel 9ahwa berda wkif 7kit m3a serveur 7seb rou7ou masm3 chay dommage ....', \"smug's apar tasawer fl les groupes f denya mafama chay c null\", 'sa7a ama donut klitou 3andhom sarli 2 jours mafih 7ata gout 7acha ne3met rabi', 'Surtout pas vraiment kan ta3mel shan mokli fi dar kire we service 0 we pour deux jebena 2petit tranche pain kotlo zidna ma3ejbouch CE nul fok alikom', \"pas mieux que la bssissa, oeuf arbi, dattes flocons d'avoine :)\", 'slm billehi blaisa hlowa pour pti dej ... a part smug s ... iktirahatoukom merciiii', 'meskina noura xD', 'smugs null,je l ai essayé au lac marra pour un cheese cake ,mara pr un hamburger ,ma rjaatlouch.selon mon gout,flop', 'Nulllllll hata mtaa lac', 'ech t7ebo talkiz w t5alwith machoftha ken fi twansa', 'Hedha big brunch??? 🤔🤔', 'Marra j ai pris une formule contenant café jus w pancake .. l pancakes sont nuuuuls .. jus kiwi banane fih 9rouseya w café crème feha baaaaaarcha mousse !!', \"smug's ennasser brjoulia y3ayf :/\", \"smug's 3al 7it la luna moyenne et via vai service toooop mekla top le seul inconvenient yesser tet3aba\", \"bellahi 7a9 hedha el koll mouch ken mchit chrit sabgha behia 5ir melli boudourou elli 3amlet'ha\", \"Du n'importe quoi mchit bidhemma pr goûter w zedet hazzit des invités alors la catastrophe pr commencer il a fallu 45 minutes et puis la surprise la pâte est tte mouillé il m'a dit C est peut être le fromage hachmouni ma3atha C est pas sa faute C est bien dommage w khssara kol win nemchi na3mel les remarques et puis ça y est trabbiiiiiiit\", \"Hier j'ai mangé big pizza burger chez smug's lac vraiment t3ayeeeef aucun gout ena j'ai pensé eli hya bel7a9 pizza ma7chya bel fromage w bracha 7ajet l9itha 5obza tabouna chey7a tghases ya pa de fromage w l7am mafroum men de5el ma7rou9!!!! Vraiment déçu 3ale5er en plus jebhelna beeerda en tou cas je le repetrais jamais\", 'Sadmit 3omri aussi 5obez assil tal3it flop 3al li5ir', 'Le pire eli howa 5obz bel7a9 w à 22 dt', \"C vrai smug's lac service null w personnel 3al 7it apart enou mayjiblk l commande ken ba3d se3a w berda w5dhina slata feha cha3ra\", 'Thahra tchabah 5obz el 3id lekbir 😣', 'ya weldi amuse gueule, wala kamya!', \"Service bizarre et inhabituel lyoum a .#smugs lac, trés trés lent, presk 1h d'attente, de5lin b3athom,des clients yetchakew..service pour la première fois mérite 3/10, mais le pti dej est tjs délicieux 10/10. Nchalah tkoun just lyoum.\", 'Bonjours tt l monde, on est actuellement à smug´s, les gaufres et les pan cake sont très bon (8.5/10 et 9/10), le icecaramel aussi (8/10). Par contre on a été déçu par le milkshake stobery qui, je précise, est fait à partir d\\'une glace \"thelja\" fraise, celui de 250 mil donc s\\'a sera un 4/10', \"Tawa honnêtement tu appelle et tu te deplace et tt ça pr une salade!! W Mel lac et ds un salon de thé ? ?? Et à emporter ! ! Et tu t'attends à quoi??!!\", 'Hahahhaha tmtc …', \"Franchement service khayeb w mekla brûlé.. smug's el lac khyr b barcha ..\", 'A333 melka t3ayeef mahrou9a en+ j vu quelques cafards :( chnowa hedhaaa mala hala wehd 3ayfouh ....', 'Nemchi b rayek si Baccar Aziz hhhh, je passe au plan B', 'T7esk msayba gholk hna😂😂', \"Bjr va falloir revoir la recette des œufs Benedicte... j'ai reçu deux tranches de burger sec yghassess avec un œuf dur avec un soupçon de saumon le tout couvert de mayonnaise industrielle...\", 'mana3rach 3leh fi tounes el 7aja awel mat7el ta7founa w ba3ed temchi w tetbalbes.cheesecake t9oul men 3am el 7arb 😖', 'El cookies is not good يابسه برشااا', \"Service y3ayyef malgré que l'endroit et les produits behin...\", \"Un petit dej nul chez smug's la marsa\\nLa nourriture était froide qui n'a aucun goût.\\nRien n'était bon..\\nToast (non grillé) , patatos froides et trop huilées\\nLe bacon de boeuf alors là YÈBES\\nMal9it manekel a part les sauces 😑\", 'Mnin tebda tekelha hedhi hhhhhhh', 'Ana ghi nchouf le fameux jus de fraise et le jus de citron et dak salami et le pain pas complet Naaref.que c une nutrition pas saine et je l évité le petit déjeuner dyal sah mazal marftouh', \"Saha ou bichfe ,les serveurs fi tounes ki jyou yebdaw dezin fiha 3andhom memoire 4 Go bech mede stylo ou kayed choufha 3ibe ou nakiss fi mo5ou ya 5ouya ki mo5ek enti jrana pk 7achem fi rouhek ou feded clients ! Ken enti tansa commande mena eli fi cuisine yansa recette zeda ?!!! En Chine et au Japon 3amlin check list tu mets une croix sur le plat qui tu veux puis le serveur passe pour l'enregistrer je pense Mich kwiyen kad les japonais !! Manque d'organisation et de suivi par le patron\", 'Normalement l brunch howa eli yo93ed plus tard que le petit déjeuner', 'Fi nasser fama ken la luna te3jebni fel les.petits dej.sinon.lkol zéro', 'Service behi ? Fibeli yesser testana', 'Aleh tekdhbou w taamlou fi publicité y3aayef yessir', 'rakazly 3al el 22dt 😂😂😂', 'T3ayefffffff 😖😖😖\\nB 22dt w kolha 3jinaaa w mafeha hatta benna w hatta gout\\nMayghoroukomch tsawer', 'Vous avez fait une réclamation ?? sama7ni bi flousik w ya3tik 7aja acide w toskit !! 7a9ik raja3tha ibadalik autre chose wala t5alihelhom w to5rij ... mais bon merci pour l info', 'Ken ikamllou isall7ou el beb elli 3omrou ma yetsakker twalli tayara', 'Aman rani kifech klitou étage par étage ? !!', \"Mauvaise expérience lyoum fi smug's ennasr !! Men 10.45 wena ndour f nasr bech nal9a 9ahwa feha tawla fer8a .3ad mchit el smug's 11.30 w tellement fadit b9it nestana fil beb bech tefra8 tawla..ba3d rbo3 se3a fer8et tawla mchit b9it nestana f serveur yji . Je 11.50 5tart 2 brunch 9ali ok w ba3d...\", 'Dàbouza plastique fasdet elbi3a', 'koll salee?ya pas sucree', '20dt l wehed', 'Fatma Haboura :p', \"C la catastrophe smug' s lac 5thina petit déj lotif majé chy la crépe aussi service khayeb mafhemtch kifh ye3jebkom\", 'slm billehi blaisa hlowa pour pti dej ... a part smug s ... iktirahatoukom merciiii', 'J\\'ai mangé pour vous big smug\\'s chez smug\\'s ennasr \"manther akahw \" 😐😐😐😐', 'Je confirme', 'Je confirme', \"Et c'est quoi toute cette sauce qui degouline?mayo?sauce blanche?fromage?sama7ni ça n'a pas l'air appetissant\", \"mchit lyoum g passé 1 heure à attendre pourtant 9aloulna 25min !! service trèèèèèèèèèèèèèèèèèèèèèèès long Smug's\", 'Bsr j ai mange pr vous un hamburger c etait mon premier et sincerement je n ai pas du tt aime il etait imbibe de sauce marron et du ketchup... immangeable je ne sais pas si ts les humbangers se ressemblent ama mouch bnin par contre les frites sont hyper delicieuses', \"J'ai oublié de dire qu'on a tout jeter tellement c'était acide 😡\", \"c'est du n'importe quoi kamalt'ha wa7di.. w thrabet ba3d sa7fa lablebi\", \"Hier j'ai mangé big pizza burger chez smug's lac vraiment t3ayeeeef aucun gout ena j'ai pensé eli hya bel7a9 pizza ma7chya bel fromage w bracha 7ajet l9itha 5obza tabouna chey7a tghases ya pa de fromage w l7am mafroum men de5el ma7rou9!!!! Vraiment déçu 3ale5er en plus jebhelna beeerda en tou cas je le repetrais jamais\", 'Khouloud moch kent bi 22dt????', \"Service bizarre et inhabituel lyoum a .#smugs lac, trés trés lent, presk 1h d'attente, de5lin b3athom,des clients yetchakew..service pour la première fois mérite 3/10, mais le pti dej est tjs délicieux 10/10. Nchalah tkoun just lyoum.\", 'Bonjours tt l monde, on est actuellement à smug´s, les gaufres et les pan cake sont très bon (8.5/10 et 9/10), le icecaramel aussi (8/10). Par contre on a été déçu par le milkshake stobery qui, je précise, est fait à partir d\\'une glace \"thelja\" fraise, celui de 250 mil donc s\\'a sera un 4/10', 'Accueil du staff?? La iléha illa allah!! Ena koool manemchiii service nal9ah leeeeent arzen menou mafamech w el mbaad la n3addi el commande nestana 3amin okhrin bech yjibouheli 😢', \"On n'a rien MPV hier soir à smug's la Marsa. On avait commandé un sandwich et un burger. 40 min d'attente et toujours rien😡 qd a demandé au serveur si ça sera encore long, à chaque fois i9olna haw c'est bon 7adher. Bref, On a dû quitter les lieux et le pire aucune excuse de la part du gérant qui nous voyait partir. Dommage...\", \"Le fameux zaama zaama 'red fruits pancakes' 😡\\nC'est euh.. c'est juste 'red' quoi ! Degeu !\", '3laaash talbiz w tekhadherit hedha lkol ok petit dej bnin mais yeser tbalbiz fel présentation c pas possible tetmaesh !!!! 😏', 'Hh ken tan9il jibou haja jedida', '', 'Safé Ghouma Ayadi l tawa la 7an alihom rabbi  y3ayef ', 'Sa7a l bacon 😨', 'avec du bacon 😝 !!ch9awlek Manel Lassoued 😂', 'EmnaYounsi pr remonter le moral :p darba darba', \"J' aime pas du tt la bouffe\", \"C'est moi ou ils ont littéralement copié le logo de l'enseigne Smug's? Jamais vu ça 😂\", '', 'Tout est copié de smugs! C choquant! Aucune créativité :o', 'une contrefaçon de smugs!', 'Nahed Cheikhrouhou ena bch nsaba7 ghadi winti ??', 'Chayma 😣😣😣😣', 'Beaucoup de farines', 'el kathra  9ilit el manf3a ', 'Fatma Cherif Kanzari ça m\\'à tt l\\'air d\\'une pub pour l enseigne wala peut être mte3ou chkawlik za3ma surtt la foto bich tontok \\U0001f923\\U0001f923\\U0001f923\\U0001f923 \"sans rancune je vs taquine oussama\"', '\\xa0-1', 'eli fi  ennasr ka3ba lé']\n"
     ]
    }
   ],
   "source": [
    "print(y)\n",
    "print(X)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Here we are going to split our data one for train and others for tests as it's the technique used in supervised machine learning."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['saha tae Ennasr?', 'Ken ikamllou isall7ou el beb elli 3omrou ma yetsakker twalli tayara', 'Behi amoura walah tawa nkalmek menghir manzid nchahik fama barcha fazet bnen 3al le5er', 'emela tawa na3mel 1er mi temps fi ariana w nkammel fel nasser :p :p', \"smug's ennasr c où exactement svp\", 'Je confirme bénnna 3la bénnna!! 😊', 'Maa Mar nmchiw 😍😍😍😍', 'Sana Bahloul na3mlouh marra ;)', \"OMPV a smug's la marsa un délicieux petit dej...je vous le conseil 3al leeeekher 😎😎😎\", 'Quite pricey. Nothing special here much like most other places in this area.', 'Ah ouii.<3', 'Miam miam daher bnin 😍', 'Mnin tebda tekelha hedhi hhhhhhh', '17 tnd yaser 3lih', \"Petit déjeuner Zone lac 1 bi 5laf smug's w la Croisette\", \"Smug's\", 'Manel Tmar Akremi Imen Boughazli nemchiw amaaan', 'W ena winn 😔😔', \"mahich bnina 7atta tarif zeda , feha 3 couches de pain gras super gras mbasses barchaa bsal doré chweya viande haché w felfel 7ar mais 7aaaaaaaaaar ,le fromage qui déborde est mis juste sur les bords w mahouch bnin jemla zeda w zid nestanaw 45 minutes pour l'avoir j\", \"Mauvaise expérience lyoum fi smug's ennasr !! Men 10.45 wena ndour f nasr bech nal9a 9ahwa feha tawla fer8a .3ad mchit el smug's 11.30 w tellement fadit b9it nestana fil beb bech tefra8 tawla..ba3d rbo3 se3a fer8et tawla mchit b9it nestana f serveur yji . Je 11.50 5tart 2 brunch 9ali ok w ba3d...\", \"Les formules p'tit-déj à Smug's sont tout simplement exceptionnels !!!\", 'Sihema Karoui wa9teh nemchiw', \"Saha ou bichfe ,les serveurs fi tounes ki jyou yebdaw dezin fiha 3andhom memoire 4 Go bech mede stylo ou kayed choufha 3ibe ou nakiss fi mo5ou ya 5ouya ki mo5ek enti jrana pk 7achem fi rouhek ou feded clients ! Ken enti tansa commande mena eli fi cuisine yansa recette zeda ?!!! En Chine et au Japon 3amlin check list tu mets une croix sur le plat qui tu veux puis le serveur passe pour l'enregistrer je pense Mich kwiyen kad les japonais !! Manque d'organisation et de suivi par le patron\", 'chnouma les suprises et soyez précise svp, merci', \"A smug's\", 'Fine hedha svp', 'Nulllllll hata mtaa lac', 'Très bonne bouffe malheureusement le service est trreeeeeees très très mais vraiment très lent!!! Passer 1h pour avoir son petit dej, non merci !!!', '3alemiiiiii 😍', \"billehy bkadech petit dej 2 personnes f SMUG'S ! w j aimerais bien avoir une idée donc n'hésitez pas à partager des photos! merciiiiii <3\", 'Nahed Cheikhrouhou ena bch nsaba7 ghadi winti ??', 'Sahha naddou', 'Win f naaser brabi', 'Saha :*', 'hhhh dkhalet ltaswirtek bech nchouf fomek kbir ou nn :p saha w bechfé', 'sa7a ama donut klitou 3andhom sarli 2 jours mafih 7ata gout 7acha ne3met rabi', 'Hathaya el b jnab gaurmandise', 'Frida Boufaied 9ombla :o', 'Yes tse3dek theb lmelaah aa sbeh', \"brabi anehy khyr smug's lac ou bien smug's lmarsa pour un brunch ?? sinon si vous avez d'autres adresses à me recommander\", 'hahaaa du tout!! enfin CT hyper soft et sain pour moi, tu en sors rassasié mais surtt leger (bon je te les recommande, mais un par un of course :p ) y a rien de gras là dedans! ama enti Marouen na3rfek mekch gourmand 7ata tarf :p donc lance toi!', 'Bacon burger! Binna', \"Ompv au smugs la marsa un excellent petit d j, brunch, dejeuner appelez le comme vous voulez mais c'était hyper bon avec un personnel très accueillant! Je vous recommande le menu The Generous pour 2 et même 3 personnes a 29.900 👌\", \"Preparez vous a un delai d'attente interminable\", \"trait d union manzeh\\noxford lac\\nkeens café sidi bou\\nsmug's marssa\\nthe hills Carthage\", 'Kifkif ezouz behin mais lmarsa 5ir pask lac dima m3ebya', 'Wlh klit 3andhom crépe el pate naya feha ken frommage bnin ...', \"Smug's😎\", 'Arbia Chahbi lazmetna ka3ba hakka', 'Surtout pas vraiment kan ta3mel shan mokli fi dar kire we service 0 we pour deux jebena 2petit tranche pain kotlo zidna ma3ejbouch CE nul fok alikom', 'Non bnina barcha et présentation vintage moderne', \"Smug's\", 'When in \"30 minutes it\\'ll be ready\" turns into more than an hour of waiting. I wouldn\\'t come here again despite the food being good', 'Le service est très lent mais la qualité est bonne. Par contre je ne conseille pas les gateaux', 'Sahaaaa', \"Smug's / La Focaccia\", \"C'est quoi Brabbi ca l'air appétissant.\", 'Sa7a l bacon 😨', \"Smug's nasr\", \"Seifeddine Ben Saad smuuuuuug's :p\", 'Le cup cake date de la première guerre mondiale.Il est temps de boycotter', \"Nnnn vraiment c du l'arnaque mchit we ndemet j'ai payer 30d hram mchit un lundi service 0 we ftour maset laset\", 'Ena betbi3ty leger nheb ken l haja l khfifa ta nhabil rohi :D saha 3chirty matra7 mayesri yemri :D', \"Bonjour smug's mta3 nasr svp\", 'eli fi  ennasr ka3ba lé', 'Sa7a alik andek tel w mefte7 karhba :D', \"Je suis vraiment déçue !! Le service se dégrade vraiment : koll chay, qualité du service, la bouffe est dégueulasse. Le macchiato n'est que tarf hlib bil chocoline :/ #smu'gs lac1\", 'koll salee?ya pas sucree', \"Mauvaise expérience lyoum fi smug's ennasr !! Men 10.45 wena ndour f nasr bech nal9a 9ahwa feha tawla fer8a .3ad mchit el smug's 11.30 w tellement fadit b9it nestana fil beb bech tefra8 tawla..ba3d rbo3 se3a fer8et tawla mchit b9it nestana f serveur yji . Je 11.50 5tart 2 brunch 9ali ok w ba3d...\", \"Smug's\", 'Fadwa Dhraief Dhraief Feten Jrad Rabeb aya kifeh ??', \"Smug's Ennaser\\nSmug's lac\\nSmug's ElMarsa\", \"Smug's\", \"Smug's nassr ou lac\", 'Yhebelha chhar entrainement ba3d tachkila hedhi : D', \"yahkiw bjadd'hom walla ifadlkou ??? :o\", 'Bravo Saif Tebai pour cet combinaison', 'Le cup cake date de la première guerre mondiale.La qualité de pire en pire à chaque fois. Il est temps de boycotter', '#cheesecake #oreo ??????', 'C trooop bon ! Tkamel mena tefchel mena hhhh', 'Mz3ejbekch ???', \"Smug's eli 7garnehaaaa Hedia Mechergui\", 'Pas vraiment fidele a sa reputation', \"Smug's la marsa\", 'ya weldi amuse gueule, wala kamya!', 'Khaoula El Mehdi w a7na wa9tech', 'Ouiiiiiiiiii', 'Souhaila Ben Massoud nemchou ??? :p', \"Sahar Ben Brahim sayééé walit n7ebha smug's !!! :(\", 'El taswira hedhi kol mara nra had mhabatha !', \"Service bizarre et inhabituel lyoum a .#smugs lac, trés trés lent, presk 1h d'attente, de5lin b3athom,des clients yetchakew..service pour la première fois mérite 3/10, mais le pti dej est tjs délicieux 10/10. Nchalah tkoun just lyoum.\", \"Un petit dej nul chez smug's la marsa\\nLa nourriture était froide qui n'a aucun goût.\\nRien n'était bon..\\nToast (non grillé) , patatos froides et trop huilées\\nLe bacon de boeuf alors là YÈBES\\nMal9it manekel a part les sauces 😑\", 'Mandhrha ichahi', 'Miaaam\\nSaha', 'EmnaYounsi pr remonter le moral :p darba darba', 'Le pancake banane nutella est très délicieux. Le service est bien, quoique un peu lent.', 'ena jetni intoxication minou', 'Mmmm un délice', 'Bientôt f lac 2 nchallah', '....c pas très fameux... :-/', 'Emna Chakroun jdida atheya !!', \"Smug's la marsa\", 'ki tji habibi tw nemchiw :*', 'Mm le prix svp', \"Smug's ; )\", 'Hana Rym wakteh nemchiw', \"Bsr Aman smug's win Bithabt ???\", 'Win exactement brabi ?', 'Je confirme', 'OMPV big burger pizza bniiiina', \"Smug's\", 'el 9onbla crepe sauce  glace t3ayeff ', 'slm billehi blaisa hlowa pour pti dej ... a part smug s ... iktirahatoukom merciiii', 'avec du bacon 😝 !!ch9awlek Manel Lassoued 😂', \"C la catastrophe smug' s lac 5thina petit déj lotif majé chy la crépe aussi service khayeb mafhemtch kifh ye3jebkom\", 'Nesrine Guermazi Emna Guermazi lezemna nemchiwlou hetha ;)', 'Imen BenAba wa9teh ?', \"Smug's\", 'Horrible service yet a very delicious burger', 'Khouloud moch kent bi 22dt????', \"bellahi 7a9 hedha el koll mouch ken mchit chrit sabgha behia 5ir melli boudourou elli 3amlet'ha\", 'win najm nal9a Cheesecake behya !', 'sahha ou bichfa.', 'Tarte ferrero !!?je la déconseille fortement :/', 'Miam 😍👌👍', 'Cheesecacke yesser bnin w service excellent mais pour un samedi yesser joujma', \"Menu big Smug's a 20dt vraiment idawe5555 iwakel 3 personnes un deliceeee\", \"Menu big Smug's a 20dt vraiment idawe5555 iwakel 3 personnes un deliceeee\", 'nensa7 bih  Douha Houaes', 'Tout est copié de smugs! C choquant! Aucune créativité :o', 'Chahitouni bech ndhou9', 'Hh ken tan9il jibou haja jedida', \"Les cookies sont merdiques!! Non mais vraiment ils sont pas digne d'être appellés des cookies !!! C'est des pauvres minables 'bachkoutou' pas plus....\", 'Mon dieu un pure délice wallah', 'win hetha?', 'Prix svp pour 2 ?', 'Hahahhaha tmtc …', \"C'est moi ou ils ont littéralement copié le logo de l'enseigne Smug's? Jamais vu ça 😂\", \"Diiiiiiiimaaaa haka Smug's c'est graaave!!! Fil Lac koool manemchi nadhreb 7 snin nestana fil commande hata ki yebda feregh 😡\", 'Nemchi b rayek si Baccar Aziz hhhh, je passe au plan B', 'Amira Melki Zas nemchiw ?', '#smoothy #framboises ?? ?? ?? ?? ?? ?? ??', '3jebni le commentaire 😂', 'Exactement !', 'Je confirme service hala', 'el kathra  9ilit el manf3a ', 'saha w bchfé wided .. bayna bnina', 'Siwar Wafa Maha Souha ennés lkol jarbettou, a7na wa9tech ?', 'Tnajem enti te5o l cafè par exple weli m3ak jus sauf si ken tt les deux thebo cafe w jus ensemble alors wa9tha tzid', 'Be9adech formule pour deux personnes', 'Mojito energy drunk + Crunchy burger 👌❤️ du dèlice ❤️❤️', 'Med Malek Khammessi zeyed :p', 'une contrefaçon de smugs!', \"Brunch pour 2 personnes à Smug's :)\\nQuantité généreuse, ichaba3 3alle5er w bnin !\", 'Accueil du staff?? La iléha illa allah!! Ena koool manemchiii service nal9ah leeeeent arzen menou mafamech w el mbaad la n3addi el commande nestana 3amin okhrin bech yjibouheli 😢', \"Et c'est quoi toute cette sauce qui degouline?mayo?sauce blanche?fromage?sama7ni ça n'a pas l'air appetissant\", 'Oui je partage le même avis que vous pour le petit déj de 500 menzah 5 petit déj Behy bnin mais surtout le service et l accueil !', 'Je confirme', \"Smug's lac\", 'Sa77a w bechfé', '????????????', 'Bonjours tt l monde, on est actuellement à smug´s, les gaufres et les pan cake sont très bon (8.5/10 et 9/10), le icecaramel aussi (8/10). Par contre on a été déçu par le milkshake stobery qui, je précise, est fait à partir d\\'une glace \"thelja\" fraise, celui de 250 mil donc s\\'a sera un 4/10', \"J'adoooore ce café tt est parfait: bouffe, boissons, personnel... ????\", '', 'Chay ma3edech waleh bidouna cette pizza....', 'Azza Latrous fel programme hhh', 'Lol :) sahha ou bichfé linnes illi klét il koll :)', 'Miam miam saha wobechfe😘😘😘😛', '', \"Rien n'est plus comme avant ! Service beaucoup trop long avec un café totalement glacé après 1h30 d'attente! Aucun respect de priorité!\", \"Smug's\", 'Noura Ouafi 9oul el fatma', \"hello Smug's :*\\nservice très accueillant, très bonne ambiance,staff trés sympa sur tous #3am_youssef mrc 3al cadeau ili 3matholi :) ,Propreté tres bien ,Menu: riche\\na bientôt <3\", 'El cookies is not good يابسه برشااا', 'Raw End yenj7 3alle5er', 'Sa77a', 'Sa7a,pour deux personnes', 'Bizarre d habitude elle est super délicieuse leur pizza burger!! Baz le pizzaiolo mouch fi sa7nou nharet ha loool bon la meilleure reste celle d ennasr...', 'Bichfa.', '#milkshake #Nutella ?? ?? ?? ??', 'OMPV la fameuse farm crépe avc sauce béchamel champignon fromage thon a 8900 gout succulent + mojito a 5900\\n\"Smug\\'s lac the best\" sans oublier l\\'acceuil du staff ..benna 💖', 'Service hyper lent', 'masit', \"pas mieux que la bssissa, oeuf arbi, dattes flocons d'avoine :)\", 'Salma Mokrani, ghodwa !', 'Sadmit 3omri aussi 5obez assil tal3it flop 3al li5ir', 'smugs null,je l ai essayé au lac marra pour un cheese cake ,mara pr un hamburger ,ma rjaatlouch.selon mon gout,flop', 'Normalement l brunch howa eli yo93ed plus tard que le petit déjeuner', 'Oumaima Kheriji Sabrine Kh amaaaaaaan', 'Yassine Negra haaya teba3 el régime walah :p :p', 'Anis Abouda houma jarbou wahna wa9teh 😍😍😍😍', \"Myrîâm Brinis Nadia D'haimi :\\\\ :\\\\ lazem nemchiou !!\", \"Smug's lac\", 'Imen Mehrzi awel 7aja na3mlouhaaa !!!!', 'Fi nasser fama ken la luna te3jebni fel les.petits dej.sinon.lkol zéro', 'Ey dima hakekaaa nistana fil i3ana', 'Aleh tekdhbou w taamlou fi publicité y3aayef yessir', 'les 2 par contre mta3ek yfat9ou ki ça depend mta3 lamine nahdi', \"brabi anehy khyr smug's lac ou bien smug's lmarsa pour un brunch ?? sinon si vous avez d'autres adresses à me recommander\", 'Pas trop satisfaite par rapport qualité prix', 'Naouel w nemchiw hne zeda', 'Bsaha ouraha', 'Smugs lac Ennaser et la Marsa', 'Ahlem jo3eet 😜😜 neemchiiw 3laa 9rrribb 😆😍😍', 'Saha, bechfaa', '14dt/personne\\n\"Fema f ennasser w lac1 w marsa\"', 'Ahmed Zouaoui chnwa rayk', \"J'ai essayé ce petit dej!\\nC'était waaaaw!\\nTres tres bon,copieux!\\nانا و راجلي ما نجّمنا ناكلو شيّ حتّى للستّة متاع العشيّة😜😜😜\", 'Oussama Sahbani ija inbox 😈', \"smug's\", 'Sa7a Benti 😘', 'Belhassen shaebi te3jebeni enti ma3neha dhwa9a el pizza hehdi :p', 'T3ayefffffff 😖😖😖\\nB 22dt w kolha 3jinaaa w mafeha hatta benna w hatta gout\\nMayghoroukomch tsawer', 'T3ayefffffff 😖😖😖\\nB 22dt w kolha 3jinaaa w mafeha hatta benna w hatta gout\\nMayghoroukomch tsawer', 'OMPV la fameuse farm crépe avc sauce béchamel champignon fromage thon a 8900 gout succulent + mojito a 5900\\n\"Smug\\'s lac the best\" sans oublier l\\'acceuil du staff ..benna 💖', 'OumaymaNefzi na3fek tchii5 alihom hal fazet 😍😍😍', 'Ah NOn je te conseil pas 😕', 'Saha cholestérol 😁', 'Petit Déj Tayara Allekher W Service Très Rapide W Accueil Chaleureux... Vraiment Barcha Benna ❤️', 'win najm nal9a Cheesecake behya !', 'Hhhh chouf chouf Mariem Melki Kimo Omri', 'slm billehi blaisa hlowa pour pti dej ... a part smug s ... iktirahatoukom merciiii', 'Une bonne adresse smug\\'s nasser la fameux \"smug\\'s pizza burger\"', '3jebni le commentaire 😂', 'Yup et yasser bninaaaa ^^', 'J en ai goûté fi lac , i9wiya mouch mil binna c industrielle, ki rawa7ana birdit wallet plastique 7acha ni3mit rabbi', 'Les prix par rapport à la quantité sont exagérés.. sinon tout est excellent :-)', \"Smug's lac1\", 'saha', \"OMPV chez smug's ennaser 2\\nPizza burger pour 2 personnes a 22 dt bniiiiiiiiiiina\", 'Sa7a ou far7a prix svp ?', \"smug's\", 'Ahahahah tbarkallah aala wkhayy', 'Eyyy aman 9bal manebda fil regime 😘😘😘😘', 'kolou cholosterol kifeh teklou hetha el kol w zid b 30 dt', \"Hier j'ai mangé big pizza burger chez smug's lac vraiment t3ayeeeef aucun gout ena j'ai pensé eli hya bel7a9 pizza ma7chya bel fromage w bracha 7ajet l9itha 5obza tabouna chey7a tghases ya pa de fromage w l7am mafroum men de5el ma7rou9!!!! Vraiment déçu 3ale5er en plus jebhelna beeerda en tou cas je le repetrais jamais\", 'Service merdique avec prix chers produits non existants', 'Hhhhhhhhhhhhh je mange tjrs ghadi tawa net3adelek c jours w ras hobi', 'el 8le wel kwa ', 'Salma Ferjeny wa9teh nemchiw', \"Hier j'ai mangé big pizza burger chez smug's lac vraiment t3ayeeeef aucun gout ena j'ai pensé eli hya bel7a9 pizza ma7chya bel fromage w bracha 7ajet l9itha 5obza tabouna chey7a tghases ya pa de fromage w l7am mafroum men de5el ma7rou9!!!! Vraiment déçu 3ale5er en plus jebhelna beeerda en tou cas je le repetrais jamais\", \"je suis un client fidèle aussi chez smug's la marsa l'autre fois khthit un delice cheesecake ferero <3\", \"Du n'importe quoi mchit bidhemma pr goûter w zedet hazzit des invités alors la catastrophe pr commencer il a fallu 45 minutes et puis la surprise la pâte est tte mouillé il m'a dit C est peut être le fromage hachmouni ma3atha C est pas sa faute C est bien dommage w khssara kol win nemchi na3mel les remarques et puis ça y est trabbiiiiiiit\", 'Service behi ? Fibeli yesser testana', 'nhar calorie fel smugs', 'Miiiaammmmmmmmmmm 💜💜💜💜💜', \"wallah tbarkallah c'est top...el7adher ywassel lel ghayeb..inchallah kima malmoumin fel 5ir..wenchallah dima teklou fi 7ajet bnina pour nous\", \"Bjr va falloir revoir la recette des œufs Benedicte... j'ai reçu deux tranches de burger sec yghassess avec un œuf dur avec un soupçon de saumon le tout couvert de mayonnaise industrielle...\", 'C grave le truc nte3 les ptits dej froids :o noftrou f dar khir wala -_-', 'Hezni m3akkk 😭😭😭😭😭', \"Même les sandwichs 5aybin ena ki klit 3andhom j'ai eu une infection intestinale !\", \"Smug's\", \"smug's apar tasawer fl les groupes f denya mafama chay c null\", \"mchit lyoum g passé 1 heure à attendre pourtant 9aloulna 25min !! service trèèèèèèèèèèèèèèèèèèèèèèès long Smug's\", 'Fatma Cherif Kanzari ça m\\'à tt l\\'air d\\'une pub pour l enseigne wala peut être mte3ou chkawlik za3ma surtt la foto bich tontok \\U0001f923\\U0001f923\\U0001f923\\U0001f923 \"sans rancune je vs taquine oussama\"', 'sa7a wbechfa', 'Michket Wesleti wa9teech?', 'fama des questions yetar7ou kima chbih ma fama ken croissant wa7da w chnoua elli fil kess la7mar ? ', 'enchala ma to7slouch kifi 3al 7it ', 'Siwar Arfaoui che5et 3anna', 'T7essou yetekel par étage 😂😂 w 17 dinars c correcte comme prix 🤔🤔', 'non non pas du tt mouch m5altine !! c vrai ds le mem plat mais mnadhma !', \"On n'a rien MPV hier soir à smug's la Marsa. On avait commandé un sandwich et un burger. 40 min d'attente et toujours rien😡 qd a demandé au serveur si ça sera encore long, à chaque fois i9olna haw c'est bon 7adher. Bref, On a dû quitter les lieux et le pire aucune excuse de la part du gérant qui nous voyait partir. Dommage...\", 'Ye5i normal mafih chay mahouch mta3 30 dinars trop cher', \"ama eli msawret'hom inti 4 brunch! ama réellement hedha eli b 14dt500 😑\", \"Je confirme que le service d 500 est rapide w accueil chaleureux gauffre et pancake bnen et on n oublie pas l'I 9hawehom bnina ! Mais nhart li amalt prit déjà j ai pas trop aime jus (yessser hlow) w jben hasitou kdim chway !\", \"Smug's\", 'Bizarre j en ai mangé aussi w m3aha pizza o5rine w bnina 3alle5er athwe9 c tout smugs ma3roufa bel big smugs mouch ken fennsr hatta lac', \"Vous avez de la chance..Ena j'aimerai bien prendre un pti dej dans un joli endroit mais wahdi manhebech😐welli nkoulou ye5dem wi kif yerteh il préfère dormir😣\", 'win hedha smag\"s bedhabet', 'SAHA maroumti tchahiiiii', \"Un petit dej nul chez smug's la marsa\\nLa nourriture était froide qui n'a aucun goût.\\nRien n'était bon..\\nToast (non grillé) , patatos froides et trop huilées\\nLe bacon de boeuf alors là YÈBES\\nMal9it manekel a part les sauces 😑\", 'Un tacos sans piti loool on ira ensemble nchlh!!', 'Sinda Bm', 'Oui oui :p Amani Mouelhi', 'jdr <3 ambiance ta7founa w barcha 7ajet bnen :D', 'صحة فطوركم\\nBarchaa benna 😃😍', 'Omar haya :)', 'Rytou hal mignon lyoum mashallah alih , rabby yfadhelhoulk et saha l brunch 😊', 'Riadh sa7a yo93od lmidi??', 'Petit Déj Tayara Allekher W Service Très Rapide W Accueil Chaleureux... Vraiment Barcha Benna ❤️', 'el kathra w 9ilit el manf3a ', 'Farm crêpe (8dt) Tacos poulet (10dt500) , Oreo shake et nutella thrills: mo5ek ye9ef!! Merci pour ces délicieuses préparations!!', '', 'Saha hafoutha beyna bnina :D', 'all is good but not panini.', '3laaash talbiz w tekhadherit hedha lkol ok petit dej bnin mais yeser tbalbiz fel présentation c pas possible tetmaesh !!!! 😏', 'Win fil marsa?', 'Ana ghi nchouf le fameux jus de fraise et le jus de citron et dak salami et le pain pas complet Naaref.que c une nutrition pas saine et je l évité le petit déjeuner dyal sah mazal marftouh', \"Smug's 😁😁\", 'Hedha lundi sans discussion', 'saha , les pix svp', 'Yaaaaaa', \"Merci aux organisateurs . C'était bien ...mais bon... Quand on a près de 40 ans et veux qui sont autour ont la moitié de mon âge ...on se sent heureux de voir ces gens sourire et échanger ...\", 'Marra j ai pris une formule contenant café jus w pancake .. l pancakes sont nuuuuls .. jus kiwi banane fih 9rouseya w café crème feha baaaaaarcha mousse !!', 'Stp à par le fromage chnowa fiha kol mara nemchi n9oul bich nekhedhha après nbadel rayi', 'Smugs', 'Le pire eli howa 5obz bel7a9 w à 22 dt', 'Lezem houni, tji eamel 7esba.. tatla3 7esba.. tu peux pas te contrôler *.* DELISH ♡', \"Franchement service khayeb w mekla brûlé.. smug's el lac khyr b barcha ..\", 'Emna mara jeya na5ltou 😜😜', \"smug's awel ma7alet ta7founa mais mba3ed ma3adech te3jebni cheesecake t9oul men 3am el 7arb ka3bt el oreo beyta w el panini mafih chay special.\", 'Amin Aminn tetfaker ki 9otlik nodkhlolou? Ken sma3t klemi! 😢😭', 'Sahha prix brabi ?', '???? ????? ???.... Machrou3 pedophile !!! Bref crêpes 7aja heyla', 'Yasser yenja7 hedha', 'Ena mchit El smugs lac .el service catastrophique mel awel kanet tayra. Se3a jus 9dim Wel 9ahwa berda wkif 7kit m3a serveur 7seb rou7ou masm3 chay dommage ....', 'Hedha khyr ;) w ena meshyt lehom zouz', \"C vrai smug's lac service null w personnel 3al 7it apart enou mayjiblk l commande ken ba3d se3a w berda w5dhina slata feha cha3ra\", 'Sa7a l bacon 😨', \"OMPV a smug's la marsa un délicieux petit dej...je vous le conseil 3al leeeekher 😎😎😎\", 'Houda Daddou haya nimchiw', 'Mahran Rahal fama menou hetha ? Lol', 'Je confirme', 'Hhhhh oui oui mais un peu de changement yeziii mél régime loool', 'Farm crêpe (8dt) Tacos poulet (10dt500) , Oreo shake et nutella thrills: mo5ek ye9ef!! Merci pour ces délicieuses préparations!!', 'Malek Rgg njarbohhaa?', 'Mmmm', 'Hedha big brunch??? 🤔🤔', \"smug's\", 'صحة فطوركم\\nBarchaa benna 😃😍', \"Smug's meilleur rapport qualité prix je confirme... sa7a zoch\", '????????????', 'Sa7a sa7a :* :*', \"aussi barista's , smugs ,cooks , topkapi\", 'emm', \"Smug's la marsa\", 'Imen BenAba l9ina win noftrou 8odwa', 'Sami Chakroun kifech mfhemtekech', 'salade chicken grillé. ..Benna 😁😁', 'to93dou testannéw barsha aman ?', 'Maha Akrout kifeh taw ?', 'Se3a bniiin ale5er peut etre el pâte ma 3ejbetekch kima Pizza Hut', 'too costy and its not like its worth it, the place is too small and also like a lot of cofees in tunisia theres no place for non smokers ,  guess what , they blocked pavement so nobody can walk there', 'Sarah Jebali BenMbarek cho hedhi khir', \"Sa77a w bechfé ça a l'air délicieux\", 'Prix?', 'Oui tayara cette formule les petites patates mabanhom les jambon fumé tout est bon .3andi barcha mamchitech khalitha 13 dinars mêla ghlet', 'Sahha sahha ...chahhitouni 😟😟', 'Saha jiji 😍😍😍😍', \"Le service se dégrade de plus en plus c'est vraiment dommage\", 'sa7a faut il reserver ?', \"Service bizarre et inhabituel lyoum a .#smugs lac, trés trés lent, presk 1h d'attente, de5lin b3athom,des clients yetchakew..service pour la première fois mérite 3/10, mais le pti dej est tjs délicieux 10/10. Nchalah tkoun just lyoum.\", 'mana3rach 3leh fi tounes el 7aja awel mat7el ta7founa w ba3ed temchi w tetbalbes.cheesecake t9oul men 3am el 7arb ??', 'yessser alina ya eya', \"Je confirme zide i3adioulik menu bil ghalite et ikolik 5aless je m'en fou\", \"Service y3ayyef malgré que l'endroit et les produits behin...\", \"Accueil correct . Le mojito est bon . Mais l'espace est petit et très bruyant .\", 'A333 melka t3ayeef mahrou9a en+ j vu quelques cafards :( chnowa hedhaaa mala hala wehd 3ayfouh ....', \"mahich bnina 7atta tarif zeda , feha 3 couches de pain gras super gras mbasses barchaa bsal doré chweya viande haché w felfel 7ar mais 7aaaaaaaaaar ,le fromage qui déborde est mis juste sur les bords w mahouch bnin jemla zeda w zid nestanaw 45 minutes pour l'avoir\", 'Mariem Tamtam Rihab Marzoukii Nedra Dridi samedi ?!!! :*', '', 'Qualité ?? prix ?? ????', \"c'est du n'importe quoi kamalt'ha wa7di.. w thrabet ba3d sa7fa lablebi\", 'Ah bon 4 dt kahaw !!! Sur', 'Mojito énergétique le plus bon ??????', 'Tik saha, je recommande vivement. Ma pizza préférée c celle avec smoky chiken et pour l hamburger je recommande celui au camembert, un déliiiice', 'smugs lac', \"OMPV 😄2 #big smug's burger pr 4 personnes et la surprise💖💖 le fameux #BIG mojito 😀#offre à ne pas rater je vs conseille d'y aller👌👍 ..\\n(2 big smug's ==> un #big mojito gratuit)\\nun grand #merci pr l'accueil chaleureux et tte l'équipe #Smug's #Ennasr ❤\\n#Skan #Mario 😄\", 'saha ya rouhi', \"petit dej smug's manajim n9oul 3lih ken 7aja wahda 7acha ni3met rabbi ndimit nidimit ili mchitttt !!\", 'Safé Ghouma Ayadi l tawa la 7an alihom rabbi  y3ayef ', \"La qualité du service s'est dégradée... la table est sale, les couverts aussi. J'ai pris un pancake au nutella, C'était bon mais les pancakes ne ressemblent pas à des pancakes. Je ne reviendrai plus..\", \"Sa77a\\nC où exactement smug's?\", \"Smug's Lac 1. Tayara qualité et rapidité\", 'Ena mchit w mafama 7ad fergha w 93at nestana 1h hhhhh', '\\xa0-1', 'loool lwah 19 dt , belmbet ? hhh', 'Wajih Oueriemi yanja7 nn?? 😜😜', 'Sa7a jarti 😁😁', 'Thahra tchabah 5obz el 3id lekbir 😣', \"Smug's 3andhom haja lux\", 'rakazly 3al el 22dt 😂😂😂', 'Dbarti behiya ❤❤', 'smug ou versaille le meilleur', 'Chayma 😣😣😣😣', '3al 7it ', 'Chayma Younes hedhaaa!!!!', 'Karim hhhhh nkamlouha za3ma?', 'sa7a w bechfé..w tawa chweya sport. ;)', 'Rahma Rahma Trabelsi 7aja k hakka mithel !', 'Classic hamburger not that bad ; better to avoid the mustard ; but as something to drink i really recommend the caramel macchiato so sweat !', 'Jarrreb crepe mtaa ci gusta lac2 w tfakarni', 'Qualité 👍 prix 👍 ❤️💗', 'Hela Rais sa7itek', 'Saha prx svp ?', 'Sweet breakfast ??? à ne pas rater ?', 'Eya Boukadida njarbouh hedha', 'Waw waw kol chei kol chei dhaher bnin', 'Bonjours tt l monde, on est actuellement à smug´s, les gaufres et les pan cake sont très bon (8.5/10 et 9/10), le icecaramel aussi (8/10). Par contre on a été déçu par le milkshake stobery qui, je précise, est fait à partir d\\'une glace \"thelja\" fraise, celui de 250 mil donc s\\'a sera un 4/10', 'Safé Ghouma Ayadi l tawa la 7an alina rabbi', 'Gateau au chocolat ????', \"#smug'spizza ????\", 'Pizza poulet panée+mozzarella +champignon+ oignon caramélisé bniiina', \"smug's 3al 7it la luna moyenne et via vai service toooop mekla top le seul inconvenient yesser tet3aba\", 'Miam miam top 10/10', 'Dhaher fih ebnnninnn', \"Avoid bubble gum cold drink, otherwise it's a 5/5 :)\", \"Bon moi je l'ai mangé sur 6 fois et je l'ai partagé zeda w chay ma 7abech youfa :)\", \"A smug's\", 'Lezem houni, tji eamel 7esba.. tatla3 7esba.. tu peux pas te contrôler *.* DELISH ?', \"Hjaa bnina barchaaaaa ndour ndour wnarga3 l smug's\", 'Smug´s lac 1', 'Fatma Haboura :p', '12 d bnin wichaba3', '', \"J' aime pas du tt la bouffe\", 'Vous avez fait une réclamation ?? sama7ni bi flousik w ya3tik 7aja acide w toskit !! 7a9ik raja3tha ibadalik autre chose wala t5alihelhom w to5rij ... mais bon merci pour l info', 'ma3 wa9tech youfa leur petit dej svp?', 'hhhhhhhhhhh Issam Ghanem', '20dt l wehed', 'Aman rani kifech klitou étage par étage ? !!', 'Je confirme :(', \"Smug's lac 1 après une petite dérive change de menu et lance un nouveau menu fort sympatique\", '#smoothy #framboises 😍 😍 😍 😍 😍 😍 😍', \"Brunch pour 2 personnes à Smug's :)\\nQuantité généreuse, ichaba3 3alle5er w bnin !\", \"Le fameux zaama zaama 'red fruits pancakes' 😡\\nC'est euh.. c'est juste 'red' quoi ! Degeu !\", \"Hjaa bnina barchaaaaa ndour ndour wnarga3 l smug's\", \"Smug's\", 'Hhhhhh hetha petit dej 😂😂 thaher min manther plat yesser bnin saha', 'Hamdouch aya wa9tech?', 'Super 10/10 9bila 3malet petit déjeuner', 'Dàbouza plastique fasdet elbi3a', 'Je confirme', \"Hhhh accueil chaleureux w pizza bnina inchalla c est vrai j'habite Just a côté w mchit 3 fois me rit fihom chey déjà l accueil nebdew netmana yjini serveur et pr avoir la commande et manger pffff une heure w jebouheli mabloula bil mee w halla hlila par contre la promotion C est nouveau et srtt mchit au début C t très bon mais allah ghaleb 3 fois après raté\", 'mana3rach 3leh fi tounes el 7aja awel mat7el ta7founa w ba3ed temchi w tetbalbes.cheesecake t9oul men 3am el 7arb 😖', 'OMPV big burger pizza bniiiina', 'Marwa Lahouel 7ram :(', \"Brabbi shkoun yaatini l'adresse exacte de smug's la marsa et mercii :)\", 'J\\'ai mangé pour vous big smug\\'s chez smug\\'s ennasr \"manther akahw \" 😐😐😐😐', 'Bninnnnnnnaaaaaaaa \\U0001f95d\\U0001f95d\\U0001f95d', 'A voir la pâte, on dirait un makloub 😊 saha en tt cas', 'Smug´s', 'El cookies is not good ????? ??????', 'kifech yittekil', 'Maha Akrout aya kifeeeeeh ??']\n"
     ]
    }
   ],
   "source": [
    "#splitting data , supervised learning so we need the labeling at the end which is \"y\" \n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size = 0.2, random_state=2017)\n",
    "print(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "#Convert the text document to a matrix of token counts numbers 0 and 1 \n",
    "count_vect = CountVectorizer()\n",
    "\n",
    "# the fit() method tokenizes documents and extracts their vocabulary, i.e. set of distinct words\n",
    "a = count_vect.fit(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CountVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
      "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
      "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
      "        ngram_range=(1, 1), preprocessor=None, stop_words=None,\n",
      "        strip_accents=None, token_pattern='(?u)\\\\b\\\\w\\\\w+\\\\b',\n",
      "        tokenizer=None, vocabulary=None)\n"
     ]
    }
   ],
   "source": [
    "print(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'scipy.sparse.csr.csr_matrix'>\n",
      "  (0, 543)\t1\n",
      "  (0, 1417)\t1\n",
      "  (0, 1532)\t1\n",
      "  (1, 49)\t1\n",
      "  (1, 229)\t1\n",
      "  (1, 523)\t1\n",
      "  (1, 528)\t1\n",
      "  (1, 765)\t1\n",
      "  (1, 793)\t1\n",
      "  (1, 848)\t1\n",
      "  (1, 949)\t1\n",
      "  (1, 1549)\t1\n",
      "  (1, 1647)\t1\n",
      "  (1, 1751)\t1\n",
      "  (2, 22)\t1\n",
      "  (2, 155)\t1\n",
      "  (2, 217)\t1\n",
      "  (2, 235)\t1\n",
      "  (2, 284)\t1\n",
      "  (2, 577)\t1\n",
      "  (2, 586)\t1\n",
      "  (2, 905)\t1\n",
      "  (2, 1002)\t1\n",
      "  (2, 1054)\t1\n",
      "  (2, 1150)\t1\n",
      "  :\t:\n",
      "  (429, 1663)\t1\n",
      "  (430, 292)\t1\n",
      "  (431, 340)\t1\n",
      "  (431, 483)\t1\n",
      "  (431, 534)\t1\n",
      "  (431, 890)\t1\n",
      "  (431, 978)\t1\n",
      "  (431, 1228)\t1\n",
      "  (431, 1333)\t1\n",
      "  (431, 1417)\t1\n",
      "  (431, 1641)\t1\n",
      "  (431, 1649)\t1\n",
      "  (431, 1661)\t1\n",
      "  (432, 1478)\t1\n",
      "  (433, 421)\t1\n",
      "  (433, 523)\t1\n",
      "  (433, 657)\t1\n",
      "  (433, 792)\t1\n",
      "  (433, 1203)\t1\n",
      "  (434, 865)\t1\n",
      "  (434, 1757)\t1\n",
      "  (435, 131)\t1\n",
      "  (435, 202)\t1\n",
      "  (435, 866)\t1\n",
      "  (435, 971)\t1\n"
     ]
    }
   ],
   "source": [
    "# calculate the document-term matrix for the training corpus\n",
    "X_train_vectorized = count_vect.transform(X_train)\n",
    "print(type(X_train_vectorized))\n",
    "print(X_train_vectorized)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": "/9j/4AAQSkZJRgABAgAAZABkAAD/2wBDABQODxIPDRQSEBIXFRQYHjIhHhwcHj0sLiQySUBMS0dA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\nBQGkpaKAG0UtFAH/2Q==\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='smug.jpg')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before diving into the prediction part we first normalize the data "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "X_normalized = preprocessing.normalize(X_train_vectorized, norm='l2')\n",
    "normalizer = preprocessing.Normalizer().fit(X_normalized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3862\n"
     ]
    }
   ],
   "source": [
    "# determine number of non-zero elements in document-term matrix of training corpus\n",
    "print(X_train_vectorized.nnz)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    " Calculate document frequency of each vocabulary word"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "\n",
    "doc_freq = np.array((X_train_vectorized > 0).sum(0)).ravel()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(1809,)\n",
      "[0.0022935779816513763, 0.0022935779816513763, 0.0048965163986388147, 0.19724770642201836]\n"
     ]
    }
   ],
   "source": [
    "# Calculate relative document frequency of each vocabulary word\n",
    "n,m = X_train_vectorized.shape\n",
    "rel_doc_freq = np.array((X_train_vectorized > 0).sum(0)/n).ravel()\n",
    "\n",
    "print(rel_doc_freq.shape)\n",
    "print([np.amin(rel_doc_freq), np.median(rel_doc_freq), np.mean(rel_doc_freq), np.amax(rel_doc_freq)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['10',\n",
       " '1h',\n",
       " '22dt',\n",
       " '30',\n",
       " '3al',\n",
       " '3alle5er',\n",
       " '3andhom',\n",
       " '45',\n",
       " '7aja',\n",
       " '7ajet',\n",
       " '7it',\n",
       " 'accueil',\n",
       " 'ai',\n",
       " 'air',\n",
       " 'alors',\n",
       " 'aman',\n",
       " 'après',\n",
       " 'attente',\n",
       " 'au',\n",
       " 'aucun',\n",
       " 'aussi',\n",
       " 'avec',\n",
       " 'avez',\n",
       " 'avoir',\n",
       " 'awel',\n",
       " 'ba3d',\n",
       " 'bacon',\n",
       " 'barcha',\n",
       " 'barchaa',\n",
       " 'bech',\n",
       " 'bechfé',\n",
       " 'benna',\n",
       " 'bien',\n",
       " 'big',\n",
       " 'bizarre',\n",
       " 'bnin',\n",
       " 'bnina',\n",
       " 'bon',\n",
       " 'bonne',\n",
       " 'bouffe',\n",
       " 'brabi',\n",
       " 'brunch',\n",
       " 'burger',\n",
       " 'café',\n",
       " 'cake',\n",
       " 'chaleureux',\n",
       " 'chay',\n",
       " 'cheesecake',\n",
       " 'chez',\n",
       " 'commande',\n",
       " 'confirme',\n",
       " 'contre',\n",
       " 'crépe',\n",
       " 'de',\n",
       " 'dej',\n",
       " 'des',\n",
       " 'deux',\n",
       " 'dommage',\n",
       " 'donc',\n",
       " 'dt',\n",
       " 'du',\n",
       " 'déj',\n",
       " 'déjeuner',\n",
       " 'délicieux',\n",
       " 'déçu',\n",
       " 'el',\n",
       " 'eli',\n",
       " 'en',\n",
       " 'ena',\n",
       " 'ennasr',\n",
       " 'enti',\n",
       " 'est',\n",
       " 'et',\n",
       " 'exactement',\n",
       " 'fama',\n",
       " 'fameux',\n",
       " 'farm',\n",
       " 'feha',\n",
       " 'fel',\n",
       " 'fi',\n",
       " 'fil',\n",
       " 'fois',\n",
       " 'fromage',\n",
       " 'good',\n",
       " 'gout',\n",
       " 'hedha',\n",
       " 'hedhi',\n",
       " 'hetha',\n",
       " 'hhhh',\n",
       " 'il',\n",
       " 'imen',\n",
       " 'is',\n",
       " 'je',\n",
       " 'jus',\n",
       " 'ken',\n",
       " 'khyr',\n",
       " 'ki',\n",
       " 'kol',\n",
       " 'koll',\n",
       " 'la',\n",
       " 'lac',\n",
       " 'le',\n",
       " 'lent',\n",
       " 'les',\n",
       " 'loool',\n",
       " 'lyoum',\n",
       " 'ma',\n",
       " 'mais',\n",
       " 'mangé',\n",
       " 'mara',\n",
       " 'marsa',\n",
       " 'mchit',\n",
       " 'men',\n",
       " 'menu',\n",
       " 'merci',\n",
       " 'miam',\n",
       " 'minutes',\n",
       " 'mojito',\n",
       " 'mouch',\n",
       " 'nal9a',\n",
       " 'nasr',\n",
       " 'ndour',\n",
       " 'ne',\n",
       " 'nemchiw',\n",
       " 'nestana',\n",
       " 'non',\n",
       " 'not',\n",
       " 'nutella',\n",
       " 'ompv',\n",
       " 'on',\n",
       " 'oreo',\n",
       " 'ou',\n",
       " 'oui',\n",
       " 'pain',\n",
       " 'pancake',\n",
       " 'par',\n",
       " 'part',\n",
       " 'pas',\n",
       " 'personnes',\n",
       " 'petit',\n",
       " 'pizza',\n",
       " 'plus',\n",
       " 'pour',\n",
       " 'pr',\n",
       " 'première',\n",
       " 'prix',\n",
       " 'pti',\n",
       " 'qualité',\n",
       " 'que',\n",
       " 'qui',\n",
       " 'quoi',\n",
       " 'rabbi',\n",
       " 'rien',\n",
       " 'sa77a',\n",
       " 'sa7a',\n",
       " 'saha',\n",
       " 'sahha',\n",
       " 'sans',\n",
       " 'sauce',\n",
       " 'se3a',\n",
       " 'serveur',\n",
       " 'service',\n",
       " 'si',\n",
       " 'sinon',\n",
       " 'smug',\n",
       " 'smugs',\n",
       " 'sont',\n",
       " 'staff',\n",
       " 'super',\n",
       " 'sur',\n",
       " 'svp',\n",
       " 'ta7founa',\n",
       " 'tawa',\n",
       " 'tayara',\n",
       " 'te',\n",
       " 'the',\n",
       " 'tout',\n",
       " 'trop',\n",
       " 'très',\n",
       " 'tt',\n",
       " 'tu',\n",
       " 'un',\n",
       " 'une',\n",
       " 'vous',\n",
       " 'vraiment',\n",
       " 'wa9tech',\n",
       " 'wa9teh',\n",
       " 'wala',\n",
       " 'win',\n",
       " 'ya',\n",
       " 'yesser',\n",
       " 'zeda',\n",
       " 'ça',\n",
       " 'était']"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#this is a comprehension structure \n",
    "vocab = count_vect.get_feature_names()\n",
    "[x for index,x in enumerate(vocab) if doc_freq[index]>3]   "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/jpeg": "/9j/4QAYRXhpZgAASUkqAAgAAAAAAAAAAAAAAP/sABFEdWNreQABAAQAAABkAAD/4QMpaHR0cDov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\nAI4/Pf7z/P5l+f8ALB8d/r/jn5bff/8ATtt//9k=\n",
      "text/plain": [
       "<IPython.core.display.Image object>"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from IPython.display import Image\n",
    "Image(filename='smugs.jpg')"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "Calculate number of words in each document "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(436, 1)\n",
      "[0, 5.0, 9.4128440366972477, 89]\n"
     ]
    }
   ],
   "source": [
    " \n",
    "words_per_doc = np.array(X_train_vectorized.sum(1))\n",
    "print(words_per_doc.shape)\n",
    "print([np.amin(words_per_doc), np.median(words_per_doc), np.mean(words_per_doc), np.amax(words_per_doc)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(436, 1)\n",
      "[0, 5.0, 8.8577981651376145, 76]\n"
     ]
    }
   ],
   "source": [
    "# Calculate number of UNIQUE words in each training document\n",
    "unique_words_per_doc = np.array((X_train_vectorized > 0).sum(1))\n",
    "print(unique_words_per_doc.shape)\n",
    "print([np.amin(unique_words_per_doc), np.median(unique_words_per_doc), np.mean(unique_words_per_doc), np.amax(unique_words_per_doc)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['????????????', '', '', '', '????????????', '', '\\xa0-1', '']"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Which documents have length 0\n",
    "idx = np.where(words_per_doc == 0)[0]\n",
    "[X_train[i] for i in idx]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[436, 428]\n",
      "[436, 428]\n"
     ]
    }
   ],
   "source": [
    "## Select training documents that have length 0\n",
    "idx2 = np.where(words_per_doc > 0)[0]\n",
    "X_train2 = [X_train[i] for i in idx2]\n",
    "y_train2 = [y_train[i] for i in idx2]\n",
    "print([len(X_train), len(X_train2)])\n",
    "print([len(y_train), len(y_train2)])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "# overwrite the training corpus\n",
    "X_train = X_train2\n",
    "y_train = y_train2\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(428, 1809)"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# re-compute the document-term matrix\n",
    "X_train_vectorized = count_vect.transform(X_train)\n",
    "X_train_vectorized.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(428, 1)\n",
      "1\n",
      "76\n"
     ]
    }
   ],
   "source": [
    "# verify results: re-compute number of words in each document\n",
    "words_per_doc = np.array((X_train_vectorized > 0).sum(1))\n",
    "print(words_per_doc.shape)\n",
    "print(np.amin(words_per_doc))\n",
    "print(np.amax(words_per_doc))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Train the model using LR method\n",
    "LR_model = LogisticRegression()\n",
    "LR_model.fit(X_train_vectorized, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'scipy.sparse.csr.csr_matrix'>\n",
      "(110, 1809)\n"
     ]
    }
   ],
   "source": [
    "# first obtain the document-term matrix of the test corpus\n",
    "X_test_vectorized = count_vect.transform(X_test)\n",
    "print(type(X_test_vectorized))\n",
    "print(X_test_vectorized.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'numpy.ndarray'>\n",
      "(110,)\n"
     ]
    }
   ],
   "source": [
    "# Use this model to predict the sentiment category of test documents\n",
    "LR_predictions = LR_model.predict(X_test_vectorized)\n",
    "print(type(LR_predictions))\n",
    "print(LR_predictions.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1 1 1 1 1 1 1 1 0 0 1 0 1 1 1 1 0 0 1 0 0 1 0 0 0 1 1 1 0 0]\n",
      "[0 0 0 1 1 1 1 1 0 0 1 0 1 1 0 0 1 0 1 0 0 1 1 0 0 1 1 1 0 1]\n"
     ]
    }
   ],
   "source": [
    "print(LR_predictions[:30])\n",
    "print(np.array(y_test[:30]))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.78181818181818186"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Calculate classification rate on the test corpus\n",
    "\n",
    "LR_classif_rate = accuracy_score(y_test, LR_predictions)\n",
    "LR_classif_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "MultinomialNB(alpha=1.0, class_prior=None, fit_prior=True)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#with naive bayes \n",
    "NB_model = MultinomialNB()\n",
    "NB_model.fit(X_train_vectorized, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Use this model to predict sentiment of test documents\n",
    "\n",
    "NB_predictions = NB_model.predict(X_test_vectorized)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.74545454545454548"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Calculate model's classification rate on the test corpus\n",
    "\n",
    "NB_classif_rate = accuracy_score(y_test, NB_predictions)\n",
    "NB_classif_rate"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "137"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#other techniques \n",
    "## Build vocabulary using training corpus\n",
    "count_vect2 = CountVectorizer(min_df = 5)\n",
    "count_vect2.fit(X_train)\n",
    "len(count_vect2.vocabulary_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'scipy.sparse.csr.csr_matrix'>\n",
      "(428, 137)\n"
     ]
    }
   ],
   "source": [
    "## Calculate the document-term matrix of the training corpus\n",
    "X_train_vectorized_2 = count_vect2.transform(X_train)\n",
    "print(type(X_train_vectorized_2))\n",
    "print(X_train_vectorized_2.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Build the classification model (classifier)\n",
    "\n",
    "LR_model_2 = LogisticRegression()\n",
    "LR_model_2.fit(X_train_vectorized_2, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.76363636363636367"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Calculate the classification rate of this model\n",
    "\n",
    "X_test_vectorized_2 = count_vect2.transform(X_test)\n",
    "LR_predictions_2 = LR_model_2.predict(X_test_vectorized_2)\n",
    "accuracy_score(y_test, LR_predictions_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TfidfVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), norm='l2', preprocessor=None, smooth_idf=True,\n",
       "        stop_words=None, strip_accents=None, sublinear_tf=False,\n",
       "        token_pattern='(?u)\\\\b\\\\w\\\\w+\\\\b', tokenizer=None, use_idf=False,\n",
       "        vocabulary=None)"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Build vocabulary using training corpus\n",
    "\n",
    "tf_vect = TfidfVectorizer(use_idf=False)\n",
    "tf_vect.fit(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {
    "collapsed": false
   },
   "outputs": [],
   "source": [
    "## Build document-term matrix of training corpus\n",
    "\n",
    "X_train_vectorized_3 = tf_vect.transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Build the classification model (classifier)\n",
    "\n",
    "LR_model_3 = LogisticRegression()\n",
    "LR_model_3.fit(X_train_vectorized_3, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.77272727272727271"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Calculate the classification rate of this model\n",
    "\n",
    "X_test_vectorized_3 = tf_vect.transform(X_test)\n",
    "LR_predictions_3 = LR_model_3.predict(X_test_vectorized_3)\n",
    "accuracy_score(y_test, LR_predictions_3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "TfidfVectorizer(analyzer='word', binary=False, decode_error='strict',\n",
       "        dtype=<class 'numpy.int64'>, encoding='utf-8', input='content',\n",
       "        lowercase=True, max_df=1.0, max_features=None, min_df=1,\n",
       "        ngram_range=(1, 1), norm='l2', preprocessor=None, smooth_idf=True,\n",
       "        stop_words=None, strip_accents=None, sublinear_tf=False,\n",
       "        token_pattern='(?u)\\\\b\\\\w\\\\w+\\\\b', tokenizer=None, use_idf=True,\n",
       "        vocabulary=None)"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Build vocabulary using training corpus\n",
    "\n",
    "tfidf_vect = TfidfVectorizer(use_idf=True)\n",
    "tfidf_vect.fit(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "## Build document-term matrix of training corpus\n",
    "\n",
    "X_train_vectorized_4 = tfidf_vect.transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression(C=1.0, class_weight=None, dual=False, fit_intercept=True,\n",
       "          intercept_scaling=1, max_iter=100, multi_class='ovr', n_jobs=1,\n",
       "          penalty='l2', random_state=None, solver='liblinear', tol=0.0001,\n",
       "          verbose=0, warm_start=False)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Build the classification model (classifier)\n",
    "\n",
    "LR_model_4 = LogisticRegression()\n",
    "LR_model_4.fit(X_train_vectorized_4, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.75454545454545452"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## Calculate the classification rate of this model\n",
    "\n",
    "X_test_vectorized_4 = tfidf_vect.transform(X_test)\n",
    "LR_predictions_4 = LR_model_4.predict(X_test_vectorized_4)\n",
    "accuracy_score(y_test, LR_predictions_4)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "In the end we want to say that all the methods used have an accuracy propotion of 70 percent. This good propotion is due to a good cleaning,normalisation and preprocessing of the data. "
   ]
  }
 ],
 "metadata": {
  "anaconda-cloud": {},
  "kernelspec": {
   "display_name": "Python [conda env:Anaconda3]",
   "language": "python",
   "name": "conda-env-Anaconda3-py"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}